@article {7593, title = {A genome-wide association study meta-analysis of clinical fracture in 10,012 African American women.}, journal = {Bone Rep}, volume = {5}, year = {2016}, month = {2016 Dec}, pages = {233-242}, abstract = {

BACKGROUND: Osteoporosis is a major public health problem associated with excess disability and mortality. It is estimated that 50-70\% of the variation in osteoporotic fracture risk is attributable to genetic factors. The purpose of this hypothesis-generating study was to identify possible genetic determinants of fracture among African American (AA) women in a GWAS meta-analysis.

METHODS: Data on clinical fractures (all fractures except fingers, toes, face, skull or sternum) were analyzed among AA female participants in the Women{\textquoteright}s Health Initiative (WHI) (N~=~8155), Cardiovascular Health Study (CHS) (N~=~504), BioVU (N~=~704), Health ABC (N~=~651), and the Johnston County Osteoarthritis Project (JoCoOA) (N~=~291). Affymetrix (WHI) and Illumina (Health ABC, JoCoOA, BioVU, CHS) GWAS panels were used for genotyping, and a 1:1 ratio of YRI:CEU HapMap haplotypes was used as an imputation reference panel. We used Cox proportional hazard models or logistic regression to evaluate the association of ~~2.5 million SNPs with fracture risk, adjusting for ancestry, age, and geographic region where applicable. We conducted a fixed-effects, inverse variance-weighted meta-analysis. Genome-wide significance was set at P~<~5~{\texttimes}~10-~8.

RESULTS: One SNP, rs12775980 in an intron of SVIL on chromosome 10p11.2, reached genome-wide significance (P~=~4.0~{\texttimes}~10-~8). Although this SNP has a low minor allele frequency (0.03), there was no evidence for heterogeneity of effects across the studies (I2~=~0). This locus was not reported in any previous osteoporosis-related GWA studies. We also interrogated previously reported GWA-significant loci associated with fracture or bone mineral density in our data. One locus (SMOC1) generalized, but overall there was not substantial evidence of generalization. Possible reasons for the lack of generalization are discussed.

CONCLUSION: This GWAS meta-analysis of fractures in African American women identified a potentially novel locus in the supervillin gene, which encodes a platelet-associated factor and was previously associated with platelet thrombus formation in African Americans. If validated in other populations of African descent, these findings suggest potential new mechanisms involved in fracture that may be particularly important among African Americans.

}, issn = {2352-1872}, doi = {10.1016/j.bonr.2016.08.005}, author = {Taylor, Kira C and Evans, Daniel S and Edwards, Digna R Velez and Edwards, Todd L and Sofer, Tamar and Li, Guo and Liu, Youfang and Franceschini, Nora and Jackson, Rebecca D and Giri, Ayush and Donneyong, Macarius and Psaty, Bruce and Rotter, Jerome I and LaCroix, Andrea Z and Jordan, Joanne M and Robbins, John A and Lewis, Beth and Stefanick, Marcia L and Liu, Yongmei and Garcia, Melissa and Harris, Tamara and Cauley, Jane A and North, Kari E} } @article {7579, title = {Genetic loci associated with heart rate variability and their effects on cardiac disease risk.}, journal = {Nat Commun}, volume = {8}, year = {2017}, month = {2017 Jun 14}, pages = {15805}, abstract = {

Reduced cardiac vagal control reflected in low heart rate variability (HRV) is associated with greater risks for cardiac morbidity and mortality. In two-stage meta-analyses of genome-wide association studies for three HRV traits in up to 53,174 individuals of European ancestry, we detect 17 genome-wide significant SNPs in eight loci. HRV SNPs tag non-synonymous SNPs (in NDUFA11 and KIAA1755), expression quantitative trait loci (eQTLs) (influencing GNG11, RGS6 and NEO1), or are located in genes preferentially expressed in the sinoatrial node (GNG11, RGS6 and HCN4). Genetic risk scores account for 0.9 to 2.6\% of the HRV variance. Significant genetic correlation is found for HRV with heart rate (-0.74}, issn = {2041-1723}, doi = {10.1038/ncomms15805}, author = {Nolte, Ilja M and Munoz, M Loretto and Tragante, Vinicius and Amare, Azmeraw T and Jansen, Rick and Vaez, Ahmad and von der Heyde, Benedikt and Avery, Christy L and Bis, Joshua C and Dierckx, Bram and van Dongen, Jenny and Gogarten, Stephanie M and Goyette, Philippe and Hernesniemi, Jussi and Huikari, Ville and Hwang, Shih-Jen and Jaju, Deepali and Kerr, Kathleen F and Kluttig, Alexander and Krijthe, Bouwe P and Kumar, Jitender and van der Laan, Sander W and Lyytik{\"a}inen, Leo-Pekka and Maihofer, Adam X and Minassian, Arpi and van der Most, Peter J and M{\"u}ller-Nurasyid, Martina and Nivard, Michel and Salvi, Erika and Stewart, James D and Thayer, Julian F and Verweij, Niek and Wong, Andrew and Zabaneh, Delilah and Zafarmand, Mohammad H and Abdellaoui, Abdel and Albarwani, Sulayma and Albert, Christine and Alonso, Alvaro and Ashar, Foram and Auvinen, Juha and Axelsson, Tomas and Baker, Dewleen G and de Bakker, Paul I W and Barcella, Matteo and Bayoumi, Riad and Bieringa, Rob J and Boomsma, Dorret and Boucher, Gabrielle and Britton, Annie R and Christophersen, Ingrid and Dietrich, Andrea and Ehret, George B and Ellinor, Patrick T and Eskola, Markku and Felix, Janine F and Floras, John S and Franco, Oscar H and Friberg, Peter and Gademan, Maaike G J and Geyer, Mark A and Giedraitis, Vilmantas and Hartman, Catharina A and Hemerich, Daiane and Hofman, Albert and Hottenga, Jouke-Jan and Huikuri, Heikki and Hutri-K{\"a}h{\"o}nen, Nina and Jouven, Xavier and Junttila, Juhani and Juonala, Markus and Kiviniemi, Antti M and Kors, Jan A and Kumari, Meena and Kuznetsova, Tatiana and Laurie, Cathy C and Lefrandt, Joop D and Li, Yong and Li, Yun and Liao, Duanping and Limacher, Marian C and Lin, Henry J and Lindgren, Cecilia M and Lubitz, Steven A and Mahajan, Anubha and McKnight, Barbara and Zu Schwabedissen, Henriette Meyer and Milaneschi, Yuri and Mononen, Nina and Morris, Andrew P and Nalls, Mike A and Navis, Gerjan and Neijts, Melanie and Nikus, Kjell and North, Kari E and O{\textquoteright}Connor, Daniel T and Ormel, Johan and Perz, Siegfried and Peters, Annette and Psaty, Bruce M and Raitakari, Olli T and Risbrough, Victoria B and Sinner, Moritz F and Siscovick, David and Smit, Johannes H and Smith, Nicholas L and Soliman, Elsayed Z and Sotoodehnia, Nona and Staessen, Jan A and Stein, Phyllis K and Stilp, Adrienne M and Stolarz-Skrzypek, Katarzyna and Strauch, Konstantin and Sundstr{\"o}m, Johan and Swenne, Cees A and Syv{\"a}nen, Ann-Christine and Tardif, Jean-Claude and Taylor, Kent D and Teumer, Alexander and Thornton, Timothy A and Tinker, Lesley E and Uitterlinden, Andr{\'e} G and van Setten, Jessica and Voss, Andreas and Waldenberger, Melanie and Wilhelmsen, Kirk C and Willemsen, Gonneke and Wong, Quenna and Zhang, Zhu-Ming and Zonderman, Alan B and Cusi, Daniele and Evans, Michele K and Greiser, Halina K and van der Harst, Pim and Hassan, Mohammad and Ingelsson, Erik and Jarvelin, Marjo-Riitta and K{\"a}{\"a}b, Stefan and K{\"a}h{\"o}nen, Mika and Kivimaki, Mika and Kooperberg, Charles and Kuh, Diana and Lehtim{\"a}ki, Terho and Lind, Lars and Nievergelt, Caroline M and O{\textquoteright}Donnell, Chris J and Oldehinkel, Albertine J and Penninx, Brenda and Reiner, Alexander P and Riese, Harri{\"e}tte and van Roon, Arie M and Rioux, John D and Rotter, Jerome I and Sofer, Tamar and Stricker, Bruno H and Tiemeier, Henning and Vrijkotte, Tanja G M and Asselbergs, Folkert W and Brundel, Bianca J J M and Heckbert, Susan R and Whitsel, Eric A and den Hoed, Marcel and Snieder, Harold and de Geus, Eco J C} } @article {7572, title = {Single-trait and multi-trait genome-wide association analyses identify novel loci for blood pressure in African-ancestry populations.}, journal = {PLoS Genet}, volume = {13}, year = {2017}, month = {2017 May}, pages = {e1006728}, abstract = {

Hypertension is a leading cause of global disease, mortality, and disability. While individuals of African descent suffer a disproportionate burden of hypertension and its complications, they have been underrepresented in genetic studies. To identify novel susceptibility loci for blood pressure and hypertension in people of African ancestry, we performed both single and multiple-trait genome-wide association analyses. We analyzed 21 genome-wide association studies comprised of 31,968 individuals of African ancestry, and validated our results with additional 54,395 individuals from multi-ethnic studies. These analyses identified nine loci with eleven independent variants which reached genome-wide significance (P < 1.25{\texttimes}10-8) for either systolic and diastolic blood pressure, hypertension, or for combined traits. Single-trait analyses identified two loci (TARID/TCF21 and LLPH/TMBIM4) and multiple-trait analyses identified one novel locus (FRMD3) for blood pressure. At these three loci, as well as at GRP20/CDH17, associated variants had alleles common only in African-ancestry populations. Functional annotation showed enrichment for genes expressed in immune and kidney cells, as well as in heart and vascular cells/tissues. Experiments driven by these findings and using angiotensin-II induced hypertension in mice showed altered kidney mRNA expression of six genes, suggesting their potential role in hypertension. Our study provides new evidence for genes related to hypertension susceptibility, and the need to study African-ancestry populations in order to identify biologic factors contributing to hypertension.

}, keywords = {African Americans, Animals, Basic Helix-Loop-Helix Transcription Factors, Blood Pressure, Cadherins, Case-Control Studies, Female, Genetic Loci, Genome-Wide Association Study, Humans, Hypertension, Male, Membrane Proteins, Mice, Multifactorial Inheritance, Polymorphism, Single Nucleotide}, issn = {1553-7404}, doi = {10.1371/journal.pgen.1006728}, author = {Liang, Jingjing and Le, Thu H and Edwards, Digna R Velez and Tayo, Bamidele O and Gaulton, Kyle J and Smith, Jennifer A and Lu, Yingchang and Jensen, Richard A and Chen, Guanjie and Yanek, Lisa R and Schwander, Karen and Tajuddin, Salman M and Sofer, Tamar and Kim, Wonji and Kayima, James and McKenzie, Colin A and Fox, Ervin and Nalls, Michael A and Young, J Hunter and Sun, Yan V and Lane, Jacqueline M and Cechova, Sylvia and Zhou, Jie and Tang, Hua and Fornage, Myriam and Musani, Solomon K and Wang, Heming and Lee, Juyoung and Adeyemo, Adebowale and Dreisbach, Albert W and Forrester, Terrence and Chu, Pei-Lun and Cappola, Anne and Evans, Michele K and Morrison, Alanna C and Martin, Lisa W and Wiggins, Kerri L and Hui, Qin and Zhao, Wei and Jackson, Rebecca D and Ware, Erin B and Faul, Jessica D and Reiner, Alex P and Bray, Michael and Denny, Joshua C and Mosley, Thomas H and Palmas, Walter and Guo, Xiuqing and Papanicolaou, George J and Penman, Alan D and Polak, Joseph F and Rice, Kenneth and Taylor, Ken D and Boerwinkle, Eric and Bottinger, Erwin P and Liu, Kiang and Risch, Neil and Hunt, Steven C and Kooperberg, Charles and Zonderman, Alan B and Laurie, Cathy C and Becker, Diane M and Cai, Jianwen and Loos, Ruth J F and Psaty, Bruce M and Weir, David R and Kardia, Sharon L R and Arnett, Donna K and Won, Sungho and Edwards, Todd L and Redline, Susan and Cooper, Richard S and Rao, D C and Rotter, Jerome I and Rotimi, Charles and Levy, Daniel and Chakravarti, Aravinda and Zhu, Xiaofeng and Franceschini, Nora} } @article {7686, title = {A Large-Scale Multi-ancestry Genome-wide Study Accounting for Smoking Behavior Identifies Multiple Significant Loci for Blood Pressure.}, journal = {Am J Hum Genet}, volume = {102}, year = {2018}, month = {2018 Mar 01}, pages = {375-400}, abstract = {

Genome-wide association analysis advanced understanding of blood pressure (BP), a major risk factor for vascular conditions such as coronary heart disease and stroke. Accounting for smoking behavior may help identify BP loci and extend our knowledge of its genetic architecture. We performed genome-wide association meta-analyses of systolic and diastolic BP incorporating gene-smoking interactions in 610,091 individuals. Stage 1 analysis examined \~{}18.8 million SNPs and small insertion/deletion variants in 129,913 individuals from four ancestries (European, African, Asian, and Hispanic) with follow-up analysis of promising variants in 480,178 additional individuals from five ancestries. We identified 15 loci that were genome-wide significant (p < 5~{\texttimes} 10) in stage 1 and formally replicated in stage 2. A combined stage 1 and 2 meta-analysis identified 66 additional genome-wide significant loci (13, 35, and 18 loci in European, African, and trans-ancestry, respectively). A total of 56 known BP loci were also identified by our results (p < 5~{\texttimes} 10). Of the newly identified loci, ten showed significant interaction with smoking status, but none of them were replicated in stage 2. Several loci were identified in African ancestry, highlighting the importance of genetic studies in diverse populations. The identified loci show strong evidence for regulatory features and support shared pathophysiology with cardiometabolic and addiction traits. They also highlight a role in BP regulation for biological candidates such as modulators of vascular structure and function (CDKN1B, BCAR1-CFDP1, PXDN, EEA1), ciliopathies (SDCCAG8, RPGRIP1L), telomere maintenance (TNKS, PINX1, AKTIP), and central dopaminergic signaling (MSRA, EBF2).

}, issn = {1537-6605}, doi = {10.1016/j.ajhg.2018.01.015}, author = {Sung, Yun J and Winkler, Thomas W and de Las Fuentes, Lisa and Bentley, Amy R and Brown, Michael R and Kraja, Aldi T and Schwander, Karen and Ntalla, Ioanna and Guo, Xiuqing and Franceschini, Nora and Lu, Yingchang and Cheng, Ching-Yu and Sim, Xueling and Vojinovic, Dina and Marten, Jonathan and Musani, Solomon K and Li, Changwei and Feitosa, Mary F and Kilpel{\"a}inen, Tuomas O and Richard, Melissa A and Noordam, Raymond and Aslibekyan, Stella and Aschard, Hugues and Bartz, Traci M and Dorajoo, Rajkumar and Liu, Yongmei and Manning, Alisa K and Rankinen, Tuomo and Smith, Albert Vernon and Tajuddin, Salman M and Tayo, Bamidele O and Warren, Helen R and Zhao, Wei and Zhou, Yanhua and Matoba, Nana and Sofer, Tamar and Alver, Maris and Amini, Marzyeh and Boissel, Mathilde and Chai, Jin Fang and Chen, Xu and Divers, Jasmin and Gandin, Ilaria and Gao, Chuan and Giulianini, Franco and Goel, Anuj and Harris, Sarah E and Hartwig, Fernando Pires and Horimoto, Andrea R V R and Hsu, Fang-Chi and Jackson, Anne U and K{\"a}h{\"o}nen, Mika and Kasturiratne, Anuradhani and Kuhnel, Brigitte and Leander, Karin and Lee, Wen-Jane and Lin, Keng-Hung and {\textquoteright}an Luan, Jian and McKenzie, Colin A and Meian, He and Nelson, Christopher P and Rauramaa, Rainer and Schupf, Nicole and Scott, Robert A and Sheu, Wayne H H and Stan{\v c}{\'a}kov{\'a}, Alena and Takeuchi, Fumihiko and van der Most, Peter J and Varga, Tibor V and Wang, Heming and Wang, Yajuan and Ware, Erin B and Weiss, Stefan and Wen, Wanqing and Yanek, Lisa R and Zhang, Weihua and Zhao, Jing Hua and Afaq, Saima and Alfred, Tamuno and Amin, Najaf and Arking, Dan and Aung, Tin and Barr, R Graham and Bielak, Lawrence F and Boerwinkle, Eric and Bottinger, Erwin P and Braund, Peter S and Brody, Jennifer A and Broeckel, Ulrich and Cabrera, Claudia P and Cade, Brian and Caizheng, Yu and Campbell, Archie and Canouil, Micka{\"e}l and Chakravarti, Aravinda and Chauhan, Ganesh and Christensen, Kaare and Cocca, Massimiliano and Collins, Francis S and Connell, John M and de Mutsert, Ren{\'e}e and de Silva, H Janaka and Debette, Stephanie and D{\"o}rr, Marcus and Duan, Qing and Eaton, Charles B and Ehret, Georg and Evangelou, Evangelos and Faul, Jessica D and Fisher, Virginia A and Forouhi, Nita G and Franco, Oscar H and Friedlander, Yechiel and Gao, He and Gigante, Bruna and Graff, Misa and Gu, C Charles and Gu, Dongfeng and Gupta, Preeti and Hagenaars, Saskia P and Harris, Tamara B and He, Jiang and Heikkinen, Sami and Heng, Chew-Kiat and Hirata, Makoto and Hofman, Albert and Howard, Barbara V and Hunt, Steven and Irvin, Marguerite R and Jia, Yucheng and Joehanes, Roby and Justice, Anne E and Katsuya, Tomohiro and Kaufman, Joel and Kerrison, Nicola D and Khor, Chiea Chuen and Koh, Woon-Puay and Koistinen, Heikki A and Komulainen, Pirjo and Kooperberg, Charles and Krieger, Jose E and Kubo, Michiaki and Kuusisto, Johanna and Langefeld, Carl D and Langenberg, Claudia and Launer, Lenore J and Lehne, Benjamin and Lewis, Cora E and Li, Yize and Lim, Sing Hui and Lin, Shiow and Liu, Ching-Ti and Liu, Jianjun and Liu, Jingmin and Liu, Kiang and Liu, Yeheng and Loh, Marie and Lohman, Kurt K and Long, Jirong and Louie, Tin and M{\"a}gi, Reedik and Mahajan, Anubha and Meitinger, Thomas and Metspalu, Andres and Milani, Lili and Momozawa, Yukihide and Morris, Andrew P and Mosley, Thomas H and Munson, Peter and Murray, Alison D and Nalls, Mike A and Nasri, Ubaydah and Norris, Jill M and North, Kari and Ogunniyi, Adesola and Padmanabhan, Sandosh and Palmas, Walter R and Palmer, Nicholette D and Pankow, James S and Pedersen, Nancy L and Peters, Annette and Peyser, Patricia A and Polasek, Ozren and Raitakari, Olli T and Renstrom, Frida and Rice, Treva K and Ridker, Paul M and Robino, Antonietta and Robinson, Jennifer G and Rose, Lynda M and Rudan, Igor and Sabanayagam, Charumathi and Salako, Babatunde L and Sandow, Kevin and Schmidt, Carsten O and Schreiner, Pamela J and Scott, William R and Seshadri, Sudha and Sever, Peter and Sitlani, Colleen M and Smith, Jennifer A and Snieder, Harold and Starr, John M and Strauch, Konstantin and Tang, Hua and Taylor, Kent D and Teo, Yik Ying and Tham, Yih Chung and Uitterlinden, Andr{\'e} G and Waldenberger, Melanie and Wang, Lihua and Wang, Ya X and Wei, Wen Bin and Williams, Christine and Wilson, Gregory and Wojczynski, Mary K and Yao, Jie and Yuan, Jian-Min and Zonderman, Alan B and Becker, Diane M and Boehnke, Michael and Bowden, Donald W and Chambers, John C and Chen, Yii-Der Ida and de Faire, Ulf and Deary, Ian J and Esko, T{\~o}nu and Farrall, Martin and Forrester, Terrence and Franks, Paul W and Freedman, Barry I and Froguel, Philippe and Gasparini, Paolo and Gieger, Christian and Horta, Bernardo Lessa and Hung, Yi-Jen and Jonas, Jost B and Kato, Norihiro and Kooner, Jaspal S and Laakso, Markku and Lehtim{\"a}ki, Terho and Liang, Kae-Woei and Magnusson, Patrik K E and Newman, Anne B and Oldehinkel, Albertine J and Pereira, Alexandre C and Redline, Susan and Rettig, Rainer and Samani, Nilesh J and Scott, James and Shu, Xiao-Ou and van der Harst, Pim and Wagenknecht, Lynne E and Wareham, Nicholas J and Watkins, Hugh and Weir, David R and Wickremasinghe, Ananda R and Wu, Tangchun and Zheng, Wei and Kamatani, Yoichiro and Laurie, Cathy C and Bouchard, Claude and Cooper, Richard S and Evans, Michele K and Gudnason, Vilmundur and Kardia, Sharon L R and Kritchevsky, Stephen B and Levy, Daniel and O{\textquoteright}Connell, Jeff R and Psaty, Bruce M and van Dam, Rob M and Sims, Mario and Arnett, Donna K and Mook-Kanamori, Dennis O and Kelly, Tanika N and Fox, Ervin R and Hayward, Caroline and Fornage, Myriam and Rotimi, Charles N and Province, Michael A and van Duijn, Cornelia M and Tai, E Shyong and Wong, Tien Yin and Loos, Ruth J F and Reiner, Alex P and Rotter, Jerome I and Zhu, Xiaofeng and Bierut, Laura J and Gauderman, W James and Caulfield, Mark J and Elliott, Paul and Rice, Kenneth and Munroe, Patricia B and Morrison, Alanna C and Cupples, L Adrienne and Rao, Dabeeru C and Chasman, Daniel I} } @article {7819, title = {Multiethnic meta-analysis identifies ancestry-specific and cross-ancestry loci for pulmonary function.}, journal = {Nat Commun}, volume = {9}, year = {2018}, month = {2018 Jul 30}, pages = {2976}, abstract = {

Nearly 100 loci have been identified for pulmonary function, almost exclusively in studies of European ancestry populations. We extend previous research by meta-analyzing genome-wide association studies of 1000 Genomes imputed variants in relation to pulmonary function in a multiethnic population of 90,715 individuals of European (N = 60,552), African (N = 8429), Asian (N = 9959), and Hispanic/Latino (N = 11,775) ethnicities. We identify over 50 additional loci at genome-wide significance in ancestry-specific or multiethnic meta-analyses. Using recent fine-mapping methods incorporating functional annotation, gene expression, and differences in linkage disequilibrium between ethnicities, we further shed light on potential causal variants and genes at known and newly identified loci. Several of the novel genes encode proteins with predicted or established drug targets, including KCNK2 and CDK12. Our study highlights the utility of multiethnic and integrative genomics approaches to extend existing knowledge of the genetics of lung function and clinical relevance of implicated loci.

}, issn = {2041-1723}, doi = {10.1038/s41467-018-05369-0}, author = {Wyss, Annah B and Sofer, Tamar and Lee, Mi Kyeong and Terzikhan, Natalie and Nguyen, Jennifer N and Lahousse, Lies and Latourelle, Jeanne C and Smith, Albert Vernon and Bartz, Traci M and Feitosa, Mary F and Gao, Wei and Ahluwalia, Tarunveer S and Tang, Wenbo and Oldmeadow, Christopher and Duan, Qing and de Jong, Kim and Wojczynski, Mary K and Wang, Xin-Qun and Noordam, Raymond and Hartwig, Fernando Pires and Jackson, Victoria E and Wang, Tianyuan and Obeidat, Ma{\textquoteright}en and Hobbs, Brian D and Huan, Tianxiao and Gui, Hongsheng and Parker, Margaret M and Hu, Donglei and Mogil, Lauren S and Kichaev, Gleb and Jin, Jianping and Graff, Mariaelisa and Harris, Tamara B and Kalhan, Ravi and Heckbert, Susan R and Paternoster, Lavinia and Burkart, Kristin M and Liu, Yongmei and Holliday, Elizabeth G and Wilson, James G and Vonk, Judith M and Sanders, Jason L and Barr, R Graham and de Mutsert, Ren{\'e}e and Menezes, Ana Maria Baptista and Adams, Hieab H H and van den Berge, Maarten and Joehanes, Roby and Levin, Albert M and Liberto, Jennifer and Launer, Lenore J and Morrison, Alanna C and Sitlani, Colleen M and Celed{\'o}n, Juan C and Kritchevsky, Stephen B and Scott, Rodney J and Christensen, Kaare and Rotter, Jerome I and Bonten, Tobias N and Wehrmeister, Fernando C{\'e}sar and Boss{\'e}, Yohan and Xiao, Shujie and Oh, Sam and Franceschini, Nora and Brody, Jennifer A and Kaplan, Robert C and Lohman, Kurt and McEvoy, Mark and Province, Michael A and Rosendaal, Frits R and Taylor, Kent D and Nickle, David C and Williams, L Keoki and Burchard, Esteban G and Wheeler, Heather E and Sin, Don D and Gudnason, Vilmundur and North, Kari E and Fornage, Myriam and Psaty, Bruce M and Myers, Richard H and O{\textquoteright}Connor, George and Hansen, Torben and Laurie, Cathy C and Cassano, Patricia A and Sung, Joohon and Kim, Woo Jin and Attia, John R and Lange, Leslie and Boezen, H Marike and Thyagarajan, Bharat and Rich, Stephen S and Mook-Kanamori, Dennis O and Horta, Bernardo Lessa and Uitterlinden, Andr{\'e} G and Im, Hae Kyung and Cho, Michael H and Brusselle, Guy G and Gharib, Sina A and Dupuis, Jos{\'e}e and Manichaikul, Ani and London, Stephanie J} } @article {7675, title = {Multiethnic Meta-Analysis Identifies RAI1 as a Possible Obstructive Sleep Apnea-related Quantitative Trait Locus in Men.}, journal = {Am J Respir Cell Mol Biol}, volume = {58}, year = {2018}, month = {2018 Mar}, pages = {391-401}, abstract = {

Obstructive sleep apnea (OSA) is a common heritable disorder displaying marked sexual dimorphism in disease prevalence and progression. Previous genetic association studies have identified a few genetic loci associated with OSA and related quantitative traits, but they have only focused on single ethnic groups, and a large proportion of the heritability remains unexplained. The apnea-hypopnea index (AHI) is a commonly used quantitative measure characterizing OSA severity. Because OSA differs by sex, and the pathophysiology of obstructive events differ in rapid eye movement (REM) and non-REM (NREM) sleep, we hypothesized that additional genetic association signals would be identified by analyzing the NREM/REM-specific AHI and by conducting sex-specific analyses in multiethnic samples. We performed genome-wide association tests for up to 19,733 participants of African, Asian, European, and Hispanic/Latino American ancestry in 7 studies. We identified rs12936587 on chromosome 17 as a possible quantitative trait locus for NREM AHI in men (N = 6,737; P = 1.7 {\texttimes} 10) but not in women (P = 0.77). The association with NREM AHI was replicated in a physiological research study (N = 67; P = 0.047). This locus overlapping the RAI1 gene and encompassing genes PEMT1, SREBF1, and RASD1 was previously reported to be associated with coronary artery disease, lipid metabolism, and implicated in Potocki-Lupski syndrome and Smith-Magenis syndrome, which are characterized by abnormal sleep phenotypes. We also identified gene-by-sex interactions in suggestive association regions, suggesting that genetic variants for AHI appear to vary by sex, consistent with the clinical observations of strong sexual dimorphism.

}, issn = {1535-4989}, doi = {10.1165/rcmb.2017-0237OC}, author = {Chen, Han and Cade, Brian E and Gleason, Kevin J and Bjonnes, Andrew C and Stilp, Adrienne M and Sofer, Tamar and Conomos, Matthew P and Ancoli-Israel, Sonia and Arens, Raanan and Azarbarzin, Ali and Bell, Graeme I and Below, Jennifer E and Chun, Sung and Evans, Daniel S and Ewert, Ralf and Frazier-Wood, Alexis C and Gharib, Sina A and Haba-Rubio, Jos{\'e} and Hagen, Erika W and Heinzer, Raphael and Hillman, David R and Johnson, W Craig and Kutalik, Zolt{\'a}n and Lane, Jacqueline M and Larkin, Emma K and Lee, Seung Ku and Liang, Jingjing and Loredo, Jose S and Mukherjee, Sutapa and Palmer, Lyle J and Papanicolaou, George J and Penzel, Thomas and Peppard, Paul E and Post, Wendy S and Ramos, Alberto R and Rice, Ken and Rotter, Jerome I and Sands, Scott A and Shah, Neomi A and Shin, Chol and Stone, Katie L and Stubbe, Beate and Sul, Jae Hoon and Tafti, Mehdi and Taylor, Kent D and Teumer, Alexander and Thornton, Timothy A and Tranah, Gregory J and Wang, Chaolong and Wang, Heming and Warby, Simon C and Wellman, D Andrew and Zee, Phyllis C and Hanis, Craig L and Laurie, Cathy C and Gottlieb, Daniel J and Patel, Sanjay R and Zhu, Xiaofeng and Sunyaev, Shamil R and Saxena, Richa and Lin, Xihong and Redline, Susan} } @article {7792, title = {Novel genetic associations for blood pressure identified via gene-alcohol interaction in up to 570K individuals across multiple ancestries.}, journal = {PLoS One}, volume = {13}, year = {2018}, month = {2018}, pages = {e0198166}, abstract = {

Heavy alcohol consumption is an established risk factor for hypertension; the mechanism by which alcohol consumption impact blood pressure (BP) regulation remains unknown. We hypothesized that a genome-wide association study accounting for gene-alcohol consumption interaction for BP might identify additional BP loci and contribute to the understanding of alcohol-related BP regulation. We conducted a large two-stage investigation incorporating joint testing of main genetic effects and single nucleotide variant (SNV)-alcohol consumption interactions. In Stage 1, genome-wide discovery meta-analyses in ≈131K individuals across several ancestry groups yielded 3,514 SNVs (245 loci) with suggestive evidence of association (P < 1.0 x 10-5). In Stage 2, these SNVs were tested for independent external replication in ≈440K individuals across multiple ancestries. We identified and replicated (at Bonferroni correction threshold) five novel BP loci (380 SNVs in 21 genes) and 49 previously reported BP loci (2,159 SNVs in 109 genes) in European ancestry, and in multi-ancestry meta-analyses (P < 5.0 x 10-8). For African ancestry samples, we detected 18 potentially novel BP loci (P < 5.0 x 10-8) in Stage 1 that warrant further replication. Additionally, correlated meta-analysis identified eight novel BP loci (11 genes). Several genes in these loci (e.g., PINX1, GATA4, BLK, FTO and GABBR2) have been previously reported to be associated with alcohol consumption. These findings provide insights into the role of alcohol consumption in the genetic architecture of hypertension.

}, issn = {1932-6203}, doi = {10.1371/journal.pone.0198166}, author = {Feitosa, Mary F and Kraja, Aldi T and Chasman, Daniel I and Sung, Yun J and Winkler, Thomas W and Ntalla, Ioanna and Guo, Xiuqing and Franceschini, Nora and Cheng, Ching-Yu and Sim, Xueling and Vojinovic, Dina and Marten, Jonathan and Musani, Solomon K and Li, Changwei and Bentley, Amy R and Brown, Michael R and Schwander, Karen and Richard, Melissa A and Noordam, Raymond and Aschard, Hugues and Bartz, Traci M and Bielak, Lawrence F and Dorajoo, Rajkumar and Fisher, Virginia and Hartwig, Fernando P and Horimoto, Andrea R V R and Lohman, Kurt K and Manning, Alisa K and Rankinen, Tuomo and Smith, Albert V and Tajuddin, Salman M and Wojczynski, Mary K and Alver, Maris and Boissel, Mathilde and Cai, Qiuyin and Campbell, Archie and Chai, Jin Fang and Chen, Xu and Divers, Jasmin and Gao, Chuan and Goel, Anuj and Hagemeijer, Yanick and Harris, Sarah E and He, Meian and Hsu, Fang-Chi and Jackson, Anne U and K{\"a}h{\"o}nen, Mika and Kasturiratne, Anuradhani and Komulainen, Pirjo and Kuhnel, Brigitte and Laguzzi, Federica and Luan, Jian{\textquoteright}an and Matoba, Nana and Nolte, Ilja M and Padmanabhan, Sandosh and Riaz, Muhammad and Rueedi, Rico and Robino, Antonietta and Said, M Abdullah and Scott, Robert A and Sofer, Tamar and Stan{\v c}{\'a}kov{\'a}, Alena and Takeuchi, Fumihiko and Tayo, Bamidele O and van der Most, Peter J and Varga, Tibor V and Vitart, Veronique and Wang, Yajuan and Ware, Erin B and Warren, Helen R and Weiss, Stefan and Wen, Wanqing and Yanek, Lisa R and Zhang, Weihua and Zhao, Jing Hua and Afaq, Saima and Amin, Najaf and Amini, Marzyeh and Arking, Dan E and Aung, Tin and Boerwinkle, Eric and Borecki, Ingrid and Broeckel, Ulrich and Brown, Morris and Brumat, Marco and Burke, Gregory L and Canouil, Micka{\"e}l and Chakravarti, Aravinda and Charumathi, Sabanayagam and Ida Chen, Yii-Der and Connell, John M and Correa, Adolfo and de Las Fuentes, Lisa and de Mutsert, Ren{\'e}e and de Silva, H Janaka and Deng, Xuan and Ding, Jingzhong and Duan, Qing and Eaton, Charles B and Ehret, Georg and Eppinga, Ruben N and Evangelou, Evangelos and Faul, Jessica D and Felix, Stephan B and Forouhi, Nita G and Forrester, Terrence and Franco, Oscar H and Friedlander, Yechiel and Gandin, Ilaria and Gao, He and Ghanbari, Mohsen and Gigante, Bruna and Gu, C Charles and Gu, Dongfeng and Hagenaars, Saskia P and Hallmans, G{\"o}ran and Harris, Tamara B and He, Jiang and Heikkinen, Sami and Heng, Chew-Kiat and Hirata, Makoto and Howard, Barbara V and Ikram, M Arfan and John, Ulrich and Katsuya, Tomohiro and Khor, Chiea Chuen and Kilpel{\"a}inen, Tuomas O and Koh, Woon-Puay and Krieger, Jose E and Kritchevsky, Stephen B and Kubo, Michiaki and Kuusisto, Johanna and Lakka, Timo A and Langefeld, Carl D and Langenberg, Claudia and Launer, Lenore J and Lehne, Benjamin and Lewis, Cora E and Li, Yize and Lin, Shiow and Liu, Jianjun and Liu, Jingmin and Loh, Marie and Louie, Tin and M{\"a}gi, Reedik and McKenzie, Colin A and Meitinger, Thomas and Metspalu, Andres and Milaneschi, Yuri and Milani, Lili and Mohlke, Karen L and Momozawa, Yukihide and Nalls, Mike A and Nelson, Christopher P and Sotoodehnia, Nona and Norris, Jill M and O{\textquoteright}Connell, Jeff R and Palmer, Nicholette D and Perls, Thomas and Pedersen, Nancy L and Peters, Annette and Peyser, Patricia A and Poulter, Neil and Raffel, Leslie J and Raitakari, Olli T and Roll, Kathryn and Rose, Lynda M and Rosendaal, Frits R and Rotter, Jerome I and Schmidt, Carsten O and Schreiner, Pamela J and Schupf, Nicole and Scott, William R and Sever, Peter S and Shi, Yuan and Sidney, Stephen and Sims, Mario and Sitlani, Colleen M and Smith, Jennifer A and Snieder, Harold and Starr, John M and Strauch, Konstantin and Stringham, Heather M and Tan, Nicholas Y Q and Tang, Hua and Taylor, Kent D and Teo, Yik Ying and Tham, Yih Chung and Turner, Stephen T and Uitterlinden, Andr{\'e} G and Vollenweider, Peter and Waldenberger, Melanie and Wang, Lihua and Wang, Ya Xing and Wei, Wen Bin and Williams, Christine and Yao, Jie and Yu, Caizheng and Yuan, Jian-Min and Zhao, Wei and Zonderman, Alan B and Becker, Diane M and Boehnke, Michael and Bowden, Donald W and Chambers, John C and Deary, Ian J and Esko, T{\~o}nu and Farrall, Martin and Franks, Paul W and Freedman, Barry I and Froguel, Philippe and Gasparini, Paolo and Gieger, Christian and Jonas, Jost Bruno and Kamatani, Yoichiro and Kato, Norihiro and Kooner, Jaspal S and Kutalik, Zolt{\'a}n and Laakso, Markku and Laurie, Cathy C and Leander, Karin and Lehtim{\"a}ki, Terho and Study, Lifelines Cohort and Magnusson, Patrik K E and Oldehinkel, Albertine J and Penninx, Brenda W J H and Polasek, Ozren and Porteous, David J and Rauramaa, Rainer and Samani, Nilesh J and Scott, James and Shu, Xiao-Ou and van der Harst, Pim and Wagenknecht, Lynne E and Wareham, Nicholas J and Watkins, Hugh and Weir, David R and Wickremasinghe, Ananda R and Wu, Tangchun and Zheng, Wei and Bouchard, Claude and Christensen, Kaare and Evans, Michele K and Gudnason, Vilmundur and Horta, Bernardo L and Kardia, Sharon L R and Liu, Yongmei and Pereira, Alexandre C and Psaty, Bruce M and Ridker, Paul M and van Dam, Rob M and Gauderman, W James and Zhu, Xiaofeng and Mook-Kanamori, Dennis O and Fornage, Myriam and Rotimi, Charles N and Cupples, L Adrienne and Kelly, Tanika N and Fox, Ervin R and Hayward, Caroline and van Duijn, Cornelia M and Tai, E Shyong and Wong, Tien Yin and Kooperberg, Charles and Palmas, Walter and Rice, Kenneth and Morrison, Alanna C and Elliott, Paul and Caulfield, Mark J and Munroe, Patricia B and Rao, Dabeeru C and Province, Michael A and Levy, Daniel} } @article {8049, title = {Admixture mapping identifies novel loci for obstructive sleep apnea in Hispanic/Latino Americans.}, journal = {Hum Mol Genet}, volume = {28}, year = {2019}, month = {2019 02 15}, pages = {675-687}, abstract = {

Obstructive sleep apnea (OSA) is a common disorder associated with increased risk of cardiovascular disease and mortality. Its prevalence and severity vary across ancestral background. Although OSA traits are heritable, few genetic associations have been identified. To identify genetic regions associated with OSA and improve statistical power, we applied admixture mapping on three primary OSA traits [the apnea hypopnea index (AHI), overnight average oxyhemoglobin saturation (SaO2) and percentage time SaO2~<~90\%] and a secondary trait (respiratory event duration) in a Hispanic/Latino American population study of 11~575 individuals with significant variation in ancestral background. Linear mixed models were performed using previously inferred African, European and Amerindian local genetic ancestry markers. Global African ancestry was associated with a lower AHI, higher SaO2 and shorter event duration. Admixture mapping analysis of the primary OSA traits identified local African ancestry at the chromosomal region 2q37 as genome-wide significantly associated with AHI (P~<~5.7~{\texttimes}~10-5), and European and Amerindian ancestries at 18q21 suggestively associated with both AHI and percentage time SaO2~<~90\% (P~<~10-3). Follow-up joint ancestry-SNP association analyses identified novel variants in ferrochelatase (FECH), significantly associated with AHI and percentage time SaO2~<~90\% after adjusting for multiple tests (P~<~8~{\texttimes}~10-6). These signals contributed to the admixture mapping associations and were replicated in independent cohorts. In this first admixture mapping study of OSA, novel associations with variants in the iron/heme metabolism pathway suggest a role for iron in influencing respiratory traits underlying OSA.

}, issn = {1460-2083}, doi = {10.1093/hmg/ddy387}, author = {Wang, Heming and Cade, Brian E and Sofer, Tamar and Sands, Scott A and Chen, Han and Browning, Sharon R and Stilp, Adrienne M and Louie, Tin L and Thornton, Timothy A and Johnson, W Craig and Below, Jennifer E and Conomos, Matthew P and Evans, Daniel S and Gharib, Sina A and Guo, Xiuqing and Wood, Alexis C and Mei, Hao and Yaffe, Kristine and Loredo, Jose S and Ramos, Alberto R and Barrett-Connor, Elizabeth and Ancoli-Israel, Sonia and Zee, Phyllis C and Arens, Raanan and Shah, Neomi A and Taylor, Kent D and Tranah, Gregory J and Stone, Katie L and Hanis, Craig L and Wilson, James G and Gottlieb, Daniel J and Patel, Sanjay R and Rice, Ken and Post, Wendy S and Rotter, Jerome I and Sunyaev, Shamil R and Cai, Jianwen and Lin, Xihong and Purcell, Shaun M and Laurie, Cathy C and Saxena, Richa and Redline, Susan and Zhu, Xiaofeng} } @article {8044, title = {Associations of variants In the hexokinase 1 and interleukin 18 receptor regions with oxyhemoglobin saturation during sleep.}, journal = {PLoS Genet}, volume = {15}, year = {2019}, month = {2019 04}, pages = {e1007739}, abstract = {

Sleep disordered breathing (SDB)-related overnight hypoxemia is associated with cardiometabolic disease and other comorbidities. Understanding the genetic bases for variations in nocturnal hypoxemia may help understand mechanisms influencing oxygenation and SDB-related mortality. We conducted genome-wide association tests across 10 cohorts and 4 populations to identify genetic variants associated with three correlated measures of overnight oxyhemoglobin saturation: average and minimum oxyhemoglobin saturation during sleep and the percent of sleep with oxyhemoglobin saturation under 90\%. The discovery sample consisted of 8,326 individuals. Variants with p < 1 {\texttimes} 10(-6) were analyzed in a replication group of 14,410 individuals. We identified 3 significantly associated regions, including 2 regions in multi-ethnic analyses (2q12, 10q22). SNPs in the 2q12 region associated with minimum SpO2 (rs78136548 p = 2.70 {\texttimes} 10(-10)). SNPs at 10q22 were associated with all three traits including average SpO2 (rs72805692 p = 4.58 {\texttimes} 10(-8)). SNPs in both regions were associated in over 20,000 individuals and are supported by prior associations or functional evidence. Four additional significant regions were detected in secondary sex-stratified and combined discovery and replication analyses, including a region overlapping Reelin, a known marker of respiratory complex neurons.These are the first genome-wide significant findings reported for oxyhemoglobin saturation during sleep, a phenotype of high clinical interest. Our replicated associations with HK1 and IL18R1 suggest that variants in inflammatory pathways, such as the biologically-plausible NLRP3 inflammasome, may contribute to nocturnal hypoxemia.

}, keywords = {Adolescent, Adult, Aged, Aged, 80 and over, Cell Adhesion Molecules, Neuronal, Computational Biology, Extracellular Matrix Proteins, Female, Gene Regulatory Networks, Genetic Variation, Genome-Wide Association Study, Hexokinase, Humans, Hypoxia, Interleukin-18 Receptor alpha Subunit, Male, Middle Aged, Nerve Tissue Proteins, NLR Family, Pyrin Domain-Containing 3 Protein, Oxygen, Oxyhemoglobins, Polymorphism, Single Nucleotide, Quantitative Trait Loci, Serine Endopeptidases, Sleep, Sleep Apnea Syndromes, Young Adult}, issn = {1553-7404}, doi = {10.1371/journal.pgen.1007739}, author = {Cade, Brian E and Chen, Han and Stilp, Adrienne M and Louie, Tin and Ancoli-Israel, Sonia and Arens, Raanan and Barfield, Richard and Below, Jennifer E and Cai, Jianwen and Conomos, Matthew P and Evans, Daniel S and Frazier-Wood, Alexis C and Gharib, Sina A and Gleason, Kevin J and Gottlieb, Daniel J and Hillman, David R and Johnson, W Craig and Lederer, David J and Lee, Jiwon and Loredo, Jose S and Mei, Hao and Mukherjee, Sutapa and Patel, Sanjay R and Post, Wendy S and Purcell, Shaun M and Ramos, Alberto R and Reid, Kathryn J and Rice, Ken and Shah, Neomi A and Sofer, Tamar and Taylor, Kent D and Thornton, Timothy A and Wang, Heming and Yaffe, Kristine and Zee, Phyllis C and Hanis, Craig L and Palmer, Lyle J and Rotter, Jerome I and Stone, Katie L and Tranah, Gregory J and Wilson, James G and Sunyaev, Shamil R and Laurie, Cathy C and Zhu, Xiaofeng and Saxena, Richa and Lin, Xihong and Redline, Susan} } @article {8096, title = {Epigenome-wide association analysis of daytime sleepiness in the Multi-Ethnic Study of Atherosclerosis reveals African-American-specific associations.}, journal = {Sleep}, year = {2019}, month = {2019 May 29}, abstract = {

STUDY OBJECTIVES: Daytime sleepiness is a consequence of inadequate sleep, sleep-wake control disorder, or other medical conditions. Population variability in prevalence of daytime sleepiness is likely due to genetic and biological factors as well as social and environmental influences. DNA methylation (DNAm) potentially influences multiple health outcomes. Here, we explored the association between DNAm and daytime sleepiness quantified by the Epworth Sleepiness Scale (ESS).

METHODS: We performed multi-ethnic and ethnic-specific epigenome-wide association studies for DNAm and ESS in the Multi-Ethnic Study of Atherosclerosis (MESA; n = 619) and the Cardiovascular Health Study (n = 483), with cross-study replication and meta-analysis. Genetic variants near ESS-associated DNAm were analyzed for methylation quantitative trait loci and followed with replication of genotype-sleepiness associations in the UK Biobank.

RESULTS: In MESA only, we detected four DNAm-ESS associations: one across all race/ethnic groups; three in African-Americans (AA) only. Two of the MESA AA associations, in genes KCTD5 and RXRA, nominally replicated in CHS (p-value < 0.05). In the AA meta-analysis, we detected 14 DNAm-ESS associations (FDR q-value < 0.05, top association p-value = 4.26 {\texttimes} 10-8). Three DNAm sites mapped to genes (CPLX3, GFAP, and C7orf50) with biological relevance. We also found evidence for associations with DNAm sites in RAI1, a gene associated with sleep and circadian phenotypes. UK Biobank follow-up analyses detected SNPs in RAI1, RXRA, and CPLX3 with nominal sleepiness associations.

CONCLUSIONS: We identified methylation sites in multiple genes possibly implicated in daytime sleepiness. Most significant DNAm-ESS associations were specific to AA. Future work is needed to identify mechanisms driving ancestry-specific methylation effects.

}, issn = {1550-9109}, doi = {10.1093/sleep/zsz101}, author = {Barfield, Richard and Wang, Heming and Liu, Yongmei and Brody, Jennifer A and Swenson, Brenton and Li, Ruitong and Bartz, Traci M and Sotoodehnia, Nona and Chen, Yii-der I and Cade, Brian E and Chen, Han and Patel, Sanjay R and Zhu, Xiaofeng and Gharib, Sina A and Johnson, W Craig and Rotter, Jerome I and Saxena, Richa and Purcell, Shaun and Lin, Xihong and Redline, Susan and Sofer, Tamar} } @article {7970, title = {Multi-Ancestry Genome-Wide Association Study of Lipid Levels Incorporating Gene-Alcohol Interactions.}, journal = {Am J Epidemiol}, year = {2019}, month = {2019 Jan 29}, abstract = {

An individual{\textquoteright}s lipid profile is influenced by genetic variants and alcohol consumption, but the contribution of interactions between these exposures has not been studied. We therefore incorporated gene-alcohol interactions into a multi-ancestry genome-wide association study of levels of high-density lipoprotein cholesterol, low-density lipoprotein cholesterol, and triglycerides. We included 45 studies in Stage 1 (genome-wide discovery) and 66 studies in Stage 2 (focused follow-up), for a total of 394,584 individuals from five ancestry groups. Genetic main and interaction effects were jointly assessed by a 2 degrees of freedom (DF) test, and a 1 DF test was used to assess the interaction effects alone. Variants at 495 loci were at least suggestively associated (P~<~1~{\texttimes}~10-6) with lipid levels in Stage 1 and were evaluated in Stage 2, followed by combined analyses of Stage 1 and Stage 2. In the combined analysis of Stage 1 and Stage 2, 147 independent loci were associated with lipid levels at P~<~5~{\texttimes}~10-8 using 2 DF tests, of which 18 were novel. No genome-wide significant associations were found testing the interaction effect alone. The novel loci included several genes (PCSK5, VEGFB, and A1CF) with a putative role in lipid metabolism based on existing evidence from cellular and experimental models.

}, issn = {1476-6256}, doi = {10.1093/aje/kwz005}, author = {de Vries, Paul S and Brown, Michael R and Bentley, Amy R and Sung, Yun J and Winkler, Thomas W and Ntalla, Ioanna and Schwander, Karen and Kraja, Aldi T and Guo, Xiuqing and Franceschini, Nora and Cheng, Ching-Yu and Sim, Xueling and Vojinovic, Dina and Huffman, Jennifer E and Musani, Solomon K and Li, Changwei and Feitosa, Mary F and Richard, Melissa A and Noordam, Raymond and Aschard, Hugues and Bartz, Traci M and Bielak, Lawrence F and Deng, Xuan and Dorajoo, Rajkumar and Lohman, Kurt K and Manning, Alisa K and Rankinen, Tuomo and Smith, Albert V and Tajuddin, Salman M and Evangelou, Evangelos and Graff, Mariaelisa and Alver, Maris and Boissel, Mathilde and Chai, Jin Fang and Chen, Xu and Divers, Jasmin and Gandin, Ilaria and Gao, Chuan and Goel, Anuj and Hagemeijer, Yanick and Harris, Sarah E and Hartwig, Fernando P and He, Meian and Horimoto, Andrea R V R and Hsu, Fang-Chi and Jackson, Anne U and Kasturiratne, Anuradhani and Komulainen, Pirjo and Kuhnel, Brigitte and Laguzzi, Federica and Lee, Joseph H and Luan, Jian{\textquoteright}an and Lyytik{\"a}inen, Leo-Pekka and Matoba, Nana and Nolte, Ilja M and Pietzner, Maik and Riaz, Muhammad and Said, M Abdullah and Scott, Robert A and Sofer, Tamar and Stan{\v c}{\'a}kov{\'a}, Alena and Takeuchi, Fumihiko and Tayo, Bamidele O and van der Most, Peter J and Varga, Tibor V and Wang, Yajuan and Ware, Erin B and Wen, Wanqing and Yanek, Lisa R and Zhang, Weihua and Zhao, Jing Hua and Afaq, Saima and Amin, Najaf and Amini, Marzyeh and Arking, Dan E and Aung, Tin and Ballantyne, Christie and Boerwinkle, Eric and Broeckel, Ulrich and Campbell, Archie and Canouil, Micka{\"e}l and Charumathi, Sabanayagam and Chen, Yii-Der Ida and Connell, John M and de Faire, Ulf and de Las Fuentes, Lisa and de Mutsert, Ren{\'e}e and de Silva, H Janaka and Ding, Jingzhong and Dominiczak, Anna F and Duan, Qing and Eaton, Charles B and Eppinga, Ruben N and Faul, Jessica D and Fisher, Virginia and Forrester, Terrence and Franco, Oscar H and Friedlander, Yechiel and Ghanbari, Mohsen and Giulianini, Franco and Grabe, Hans J and Grove, Megan L and Gu, C Charles and Harris, Tamara B and Heikkinen, Sami and Heng, Chew-Kiat and Hirata, Makoto and Hixson, James E and Howard, Barbara V and Ikram, M Arfan and Jacobs, David R and Johnson, Craig and Jonas, Jost Bruno and Kammerer, Candace M and Katsuya, Tomohiro and Khor, Chiea Chuen and Kilpel{\"a}inen, Tuomas O and Koh, Woon-Puay and Koistinen, Heikki A and Kolcic, Ivana and Kooperberg, Charles and Krieger, Jose E and Kritchevsky, Steve B and Kubo, Michiaki and Kuusisto, Johanna and Lakka, Timo A and Langefeld, Carl D and Langenberg, Claudia and Launer, Lenore J and Lehne, Benjamin and Lemaitre, Rozenn N and Li, Yize and Liang, Jingjing and Liu, Jianjun and Liu, Kiang and Loh, Marie and Louie, Tin and M{\"a}gi, Reedik and Manichaikul, Ani W and McKenzie, Colin A and Meitinger, Thomas and Metspalu, Andres and Milaneschi, Yuri and Milani, Lili and Mohlke, Karen L and Mosley, Thomas H and Mukamal, Kenneth J and Nalls, Mike A and Nauck, Matthias and Nelson, Christopher P and Sotoodehnia, Nona and O{\textquoteright}Connell, Jeff R and Palmer, Nicholette D and Pazoki, Raha and Pedersen, Nancy L and Peters, Annette and Peyser, Patricia A and Polasek, Ozren and Poulter, Neil and Raffel, Leslie J and Raitakari, Olli T and Reiner, Alex P and Rice, Treva K and Rich, Stephen S and Robino, Antonietta and Robinson, Jennifer G and Rose, Lynda M and Rudan, Igor and Schmidt, Carsten O and Schreiner, Pamela J and Scott, William R and Sever, Peter and Shi, Yuan and Sidney, Stephen and Sims, Mario and Smith, Blair H and Smith, Jennifer A and Snieder, Harold and Starr, John M and Strauch, Konstantin and Tan, Nicholas and Taylor, Kent D and Teo, Yik Ying and Tham, Yih Chung and Uitterlinden, Andr{\'e} G and van Heemst, Diana and Vuckovic, Dragana and Waldenberger, Melanie and Wang, Lihua and Wang, Yujie and Wang, Zhe and Wei, Wen Bin and Williams, Christine and Wilson, Gregory and Wojczynski, Mary K and Yao, Jie and Yu, Bing and Yu, Caizheng and Yuan, Jian-Min and Zhao, Wei and Zonderman, Alan B and Becker, Diane M and Boehnke, Michael and Bowden, Donald W and Chambers, John C and Deary, Ian J and Esko, T{\~o}nu and Farrall, Martin and Franks, Paul W and Freedman, Barry I and Froguel, Philippe and Gasparini, Paolo and Gieger, Christian and Horta, Bernardo L and Kamatani, Yoichiro and Kato, Norihiro and Kooner, Jaspal S and Laakso, Markku and Leander, Karin and Lehtim{\"a}ki, Terho and Magnusson, Patrik K E and Penninx, Brenda and Pereira, Alexandre C and Rauramaa, Rainer and Samani, Nilesh J and Scott, James and Shu, Xiao-Ou and van der Harst, Pim and Wagenknecht, Lynne E and Wang, Ya Xing and Wareham, Nicholas J and Watkins, Hugh and Weir, David R and Wickremasinghe, Ananda R and Zheng, Wei and Elliott, Paul and North, Kari E and Bouchard, Claude and Evans, Michele K and Gudnason, Vilmundur and Liu, Ching-Ti and Liu, Yongmei and Psaty, Bruce M and Ridker, Paul M and van Dam, Rob M and Kardia, Sharon L R and Zhu, Xiaofeng and Rotimi, Charles N and Mook-Kanamori, Dennis O and Fornage, Myriam and Kelly, Tanika N and Fox, Ervin R and Hayward, Caroline and van Duijn, Cornelia M and Tai, E Shyong and Wong, Tien Yin and Liu, Jingmin and Rotter, Jerome I and Gauderman, W James and Province, Michael A and Munroe, Patricia B and Rice, Kenneth and Chasman, Daniel I and Cupples, L Adrienne and Rao, Dabeeru C and Morrison, Alanna C} } @article {8005, title = {Multi-ancestry genome-wide gene-smoking interaction study of 387,272 individuals identifies new loci associated with serum lipids.}, journal = {Nat Genet}, volume = {51}, year = {2019}, month = {2019 Apr}, pages = {636-648}, abstract = {

The concentrations of high- and low-density-lipoprotein cholesterol and triglycerides are influenced by smoking, but it is unknown whether genetic associations with lipids may be modified by smoking. We conducted a multi-ancestry genome-wide gene-smoking interaction study in 133,805 individuals with follow-up in an additional 253,467 individuals. Combined meta-analyses identified 13 new loci associated with lipids, some of which were detected only because association differed by smoking status. Additionally, we demonstrate the importance of including diverse populations, particularly in studies of interactions with lifestyle factors, where genomic and lifestyle differences by ancestry may contribute to novel findings.

}, issn = {1546-1718}, doi = {10.1038/s41588-019-0378-y}, author = {Bentley, Amy R and Sung, Yun J and Brown, Michael R and Winkler, Thomas W and Kraja, Aldi T and Ntalla, Ioanna and Schwander, Karen and Chasman, Daniel I and Lim, Elise and Deng, Xuan and Guo, Xiuqing and Liu, Jingmin and Lu, Yingchang and Cheng, Ching-Yu and Sim, Xueling and Vojinovic, Dina and Huffman, Jennifer E and Musani, Solomon K and Li, Changwei and Feitosa, Mary F and Richard, Melissa A and Noordam, Raymond and Baker, Jenna and Chen, Guanjie and Aschard, Hugues and Bartz, Traci M and Ding, Jingzhong and Dorajoo, Rajkumar and Manning, Alisa K and Rankinen, Tuomo and Smith, Albert V and Tajuddin, Salman M and Zhao, Wei and Graff, Mariaelisa and Alver, Maris and Boissel, Mathilde and Chai, Jin Fang and Chen, Xu and Divers, Jasmin and Evangelou, Evangelos and Gao, Chuan and Goel, Anuj and Hagemeijer, Yanick and Harris, Sarah E and Hartwig, Fernando P and He, Meian and Horimoto, Andrea R V R and Hsu, Fang-Chi and Hung, Yi-Jen and Jackson, Anne U and Kasturiratne, Anuradhani and Komulainen, Pirjo and Kuhnel, Brigitte and Leander, Karin and Lin, Keng-Hung and Luan, Jian{\textquoteright}an and Lyytik{\"a}inen, Leo-Pekka and Matoba, Nana and Nolte, Ilja M and Pietzner, Maik and Prins, Bram and Riaz, Muhammad and Robino, Antonietta and Said, M Abdullah and Schupf, Nicole and Scott, Robert A and Sofer, Tamar and Stan{\v c}{\'a}kov{\'a}, Alena and Takeuchi, Fumihiko and Tayo, Bamidele O and van der Most, Peter J and Varga, Tibor V and Wang, Tzung-Dau and Wang, Yajuan and Ware, Erin B and Wen, Wanqing and Xiang, Yong-Bing and Yanek, Lisa R and Zhang, Weihua and Zhao, Jing Hua and Adeyemo, Adebowale and Afaq, Saima and Amin, Najaf and Amini, Marzyeh and Arking, Dan E and Arzumanyan, Zorayr and Aung, Tin and Ballantyne, Christie and Barr, R Graham and Bielak, Lawrence F and Boerwinkle, Eric and Bottinger, Erwin P and Broeckel, Ulrich and Brown, Morris and Cade, Brian E and Campbell, Archie and Canouil, Micka{\"e}l and Charumathi, Sabanayagam and Chen, Yii-Der Ida and Christensen, Kaare and Concas, Maria Pina and Connell, John M and de Las Fuentes, Lisa and de Silva, H Janaka and de Vries, Paul S and Doumatey, Ayo and Duan, Qing and Eaton, Charles B and Eppinga, Ruben N and Faul, Jessica D and Floyd, James S and Forouhi, Nita G and Forrester, Terrence and Friedlander, Yechiel and Gandin, Ilaria and Gao, He and Ghanbari, Mohsen and Gharib, Sina A and Gigante, Bruna and Giulianini, Franco and Grabe, Hans J and Gu, C Charles and Harris, Tamara B and Heikkinen, Sami and Heng, Chew-Kiat and Hirata, Makoto and Hixson, James E and Ikram, M Arfan and Jia, Yucheng and Joehanes, Roby and Johnson, Craig and Jonas, Jost Bruno and Justice, Anne E and Katsuya, Tomohiro and Khor, Chiea Chuen and Kilpel{\"a}inen, Tuomas O and Koh, Woon-Puay and Kolcic, Ivana and Kooperberg, Charles and Krieger, Jose E and Kritchevsky, Stephen B and Kubo, Michiaki and Kuusisto, Johanna and Lakka, Timo A and Langefeld, Carl D and Langenberg, Claudia and Launer, Lenore J and Lehne, Benjamin and Lewis, Cora E and Li, Yize and Liang, Jingjing and Lin, Shiow and Liu, Ching-Ti and Liu, Jianjun and Liu, Kiang and Loh, Marie and Lohman, Kurt K and Louie, Tin and Luzzi, Anna and M{\"a}gi, Reedik and Mahajan, Anubha and Manichaikul, Ani W and McKenzie, Colin A and Meitinger, Thomas and Metspalu, Andres and Milaneschi, Yuri and Milani, Lili and Mohlke, Karen L and Momozawa, Yukihide and Morris, Andrew P and Murray, Alison D and Nalls, Mike A and Nauck, Matthias and Nelson, Christopher P and North, Kari E and O{\textquoteright}Connell, Jeffrey R and Palmer, Nicholette D and Papanicolau, George J and Pedersen, Nancy L and Peters, Annette and Peyser, Patricia A and Polasek, Ozren and Poulter, Neil and Raitakari, Olli T and Reiner, Alex P and Renstrom, Frida and Rice, Treva K and Rich, Stephen S and Robinson, Jennifer G and Rose, Lynda M and Rosendaal, Frits R and Rudan, Igor and Schmidt, Carsten O and Schreiner, Pamela J and Scott, William R and Sever, Peter and Shi, Yuan and Sidney, Stephen and Sims, Mario and Smith, Jennifer A and Snieder, Harold and Starr, John M and Strauch, Konstantin and Stringham, Heather M and Tan, Nicholas Y Q and Tang, Hua and Taylor, Kent D and Teo, Yik Ying and Tham, Yih Chung and Tiemeier, Henning and Turner, Stephen T and Uitterlinden, Andr{\'e} G and van Heemst, Diana and Waldenberger, Melanie and Wang, Heming and Wang, Lan and Wang, Lihua and Wei, Wen Bin and Williams, Christine A and Wilson, Gregory and Wojczynski, Mary K and Yao, Jie and Young, Kristin and Yu, Caizheng and Yuan, Jian-Min and Zhou, Jie and Zonderman, Alan B and Becker, Diane M and Boehnke, Michael and Bowden, Donald W and Chambers, John C and Cooper, Richard S and de Faire, Ulf and Deary, Ian J and Elliott, Paul and Esko, T{\~o}nu and Farrall, Martin and Franks, Paul W and Freedman, Barry I and Froguel, Philippe and Gasparini, Paolo and Gieger, Christian and Horta, Bernardo L and Juang, Jyh-Ming Jimmy and Kamatani, Yoichiro and Kammerer, Candace M and Kato, Norihiro and Kooner, Jaspal S and Laakso, Markku and Laurie, Cathy C and Lee, I-Te and Lehtim{\"a}ki, Terho and Magnusson, Patrik K E and Oldehinkel, Albertine J and Penninx, Brenda W J H and Pereira, Alexandre C and Rauramaa, Rainer and Redline, Susan and Samani, Nilesh J and Scott, James and Shu, Xiao-Ou and van der Harst, Pim and Wagenknecht, Lynne E and Wang, Jun-Sing and Wang, Ya Xing and Wareham, Nicholas J and Watkins, Hugh and Weir, David R and Wickremasinghe, Ananda R and Wu, Tangchun and Zeggini, Eleftheria and Zheng, Wei and Bouchard, Claude and Evans, Michele K and Gudnason, Vilmundur and Kardia, Sharon L R and Liu, Yongmei and Psaty, Bruce M and Ridker, Paul M and van Dam, Rob M and Mook-Kanamori, Dennis O and Fornage, Myriam and Province, Michael A and Kelly, Tanika N and Fox, Ervin R and Hayward, Caroline and van Duijn, Cornelia M and Tai, E Shyong and Wong, Tien Yin and Loos, Ruth J F and Franceschini, Nora and Rotter, Jerome I and Zhu, Xiaofeng and Bierut, Laura J and Gauderman, W James and Rice, Kenneth and Munroe, Patricia B and Morrison, Alanna C and Rao, Dabeeru C and Rotimi, Charles N and Cupples, L Adrienne} } @article {8202, title = {Multi-ancestry sleep-by-SNP interaction analysis in 126,926 individuals reveals lipid loci stratified by sleep duration.}, journal = {Nat Commun}, volume = {10}, year = {2019}, month = {2019 Nov 12}, pages = {5121}, abstract = {

Both short and long sleep are associated with an adverse lipid profile, likely through different biological pathways. To elucidate the biology of sleep-associated adverse lipid profile, we conduct multi-ancestry genome-wide sleep-SNP interaction analyses on three lipid traits (HDL-c, LDL-c and triglycerides). In the total study sample (discovery + replication) of 126,926 individuals from 5 different ancestry groups, when considering either long or short total sleep time interactions in joint analyses, we identify 49 previously unreported lipid loci, and 10 additional previously unreported lipid loci in a restricted sample of European-ancestry cohorts. In addition, we identify new gene-sleep interactions for known lipid loci such as LPL and PCSK9. The previously unreported lipid loci have a modest explained variance in lipid levels: most notable, gene-short-sleep interactions explain 4.25\% of the variance in triglyceride level. Collectively, these findings contribute to our understanding of the biological mechanisms involved in sleep-associated adverse lipid profiles.

}, issn = {2041-1723}, doi = {10.1038/s41467-019-12958-0}, author = {Noordam, Raymond and Bos, Maxime M and Wang, Heming and Winkler, Thomas W and Bentley, Amy R and Kilpel{\"a}inen, Tuomas O and de Vries, Paul S and Sung, Yun Ju and Schwander, Karen and Cade, Brian E and Manning, Alisa and Aschard, Hugues and Brown, Michael R and Chen, Han and Franceschini, Nora and Musani, Solomon K and Richard, Melissa and Vojinovic, Dina and Aslibekyan, Stella and Bartz, Traci M and de Las Fuentes, Lisa and Feitosa, Mary and Horimoto, Andrea R and Ilkov, Marjan and Kho, Minjung and Kraja, Aldi and Li, Changwei and Lim, Elise and Liu, Yongmei and Mook-Kanamori, Dennis O and Rankinen, Tuomo and Tajuddin, Salman M and van der Spek, Ashley and Wang, Zhe and Marten, Jonathan and Laville, Vincent and Alver, Maris and Evangelou, Evangelos and Graff, Maria E and He, Meian and Kuhnel, Brigitte and Lyytik{\"a}inen, Leo-Pekka and Marques-Vidal, Pedro and Nolte, Ilja M and Palmer, Nicholette D and Rauramaa, Rainer and Shu, Xiao-Ou and Snieder, Harold and Weiss, Stefan and Wen, Wanqing and Yanek, Lisa R and Adolfo, Correa and Ballantyne, Christie and Bielak, Larry and Biermasz, Nienke R and Boerwinkle, Eric and Dimou, Niki and Eiriksdottir, Gudny and Gao, Chuan and Gharib, Sina A and Gottlieb, Daniel J and Haba-Rubio, Jos{\'e} and Harris, Tamara B and Heikkinen, Sami and Heinzer, Raphael and Hixson, James E and Homuth, Georg and Ikram, M Arfan and Komulainen, Pirjo and Krieger, Jose E and Lee, Jiwon and Liu, Jingmin and Lohman, Kurt K and Luik, Annemarie I and M{\"a}gi, Reedik and Martin, Lisa W and Meitinger, Thomas and Metspalu, Andres and Milaneschi, Yuri and Nalls, Mike A and O{\textquoteright}Connell, Jeff and Peters, Annette and Peyser, Patricia and Raitakari, Olli T and Reiner, Alex P and Rensen, Patrick C N and Rice, Treva K and Rich, Stephen S and Roenneberg, Till and Rotter, Jerome I and Schreiner, Pamela J and Shikany, James and Sidney, Stephen S and Sims, Mario and Sitlani, Colleen M and Sofer, Tamar and Strauch, Konstantin and Swertz, Morris A and Taylor, Kent D and Uitterlinden, Andr{\'e} G and van Duijn, Cornelia M and V{\"o}lzke, Henry and Waldenberger, Melanie and Wallance, Robert B and van Dijk, Ko Willems and Yu, Caizheng and Zonderman, Alan B and Becker, Diane M and Elliott, Paul and Esko, T{\~o}nu and Gieger, Christian and Grabe, Hans J and Lakka, Timo A and Lehtim{\"a}ki, Terho and North, Kari E and Penninx, Brenda W J H and Vollenweider, Peter and Wagenknecht, Lynne E and Wu, Tangchun and Xiang, Yong-Bing and Zheng, Wei and Arnett, Donna K and Bouchard, Claude and Evans, Michele K and Gudnason, Vilmundur and Kardia, Sharon and Kelly, Tanika N and Kritchevsky, Stephen B and Loos, Ruth J F and Pereira, Alexandre C and Province, Mike and Psaty, Bruce M and Rotimi, Charles and Zhu, Xiaofeng and Amin, Najaf and Cupples, L Adrienne and Fornage, Myriam and Fox, Ervin F and Guo, Xiuqing and Gauderman, W James and Rice, Kenneth and Kooperberg, Charles and Munroe, Patricia B and Liu, Ching-Ti and Morrison, Alanna C and Rao, Dabeeru C and van Heemst, Diana and Redline, Susan} } @article {7976, title = {Multi-ancestry study of blood lipid levels identifies four loci interacting with physical activity.}, journal = {Nat Commun}, volume = {10}, year = {2019}, month = {2019 01 22}, pages = {376}, abstract = {

Many genetic loci affect circulating lipid levels, but it remains unknown whether lifestyle factors, such as physical activity, modify these genetic effects. To identify lipid loci interacting with physical activity, we performed genome-wide analyses of circulating HDL cholesterol, LDL cholesterol, and triglyceride levels in up to 120,979 individuals of European, African, Asian, Hispanic, and Brazilian ancestry, with follow-up of suggestive associations in an additional 131,012 individuals. We find four loci, in/near CLASP1, LHX1, SNTA1, and CNTNAP2, that are associated with circulating lipid levels through interaction with physical activity; higher levels of physical activity enhance the HDL cholesterol-increasing effects of the CLASP1, LHX1, and SNTA1 loci and attenuate the LDL cholesterol-increasing effect of the CNTNAP2 locus. The CLASP1, LHX1, and SNTA1 regions harbor genes linked to muscle function and lipid metabolism. Our results elucidate the role of physical activity interactions in the genetic contribution to blood lipid levels.

}, keywords = {Adolescent, Adult, African Continental Ancestry Group, Aged, Aged, 80 and over, Asian Continental Ancestry Group, Brazil, Calcium-Binding Proteins, Cholesterol, Cholesterol, HDL, Cholesterol, LDL, European Continental Ancestry Group, Exercise, Female, Genetic Loci, Genome-Wide Association Study, Genotype, Hispanic Americans, Humans, LIM-Homeodomain Proteins, Lipid Metabolism, Lipids, Male, Membrane Proteins, Microtubule-Associated Proteins, Middle Aged, Muscle Proteins, Nerve Tissue Proteins, Transcription Factors, Triglycerides, Young Adult}, issn = {2041-1723}, doi = {10.1038/s41467-018-08008-w}, author = {Kilpel{\"a}inen, Tuomas O and Bentley, Amy R and Noordam, Raymond and Sung, Yun Ju and Schwander, Karen and Winkler, Thomas W and Jakupovi{\'c}, Hermina and Chasman, Daniel I and Manning, Alisa and Ntalla, Ioanna and Aschard, Hugues and Brown, Michael R and de Las Fuentes, Lisa and Franceschini, Nora and Guo, Xiuqing and Vojinovic, Dina and Aslibekyan, Stella and Feitosa, Mary F and Kho, Minjung and Musani, Solomon K and Richard, Melissa and Wang, Heming and Wang, Zhe and Bartz, Traci M and Bielak, Lawrence F and Campbell, Archie and Dorajoo, Rajkumar and Fisher, Virginia and Hartwig, Fernando P and Horimoto, Andrea R V R and Li, Changwei and Lohman, Kurt K and Marten, Jonathan and Sim, Xueling and Smith, Albert V and Tajuddin, Salman M and Alver, Maris and Amini, Marzyeh and Boissel, Mathilde and Chai, Jin Fang and Chen, Xu and Divers, Jasmin and Evangelou, Evangelos and Gao, Chuan and Graff, Mariaelisa and Harris, Sarah E and He, Meian and Hsu, Fang-Chi and Jackson, Anne U and Zhao, Jing Hua and Kraja, Aldi T and Kuhnel, Brigitte and Laguzzi, Federica and Lyytik{\"a}inen, Leo-Pekka and Nolte, Ilja M and Rauramaa, Rainer and Riaz, Muhammad and Robino, Antonietta and Rueedi, Rico and Stringham, Heather M and Takeuchi, Fumihiko and van der Most, Peter J and Varga, Tibor V and Verweij, Niek and Ware, Erin B and Wen, Wanqing and Li, Xiaoyin and Yanek, Lisa R and Amin, Najaf and Arnett, Donna K and Boerwinkle, Eric and Brumat, Marco and Cade, Brian and Canouil, Micka{\"e}l and Chen, Yii-Der Ida and Concas, Maria Pina and Connell, John and de Mutsert, Ren{\'e}e and de Silva, H Janaka and de Vries, Paul S and Demirkan, Ayse and Ding, Jingzhong and Eaton, Charles B and Faul, Jessica D and Friedlander, Yechiel and Gabriel, Kelley P and Ghanbari, Mohsen and Giulianini, Franco and Gu, Chi Charles and Gu, Dongfeng and Harris, Tamara B and He, Jiang and Heikkinen, Sami and Heng, Chew-Kiat and Hunt, Steven C and Ikram, M Arfan and Jonas, Jost B and Koh, Woon-Puay and Komulainen, Pirjo and Krieger, Jose E and Kritchevsky, Stephen B and Kutalik, Zolt{\'a}n and Kuusisto, Johanna and Langefeld, Carl D and Langenberg, Claudia and Launer, Lenore J and Leander, Karin and Lemaitre, Rozenn N and Lewis, Cora E and Liang, Jingjing and Liu, Jianjun and M{\"a}gi, Reedik and Manichaikul, Ani and Meitinger, Thomas and Metspalu, Andres and Milaneschi, Yuri and Mohlke, Karen L and Mosley, Thomas H and Murray, Alison D and Nalls, Mike A and Nang, Ei-Ei Khaing and Nelson, Christopher P and Nona, Sotoodehnia and Norris, Jill M and Nwuba, Chiamaka Vivian and O{\textquoteright}Connell, Jeff and Palmer, Nicholette D and Papanicolau, George J and Pazoki, Raha and Pedersen, Nancy L and Peters, Annette and Peyser, Patricia A and Polasek, Ozren and Porteous, David J and Poveda, Alaitz and Raitakari, Olli T and Rich, Stephen S and Risch, Neil and Robinson, Jennifer G and Rose, Lynda M and Rudan, Igor and Schreiner, Pamela J and Scott, Robert A and Sidney, Stephen S and Sims, Mario and Smith, Jennifer A and Snieder, Harold and Sofer, Tamar and Starr, John M and Sternfeld, Barbara and Strauch, Konstantin and Tang, Hua and Taylor, Kent D and Tsai, Michael Y and Tuomilehto, Jaakko and Uitterlinden, Andr{\'e} G and van der Ende, M Yldau and van Heemst, Diana and Voortman, Trudy and Waldenberger, Melanie and Wennberg, Patrik and Wilson, Gregory and Xiang, Yong-Bing and Yao, Jie and Yu, Caizheng and Yuan, Jian-Min and Zhao, Wei and Zonderman, Alan B and Becker, Diane M and Boehnke, Michael and Bowden, Donald W and de Faire, Ulf and Deary, Ian J and Elliott, Paul and Esko, T{\~o}nu and Freedman, Barry I and Froguel, Philippe and Gasparini, Paolo and Gieger, Christian and Kato, Norihiro and Laakso, Markku and Lakka, Timo A and Lehtim{\"a}ki, Terho and Magnusson, Patrik K E and Oldehinkel, Albertine J and Penninx, Brenda W J H and Samani, Nilesh J and Shu, Xiao-Ou and van der Harst, Pim and van Vliet-Ostaptchouk, Jana V and Vollenweider, Peter and Wagenknecht, Lynne E and Wang, Ya X and Wareham, Nicholas J and Weir, David R and Wu, Tangchun and Zheng, Wei and Zhu, Xiaofeng and Evans, Michele K and Franks, Paul W and Gudnason, Vilmundur and Hayward, Caroline and Horta, Bernardo L and Kelly, Tanika N and Liu, Yongmei and North, Kari E and Pereira, Alexandre C and Ridker, Paul M and Tai, E Shyong and van Dam, Rob M and Fox, Ervin R and Kardia, Sharon L R and Liu, Ching-Ti and Mook-Kanamori, Dennis O and Province, Michael A and Redline, Susan and van Duijn, Cornelia M and Rotter, Jerome I and Kooperberg, Charles B and Gauderman, W James and Psaty, Bruce M and Rice, Kenneth and Munroe, Patricia B and Fornage, Myriam and Cupples, L Adrienne and Rotimi, Charles N and Morrison, Alanna C and Rao, Dabeeru C and Loos, Ruth J F} } @article {8199, title = {Sequencing Analysis at 8p23 Identifies Multiple Rare Variants in DLC1 Associated with Sleep-Related Oxyhemoglobin Saturation Level.}, journal = {Am J Hum Genet}, volume = {105}, year = {2019}, month = {2019 Nov 07}, pages = {1057-1068}, abstract = {

Average arterial oxyhemoglobin saturation during sleep (AvSpOS) is a clinically relevant measure of physiological stress associated with sleep-disordered breathing, and this measure predicts incident cardiovascular disease and mortality. Using high-depth whole-genome sequencing data from the National Heart, Lung, and Blood Institute (NHLBI) Trans-Omics for Precision Medicine (TOPMed) project and focusing on genes with linkage evidence on chromosome 8p23, we observed that six coding and 51 noncoding variants in a gene that encodes the GTPase-activating protein (DLC1) are significantly associated with AvSpOS and replicated in independent subjects. The combined DLC1 association evidence of discovery and replication cohorts reaches genome-wide significance in European Americans (p = 7.9~{\texttimes} 10). A risk score for these variants, built on an independent dataset, explains 0.97\% of the AvSpOS variation and contributes to the linkage evidence. The 51 noncoding variants are enriched in regulatory features in a human lung fibroblast cell line and contribute to DLC1 expression variation. Mendelian randomization analysis using these variants indicates a significant causal effect of DLC1 expression in fibroblasts on AvSpOS. Multiple sources of information, including genetic variants, gene expression, and methylation, consistently suggest that DLC1 is a gene associated with AvSpOS.

}, issn = {1537-6605}, doi = {10.1016/j.ajhg.2019.10.002}, author = {Liang, Jingjing and Cade, Brian E and He, Karen Y and Wang, Heming and Lee, Jiwon and Sofer, Tamar and Williams, Stephanie and Li, Ruitong and Chen, Han and Gottlieb, Daniel J and Evans, Daniel S and Guo, Xiuqing and Gharib, Sina A and Hale, Lauren and Hillman, David R and Lutsey, Pamela L and Mukherjee, Sutapa and Ochs-Balcom, Heather M and Palmer, Lyle J and Rhodes, Jessica and Purcell, Shaun and Patel, Sanjay R and Saxena, Richa and Stone, Katie L and Tang, Weihong and Tranah, Gregory J and Boerwinkle, Eric and Lin, Xihong and Liu, Yongmei and Psaty, Bruce M and Vasan, Ramachandran S and Cho, Michael H and Manichaikul, Ani and Silverman, Edwin K and Barr, R Graham and Rich, Stephen S and Rotter, Jerome I and Wilson, James G and Redline, Susan and Zhu, Xiaofeng} } @article {8381, title = {Gene-educational attainment interactions in a multi-ancestry genome-wide meta-analysis identify novel blood pressure loci.}, journal = {Mol Psychiatry}, year = {2020}, month = {2020 May 05}, abstract = {

Educational attainment is widely used as a surrogate for socioeconomic status (SES). Low SES is a risk factor for hypertension and high blood pressure (BP). To identify novel BP loci, we performed multi-ancestry meta-analyses accounting for gene-educational attainment interactions using two variables, "Some College" (yes/no) and "Graduated College" (yes/no). Interactions were evaluated using both a 1 degree of freedom (DF) interaction term and a 2DF joint test of genetic and interaction effects. Analyses were performed for systolic BP, diastolic BP, mean arterial pressure, and pulse pressure. We pursued genome-wide interrogation in Stage 1 studies (N = 117 438) and follow-up on promising variants in Stage 2 studies (N = 293 787) in five ancestry groups. Through combined meta-analyses of Stages 1 and 2, we identified 84 known and 18 novel BP loci at genome-wide significance level (P < 5 {\texttimes} 10). Two novel loci were identified based on the 1DF test of interaction with educational attainment, while the remaining 16 loci were identified through the 2DF joint test of genetic and interaction effects. Ten novel loci were identified in individuals of African ancestry. Several novel loci show strong biological plausibility since they involve physiologic systems implicated in BP regulation. They include genes involved in the central nervous system-adrenal signaling axis (ZDHHC17, CADPS, PIK3C2G), vascular structure and function (GNB3, CDON), and renal function (HAS2 and HAS2-AS1, SLIT3). Collectively, these findings suggest a role of educational attainment or SES in further dissection of the genetic architecture of BP.

}, issn = {1476-5578}, doi = {10.1038/s41380-020-0719-3}, author = {de Las Fuentes, Lisa and Sung, Yun Ju and Noordam, Raymond and Winkler, Thomas and Feitosa, Mary F and Schwander, Karen and Bentley, Amy R and Brown, Michael R and Guo, Xiuqing and Manning, Alisa and Chasman, Daniel I and Aschard, Hugues and Bartz, Traci M and Bielak, Lawrence F and Campbell, Archie and Cheng, Ching-Yu and Dorajoo, Rajkumar and Hartwig, Fernando P and Horimoto, A R V R and Li, Changwei and Li-Gao, Ruifang and Liu, Yongmei and Marten, Jonathan and Musani, Solomon K and Ntalla, Ioanna and Rankinen, Tuomo and Richard, Melissa and Sim, Xueling and Smith, Albert V and Tajuddin, Salman M and Tayo, Bamidele O and Vojinovic, Dina and Warren, Helen R and Xuan, Deng and Alver, Maris and Boissel, Mathilde and Chai, Jin-Fang and Chen, Xu and Christensen, Kaare and Divers, Jasmin and Evangelou, Evangelos and Gao, Chuan and Girotto, Giorgia and Harris, Sarah E and He, Meian and Hsu, Fang-Chi and Kuhnel, Brigitte and Laguzzi, Federica and Li, Xiaoyin and Lyytik{\"a}inen, Leo-Pekka and Nolte, Ilja M and Poveda, Alaitz and Rauramaa, Rainer and Riaz, Muhammad and Rueedi, Rico and Shu, Xiao-Ou and Snieder, Harold and Sofer, Tamar and Takeuchi, Fumihiko and Verweij, Niek and Ware, Erin B and Weiss, Stefan and Yanek, Lisa R and Amin, Najaf and Arking, Dan E and Arnett, Donna K and Bergmann, Sven and Boerwinkle, Eric and Brody, Jennifer A and Broeckel, Ulrich and Brumat, Marco and Burke, Gregory and Cabrera, Claudia P and Canouil, Micka{\"e}l and Chee, Miao Li and Chen, Yii-Der Ida and Cocca, Massimiliano and Connell, John and de Silva, H Janaka and de Vries, Paul S and Eiriksdottir, Gudny and Faul, Jessica D and Fisher, Virginia and Forrester, Terrence and Fox, Ervin F and Friedlander, Yechiel and Gao, He and Gigante, Bruna and Giulianini, Franco and Gu, Chi Charles and Gu, Dongfeng and Harris, Tamara B and He, Jiang and Heikkinen, Sami and Heng, Chew-Kiat and Hunt, Steven and Ikram, M Arfan and Irvin, Marguerite R and K{\"a}h{\"o}nen, Mika and Kavousi, Maryam and Khor, Chiea Chuen and Kilpel{\"a}inen, Tuomas O and Koh, Woon-Puay and Komulainen, Pirjo and Kraja, Aldi T and Krieger, J E and Langefeld, Carl D and Li, Yize and Liang, Jingjing and Liewald, David C M and Liu, Ching-Ti and Liu, Jianjun and Lohman, Kurt K and M{\"a}gi, Reedik and McKenzie, Colin A and Meitinger, Thomas and Metspalu, Andres and Milaneschi, Yuri and Milani, Lili and Mook-Kanamori, Dennis O and Nalls, Mike A and Nelson, Christopher P and Norris, Jill M and O{\textquoteright}Connell, Jeff and Ogunniyi, Adesola and Padmanabhan, Sandosh and Palmer, Nicholette D and Pedersen, Nancy L and Perls, Thomas and Peters, Annette and Petersmann, Astrid and Peyser, Patricia A and Polasek, Ozren and Porteous, David J and Raffel, Leslie J and Rice, Treva K and Rotter, Jerome I and Rudan, Igor and Rueda-Ochoa, Oscar-Leonel and Sabanayagam, Charumathi and Salako, Babatunde L and Schreiner, Pamela J and Shikany, James M and Sidney, Stephen S and Sims, Mario and Sitlani, Colleen M and Smith, Jennifer A and Starr, John M and Strauch, Konstantin and Swertz, Morris A and Teumer, Alexander and Tham, Yih Chung and Uitterlinden, Andr{\'e} G and Vaidya, Dhananjay and van der Ende, M Yldau and Waldenberger, Melanie and Wang, Lihua and Wang, Ya-Xing and Wei, Wen-Bin and Weir, David R and Wen, Wanqing and Yao, Jie and Yu, Bing and Yu, Caizheng and Yuan, Jian-Min and Zhao, Wei and Zonderman, Alan B and Becker, Diane M and Bowden, Donald W and Deary, Ian J and D{\"o}rr, Marcus and Esko, T{\~o}nu and Freedman, Barry I and Froguel, Philippe and Gasparini, Paolo and Gieger, Christian and Jonas, Jost Bruno and Kammerer, Candace M and Kato, Norihiro and Lakka, Timo A and Leander, Karin and Lehtim{\"a}ki, Terho and Magnusson, Patrik K E and Marques-Vidal, Pedro and Penninx, Brenda W J H and Samani, Nilesh J and van der Harst, Pim and Wagenknecht, Lynne E and Wu, Tangchun and Zheng, Wei and Zhu, Xiaofeng and Bouchard, Claude and Cooper, Richard S and Correa, Adolfo and Evans, Michele K and Gudnason, Vilmundur and Hayward, Caroline and Horta, Bernardo L and Kelly, Tanika N and Kritchevsky, Stephen B and Levy, Daniel and Palmas, Walter R and Pereira, A C and Province, Michael M and Psaty, Bruce M and Ridker, Paul M and Rotimi, Charles N and Tai, E Shyong and van Dam, Rob M and van Duijn, Cornelia M and Wong, Tien Yin and Rice, Kenneth and Gauderman, W James and Morrison, Alanna C and North, Kari E and Kardia, Sharon L R and Caulfield, Mark J and Elliott, Paul and Munroe, Patricia B and Franks, Paul W and Rao, Dabeeru C and Fornage, Myriam} } @article {8639, title = {Whole genome sequence analysis of pulmonary function and COPD in 19,996 multi-ethnic participants.}, journal = {Nat Commun}, volume = {11}, year = {2020}, month = {2020 10 14}, pages = {5182}, abstract = {

Chronic obstructive pulmonary disease (COPD), diagnosed by reduced lung function, is a leading cause of morbidity and mortality. We performed whole genome sequence (WGS) analysis of lung function and COPD in a multi-ethnic sample of 11,497 participants from population- and family-based studies, and 8499 individuals from COPD-enriched studies in the NHLBI Trans-Omics for Precision Medicine (TOPMed) Program. We identify at genome-wide significance 10 known GWAS loci and 22 distinct, previously unreported loci, including two common variant signals from stratified analysis of African Americans. Four novel common variants within the regions of PIAS1, RGN (two variants) and FTO show evidence of replication in the UK Biobank (European ancestry n ~ 320,000), while colocalization analyses leveraging multi-omic data from GTEx and TOPMed identify potential molecular mechanisms underlying four of the 22 novel loci. Our study demonstrates the value of performing WGS analyses and multi-omic follow-up in cohorts of diverse ancestry.

}, keywords = {Adult, African Americans, Aged, Aged, 80 and over, Alpha-Ketoglutarate-Dependent Dioxygenase FTO, Calcium-Binding Proteins, Feasibility Studies, Female, Follow-Up Studies, Genetic Loci, Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Intracellular Signaling Peptides and Proteins, Lung, Male, Middle Aged, Polymorphism, Single Nucleotide, Protein Inhibitors of Activated STAT, Pulmonary Disease, Chronic Obstructive, Respiratory Physiological Phenomena, Small Ubiquitin-Related Modifier Proteins, Whole Genome Sequencing}, issn = {2041-1723}, doi = {10.1038/s41467-020-18334-7}, author = {Zhao, Xutong and Qiao, Dandi and Yang, Chaojie and Kasela, Silva and Kim, Wonji and Ma, Yanlin and Shrine, Nick and Batini, Chiara and Sofer, Tamar and Taliun, Sarah A Gagliano and Sakornsakolpat, Phuwanat and Balte, Pallavi P and Prokopenko, Dmitry and Yu, Bing and Lange, Leslie A and Dupuis, Jos{\'e}e and Cade, Brian E and Lee, Jiwon and Gharib, Sina A and Daya, Michelle and Laurie, Cecelia A and Ruczinski, Ingo and Cupples, L Adrienne and Loehr, Laura R and Bartz, Traci M and Morrison, Alanna C and Psaty, Bruce M and Vasan, Ramachandran S and Wilson, James G and Taylor, Kent D and Durda, Peter and Johnson, W Craig and Cornell, Elaine and Guo, Xiuqing and Liu, Yongmei and Tracy, Russell P and Ardlie, Kristin G and Aguet, Francois and VanDenBerg, David J and Papanicolaou, George J and Rotter, Jerome I and Barnes, Kathleen C and Jain, Deepti and Nickerson, Deborah A and Muzny, Donna M and Metcalf, Ginger A and Doddapaneni, Harshavardhan and Dugan-Perez, Shannon and Gupta, Namrata and Gabriel, Stacey and Rich, Stephen S and O{\textquoteright}Connor, George T and Redline, Susan and Reed, Robert M and Laurie, Cathy C and Daviglus, Martha L and Preudhomme, Liana K and Burkart, Kristin M and Kaplan, Robert C and Wain, Louise V and Tobin, Martin D and London, Stephanie J and Lappalainen, Tuuli and Oelsner, Elizabeth C and Abecasis, Goncalo R and Silverman, Edwin K and Barr, R Graham and Cho, Michael H and Manichaikul, Ani} } @article {8997, title = {Association of mitochondrial DNA copy number with cardiometabolic diseases.}, journal = {Cell Genom}, volume = {1}, year = {2021}, month = {2021 Oct 13}, abstract = {

Mitochondrial DNA (mtDNA) is present in multiple copies in human cells. We evaluated cross-sectional associations of whole blood mtDNA copy number (CN) with several cardiometabolic disease traits in 408,361 participants of multiple ancestries in TOPMed and UK Biobank. Age showed a threshold association with mtDNA CN: among younger participants (<65 years of age), each additional 10 years of age was associated with 0.03 standard deviation (s.d.) higher level of mtDNA CN ( = 0.0014) versus a 0.14 s.d. lower level of mtDNA CN ( = 1.82 {\texttimes} 10) among older participants (>=65 years). At lower mtDNA CN levels, we found age-independent associations with increased odds of obesity ( = 5.6 {\texttimes} 10), hypertension ( = 2.8 {\texttimes} 10), diabetes ( = 3.6 {\texttimes} 10), and hyperlipidemia ( = 6.3 {\texttimes} 10). The observed decline in mtDNA CN after 65 years of age may be a key to understanding age-related diseases.

}, issn = {2666-979X}, doi = {10.1016/j.xgen.2021.100006}, author = {Liu, Xue and Longchamps, Ryan J and Wiggins, Kerri L and Raffield, Laura M and Bielak, Lawrence F and Zhao, Wei and Pitsillides, Achilleas and Blackwell, Thomas W and Yao, Jie and Guo, Xiuqing and Kurniansyah, Nuzulul and Thyagarajan, Bharat and Pankratz, Nathan and Rich, Stephen S and Taylor, Kent D and Peyser, Patricia A and Heckbert, Susan R and Seshadri, Sudha and Cupples, L Adrienne and Boerwinkle, Eric and Grove, Megan L and Larson, Nicholas B and Smith, Jennifer A and Vasan, Ramachandran S and Sofer, Tamar and Fitzpatrick, Annette L and Fornage, Myriam and Ding, Jun and Correa, Adolfo and Abecasis, Goncalo and Psaty, Bruce M and Wilson, James G and Levy, Daniel and Rotter, Jerome I and Bis, Joshua C and Satizabal, Claudia L and Arking, Dan E and Liu, Chunyu} } @article {8838, title = {BinomiRare: A robust test for association of a rare genetic variant with a binary outcome for mixed models and any case-control proportion.}, journal = {HGG Adv}, volume = {2}, year = {2021}, month = {2021 Jul 08}, abstract = {

Whole-genome sequencing (WGS) and whole-exome sequencing studies have become increasingly available and are being used to identify rare genetic variants associated with health and disease outcomes. Investigators routinely use mixed models to account for genetic relatedness or other clustering variables (e.g., family or household) when testing genetic associations. However, no existing tests of the association of a rare variant with a binary outcome in the presence of correlated data control the type 1 error where there are (1) few individuals harboring the rare allele, (2) a small proportion of cases relative to controls, and (3) covariates to adjust for. Here, we address all three issues in developing a framework for testing rare variant association with a binary trait in individuals harboring at least one risk allele. In this framework, we estimate outcome probabilities under the null hypothesis and then use them, within the individuals with at least one risk allele, to test variant associations. We extend the BinomiRare test, which was previously proposed for independent observations, and develop the Conway-Maxwell-Poisson (CMP) test and study their properties in simulations. We show that the BinomiRare test always controls the type 1 error, while the CMP test sometimes does not. We then use the BinomiRare test to test the association of rare genetic variants in target genes with small-vessel disease (SVD) stroke, short sleep, and venous thromboembolism (VTE), in whole-genome sequence data from the Trans-Omics for Precision Medicine (TOPMed) program.

}, issn = {2666-2477}, doi = {10.1016/j.xhgg.2021.100040}, author = {Sofer, Tamar and Lee, Jiwon and Kurniansyah, Nuzulul and Jain, Deepti and Laurie, Cecelia A and Gogarten, Stephanie M and Conomos, Matthew P and Heavner, Ben and Hu, Yao and Kooperberg, Charles and Haessler, Jeffrey and Vasan, Ramachandran S and Cupples, L Adrienne and Coombes, Brandon J and Seyerle, Amanda and Gharib, Sina A and Chen, Han and O{\textquoteright}Connell, Jeffrey R and Zhang, Man and Gottlieb, Daniel J and Psaty, Bruce M and Longstreth, W T and Rotter, Jerome I and Taylor, Kent D and Rich, Stephen S and Guo, Xiuqing and Boerwinkle, Eric and Morrison, Alanna C and Pankow, James S and Johnson, Andrew D and Pankratz, Nathan and Reiner, Alex P and Redline, Susan and Smith, Nicholas L and Rice, Kenneth M and Schifano, Elizabeth D} } @article {8714, title = {Multi-ancestry genome-wide gene-sleep interactions identify novel loci for blood pressure.}, journal = {Mol Psychiatry}, year = {2021}, month = {2021 Apr 15}, abstract = {

Long and short sleep duration are associated with elevated blood pressure (BP), possibly through effects on molecular pathways that influence neuroendocrine and vascular systems. To gain new insights into the genetic basis of sleep-related BP variation, we performed genome-wide gene by short or long sleep duration interaction analyses on four BP traits (systolic BP, diastolic BP, mean arterial pressure, and pulse pressure) across five ancestry groups in two stages using 2 degree of freedom (df) joint test followed by 1df test of interaction effects. Primary multi-ancestry analysis in 62,969 individuals in stage 1 identified three novel gene by sleep interactions that were replicated in an additional 59,296 individuals in stage 2 (stage 1 + 2 P < 5 {\texttimes} 10), including rs7955964 (FIGNL2/ANKRD33) that increases BP among long sleepers, and rs73493041 (SNORA26/C9orf170) and rs10406644 (KCTD15/LSM14A) that increase BP among short sleepers (P < 5 {\texttimes} 10). Secondary ancestry-specific analysis identified another novel gene by long sleep interaction at rs111887471 (TRPC3/KIAA1109) in individuals of African ancestry (P = 2 {\texttimes} 10). Combined stage 1 and 2 analyses additionally identified significant gene by long sleep interactions at 10 loci including MKLN1 and RGL3/ELAVL3 previously associated with BP, and significant gene by short sleep interactions at 10 loci including C2orf43 previously associated with BP (P < 10). 2df test also identified novel loci for BP after modeling sleep that has known functions in sleep-wake regulation, nervous and cardiometabolic systems. This study indicates that sleep and primary mechanisms regulating BP may interact to elevate BP level, suggesting novel insights into sleep-related BP regulation.

}, issn = {1476-5578}, doi = {10.1038/s41380-021-01087-0}, author = {Wang, Heming and Noordam, Raymond and Cade, Brian E and Schwander, Karen and Winkler, Thomas W and Lee, Jiwon and Sung, Yun Ju and Bentley, Amy R and Manning, Alisa K and Aschard, Hugues and Kilpel{\"a}inen, Tuomas O and Ilkov, Marjan and Brown, Michael R and Horimoto, Andrea R and Richard, Melissa and Bartz, Traci M and Vojinovic, Dina and Lim, Elise and Nierenberg, Jovia L and Liu, Yongmei and Chitrala, Kumaraswamynaidu and Rankinen, Tuomo and Musani, Solomon K and Franceschini, Nora and Rauramaa, Rainer and Alver, Maris and Zee, Phyllis C and Harris, Sarah E and van der Most, Peter J and Nolte, Ilja M and Munroe, Patricia B and Palmer, Nicholette D and Kuhnel, Brigitte and Weiss, Stefan and Wen, Wanqing and Hall, Kelly A and Lyytik{\"a}inen, Leo-Pekka and O{\textquoteright}Connell, Jeff and Eiriksdottir, Gudny and Launer, Lenore J and de Vries, Paul S and Arking, Dan E and Chen, Han and Boerwinkle, Eric and Krieger, Jose E and Schreiner, Pamela J and Sidney, Stephen and Shikany, James M and Rice, Kenneth and Chen, Yii-Der Ida and Gharib, Sina A and Bis, Joshua C and Luik, Annemarie I and Ikram, M Arfan and Uitterlinden, Andr{\'e} G and Amin, Najaf and Xu, Hanfei and Levy, Daniel and He, Jiang and Lohman, Kurt K and Zonderman, Alan B and Rice, Treva K and Sims, Mario and Wilson, Gregory and Sofer, Tamar and Rich, Stephen S and Palmas, Walter and Yao, Jie and Guo, Xiuqing and Rotter, Jerome I and Biermasz, Nienke R and Mook-Kanamori, Dennis O and Martin, Lisa W and Barac, Ana and Wallace, Robert B and Gottlieb, Daniel J and Komulainen, Pirjo and Heikkinen, Sami and M{\"a}gi, Reedik and Milani, Lili and Metspalu, Andres and Starr, John M and Milaneschi, Yuri and Waken, R J and Gao, Chuan and Waldenberger, Melanie and Peters, Annette and Strauch, Konstantin and Meitinger, Thomas and Roenneberg, Till and V{\"o}lker, Uwe and D{\"o}rr, Marcus and Shu, Xiao-Ou and Mukherjee, Sutapa and Hillman, David R and K{\"a}h{\"o}nen, Mika and Wagenknecht, Lynne E and Gieger, Christian and Grabe, Hans J and Zheng, Wei and Palmer, Lyle J and Lehtim{\"a}ki, Terho and Gudnason, Vilmundur and Morrison, Alanna C and Pereira, Alexandre C and Fornage, Myriam and Psaty, Bruce M and van Duijn, Cornelia M and Liu, Ching-Ti and Kelly, Tanika N and Evans, Michele K and Bouchard, Claude and Fox, Ervin R and Kooperberg, Charles and Zhu, Xiaofeng and Lakka, Timo A and Esko, T{\~o}nu and North, Kari E and Deary, Ian J and Snieder, Harold and Penninx, Brenda W J H and Gauderman, W James and Rao, Dabeeru C and Redline, Susan and van Heemst, Diana} } @article {8920, title = {Whole-genome association analyses of sleep-disordered breathing phenotypes in the NHLBI TOPMed program.}, journal = {Genome Med}, volume = {13}, year = {2021}, month = {2021 08 26}, pages = {136}, abstract = {

BACKGROUND: Sleep-disordered breathing is a common disorder associated with significant morbidity. The genetic architecture of sleep-disordered breathing remains poorly understood. Through the NHLBI Trans-Omics for Precision Medicine (TOPMed) program, we performed the first whole-genome sequence analysis of sleep-disordered breathing.

METHODS: The study sample was comprised of 7988 individuals of diverse ancestry. Common-variant and pathway analyses included an additional 13,257 individuals. We examined five complementary traits describing different aspects of sleep-disordered breathing: the apnea-hypopnea index, average oxyhemoglobin desaturation per event, average and minimum oxyhemoglobin saturation across the sleep episode, and the percentage of sleep with oxyhemoglobin saturation < 90\%. We adjusted for age, sex, BMI, study, and family structure using MMSKAT and EMMAX mixed linear model approaches. Additional bioinformatics analyses were performed with MetaXcan, GIGSEA, and ReMap.

RESULTS: We identified a multi-ethnic set-based rare-variant association (p = 3.48 {\texttimes} 10) on chromosome X with ARMCX3. Additional rare-variant associations include ARMCX3-AS1, MRPS33, and C16orf90. Novel common-variant loci were identified in the NRG1 and SLC45A2 regions, and previously associated loci in the IL18RAP and ATP2B4 regions were associated with novel phenotypes. Transcription factor binding site enrichment identified associations with genes implicated with respiratory and craniofacial traits. Additional analyses identified significantly associated pathways.

CONCLUSIONS: We have identified the first gene-based rare-variant associations with objectively measured sleep-disordered breathing traits. Our results increase the understanding of the genetic architecture of sleep-disordered breathing and highlight associations in genes that modulate lung development, inflammation, respiratory rhythmogenesis, and HIF1A-mediated hypoxic response.

}, issn = {1756-994X}, doi = {10.1186/s13073-021-00917-8}, author = {Cade, Brian E and Lee, Jiwon and Sofer, Tamar and Wang, Heming and Zhang, Man and Chen, Han and Gharib, Sina A and Gottlieb, Daniel J and Guo, Xiuqing and Lane, Jacqueline M and Liang, Jingjing and Lin, Xihong and Mei, Hao and Patel, Sanjay R and Purcell, Shaun M and Saxena, Richa and Shah, Neomi A and Evans, Daniel S and Hanis, Craig L and Hillman, David R and Mukherjee, Sutapa and Palmer, Lyle J and Stone, Katie L and Tranah, Gregory J and Abecasis, Goncalo R and Boerwinkle, Eric A and Correa, Adolfo and Cupples, L Adrienne and Kaplan, Robert C and Nickerson, Deborah A and North, Kari E and Psaty, Bruce M and Rotter, Jerome I and Rich, Stephen S and Tracy, Russell P and Vasan, Ramachandran S and Wilson, James G and Zhu, Xiaofeng and Redline, Susan} } @article {9246, title = {Correlations between complex human phenotypes vary by genetic background, gender, and environment.}, journal = {Cell Rep Med}, volume = {3}, year = {2022}, month = {2022 Dec 20}, pages = {100844}, abstract = {

We develop a closed-form Haseman-Elston estimator for genetic and environmental correlation coefficients between complex phenotypes, which we term HEc, that is as precise as GCTA yet \~{}20{\texttimes} faster. We estimate genetic and environmental correlations between over 7,000 phenotype pairs in subgroups from the Trans-Omics in Precision Medicine (TOPMed) program. We demonstrate substantial differences in both heritabilities and genetic correlations for multiple phenotypes and phenotype pairs between individuals of self-reported Black, Hispanic/Latino, and White backgrounds. We similarly observe differences in many of the genetic and environmental correlations between genders. To estimate the contribution of genetics to the observed phenotypic correlation, we introduce "fractional genetic correlation" as the fraction of phenotypic correlation explained by genetics. Finally, we quantify the enrichment of correlations between phenotypic domains, each of which is comprised of multiple phenotypes. Altogether, we demonstrate that the observed correlations between complex human phenotypes depend on the genetic background of the individuals, their gender, and their environment.

}, keywords = {Female, Genetic Background, Humans, Male, Phenotype}, issn = {2666-3791}, doi = {10.1016/j.xcrm.2022.100844}, author = {Elgart, Michael and Goodman, Matthew O and Isasi, Carmen and Chen, Han and Morrison, Alanna C and de Vries, Paul S and Xu, Huichun and Manichaikul, Ani W and Guo, Xiuqing and Franceschini, Nora and Psaty, Bruce M and Rich, Stephen S and Rotter, Jerome I and Lloyd-Jones, Donald M and Fornage, Myriam and Correa, Adolfo and Heard-Costa, Nancy L and Vasan, Ramachandran S and Hernandez, Ryan and Kaplan, Robert C and Redline, Susan and Sofer, Tamar} } @article {9104, title = {Multi-ancestry genetic study of type 2 diabetes highlights the power of diverse populations for discovery and translation.}, journal = {Nat Genet}, volume = {54}, year = {2022}, month = {2022 May}, pages = {560-572}, abstract = {

We assembled an ancestrally diverse collection of genome-wide association studies (GWAS) of type 2 diabetes (T2D) in 180,834 affected individuals and 1,159,055 controls (48.9\% non-European descent) through the Diabetes Meta-Analysis of Trans-Ethnic association studies (DIAMANTE) Consortium. Multi-ancestry GWAS meta-analysis identified 237 loci attaining stringent genome-wide significance (P < 5 {\texttimes} 10), which were delineated to 338 distinct association signals. Fine-mapping of these signals was enhanced by the increased sample size and expanded population diversity of the multi-ancestry meta-analysis, which localized 54.4\% of T2D associations to a single variant with >50\% posterior probability. This improved fine-mapping enabled systematic assessment of candidate causal genes and molecular mechanisms through which T2D associations are mediated, laying the foundations for functional investigations. Multi-ancestry genetic risk scores enhanced transferability of T2D prediction across diverse populations. Our study provides a step toward more effective clinical translation of T2D GWAS to improve global health for all, irrespective of genetic background.

}, keywords = {Diabetes Mellitus, Type 2, Ethnicity, Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Polymorphism, Single Nucleotide, Risk Factors}, issn = {1546-1718}, doi = {10.1038/s41588-022-01058-3}, author = {Mahajan, Anubha and Spracklen, Cassandra N and Zhang, Weihua and Ng, Maggie C Y and Petty, Lauren E and Kitajima, Hidetoshi and Yu, Grace Z and R{\"u}eger, Sina and Speidel, Leo and Kim, Young Jin and Horikoshi, Momoko and Mercader, Josep M and Taliun, Daniel and Moon, Sanghoon and Kwak, Soo-Heon and Robertson, Neil R and Rayner, Nigel W and Loh, Marie and Kim, Bong-Jo and Chiou, Joshua and Miguel-Escalada, Irene and Della Briotta Parolo, Pietro and Lin, Kuang and Bragg, Fiona and Preuss, Michael H and Takeuchi, Fumihiko and Nano, Jana and Guo, Xiuqing and Lamri, Amel and Nakatochi, Masahiro and Scott, Robert A and Lee, Jung-Jin and Huerta-Chagoya, Alicia and Graff, Mariaelisa and Chai, Jin-Fang and Parra, Esteban J and Yao, Jie and Bielak, Lawrence F and Tabara, Yasuharu and Hai, Yang and Steinthorsdottir, Valgerdur and Cook, James P and Kals, Mart and Grarup, Niels and Schmidt, Ellen M and Pan, Ian and Sofer, Tamar and Wuttke, Matthias and Sarnowski, Chloe and Gieger, Christian and Nousome, Darryl and Trompet, Stella and Long, Jirong and Sun, Meng and Tong, Lin and Chen, Wei-Min and Ahmad, Meraj and Noordam, Raymond and Lim, Victor J Y and Tam, Claudia H T and Joo, Yoonjung Yoonie and Chen, Chien-Hsiun and Raffield, Laura M and Lecoeur, C{\'e}cile and Prins, Bram Peter and Nicolas, Aude and Yanek, Lisa R and Chen, Guanjie and Jensen, Richard A and Tajuddin, Salman and Kabagambe, Edmond K and An, Ping and Xiang, Anny H and Choi, Hyeok Sun and Cade, Brian E and Tan, Jingyi and Flanagan, Jack and Abaitua, Fernando and Adair, Linda S and Adeyemo, Adebowale and Aguilar-Salinas, Carlos A and Akiyama, Masato and Anand, Sonia S and Bertoni, Alain and Bian, Zheng and Bork-Jensen, Jette and Brandslund, Ivan and Brody, Jennifer A and Brummett, Chad M and Buchanan, Thomas A and Canouil, Micka{\"e}l and Chan, Juliana C N and Chang, Li-Ching and Chee, Miao-Li and Chen, Ji and Chen, Shyh-Huei and Chen, Yuan-Tsong and Chen, Zhengming and Chuang, Lee-Ming and Cushman, Mary and Das, Swapan K and de Silva, H Janaka and Dedoussis, George and Dimitrov, Latchezar and Doumatey, Ayo P and Du, Shufa and Duan, Qing and Eckardt, Kai-Uwe and Emery, Leslie S and Evans, Daniel S and Evans, Michele K and Fischer, Krista and Floyd, James S and Ford, Ian and Fornage, Myriam and Franco, Oscar H and Frayling, Timothy M and Freedman, Barry I and Fuchsberger, Christian and Genter, Pauline and Gerstein, Hertzel C and Giedraitis, Vilmantas and Gonz{\'a}lez-Villalpando, Clicerio and Gonzalez-Villalpando, Maria Elena and Goodarzi, Mark O and Gordon-Larsen, Penny and Gorkin, David and Gross, Myron and Guo, Yu and Hackinger, Sophie and Han, Sohee and Hattersley, Andrew T and Herder, Christian and Howard, Annie-Green and Hsueh, Willa and Huang, Mengna and Huang, Wei and Hung, Yi-Jen and Hwang, Mi Yeong and Hwu, Chii-Min and Ichihara, Sahoko and Ikram, Mohammad Arfan and Ingelsson, Martin and Islam, Md Tariqul and Isono, Masato and Jang, Hye-Mi and Jasmine, Farzana and Jiang, Guozhi and Jonas, Jost B and J{\o}rgensen, Marit E and J{\o}rgensen, Torben and Kamatani, Yoichiro and Kandeel, Fouad R and Kasturiratne, Anuradhani and Katsuya, Tomohiro and Kaur, Varinderpal and Kawaguchi, Takahisa and Keaton, Jacob M and Kho, Abel N and Khor, Chiea-Chuen and Kibriya, Muhammad G and Kim, Duk-Hwan and Kohara, Katsuhiko and Kriebel, Jennifer and Kronenberg, Florian and Kuusisto, Johanna and L{\"a}ll, Kristi and Lange, Leslie A and Lee, Myung-Shik and Lee, Nanette R and Leong, Aaron and Li, Liming and Li, Yun and Li-Gao, Ruifang and Ligthart, Symen and Lindgren, Cecilia M and Linneberg, Allan and Liu, Ching-Ti and Liu, Jianjun and Locke, Adam E and Louie, Tin and Luan, Jian{\textquoteright}an and Luk, Andrea O and Luo, Xi and Lv, Jun and Lyssenko, Valeriya and Mamakou, Vasiliki and Mani, K Radha and Meitinger, Thomas and Metspalu, Andres and Morris, Andrew D and Nadkarni, Girish N and Nadler, Jerry L and Nalls, Michael A and Nayak, Uma and Nongmaithem, Suraj S and Ntalla, Ioanna and Okada, Yukinori and Orozco, Lorena and Patel, Sanjay R and Pereira, Mark A and Peters, Annette and Pirie, Fraser J and Porneala, Bianca and Prasad, Gauri and Preissl, Sebastian and Rasmussen-Torvik, Laura J and Reiner, Alexander P and Roden, Michael and Rohde, Rebecca and Roll, Kathryn and Sabanayagam, Charumathi and Sander, Maike and Sandow, Kevin and Sattar, Naveed and Sch{\"o}nherr, Sebastian and Schurmann, Claudia and Shahriar, Mohammad and Shi, Jinxiu and Shin, Dong Mun and Shriner, Daniel and Smith, Jennifer A and So, Wing Yee and Stan{\v c}{\'a}kov{\'a}, Alena and Stilp, Adrienne M and Strauch, Konstantin and Suzuki, Ken and Takahashi, Atsushi and Taylor, Kent D and Thorand, Barbara and Thorleifsson, Gudmar and Thorsteinsdottir, Unnur and Tomlinson, Brian and Torres, Jason M and Tsai, Fuu-Jen and Tuomilehto, Jaakko and Tusi{\'e}-Luna, Teresa and Udler, Miriam S and Valladares-Salgado, Adan and van Dam, Rob M and van Klinken, Jan B and Varma, Rohit and Vujkovic, Marijana and Wacher-Rodarte, Niels and Wheeler, Eleanor and Whitsel, Eric A and Wickremasinghe, Ananda R and van Dijk, Ko Willems and Witte, Daniel R and Yajnik, Chittaranjan S and Yamamoto, Ken and Yamauchi, Toshimasa and Yengo, Loic and Yoon, Kyungheon and Yu, Canqing and Yuan, Jian-Min and Yusuf, Salim and Zhang, Liang and Zheng, Wei and Raffel, Leslie J and Igase, Michiya and Ipp, Eli and Redline, Susan and Cho, Yoon Shin and Lind, Lars and Province, Michael A and Hanis, Craig L and Peyser, Patricia A and Ingelsson, Erik and Zonderman, Alan B and Psaty, Bruce M and Wang, Ya-Xing and Rotimi, Charles N and Becker, Diane M and Matsuda, Fumihiko and Liu, Yongmei and Zeggini, Eleftheria and Yokota, Mitsuhiro and Rich, Stephen S and Kooperberg, Charles and Pankow, James S and Engert, James C and Chen, Yii-Der Ida and Froguel, Philippe and Wilson, James G and Sheu, Wayne H H and Kardia, Sharon L R and Wu, Jer-Yuarn and Hayes, M Geoffrey and Ma, Ronald C W and Wong, Tien-Yin and Groop, Leif and Mook-Kanamori, Dennis O and Chandak, Giriraj R and Collins, Francis S and Bharadwaj, Dwaipayan and Par{\'e}, Guillaume and Sale, Mich{\`e}le M and Ahsan, Habibul and Motala, Ayesha A and Shu, Xiao-Ou and Park, Kyong-Soo and Jukema, J Wouter and Cruz, Miguel and McKean-Cowdin, Roberta and Grallert, Harald and Cheng, Ching-Yu and Bottinger, Erwin P and Dehghan, Abbas and Tai, E-Shyong and Dupuis, Jos{\'e}e and Kato, Norihiro and Laakso, Markku and K{\"o}ttgen, Anna and Koh, Woon-Puay and Palmer, Colin N A and Liu, Simin and Abecasis, Goncalo and Kooner, Jaspal S and Loos, Ruth J F and North, Kari E and Haiman, Christopher A and Florez, Jose C and Saleheen, Danish and Hansen, Torben and Pedersen, Oluf and M{\"a}gi, Reedik and Langenberg, Claudia and Wareham, Nicholas J and Maeda, Shiro and Kadowaki, Takashi and Lee, Juyoung and Millwood, Iona Y and Walters, Robin G and Stefansson, Kari and Myers, Simon R and Ferrer, Jorge and Gaulton, Kyle J and Meigs, James B and Mohlke, Karen L and Gloyn, Anna L and Bowden, Donald W and Below, Jennifer E and Chambers, John C and Sim, Xueling and Boehnke, Michael and Rotter, Jerome I and McCarthy, Mark I and Morris, Andrew P} } @article {9100, title = {A multi-ethnic polygenic risk score is associated with hypertension prevalence and progression throughout adulthood.}, journal = {Nat Commun}, volume = {13}, year = {2022}, month = {2022 Jun 21}, pages = {3549}, abstract = {

In a multi-stage analysis of 52,436 individuals aged 17-90 across diverse cohorts and biobanks, we train, test, and evaluate a polygenic risk score (PRS) for hypertension risk and progression. The PRS is trained using genome-wide association studies (GWAS) for systolic, diastolic blood pressure, and hypertension, respectively. For each trait, PRS is selected by optimizing the coefficient of variation (CV) across estimated effect sizes from multiple potential PRS using the same GWAS, after which the 3 trait-specific PRSs are combined via an unweighted sum called "PRSsum", forming the HTN-PRS. The HTN-PRS is associated with both prevalent and incident hypertension at 4-6 years of follow up. This association is further confirmed in age-stratified analysis. In an independent biobank of 40,201 individuals, the HTN-PRS is confirmed to be predictive of increased risk for coronary artery disease, ischemic stroke, type 2 diabetes, and chronic kidney disease.

}, keywords = {Adult, Diabetes Mellitus, Type 2, Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Hypertension, Multifactorial Inheritance, Prevalence, Risk Factors}, issn = {2041-1723}, doi = {10.1038/s41467-022-31080-2}, author = {Kurniansyah, Nuzulul and Goodman, Matthew O and Kelly, Tanika N and Elfassy, Tali and Wiggins, Kerri L and Bis, Joshua C and Guo, Xiuqing and Palmas, Walter and Taylor, Kent D and Lin, Henry J and Haessler, Jeffrey and Gao, Yan and Shimbo, Daichi and Smith, Jennifer A and Yu, Bing and Feofanova, Elena V and Smit, Roelof A J and Wang, Zhe and Hwang, Shih-Jen and Liu, Simin and Wassertheil-Smoller, Sylvia and Manson, JoAnn E and Lloyd-Jones, Donald M and Rich, Stephen S and Loos, Ruth J F and Redline, Susan and Correa, Adolfo and Kooperberg, Charles and Fornage, Myriam and Kaplan, Robert C and Psaty, Bruce M and Rotter, Jerome I and Arnett, Donna K and Morrison, Alanna C and Franceschini, Nora and Levy, Daniel and Sofer, Tamar} } @article {9161, title = {Non-linear machine learning models incorporating SNPs and PRS improve polygenic prediction in diverse human populations.}, journal = {Commun Biol}, volume = {5}, year = {2022}, month = {2022 08 22}, pages = {856}, abstract = {

Polygenic risk scores (PRS) are commonly used to quantify the inherited susceptibility for a trait, yet they fail to account for non-linear and interaction effects between single nucleotide polymorphisms (SNPs). We address this via a machine learning approach, validated in nine complex phenotypes in a multi-ancestry population. We use an ensemble method of SNP selection followed by gradient boosted trees (XGBoost) to allow for non-linearities and interaction effects. We compare our results to the standard, linear PRS model developed using PRSice, LDpred2, and lassosum2. Combining a PRS as a feature in an XGBoost model results in a relative increase in the percentage variance explained compared to the standard linear PRS model by 22\% for height, 27\% for HDL cholesterol, 43\% for body mass index, 50\% for sleep duration, 58\% for systolic blood pressure, 64\% for total cholesterol, 66\% for triglycerides, 77\% for LDL cholesterol, and 100\% for diastolic blood pressure. Multi-ancestry trained models perform similarly to specific racial/ethnic group trained models and are consistently superior to the standard linear PRS models. This work demonstrates an effective method to account for non-linearities and interaction effects in genetics-based prediction models.

}, keywords = {Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Machine Learning, Multifactorial Inheritance, Polymorphism, Single Nucleotide}, issn = {2399-3642}, doi = {10.1038/s42003-022-03812-z}, author = {Elgart, Michael and Lyons, Genevieve and Romero-Brufau, Santiago and Kurniansyah, Nuzulul and Brody, Jennifer A and Guo, Xiuqing and Lin, Henry J and Raffield, Laura and Gao, Yan and Chen, Han and de Vries, Paul and Lloyd-Jones, Donald M and Lange, Leslie A and Peloso, Gina M and Fornage, Myriam and Rotter, Jerome I and Rich, Stephen S and Morrison, Alanna C and Psaty, Bruce M and Levy, Daniel and Redline, Susan and Sofer, Tamar} } @article {9037, title = {Polygenic transcriptome risk scores for COPD and lung function improve cross-ethnic portability of prediction in the NHLBI TOPMed program.}, journal = {Am J Hum Genet}, year = {2022}, month = {2022 Mar 31}, abstract = {

While polygenic risk scores (PRSs) enable early identification of genetic risk for chronic obstructive pulmonary disease (COPD), predictive performance is limited when the discovery and target populations are not well matched. Hypothesizing that the biological mechanisms of disease are shared across ancestry groups, we introduce a PrediXcan-derived polygenic transcriptome risk score (PTRS) to improve cross-ethnic portability of risk prediction. We constructed the PTRS using summary statistics from application of PrediXcan on large-scale GWASs of lung function (forced expiratory volume in 1~s [FEV] and its ratio to forced vital capacity [FEV/FVC]) in the UK Biobank. We examined prediction performance and cross-ethnic portability of PTRS through smoking-stratified analyses both on 29,381 multi-ethnic participants from TOPMed population/family-based cohorts and on 11,771 multi-ethnic participants from TOPMed COPD-enriched studies. Analyses were carried out for two dichotomous COPD traits (moderate-to-severe and severe COPD) and two quantitative lung function traits (FEV and FEV/FVC). While the proposed PTRS showed weaker associations with disease than PRS for European ancestry, the PTRS showed stronger association with COPD than PRS for African Americans (e.g., odds ratio [OR]~= 1.24 [95\% confidence interval [CI]: 1.08-1.43] for PTRS versus 1.10 [0.96-1.26] for PRS among heavy smokers with >= 40 pack-years of smoking) for moderate-to-severe COPD. Cross-ethnic portability of the PTRS was significantly higher than the PRS (paired t test p~<~2.2~{\texttimes}~10 with portability gains ranging from 5\% to 28\%) for both dichotomous COPD traits and across all smoking strata. Our study demonstrates the value of PTRS for improved cross-ethnic portability compared to PRS in predicting COPD risk.

}, issn = {1537-6605}, doi = {10.1016/j.ajhg.2022.03.007}, author = {Hu, Xiaowei and Qiao, Dandi and Kim, Wonji and Moll, Matthew and Balte, Pallavi P and Lange, Leslie A and Bartz, Traci M and Kumar, Rajesh and Li, Xingnan and Yu, Bing and Cade, Brian E and Laurie, Cecelia A and Sofer, Tamar and Ruczinski, Ingo and Nickerson, Deborah A and Muzny, Donna M and Metcalf, Ginger A and Doddapaneni, Harshavardhan and Gabriel, Stacy and Gupta, Namrata and Dugan-Perez, Shannon and Cupples, L Adrienne and Loehr, Laura R and Jain, Deepti and Rotter, Jerome I and Wilson, James G and Psaty, Bruce M and Fornage, Myriam and Morrison, Alanna C and Vasan, Ramachandran S and Washko, George and Rich, Stephen S and O{\textquoteright}Connor, George T and Bleecker, Eugene and Kaplan, Robert C and Kalhan, Ravi and Redline, Susan and Gharib, Sina A and Meyers, Deborah and Ortega, Victor and Dupuis, Jos{\'e}e and London, Stephanie J and Lappalainen, Tuuli and Oelsner, Elizabeth C and Silverman, Edwin K and Barr, R Graham and Thornton, Timothy A and Wheeler, Heather E and Cho, Michael H and Im, Hae Kyung and Manichaikul, Ani} } @article {9101, title = {Targeted Genome Sequencing Identifies Multiple Rare Variants in Caveolin-1 Associated with Obstructive Sleep Apnea.}, journal = {Am J Respir Crit Care Med}, year = {2022}, month = {2022 Jul 13}, abstract = {

INTRODUCTION: Obstructive sleep apnea (OSA) is a common disorder associated with increased risk for cardiovascular disease, diabetes, and premature mortality. There is strong clinical and epi-demiologic evidence supporting the importance of genetic factors influencing OSA, but limited data implicating specific genes.

METHODS: Leveraging high depth genomic sequencing data from the National Heart, Lung, and Blood Institute (NHLBI) Trans-Omics for Precision Medicine (TOPMed) program and imputed genotype data from multiple population-based studies, we performed linkage analysis in the Cleve-land Family Study (CFS) followed by multi-stage gene-based association analyses in independent cohorts to search for rare variants contributing to OSA severity as assessed by the apnea-hypopnea index (AHI) in a total of 7,708 individuals of European ancestry.

RESULTS: Linkage analysis in CFS identified a suggestive linkage peak on chromosome 7q31 (LOD=2.31). Gene-based analysis identified 21 non-coding rare variants in Caveolin-1 (CAV1) associated with lower AHI after accounting for multiple comparisons (p=7.4{\texttimes}10-8). These non-coding variants together significantly contributed to the linkage evidence (p<10-3). Follow-up anal-ysis revealed significant associations between these variants and increased CAV1 expression, and increased CAV1 expression in peripheral monocytes was associated with lower AHI (p=0.024) and higher minimum overnight oxygen saturation (p=0.007).

CONCLUSION: Rare variants in CAV1, a membrane scaffolding protein essential in multiple cellular and metabolic functions, are associated with higher CAV1 gene expression and lower OSA severity, suggesting a novel target for modulating OSA severity.

}, issn = {1535-4970}, doi = {10.1164/rccm.202203-0618OC}, author = {Liang, Jingjing and Wang, Heming and Cade, Brian E and Kurniansyah, Nuzulul and He, Karen Y and Lee, Jiwon and Sands, Scott A and Brody, Jennifer and Chen, Han and Gottlieb, Daniel J and Evans, Daniel S and Guo, Xiuqing and Gharib, Sina A and Hale, Lauren and Hillman, David R and Lutsey, Pamela L and Mukherjee, Sutapa and Ochs-Balcom, Heather M and Palmer, Lyle J and Purcell, Shaun and Saxena, Richa and Patel, Sanjay R and Stone, Katie L and Tranah, Gregory J and Boerwinkle, Eric and Lin, Xihong and Liu, Yongmei and Psaty, Bruce M and Vasan, Ramachandran S and Manichaikul, Ani and Rich, Stephen S and Rotter, Jerome I and Sofer, Tamar and Redline, Susan and Zhu, Xiaofeng} } @article {9323, title = {Association of Mitochondrial DNA Copy Number With Brain MRI Markers and Cognitive Function: A Meta-analysis of Community-Based Cohorts.}, journal = {Neurology}, year = {2023}, month = {2023 Mar 16}, abstract = {

BACKGROUND AND OBJECTIVES: Previous studies suggest lower mitochondrial DNA (mtDNA) copy number (CN) is associated with neurodegenerative diseases. However, whether mtDNA CN in whole blood is related to endophenotypes of Alzheimer{\textquoteright}s disease (AD) and AD related dementia (AD/ADRD) needs further investigation. We assessed the association of mtDNA CN with cognitive function and MRI measures in community-based samples of middle-aged to older adults.

METHODS: We included dementia-free participants from nine diverse community-based cohorts with whole-genome sequencing in the Trans-Omics for Precision Medicine (TOPMed) program. Circulating mtDNA CN was estimated as twice the ratio of the average coverage of mtDNA to nuclear DNA. Brain MRI markers included total brain, hippocampal, and white matter hyperintensity volumes. General cognitive function was derived from distinct cognitive domains. We performed cohort-specific association analyses of mtDNA CN with AD/ADRD endophenotypes assessed within {\textpm}5 years (i.e., cross-sectional analyses) or 5 to 20 years after blood draw (i.e., prospective analyses) adjusting for potential confounders. We further explored associations stratified by sex and age (<60 vs. >=60 years). Fixed-effects or sample size-weighted meta-analyses were performed to combine results. Finally, we performed Mendelian randomization (MR) analyses to assess causality.

RESULTS: We included up to 19,152 participants (mean age 59 years, 57\% women). Higher mtDNA CN was cross-sectionally associated with better general cognitive function (Beta=0.04; 95\% CI 0.02, 0.06) independent of age, sex, batch effects, race/ethnicity, time between blood draw and cognitive evaluation, cohort-specific variables, and education. Additional adjustment for blood cell counts or cardiometabolic traits led to slightly attenuated results. We observed similar significant associations with cognition in prospective analyses, although of reduced magnitude. We found no significant associations between mtDNA CN and brain MRI measures in meta-analyses. MR analyses did not reveal a causal relation between mtDNA CN in blood and cognition.

DISCUSSION: Higher mtDNA CN in blood is associated with better current and future general cognitive function in large and diverse communities across the US. Although MR analyses did not support a causal role, additional research is needed to assess causality. Circulating mtDNA CN could serve nevertheless as a biomarker of current and future cognitive function in the community.

}, issn = {1526-632X}, doi = {10.1212/WNL.0000000000207157}, author = {Zhang, Yuankai and Liu, Xue and Wiggins, Kerri L and Kurniansyah, Nuzulul and Guo, Xiuqing and Rodrigue, Amanda L and Zhao, Wei and Yanek, Lisa R and Ratliff, Scott M and Pitsillides, Achilleas and Aguirre Pati{\~n}o, Juan Sebastian and Sofer, Tamar and Arking, Dan E and Austin, Thomas R and Beiser, Alexa S and Blangero, John and Boerwinkle, Eric and Bressler, Jan and Curran, Joanne E and Hou, Lifang and Hughes, Timothy M and Kardia, Sharon L and Launer, Lenore and Levy, Daniel and Mosley, Tom H and Nasrallah, Ilya M and Rich, Stephen S and Rotter, Jerome I and Seshadri, Sudha and Tarraf, Wassim and Gonz{\'a}lez, Kevin A and Ramachandran, Vasan and Yaffe, Kristine and Nyquist, Paul A and Psaty, Bruce M and DeCarli, Charles S and Smith, Jennifer A and Glahn, David C and Gonz{\'a}lez, Hector M and Bis, Joshua C and Fornage, Myriam and Heckbert, Susan R and Fitzpatrick, Annette L and Liu, Chunyu and Satizabal, Claudia L} } @article {9379, title = {Evaluating the use of blood pressure polygenic risk scores across race/ethnic background groups.}, journal = {Nat Commun}, volume = {14}, year = {2023}, month = {2023 Jun 02}, pages = {3202}, abstract = {

We assess performance and limitations of polygenic risk scores (PRSs) for multiple blood pressure (BP) phenotypes in diverse population groups. We compare "clumping-and-thresholding" (PRSice2) and LD-based (LDPred2) methods to construct PRSs from each of multiple GWAS, as well as multi-PRS approaches that sum PRSs with and without weights, including PRS-CSx. We use datasets from the MGB Biobank, TOPMed study, UK biobank, and from All of Us to train, assess, and validate PRSs in groups defined by self-reported race/ethnic background (Asian, Black, Hispanic/Latino, and White). For both SBP and DBP, the PRS-CSx based PRS, constructed as a weighted sum of PRSs developed from multiple independent GWAS, perform best across all race/ethnic backgrounds. Stratified analysis in All of Us shows that PRSs are better predictive of BP in females compared to males, individuals without obesity, and middle-aged (40-60 years) compared to older and younger individuals.

}, keywords = {Blood Pressure, Ethnicity, Female, Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Male, Multifactorial Inheritance, Population Health, Risk Factors}, issn = {2041-1723}, doi = {10.1038/s41467-023-38990-9}, author = {Kurniansyah, Nuzulul and Goodman, Matthew O and Khan, Alyna T and Wang, Jiongming and Feofanova, Elena and Bis, Joshua C and Wiggins, Kerri L and Huffman, Jennifer E and Kelly, Tanika and Elfassy, Tali and Guo, Xiuqing and Palmas, Walter and Lin, Henry J and Hwang, Shih-Jen and Gao, Yan and Young, Kendra and Kinney, Gregory L and Smith, Jennifer A and Yu, Bing and Liu, Simin and Wassertheil-Smoller, Sylvia and Manson, JoAnn E and Zhu, Xiaofeng and Chen, Yii-Der Ida and Lee, I-Te and Gu, C Charles and Lloyd-Jones, Donald M and Z{\"o}llner, Sebastian and Fornage, Myriam and Kooperberg, Charles and Correa, Adolfo and Psaty, Bruce M and Arnett, Donna K and Isasi, Carmen R and Rich, Stephen S and Kaplan, Robert C and Redline, Susan and Mitchell, Braxton D and Franceschini, Nora and Levy, Daniel and Rotter, Jerome I and Morrison, Alanna C and Sofer, Tamar} } @article {9535, title = {Gene-educational attainment interactions in a multi-population genome-wide meta-analysis identify novel lipid loci.}, journal = {Front Genet}, volume = {14}, year = {2023}, month = {2023}, pages = {1235337}, abstract = {

Educational attainment, widely used in epidemiologic studies as a surrogate for socioeconomic status, is a predictor of cardiovascular health outcomes. A two-stage genome-wide meta-analysis of low-density lipoprotein cholesterol (LDL), high-density lipoprotein cholesterol (HDL), and triglyceride (TG) levels was performed while accounting for gene-educational attainment interactions in up to 226,315 individuals from five population groups. We considered two educational attainment variables: "Some College" (yes/no, for any education beyond high school) and "Graduated College" (yes/no, for completing a 4-year college degree). Genome-wide significant ( < 5 {\texttimes} 10) and suggestive ( < 1 {\texttimes} 10) variants were identified in Stage 1 (in up to 108,784 individuals) through genome-wide analysis, and those variants were followed up in Stage 2 studies (in up to 117,531 individuals). In combined analysis of Stages 1 and 2, we identified 18 novel lipid loci (nine for LDL, seven for HDL, and two for TG) by two degree-of-freedom (2 DF) joint tests of main and interaction effects. Four loci showed significant interaction with educational attainment. Two loci were significant only in cross-population analyses. Several loci include genes with known or suggested roles in adipose (), brain (), and liver () biology, highlighting the potential importance of brain-adipose-liver communication in the regulation of lipid metabolism. An investigation of the potential druggability of genes in identified loci resulted in five gene targets shown to interact with drugs approved by the Food and Drug Administration, including genes with roles in adipose and brain tissue. Genome-wide interaction analysis of educational attainment identified novel lipid loci not previously detected by analyses limited to main genetic effects.

}, issn = {1664-8021}, doi = {10.3389/fgene.2023.1235337}, author = {de Las Fuentes, Lisa and Schwander, Karen L and Brown, Michael R and Bentley, Amy R and Winkler, Thomas W and Sung, Yun Ju and Munroe, Patricia B and Miller, Clint L and Aschard, Hugo and Aslibekyan, Stella and Bartz, Traci M and Bielak, Lawrence F and Chai, Jin Fang and Cheng, Ching-Yu and Dorajoo, Rajkumar and Feitosa, Mary F and Guo, Xiuqing and Hartwig, Fernando P and Horimoto, Andrea and Kolcic, Ivana and Lim, Elise and Liu, Yongmei and Manning, Alisa K and Marten, Jonathan and Musani, Solomon K and Noordam, Raymond and Padmanabhan, Sandosh and Rankinen, Tuomo and Richard, Melissa A and Ridker, Paul M and Smith, Albert V and Vojinovic, Dina and Zonderman, Alan B and Alver, Maris and Boissel, Mathilde and Christensen, Kaare and Freedman, Barry I and Gao, Chuan and Giulianini, Franco and Harris, Sarah E and He, Meian and Hsu, Fang-Chi and Kuhnel, Brigitte and Laguzzi, Federica and Li, Xiaoyin and Lyytik{\"a}inen, Leo-Pekka and Nolte, Ilja M and Poveda, Alaitz and Rauramaa, Rainer and Riaz, Muhammad and Robino, Antonietta and Sofer, Tamar and Takeuchi, Fumihiko and Tayo, Bamidele O and van der Most, Peter J and Verweij, Niek and Ware, Erin B and Weiss, Stefan and Wen, Wanqing and Yanek, Lisa R and Zhan, Yiqiang and Amin, Najaf and Arking, Dan E and Ballantyne, Christie and Boerwinkle, Eric and Brody, Jennifer A and Broeckel, Ulrich and Campbell, Archie and Canouil, Micka{\"e}l and Chai, Xiaoran and Chen, Yii-Der Ida and Chen, Xu and Chitrala, Kumaraswamy Naidu and Concas, Maria Pina and de Faire, Ulf and de Mutsert, Ren{\'e}e and de Silva, H Janaka and de Vries, Paul S and Do, Ahn and Faul, Jessica D and Fisher, Virginia and Floyd, James S and Forrester, Terrence and Friedlander, Yechiel and Girotto, Giorgia and Gu, C Charles and Hallmans, G{\"o}ran and Heikkinen, Sami and Heng, Chew-Kiat and Homuth, Georg and Hunt, Steven and Ikram, M Arfan and Jacobs, David R and Kavousi, Maryam and Khor, Chiea Chuen and Kilpel{\"a}inen, Tuomas O and Koh, Woon-Puay and Komulainen, Pirjo and Langefeld, Carl D and Liang, Jingjing and Liu, Kiang and Liu, Jianjun and Lohman, Kurt and M{\"a}gi, Reedik and Manichaikul, Ani W and McKenzie, Colin A and Meitinger, Thomas and Milaneschi, Yuri and Nauck, Matthias and Nelson, Christopher P and O{\textquoteright}Connell, Jeffrey R and Palmer, Nicholette D and Pereira, Alexandre C and Perls, Thomas and Peters, Annette and Polasek, Ozren and Raitakari, Olli T and Rice, Kenneth and Rice, Treva K and Rich, Stephen S and Sabanayagam, Charumathi and Schreiner, Pamela J and Shu, Xiao-Ou and Sidney, Stephen and Sims, Mario and Smith, Jennifer A and Starr, John M and Strauch, Konstantin and Tai, E Shyong and Taylor, Kent D and Tsai, Michael Y and Uitterlinden, Andr{\'e} G and van Heemst, Diana and Waldenberger, Melanie and Wang, Ya-Xing and Wei, Wen-Bin and Wilson, Gregory and Xuan, Deng and Yao, Jie and Yu, Caizheng and Yuan, Jian-Min and Zhao, Wei and Becker, Diane M and Bonnefond, Am{\'e}lie and Bowden, Donald W and Cooper, Richard S and Deary, Ian J and Divers, Jasmin and Esko, T{\~o}nu and Franks, Paul W and Froguel, Philippe and Gieger, Christian and Jonas, Jost B and Kato, Norihiro and Lakka, Timo A and Leander, Karin and Lehtim{\"a}ki, Terho and Magnusson, Patrik K E and North, Kari E and Ntalla, Ioanna and Penninx, Brenda and Samani, Nilesh J and Snieder, Harold and Spedicati, Beatrice and van der Harst, Pim and V{\"o}lzke, Henry and Wagenknecht, Lynne E and Weir, David R and Wojczynski, Mary K and Wu, Tangchun and Zheng, Wei and Zhu, Xiaofeng and Bouchard, Claude and Chasman, Daniel I and Evans, Michele K and Fox, Ervin R and Gudnason, Vilmundur and Hayward, Caroline and Horta, Bernardo L and Kardia, Sharon L R and Krieger, Jose Eduardo and Mook-Kanamori, Dennis O and Peyser, Patricia A and Province, Michael M and Psaty, Bruce M and Rudan, Igor and Sim, Xueling and Smith, Blair H and van Dam, Rob M and van Duijn, Cornelia M and Wong, Tien Yin and Arnett, Donna K and Rao, Dabeeru C and Gauderman, James and Liu, Ching-Ti and Morrison, Alanna C and Rotter, Jerome I and Fornage, Myriam} } @article {9586, title = {Machine learning models for blood pressure phenotypes combining multiple polygenic risk scores.}, journal = {medRxiv}, year = {2023}, month = {2023 Dec 14}, abstract = {

We construct non-linear machine learning (ML) prediction models for systolic and diastolic blood pressure (SBP, DBP) using demographic and clinical variables and polygenic risk scores (PRSs). We developed a two-model ensemble, consisting of a baseline model, where prediction is based on demographic and clinical variables only, and a genetic model, where we also include PRSs. We evaluate the use of a linear versus a non-linear model at both the baseline and the genetic model levels and assess the improvement in performance when incorporating multiple PRSs. We report the ensemble model{\textquoteright}s performance as percentage variance explained (PVE) on a held-out test dataset. A non-linear baseline model improved the PVEs from 28.1\% to 30.1\% (SBP) and 14.3\% to 17.4\% (DBP) compared with a linear baseline model. Including seven PRSs in the genetic model computed based on the largest available GWAS of SBP/DBP improved the genetic model PVE from 4.8\% to 5.1\% (SBP) and 4.7\% to 5\% (DBP) compared to using a single PRS. Adding additional 14 PRSs computed based on two independent GWASs further increased the genetic model PVE to 6.3\% (SBP) and 5.7\% (DBP). PVE differed across self-reported race/ethnicity groups, with primarily all non-White groups benefitting from the inclusion of additional PRSs.

}, doi = {10.1101/2023.12.13.23299909}, author = {Hrytsenko, Yana and Shea, Benjamin and Elgart, Michael and Kurniansyah, Nuzulul and Lyons, Genevieve and Morrison, Alanna C and Carson, April P and Haring, Bernhard and Mitchel, Braxton D and Psaty, Bruce M and Jaeger, Byron C and Gu, C Charles and Kooperberg, Charles and Levy, Daniel and Lloyd-Jones, Donald and Choi, Eunhee and Brody, Jennifer A and Smith, Jennifer A and Rotter, Jerome I and Moll, Matthew and Fornage, Myriam and Simon, Noah and Castaldi, Peter and Casanova, Ramon and Chung, Ren-Hua and Kaplan, Robert and Loos, Ruth J F and Kardia, Sharon L R and Rich, Stephen S and Redline, Susan and Kelly, Tanika and O{\textquoteright}Connor, Timothy and Zhao, Wei and Kim, Wonji and Guo, Xiuqing and Der Ida Chen, Yii and Sofer, Tamar} } @article {9385, title = {Multi-ancestry genome-wide study in >2.5 million individuals reveals heterogeneity in mechanistic pathways of type 2 diabetes and complications.}, journal = {medRxiv}, year = {2023}, month = {2023 Mar 31}, abstract = {

Type 2 diabetes (T2D) is a heterogeneous disease that develops through diverse pathophysiological processes. To characterise the genetic contribution to these processes across ancestry groups, we aggregate genome-wide association study (GWAS) data from 2,535,601 individuals (39.7\% non-European ancestry), including 428,452 T2D cases. We identify 1,289 independent association signals at genome-wide significance (P<5{\texttimes}10 ) that map to 611 loci, of which 145 loci are previously unreported. We define eight non-overlapping clusters of T2D signals characterised by distinct profiles of cardiometabolic trait associations. These clusters are differentially enriched for cell-type specific regions of open chromatin, including pancreatic islets, adipocytes, endothelial, and enteroendocrine cells. We build cluster-specific partitioned genetic risk scores (GRS) in an additional 137,559 individuals of diverse ancestry, including 10,159 T2D cases, and test their association with T2D-related vascular outcomes. Cluster-specific partitioned GRS are more strongly associated with coronary artery disease and end-stage diabetic nephropathy than an overall T2D GRS across ancestry groups, highlighting the importance of obesity-related processes in the development of vascular outcomes. Our findings demonstrate the value of integrating multi-ancestry GWAS with single-cell epigenomics to disentangle the aetiological heterogeneity driving the development and progression of T2D, which may offer a route to optimise global access to genetically-informed diabetes care.

}, doi = {10.1101/2023.03.31.23287839}, author = {Suzuki, Ken and Hatzikotoulas, Konstantinos and Southam, Lorraine and Taylor, Henry J and Yin, Xianyong and Lorenz, Kim M and Mandla, Ravi and Huerta-Chagoya, Alicia and Rayner, Nigel W and Bocher, Ozvan and Ana Luiza de, S V Arruda and Sonehara, Kyuto and Namba, Shinichi and Lee, Simon S K and Preuss, Michael H and Petty, Lauren E and Schroeder, Philip and Vanderwerff, Brett and Kals, Mart and Bragg, Fiona and Lin, Kuang and Guo, Xiuqing and Zhang, Weihua and Yao, Jie and Kim, Young Jin and Graff, Mariaelisa and Takeuchi, Fumihiko and Nano, Jana and Lamri, Amel and Nakatochi, Masahiro and Moon, Sanghoon and Scott, Robert A and Cook, James P and Lee, Jung-Jin and Pan, Ian and Taliun, Daniel and Parra, Esteban J and Chai, Jin-Fang and Bielak, Lawrence F and Tabara, Yasuharu and Hai, Yang and Thorleifsson, Gudmar and Grarup, Niels and Sofer, Tamar and Wuttke, Matthias and Sarnowski, Chloe and Gieger, Christian and Nousome, Darryl and Trompet, Stella and Kwak, Soo-Heon and Long, Jirong and Sun, Meng and Tong, Lin and Chen, Wei-Min and Nongmaithem, Suraj S and Noordam, Raymond and Lim, Victor J Y and Tam, Claudia H T and Joo, Yoonjung Yoonie and Chen, Chien-Hsiun and Raffield, Laura M and Prins, Bram Peter and Nicolas, Aude and Yanek, Lisa R and Chen, Guanjie and Brody, Jennifer A and Kabagambe, Edmond and An, Ping and Xiang, Anny H and Choi, Hyeok Sun and Cade, Brian E and Tan, Jingyi and Alaine Broadaway, K and Williamson, Alice and Kamali, Zoha and Cui, Jinrui and Adair, Linda S and Adeyemo, Adebowale and Aguilar-Salinas, Carlos A and Ahluwalia, Tarunveer S and Anand, Sonia S and Bertoni, Alain and Bork-Jensen, Jette and Brandslund, Ivan and Buchanan, Thomas A and Burant, Charles F and Butterworth, Adam S and Canouil, Micka{\"e}l and Chan, Juliana C N and Chang, Li-Ching and Chee, Miao-Li and Chen, Ji and Chen, Shyh-Huei and Chen, Yuan-Tsong and Chen, Zhengming and Chuang, Lee-Ming and Cushman, Mary and Danesh, John and Das, Swapan K and Janaka de Silva, H and Dedoussis, George and Dimitrov, Latchezar and Doumatey, Ayo P and Du, Shufa and Duan, Qing and Eckardt, Kai-Uwe and Emery, Leslie S and Evans, Daniel S and Evans, Michele K and Fischer, Krista and Floyd, James S and Ford, Ian and Franco, Oscar H and Frayling, Timothy M and Freedman, Barry I and Genter, Pauline and Gerstein, Hertzel C and Giedraitis, Vilmantas and Gonz{\'a}lez-Villalpando, Clicerio and Gonzalez-Villalpando, Maria Elena and Gordon-Larsen, Penny and Gross, Myron and Guare, Lindsay A and Hackinger, Sophie and Han, Sohee and Hattersley, Andrew T and Herder, Christian and Horikoshi, Momoko and Howard, Annie-Green and Hsueh, Willa and Huang, Mengna and Huang, Wei and Hung, Yi-Jen and Hwang, Mi Yeong and Hwu, Chii-Min and Ichihara, Sahoko and Ikram, Mohammad Arfan and Ingelsson, Martin and Islam, Md Tariqul and Isono, Masato and Jang, Hye-Mi and Jasmine, Farzana and Jiang, Guozhi and Jonas, Jost B and J{\o}rgensen, Torben and Kandeel, Fouad R and Kasturiratne, Anuradhani and Katsuya, Tomohiro and Kaur, Varinderpal and Kawaguchi, Takahisa and Keaton, Jacob M and Kho, Abel N and Khor, Chiea-Chuen and Kibriya, Muhammad G and Kim, Duk-Hwan and Kronenberg, Florian and Kuusisto, Johanna and L{\"a}ll, Kristi and Lange, Leslie A and Lee, Kyung Min and Lee, Myung-Shik and Lee, Nanette R and Leong, Aaron and Li, Liming and Li, Yun and Li-Gao, Ruifang and Lithgart, Symen and Lindgren, Cecilia M and Linneberg, Allan and Liu, Ching-Ti and Liu, Jianjun and Locke, Adam E and Louie, Tin and Luan, Jian{\textquoteright}an and Luk, Andrea O and Luo, Xi and Lv, Jun and Lynch, Julie A and Lyssenko, Valeriya and Maeda, Shiro and Mamakou, Vasiliki and Mansuri, Sohail Rafik and Matsuda, Koichi and Meitinger, Thomas and Metspalu, Andres and Mo, Huan and Morris, Andrew D and Nadler, Jerry L and Nalls, Michael A and Nayak, Uma and Ntalla, Ioanna and Okada, Yukinori and Orozco, Lorena and Patel, Sanjay R and Patil, Snehal and Pei, Pei and Pereira, Mark A and Peters, Annette and Pirie, Fraser J and Polikowsky, Hannah G and Porneala, Bianca and Prasad, Gauri and Rasmussen-Torvik, Laura J and Reiner, Alexander P and Roden, Michael and Rohde, Rebecca and Roll, Katheryn and Sabanayagam, Charumathi and Sandow, Kevin and Sankareswaran, Alagu and Sattar, Naveed and Sch{\"o}nherr, Sebastian and Shahriar, Mohammad and Shen, Botong and Shi, Jinxiu and Shin, Dong Mun and Shojima, Nobuhiro and Smith, Jennifer A and So, Wing Yee and Stan{\v c}{\'a}kov{\'a}, Alena and Steinthorsdottir, Valgerdur and Stilp, Adrienne M and Strauch, Konstantin and Taylor, Kent D and Thorand, Barbara and Thorsteinsdottir, Unnur and Tomlinson, Brian and Tran, Tam C and Tsai, Fuu-Jen and Tuomilehto, Jaakko and Tusi{\'e}-Luna, Teresa and Udler, Miriam S and Valladares-Salgado, Adan and van Dam, Rob M and van Klinken, Jan B and Varma, Rohit and Wacher-Rodarte, Niels and Wheeler, Eleanor and Wickremasinghe, Ananda R and van Dijk, Ko Willems and Witte, Daniel R and Yajnik, Chittaranjan S and Yamamoto, Ken and Yamamoto, Kenichi and Yoon, Kyungheon and Yu, Canqing and Yuan, Jian-Min and Yusuf, Salim and Zawistowski, Matthew and Zhang, Liang and Zheng, Wei and Project, Biobank Japan and BioBank, Penn Medicine and Center, Regeneron Genetics and Consortium, eMERGE and Raffel, Leslie J and Igase, Michiya and Ipp, Eli and Redline, Susan and Cho, Yoon Shin and Lind, Lars and Province, Michael A and Fornage, Myriam and Hanis, Craig L and Ingelsson, Erik and Zonderman, Alan B and Psaty, Bruce M and Wang, Ya-Xing and Rotimi, Charles N and Becker, Diane M and Matsuda, Fumihiko and Liu, Yongmei and Yokota, Mitsuhiro and Kardia, Sharon L R and Peyser, Patricia A and Pankow, James S and Engert, James C and Bonnefond, Am{\'e}lie and Froguel, Philippe and Wilson, James G and Sheu, Wayne H H and Wu, Jer-Yuarn and Geoffrey Hayes, M and Ma, Ronald C W and Wong, Tien-Yin and Mook-Kanamori, Dennis O and Tuomi, Tiinamaija and Chandak, Giriraj R and Collins, Francis S and Bharadwaj, Dwaipayan and Par{\'e}, Guillaume and Sale, Mich{\`e}le M and Ahsan, Habibul and Motala, Ayesha A and Shu, Xiao-Ou and Park, Kyong-Soo and Jukema, J Wouter and Cruz, Miguel and Chen, Yii-Der Ida and Rich, Stephen S and McKean-Cowdin, Roberta and Grallert, Harald and Cheng, Ching-Yu and Ghanbari, Mohsen and Tai, E-Shyong and Dupuis, Jos{\'e}e and Kato, Norihiro and Laakso, Markku and K{\"o}ttgen, Anna and Koh, Woon-Puay and Bowden, Donald W and Palmer, Colin N A and Kooner, Jaspal S and Kooperberg, Charles and Liu, Simin and North, Kari E and Saleheen, Danish and Hansen, Torben and Pedersen, Oluf and Wareham, Nicholas J and Lee, Juyoung and Kim, Bong-Jo and Millwood, Iona Y and Walters, Robin G and Stefansson, Kari and Goodarzi, Mark O and Mohlke, Karen L and Langenberg, Claudia and Haiman, Christopher A and Loos, Ruth J F and Florez, Jose C and Rader, Daniel J and Ritchie, Marylyn D and Z{\"o}llner, Sebastian and M{\"a}gi, Reedik and Denny, Joshua C and Yamauchi, Toshimasa and Kadowaki, Takashi and Chambers, John C and Ng, Maggie C Y and Sim, Xueling and Below, Jennifer E and Tsao, Philip S and Chang, Kyong-Mi and McCarthy, Mark I and Meigs, James B and Mahajan, Anubha and Spracklen, Cassandra N and Mercader, Josep M and Boehnke, Michael and Rotter, Jerome I and Vujkovic, Marijana and Voight, Benjamin F and Morris, Andrew P and Zeggini, Eleftheria} } @article {9321, title = {Whole Genome Analysis of Venous Thromboembolism: the Trans-Omics for Precision Medicine Program.}, journal = {Circ Genom Precis Med}, year = {2023}, month = {2023 Mar 24}, pages = {e003532}, abstract = {

Background Risk for venous thromboembolism has a strong genetic component. Whole genome sequencingfrom the Trans-Omics for Precision Medicine program allowed us to look for new associations, particularly rare variants missed by standard genome-wide association studies. Methods The 3793 cases and 7834 controls (11.6\% of cases were Black, Hispanic/Latino, or Asian American) were analyzed using a single variant approach and an aggregate gene-based approach using our primary filter (included only loss-of-function and missense variants predicted to be deleterious) and our secondary filter (included all missense variants). Results Single variant analyses identified associations at 5 known loci. Aggregate gene-based analyses identified only (odds ratio, 6.2 for carriers of rare variants; =7.4{\texttimes}10) when using our primary filter. Employing our secondary variant filter led to a smaller effect size at (odds ratio, 3.8; =1.6{\texttimes}10), while excluding variants found only in rare isoforms led to a larger one (odds ratio, 7.5). Different filtering strategies improved the signal for 2 other known genes: became significant (minimum =1.8{\texttimes}10 with the secondary filter), while did not (minimum =4.4{\texttimes}10 with minor allele frequency <0.0005). Results were largely the same when restricting the analyses to include only unprovoked cases; however, one novel gene, , became significant (=4.4{\texttimes}10 using all missense variants with minor allele frequency <0.0005). Conclusions Here, we have demonstrated the importance of using multiple variant filtering strategies, as we detected additional genes when filtering variants based on their predicted deleteriousness, frequency, and presence on the most expressed isoforms. Our primary analyses did not identify new candidate loci; thus larger follow-up studies are needed to replicate the novel locus and to identify additional rare variation associated with venous thromboembolism.

}, issn = {2574-8300}, doi = {10.1161/CIRCGEN.121.003532}, author = {Seyerle, Amanda A and Laurie, Cecelia A and Coombes, Brandon J and Jain, Deepti and Conomos, Matthew P and Brody, Jennifer and Chen, Ming-Huei and Gogarten, Stephanie M and Beutel, Kathleen M and Gupta, Namrata and Heckbert, Susan R and Jackson, Rebecca D and Johnson, Andrew D and Ko, Darae and Manson, JoAnn E and McKnight, Barbara and Metcalf, Ginger A and Morrison, Alanna C and Reiner, Alexander P and Sofer, Tamar and Tang, Weihong and Wiggins, Kerri L and Boerwinkle, Eric and Andrade, Mariza de and Gabriel, Stacey B and Gibbs, Richard A and Laurie, Cathy C and Psaty, Bruce M and Vasan, Ramachandran S and Rice, Ken and Kooperberg, Charles and Pankow, James S and Smith, Nicholas L and Pankratz, Nathan} } @article {9851, title = {The expected polygenic risk score (ePRS) framework: an equitable metric for quantifying polygenetic risk via modeling of ancestral makeup.}, journal = {medRxiv}, year = {2024}, month = {2024 Dec 20}, abstract = {

Polygenic risk scores (PRSs) depend on genetic ancestry due to differences in allele frequencies between ancestral populations. This leads to implementation challenges in diverse populations. We propose a framework to calibrate PRS based on ancestral makeup. We define a metric called "expected PRS" (ePRS), the expected value of a PRS based on one{\textquoteright}s global or local admixture patterns. We further define the "residual PRS" (rPRS), measuring the deviation of the PRS from the ePRS. Simulation studies confirm that it suffices to adjust for ePRS to obtain nearly unbiased estimates of the PRS-outcome association without further adjusting for PCs. Using the TOPMed dataset, the estimated effect size of the rPRS adjusting for the ePRS is similar to the estimated effect of the PRS adjusting for genetic PCs. Similarly, we applied the ePRS framework to six cardiovascular-related traits in the All of Us dataset, and the results are consistent with those from the TOPMed analysis. The ePRS framework can protect from population stratification in association analysis and provide an equitable strategy to quantify genetic risk across diverse populations.

}, doi = {10.1101/2024.03.05.24303738}, author = {Huang, Yu-Jyun and Kurniansyah, Nuzulul and Goodman, Matthew O and Spitzer, Brian W and Wang, Jiongming and Stilp, Adrienne and Laurie, Cecelia and de Vries, Paul S and Chen, Han and Min, Yuan-I and Sims, Mario and Peloso, Gina M and Guo, Xiuqing and Bis, Joshua C and Brody, Jennifer A and Raffield, Laura M and Smith, Jennifer A and Zhao, Wei and Rotter, Jerome I and Rich, Stephen S and Redline, Susan and Fornage, Myriam and Kaplan, Robert and Franceschini, Nora and Levy, Daniel and Morrison, Alanna C and Boerwinkle, Eric and Smith, Nicholas L and Kooperberg, Charles and Psaty, Bruce M and Z{\"o}llner, Sebastian and Sofer, Tamar} } @article {9861, title = {Gene-Excessive Sleepiness Interactions Suggest Treatment Targets for Obstructive Sleep Apnea Subtype.}, journal = {medRxiv}, year = {2024}, month = {2024 Oct 28}, abstract = {

Obstructive sleep apnea (OSA) is a multifactorial sleep disorder characterized by a strong genetic basis. Excessive daytime sleepiness (EDS) is a symptom that is reported by a subset of OSA patients, persisting even after treatment with continuous positive airway pressure (CPAP). It is recognized as a clinical subtype underlying OSA carrying alarming heightened cardiovascular risk. Thus, conceptualizing EDS as an exposure variable, we sought to investigate EDS{\textquoteright}s influence on genetic variation linked to apnea-hypopnea index (AHI), a diagnostic measure of OSA severity. This study serves as the first large-scale genome-wide gene x environment interaction analysis for AHI, investigating the interplay between its genetic markers and EDS across and within specific sex. Our work pools together whole genome sequencing data from seven cohorts, enabling a diverse dataset (four population backgrounds) of over 11,500 samples. Among the total 16 discovered genetic targets with interaction evidence with EDS, eight are previously unreported for OSA, including , , and identified in all sexes; , , and identified in males; and and identified in females. We discuss connections to insulin resistance, thiamine deficiency, and resveratrol use that may be worthy of therapeutic consideration for excessively sleepy OSA patients.

}, doi = {10.1101/2024.10.25.24316158}, author = {Nagarajan, Pavithra and Kurniansyah, Nuzulul and Lee, Jiwon and Gharib, Sina A and Xu, Yushan and Zhang, Yiyan and Spitzer, Brian and Faquih, Tariq and Zhou, Hufeng and Boerwinkle, Eric and Chen, Han and Gottlieb, Daniel J and Guo, Xiuqing and Heard-Costa, Nancy L and Hidalgo, Bertha A and Levy, Daniel and Liu, Peter Y and Mei, Hao and Montalvan, Rebecca and Mukherjee, Sutapa and North, Kari E and O{\textquoteright}Conner, George T and Palmer, Lyle J and Patel, Sanjay R and Psaty, Bruce M and Purcell, Shaun M and Raffield, Laura M and Rich, Stephen S and Rotter, Jerome I and Saxena, Richa and Smith, Albert V and Stone, Katie L and Zhu, Xiaofeng and Cade, Brian E and Sofer, Tamar and Redline, Susan and Wang, Heming} } @article {9619, title = {Genetic drivers of heterogeneity in type 2 diabetes pathophysiology.}, journal = {Nature}, year = {2024}, month = {2024 Feb 19}, abstract = {

Type 2 diabetes (T2D) is a heterogeneous disease that develops through diverse pathophysiological processes and molecular mechanisms that are often specific to cell type. Here, to characterize the genetic contribution to these processes across ancestry groups, we aggregate genome-wide association study data from 2,535,601 individuals (39.7\% not of European ancestry), including 428,452 cases of T2D. We identify 1,289 independent association signals at genome-wide significance (P < 5 {\texttimes} 10) that map to 611 loci, of which 145 loci are, to our knowledge, previously unreported. We define eight non-overlapping clusters of T2D signals that are characterized by distinct profiles of cardiometabolic trait associations. These clusters are differentially enriched for cell-type-specific regions of open chromatin, including pancreatic islets, adipocytes, endothelial cells and enteroendocrine cells. We build cluster-specific partitioned polygenic scores in a further 279,552 individuals of diverse ancestry, including 30,288 cases of T2D, and test their association with T2D-related vascular outcomes. Cluster-specific partitioned polygenic scores are associated with coronary artery disease, peripheral artery disease and end-stage diabetic nephropathy across ancestry groups, highlighting the importance of obesity-related processes in the development of vascular outcomes. Our findings show the value of integrating multi-ancestry genome-wide association study data with single-cell epigenomics to disentangle the aetiological heterogeneity that drives the development and progression of T2D. This might offer a route to optimize global access to genetically informed diabetes care.

}, issn = {1476-4687}, doi = {10.1038/s41586-024-07019-6}, author = {Suzuki, Ken and Hatzikotoulas, Konstantinos and Southam, Lorraine and Taylor, Henry J and Yin, Xianyong and Lorenz, Kim M and Mandla, Ravi and Huerta-Chagoya, Alicia and Melloni, Giorgio E M and Kanoni, Stavroula and Rayner, Nigel W and Bocher, Ozvan and Arruda, Ana Luiza and Sonehara, Kyuto and Namba, Shinichi and Lee, Simon S K and Preuss, Michael H and Petty, Lauren E and Schroeder, Philip and Vanderwerff, Brett and Kals, Mart and Bragg, Fiona and Lin, Kuang and Guo, Xiuqing and Zhang, Weihua and Yao, Jie and Kim, Young Jin and Graff, Mariaelisa and Takeuchi, Fumihiko and Nano, Jana and Lamri, Amel and Nakatochi, Masahiro and Moon, Sanghoon and Scott, Robert A and Cook, James P and Lee, Jung-Jin and Pan, Ian and Taliun, Daniel and Parra, Esteban J and Chai, Jin-Fang and Bielak, Lawrence F and Tabara, Yasuharu and Hai, Yang and Thorleifsson, Gudmar and Grarup, Niels and Sofer, Tamar and Wuttke, Matthias and Sarnowski, Chloe and Gieger, Christian and Nousome, Darryl and Trompet, Stella and Kwak, Soo-Heon and Long, Jirong and Sun, Meng and Tong, Lin and Chen, Wei-Min and Nongmaithem, Suraj S and Noordam, Raymond and Lim, Victor J Y and Tam, Claudia H T and Joo, Yoonjung Yoonie and Chen, Chien-Hsiun and Raffield, Laura M and Prins, Bram Peter and Nicolas, Aude and Yanek, Lisa R and Chen, Guanjie and Brody, Jennifer A and Kabagambe, Edmond and An, Ping and Xiang, Anny H and Choi, Hyeok Sun and Cade, Brian E and Tan, Jingyi and Broadaway, K Alaine and Williamson, Alice and Kamali, Zoha and Cui, Jinrui and Thangam, Manonanthini and Adair, Linda S and Adeyemo, Adebowale and Aguilar-Salinas, Carlos A and Ahluwalia, Tarunveer S and Anand, Sonia S and Bertoni, Alain and Bork-Jensen, Jette and Brandslund, Ivan and Buchanan, Thomas A and Burant, Charles F and Butterworth, Adam S and Canouil, Micka{\"e}l and Chan, Juliana C N and Chang, Li-Ching and Chee, Miao-Li and Chen, Ji and Chen, Shyh-Huei and Chen, Yuan-Tsong and Chen, Zhengming and Chuang, Lee-Ming and Cushman, Mary and Danesh, John and Das, Swapan K and de Silva, H Janaka and Dedoussis, George and Dimitrov, Latchezar and Doumatey, Ayo P and Du, Shufa and Duan, Qing and Eckardt, Kai-Uwe and Emery, Leslie S and Evans, Daniel S and Evans, Michele K and Fischer, Krista and Floyd, James S and Ford, Ian and Franco, Oscar H and Frayling, Timothy M and Freedman, Barry I and Genter, Pauline and Gerstein, Hertzel C and Giedraitis, Vilmantas and Gonz{\'a}lez-Villalpando, Clicerio and Gonzalez-Villalpando, Maria Elena and Gordon-Larsen, Penny and Gross, Myron and Guare, Lindsay A and Hackinger, Sophie and Hakaste, Liisa and Han, Sohee and Hattersley, Andrew T and Herder, Christian and Horikoshi, Momoko and Howard, Annie-Green and Hsueh, Willa and Huang, Mengna and Huang, Wei and Hung, Yi-Jen and Hwang, Mi Yeong and Hwu, Chii-Min and Ichihara, Sahoko and Ikram, Mohammad Arfan and Ingelsson, Martin and Islam, Md Tariqul and Isono, Masato and Jang, Hye-Mi and Jasmine, Farzana and Jiang, Guozhi and Jonas, Jost B and J{\o}rgensen, Torben and Kamanu, Frederick K and Kandeel, Fouad R and Kasturiratne, Anuradhani and Katsuya, Tomohiro and Kaur, Varinderpal and Kawaguchi, Takahisa and Keaton, Jacob M and Kho, Abel N and Khor, Chiea-Chuen and Kibriya, Muhammad G and Kim, Duk-Hwan and Kronenberg, Florian and Kuusisto, Johanna and L{\"a}ll, Kristi and Lange, Leslie A and Lee, Kyung Min and Lee, Myung-Shik and Lee, Nanette R and Leong, Aaron and Li, Liming and Li, Yun and Li-Gao, Ruifang and Ligthart, Symen and Lindgren, Cecilia M and Linneberg, Allan and Liu, Ching-Ti and Liu, Jianjun and Locke, Adam E and Louie, Tin and Luan, Jian{\textquoteright}an and Luk, Andrea O and Luo, Xi and Lv, Jun and Lynch, Julie A and Lyssenko, Valeriya and Maeda, Shiro and Mamakou, Vasiliki and Mansuri, Sohail Rafik and Matsuda, Koichi and Meitinger, Thomas and Melander, Olle and Metspalu, Andres and Mo, Huan and Morris, Andrew D and Moura, Filipe A and Nadler, Jerry L and Nalls, Michael A and Nayak, Uma and Ntalla, Ioanna and Okada, Yukinori and Orozco, Lorena and Patel, Sanjay R and Patil, Snehal and Pei, Pei and Pereira, Mark A and Peters, Annette and Pirie, Fraser J and Polikowsky, Hannah G and Porneala, Bianca and Prasad, Gauri and Rasmussen-Torvik, Laura J and Reiner, Alexander P and Roden, Michael and Rohde, Rebecca and Roll, Katheryn and Sabanayagam, Charumathi and Sandow, Kevin and Sankareswaran, Alagu and Sattar, Naveed and Sch{\"o}nherr, Sebastian and Shahriar, Mohammad and Shen, Botong and Shi, Jinxiu and Shin, Dong Mun and Shojima, Nobuhiro and Smith, Jennifer A and So, Wing Yee and Stan{\v c}{\'a}kov{\'a}, Alena and Steinthorsdottir, Valgerdur and Stilp, Adrienne M and Strauch, Konstantin and Taylor, Kent D and Thorand, Barbara and Thorsteinsdottir, Unnur and Tomlinson, Brian and Tran, Tam C and Tsai, Fuu-Jen and Tuomilehto, Jaakko and Tusi{\'e}-Luna, Teresa and Udler, Miriam S and Valladares-Salgado, Adan and van Dam, Rob M and van Klinken, Jan B and Varma, Rohit and Wacher-Rodarte, Niels and Wheeler, Eleanor and Wickremasinghe, Ananda R and van Dijk, Ko Willems and Witte, Daniel R and Yajnik, Chittaranjan S and Yamamoto, Ken and Yamamoto, Kenichi and Yoon, Kyungheon and Yu, Canqing and Yuan, Jian-Min and Yusuf, Salim and Zawistowski, Matthew and Zhang, Liang and Zheng, Wei and Raffel, Leslie J and Igase, Michiya and Ipp, Eli and Redline, Susan and Cho, Yoon Shin and Lind, Lars and Province, Michael A and Fornage, Myriam and Hanis, Craig L and Ingelsson, Erik and Zonderman, Alan B and Psaty, Bruce M and Wang, Ya-Xing and Rotimi, Charles N and Becker, Diane M and Matsuda, Fumihiko and Liu, Yongmei and Yokota, Mitsuhiro and Kardia, Sharon L R and Peyser, Patricia A and Pankow, James S and Engert, James C and Bonnefond, Am{\'e}lie and Froguel, Philippe and Wilson, James G and Sheu, Wayne H H and Wu, Jer-Yuarn and Hayes, M Geoffrey and Ma, Ronald C W and Wong, Tien-Yin and Mook-Kanamori, Dennis O and Tuomi, Tiinamaija and Chandak, Giriraj R and Collins, Francis S and Bharadwaj, Dwaipayan and Par{\'e}, Guillaume and Sale, Mich{\`e}le M and Ahsan, Habibul and Motala, Ayesha A and Shu, Xiao-Ou and Park, Kyong-Soo and Jukema, J Wouter and Cruz, Miguel and Chen, Yii-Der Ida and Rich, Stephen S and McKean-Cowdin, Roberta and Grallert, Harald and Cheng, Ching-Yu and Ghanbari, Mohsen and Tai, E-Shyong and Dupuis, Jos{\'e}e and Kato, Norihiro and Laakso, Markku and K{\"o}ttgen, Anna and Koh, Woon-Puay and Bowden, Donald W and Palmer, Colin N A and Kooner, Jaspal S and Kooperberg, Charles and Liu, Simin and North, Kari E and Saleheen, Danish and Hansen, Torben and Pedersen, Oluf and Wareham, Nicholas J and Lee, Juyoung and Kim, Bong-Jo and Millwood, Iona Y and Walters, Robin G and Stefansson, Kari and Ahlqvist, Emma and Goodarzi, Mark O and Mohlke, Karen L and Langenberg, Claudia and Haiman, Christopher A and Loos, Ruth J F and Florez, Jose C and Rader, Daniel J and Ritchie, Marylyn D and Z{\"o}llner, Sebastian and M{\"a}gi, Reedik and Marston, Nicholas A and Ruff, Christian T and van Heel, David A and Finer, Sarah and Denny, Joshua C and Yamauchi, Toshimasa and Kadowaki, Takashi and Chambers, John C and Ng, Maggie C Y and Sim, Xueling and Below, Jennifer E and Tsao, Philip S and Chang, Kyong-Mi and McCarthy, Mark I and Meigs, James B and Mahajan, Anubha and Spracklen, Cassandra N and Mercader, Josep M and Boehnke, Michael and Rotter, Jerome I and Vujkovic, Marijana and Voight, Benjamin F and Morris, Andrew P and Zeggini, Eleftheria} } @article {9790, title = {A Large-Scale Genome-Wide Study of Gene-Sleep Duration Interactions for Blood Pressure in 811,405 Individuals from Diverse Populations.}, journal = {Res Sq}, year = {2024}, month = {2024 Jul 17}, abstract = {

Although both short and long sleep duration are associated with elevated hypertension risk, our understanding of their interplay with biological pathways governing blood pressure remains limited. To address this, we carried out genome-wide cross-population gene-by-short-sleep and long-sleep duration interaction analyses for three blood pressure traits (systolic, diastolic, and pulse pressure) in 811,405 individuals from diverse population groups. We discover 22 novel gene-sleep duration interaction loci for blood pressure, mapped to 23 genes. Investigating these genes{\textquoteright} functional implications shed light on neurological, thyroidal, bone metabolism, and hematopoietic pathways that necessitate future investigation for blood pressure management that caters to sleep health lifestyle. Non-overlap between short sleep (12) and long sleep (10) interactions underscores the plausible nature of distinct influences of both sleep duration extremes in cardiovascular health. Several of our loci are specific towards a particular population background or sex, emphasizing the importance of addressing heterogeneity entangled in gene-environment interactions, when considering precision medicine design approaches for blood pressure management.

}, issn = {2693-5015}, doi = {10.21203/rs.3.rs-4163414/v1}, author = {Wang, Heming and Nagarajan, Pavithra and Winkler, Thomas and Bentley, Amy and Miller, Clint and Kraja, Aldi and Schwander, Karen and Lee, Songmi and Wang, Wenyi and Brown, Michael and Morrison, John and Giri, Ayush and O{\textquoteright}Connell, Jeffrey and Bartz, Traci and de Las Fuentes, Lisa and Gudmundsdottir, Valborg and Guo, Xiuqing and Harris, Sarah and Huang, Zhijie and Kals, Mart and Kho, Minjung and Lefevre, Christophe and Luan, Jian{\textquoteright}an and Lyytik{\"a}inen, Leo-Pekka and Mangino, Massimo and Milaneschi, Y and Palmer, Nicholette and Rao, Varun and Rauramaa, Rainer and Shen, Botong and Stadler, Stefan and Sun, Quan and Tang, Jingxian and Th{\'e}riault, S{\'e}bastien and van der Graaf, Adriaan and van der Most, Peter and Wang, Yujie and Weiss, Stefan and Westerman, Kenneth and Yang, Qian and Yasuharu, Tabara and Zhao, Wei and Zhu, Wanying and Altschul, Drew and Ansari, Md Abu Yusuf and Anugu, Pramod and Argoty-Pantoja, Anna and Arzt, Michael and Aschard, Hugues and Attia, John and Bazzano, Lydia and Breyer, Max and Brody, Jennifer and Cade, Brian and Chen, Hung-Hsin and Chen, Yii-Der Ida and Chen, Zekai and de Vries, Paul and Dimitrov, Latchezar and Do, Ahn and Du, Jiawen and Dupont, Charles and Edwards, Todd and Evans, Michele and Faquih, Tariq and Felix, Stephan and Fisher-Hoch, Susan and Floyd, James and Graff, Mariaelisa and Charles Gu, C and Gu, Dongfeng and Hairston, Kristen and Hanley, Anthony and Heid, Iris and Heikkinen, Sami and Highland, Heather and Hood, Michelle and K{\"a}h{\"o}nen, Mika and Karvonen-Gutierrez, Carrie and Kawaguchi, Takahisa and Kazuya, Setoh and Tanika, Kelly and Komulainen, Pirjo and Levy, Daniel and Lin, Henry and Liu, Peter and Marques-Vidal, Pedro and McCormick, Joseph and Mei, Hao and Meigs, James and Menni, Cristina and Nam, Kisung and Nolte, Ilja and Pacheco, Natasha and Petty, Lauren and Polikowsky, Hannah and Province, Michael and Psaty, Bruce and Raffield, Laura and Raitakari, Olli and Rich, Stephen and Riha, Renata and Risch, Lorenz and Risch, Martin and Ruiz-Narvaez, Edward and Scott, Rodney and Sitlani, Colleen and Smith, Jennifer and Sofer, Tamar and Teder-Laving, Maris and V{\"o}lker, Uwe and Vollenweider, Peter and Wang, Guanchao and van Dijk, Ko Willems and Wilson, Otis and Xia, Rui and Yao, Jie and Young, Kristin and Zhang, Ruiyuan and Zhu, Xiaofeng and Below, Jennifer and B{\"o}ger, Carsten and Conen, David and Cox, Simon and D{\"o}rr, Marcus and Feitosa, Mary and Fox, Ervin and Franceschini, Nora and Gharib, Sina and Gudnason, Vilmundur and Harlow, Sioban and He, Jiang and Holliday, Elizabeth and Kutalik, Zolt{\'a}n and Lakka, Timo and Lawlor, Deborah and Lee, Seunggeun and Lehtim{\"a}ki, Terho and Li, Changwei and Liu, Ching-Ti and M{\"a}gi, Reedik and Matsuda, Fumihiko and Morrison, Alanna and Penninx, Brenda W J H and Peyser, Patricia and Rotter, Jerome and Snieder, Harold and Spector, T and Wagenknecht, Lynne and Wareham, Nicholas and Zonderman, Alan and North, Kari and Fornage, Myriam and Hung, Adriana and Manning, Alisa and Gauderman, W and Chen, Han and Munroe, Patricia and Rao, Dabeeru and van Heemst, Diana and Redline, Susan and Noordam, Raymond} } @article {9642, title = {A Large-Scale Genome-Wide Study of Gene-Sleep Duration Interactions for Blood Pressure in 811,405 Individuals from Diverse Populations.}, journal = {medRxiv}, year = {2024}, month = {2024 Mar 08}, abstract = {

Although both short and long sleep duration are associated with elevated hypertension risk, our understanding of their interplay with biological pathways governing blood pressure remains limited. To address this, we carried out genome-wide cross-population gene-by-short-sleep and long-sleep duration interaction analyses for three blood pressure traits (systolic, diastolic, and pulse pressure) in 811,405 individuals from diverse population groups. We discover 22 novel gene-sleep duration interaction loci for blood pressure, mapped to genes involved in neurological, thyroidal, bone metabolism, and hematopoietic pathways. Non-overlap between short sleep (12) and long sleep (10) interactions underscores the plausibility of distinct influences of both sleep duration extremes in cardiovascular health. With several of our loci reflecting specificity towards population background or sex, our discovery sheds light on the importance of embracing granularity when addressing heterogeneity entangled in gene-environment interactions, and in therapeutic design approaches for blood pressure management.

}, doi = {10.1101/2024.03.07.24303870}, author = {Nagarajan, Pavithra and Winkler, Thomas W and Bentley, Amy R and Miller, Clint L and Kraja, Aldi T and Schwander, Karen and Lee, Songmi and Wang, Wenyi and Brown, Michael R and Morrison, John L and Giri, Ayush and O{\textquoteright}Connell, Jeffrey R and Bartz, Traci M and de Las Fuentes, Lisa and Gudmundsdottir, Valborg and Guo, Xiuqing and Harris, Sarah E and Huang, Zhijie and Kals, Mart and Kho, Minjung and Lefevre, Christophe and Luan, Jian{\textquoteright}an and Lyytik{\"a}inen, Leo-Pekka and Mangino, Massimo and Milaneschi, Yuri and Palmer, Nicholette D and Rao, Varun and Rauramaa, Rainer and Shen, Botong and Stadler, Stefan and Sun, Quan and Tang, Jingxian and Th{\'e}riault, S{\'e}bastien and van der Graaf, Adriaan and van der Most, Peter J and Wang, Yujie and Weiss, Stefan and Westerman, Kenneth E and Yang, Qian and Yasuharu, Tabara and Zhao, Wei and Zhu, Wanying and Altschul, Drew and Ansari, Md Abu Yusuf and Anugu, Pramod and Argoty-Pantoja, Anna D and Arzt, Michael and Aschard, Hugues and Attia, John R and Bazzanno, Lydia and Breyer, Max A and Brody, Jennifer A and Cade, Brian E and Chen, Hung-Hsin and Ida Chen, Yii-Der and Chen, Zekai and de Vries, Paul S and Dimitrov, Latchezar M and Do, Anh and Du, Jiawen and Dupont, Charles T and Edwards, Todd L and Evans, Michele K and Faquih, Tariq and Felix, Stephan B and Fisher-Hoch, Susan P and Floyd, James S and Graff, Mariaelisa and Gu, Charles and Gu, Dongfeng and Hairston, Kristen G and Hanley, Anthony J and Heid, Iris M and Heikkinen, Sami and Highland, Heather M and Hood, Michelle M and K{\"a}h{\"o}nen, Mika and Karvonen-Gutierrez, Carrie A and Kawaguchi, Takahisa and Kazuya, Setoh and Kelly, Tanika N and Komulainen, Pirjo and Levy, Daniel and Lin, Henry J and Liu, Peter Y and Marques-Vidal, Pedro and McCormick, Joseph B and Mei, Hao and Meigs, James B and Menni, Cristina and Nam, Kisung and Nolte, Ilja M and Pacheco, Natasha L and Petty, Lauren E and Polikowsky, Hannah G and Province, Michael A and Psaty, Bruce M and Raffield, Laura M and Raitakari, Olli T and Rich, Stephen S and Riha, Renata L and Risch, Lorenz and Risch, Martin and Ruiz-Narvaez, Edward A and Scott, Rodney J and Sitlani, Colleen M and Smith, Jennifer A and Sofer, Tamar and Teder-Laving, Maris and V{\"o}lker, Uwe and Vollenweider, Peter and Wang, Guanchao and van Dijk, Ko Willems and Wilson, Otis D and Xia, Rui and Yao, Jie and Young, Kristin L and Zhang, Ruiyuan and Zhu, Xiaofeng and Below, Jennifer E and B{\"o}ger, Carsten A and Conen, David and Cox, Simon R and D{\"o}rr, Marcus and Feitosa, Mary F and Fox, Ervin R and Franceschini, Nora and Gharib, Sina A and Gudnason, Vilmundur and Harlow, Sioban D and He, Jiang and Holliday, Elizabeth G and Kutalik, Zolt{\'a}n and Lakka, Timo A and Lawlor, Deborah A and Lee, Seunggeun and Lehtim{\"a}ki, Terho and Li, Changwei and Liu, Ching-Ti and M{\"a}gi, Reedik and Matsuda, Fumihiko and Morrison, Alanna C and Penninx, Brenda Wjh and Peyser, Patricia A and Rotter, Jerome I and Snieder, Harold and Spector, Tim D and Wagenknecht, Lynne E and Wareham, Nicholas J and Zonderman, Alan B and North, Kari E and Fornage, Myriam and Hung, Adriana M and Manning, Alisa K and Gauderman, James and Chen, Han and Munroe, Patricia B and Rao, Dabeeru C and van Heemst, Diana and Redline, Susan and Noordam, Raymond and Wang, Heming} } @article {9702, title = {Machine learning models for predicting blood pressure phenotypes by combining multiple polygenic risk scores.}, journal = {Sci Rep}, volume = {14}, year = {2024}, month = {2024 May 30}, pages = {12436}, abstract = {

We construct non-linear machine learning (ML) prediction models for systolic and diastolic blood pressure (SBP, DBP) using demographic and clinical variables and polygenic risk scores (PRSs). We developed a two-model ensemble, consisting of a baseline model, where prediction is based on demographic and clinical variables only, and a genetic model, where we also include PRSs. We evaluate the use of a linear versus a non-linear model at both the baseline and the genetic model levels and assess the improvement in performance when incorporating multiple PRSs. We report the ensemble model{\textquoteright}s performance as percentage variance explained (PVE) on a held-out test dataset. A non-linear baseline model improved the PVEs from 28.1 to 30.1\% (SBP) and 14.3\% to 17.4\% (DBP) compared with a linear baseline model. Including seven PRSs in the genetic model computed based on the largest available GWAS of SBP/DBP improved the genetic model PVE from 4.8 to 5.1\% (SBP) and 4.7 to 5\% (DBP) compared to using a single PRS. Adding additional 14 PRSs computed based on two independent GWASs further increased the genetic model PVE to 6.3\% (SBP) and 5.7\% (DBP). PVE differed across self-reported race/ethnicity groups, with primarily all non-White groups benefitting from the inclusion of additional PRSs. In summary, non-linear ML models improves BP prediction in models incorporating diverse populations.

}, keywords = {Blood Pressure, Female, Genetic Predisposition to Disease, Genetic Risk Score, Genome-Wide Association Study, Humans, Hypertension, Machine Learning, Male, Middle Aged, Models, Genetic, Multifactorial Inheritance, Phenotype, Risk Factors}, issn = {2045-2322}, doi = {10.1038/s41598-024-62945-9}, author = {Hrytsenko, Yana and Shea, Benjamin and Elgart, Michael and Kurniansyah, Nuzulul and Lyons, Genevieve and Morrison, Alanna C and Carson, April P and Haring, Bernhard and Mitchell, Braxton D and Psaty, Bruce M and Jaeger, Byron C and Gu, C Charles and Kooperberg, Charles and Levy, Daniel and Lloyd-Jones, Donald and Choi, Eunhee and Brody, Jennifer A and Smith, Jennifer A and Rotter, Jerome I and Moll, Matthew and Fornage, Myriam and Simon, Noah and Castaldi, Peter and Casanova, Ramon and Chung, Ren-Hua and Kaplan, Robert and Loos, Ruth J F and Kardia, Sharon L R and Rich, Stephen S and Redline, Susan and Kelly, Tanika and O{\textquoteright}Connor, Timothy and Zhao, Wei and Kim, Wonji and Guo, Xiuqing and Ida Chen, Yii-Der and Sofer, Tamar} } @article {9912, title = {A Large-Scale Genome-wide Association Study of Blood Pressure Accounting for Gene-Depressive Symptomatology Interactions in 564,680 Individuals from Diverse Populations.}, journal = {Res Sq}, year = {2025}, month = {2025 Feb 17}, abstract = {

BACKGROUND: Gene-environment interactions may enhance our understanding of hypertension. Our previous study highlighted the importance of considering psychosocial factors in gene discovery for blood pressure (BP) but was limited in statistical power and population diversity. To address these challenges, we conducted a multi-population genome-wide association study (GWAS) of BP accounting for gene-depressive symptomatology (DEPR) interactions in a larger and more diverse sample.

RESULTS: Our study included 564,680 adults aged 18 years or older from 67 cohorts and 4 population backgrounds (African (5\%), Asian (7\%), European (85\%), and Hispanic (3\%)). We discovered seven novel gene-DEPR interaction loci for BP traits. These loci mapped to genes implicated in neurogenesis (), lipid metabolism (), neuronal apoptosis (), and synaptic activity (). We also identified evidence for gene-DEPR interaction at nine known BP loci, further suggesting links between mood disturbance and BP regulation. Of the 16 identified loci, 11 loci were derived from African, Asian, or Hispanic populations. Post-GWAS analyses prioritized 36 genes, including genes involved in synaptic functions () and neuronal signaling (). Integrative druggability analyses identified 11 druggable candidate gene targets, including genes implicated in pathways linked to mood disorders as well as gene products targeted by known antihypertensive drugs.

CONCLUSIONS: Our findings emphasize the importance of considering gene-DEPR interactions on BP, particularly in non-European populations. Our prioritized genes and druggable targets highlight biological pathways connecting mood disorders and hypertension and suggest opportunities for BP drug repurposing and risk factor prevention, especially in individuals with DEPR.

}, issn = {2693-5015}, doi = {10.21203/rs.3.rs-6025759/v1}, author = {Lee, Songmi and Miller, Clint L and Bentley, Amy R and Brown, Michael R and Nagarajan, Pavithra and Noordam, Raymond and Morrison, John and Schwander, Karen and Westerman, Kenneth and Kho, Minjung and Kraja, Aldi T and de Vries, Paul S and Ammous, Farah and Aschard, Hughes and Bartz, Traci M and Do, Anh and Dupont, Charles T and Feitosa, Mary F and Gudmundsdottir, Valborg and Guo, Xiuqing and Harris, Sarah E and Hikino, Keiko and Huang, Zhijie and Lefevre, Christophe and Lyytik{\"a}inen, Leo-Pekka and Milaneschi, Yuri and Nardone, Giuseppe Giovanni and Santin, Aurora and Schmidt, Helena and Shen, Botong and Sofer, Tamar and Sun, Quan and Tan, Ye An and Tang, Jingxian and Th{\'e}riault, S{\'e}bastien and van der Most, Peter J and Ware, Erin B and Weiss, Stefan and Ya Xing, Wang and Yu, Chenglong and Zhao, Wei and Ansari, Md Abu Yusuf and Anugu, Pramod and Attia, John R and Bazzano, Lydia A and Bis, Joshua C and Breyer, Max and Cade, Brian and Chen, Guanjie and Collins, Stacey and Corley, Janie and Davies, Gail and D{\"o}rr, Marcus and Du, Jiawen and Edwards, Todd L and Faquih, Tariq and Faul, Jessica D and Fohner, Alison E and Fretts, Amanda M and Gangireddy, Srushti and Gepner, Adam and Graff, Mariaelisa and Hofer, Edith and Homuth, Georg and Hood, Michelle M and Jie, Xu and K{\"a}h{\"o}nen, Mika and Kardia, Sharon Lr and Karvonen-Gutierrez, Carrie A and Launer, Lenore J and Levy, Daniel and Maheshwari, Maitreiyi and Martin, Lisa W and Matsuda, Koichi and McNeil, John J and Nolte, Ilja M and Okochi, Tomo and Raffield, Laura M and Raitakari, Olli T and Risch, Lorenz and Risch, Martin and Roux, Ana Diez and Ruiz-Narvaez, Edward A and Russ, Tom C and Saito, Takeo and Schreiner, Pamela J and Scott, Rodney J and Shikany, James and Smith, Jennifer A and Snieder, Harold and Spedicati, Beatrice and Tai, E Shyong and Taylor, Adele M and Taylor, Kent D and Tesolin, Paola and van Dam, Rob M and Wang, Rujia and Wenbin, Wei and Xie, Tian and Yao, Jie and Young, Kristin L and Zhang, Ruiyuan and Zonderman, Alan B and Concas, Maria Pina and Conen, David and Cox, Simon R and Evans, Michele K and Fox, Ervin R and de Las Fuentes, Lisa and Giri, Ayush and Girotto, Giorgia and Grabe, Hans J and Gu, Charles and Gudnason, Vilmundur and Harlow, Sioban D and Holliday, Elizabeth and Jost, Jonas B and Lacaze, Paul and Lee, Seunggeun and Lehtim{\"a}ki, Terho and Li, Changwei and Liu, Ching-Ti and Morrison, Alanna C and North, Kari E and Penninx, Brenda Wjh and Peyser, Patricia A and Province, Michael M and Psaty, Bruce M and Redline, Susan and Rosendaal, Frits R and Rotimi, Charles N and Rotter, Jerome I and Schmidt, Reinhold and Sim, Xueling and Terao, Chikashi and Weir, David R and Zhu, Xiaofeng and Franceschini, Nora and O{\textquoteright}Connell, Jeffrey R and Jaquish, Cashell E and Wang, Heming and Manning, Alisa and Munroe, Patricia B and Rao, Dabeeru C and Chen, Han and Gauderman, W James and Bierut, Laura and Winkler, Thomas W and Fornage, Myriam} } @article {9900, title = {A large-scale genome-wide study of gene-sleep duration interactions for blood pressure in 811,405 individuals from diverse populations.}, journal = {Mol Psychiatry}, year = {2025}, month = {2025 Apr 04}, abstract = {

Although both short and long sleep duration are associated with elevated hypertension risk, our understanding of their interplay with biological pathways governing blood pressure remains limited. To address this, we carried out genome-wide cross-population gene-by-short-sleep and long-sleep duration interaction analyses for three blood pressure traits (systolic, diastolic, and pulse pressure) in 811,405 individuals from diverse population groups. We discovered 22 novel gene-sleep duration interaction loci for blood pressure, mapped to 23 genes. Investigating these genes{\textquoteright} functional implications shed light on neurological, thyroidal, bone metabolism, and hematopoietic pathways that necessitate future investigation for blood pressure management that caters to sleep health lifestyle. Non-overlap between short sleep (12) and long sleep (10) interactions underscores the plausible nature of distinct influences of both sleep duration extremes in cardiovascular health. Several of our loci are specific towards a particular population background or sex, emphasizing the importance of addressing heterogeneity entangled in gene-environment interactions, when considering precision medicine design approaches for blood pressure management.

}, issn = {1476-5578}, doi = {10.1038/s41380-025-02954-w}, author = {Nagarajan, Pavithra and Winkler, Thomas W and Bentley, Amy R and Miller, Clint L and Kraja, Aldi T and Schwander, Karen and Lee, Songmi and Wang, Wenyi and Brown, Michael R and Morrison, John L and Giri, Ayush and O{\textquoteright}Connell, Jeffrey R and Bartz, Traci M and de Las Fuentes, Lisa and Gudmundsdottir, Valborg and Guo, Xiuqing and Harris, Sarah E and Huang, Zhijie and Kals, Mart and Kho, Minjung and Lefevre, Christophe and Luan, Jian{\textquoteright}an and Lyytik{\"a}inen, Leo-Pekka and Mangino, Massimo and Milaneschi, Yuri and Palmer, Nicholette D and Rao, Varun and Rauramaa, Rainer and Shen, Botong and Stadler, Stefan and Sun, Quan and Tang, Jingxian and Th{\'e}riault, S{\'e}bastien and van der Graaf, Adriaan and van der Most, Peter J and Wang, Yujie and Weiss, Stefan and Westerman, Kenneth E and Yang, Qian and Yasuharu, Tabara and Zhao, Wei and Zhu, Wanying and Altschul, Drew and Ansari, Md Abu Yusuf and Anugu, Pramod and Argoty-Pantoja, Anna D and Arzt, Michael and Aschard, Hugues and Attia, John R and Bazzanno, Lydia and Breyer, Max A and Brody, Jennifer A and Cade, Brian E and Chen, Hung-Hsin and Chen, Yii-Der Ida and Chen, Zekai and de Vries, Paul S and Dimitrov, Latchezar M and Do, Anh and Du, Jiawen and Dupont, Charles T and Edwards, Todd L and Evans, Michele K and Faquih, Tariq and Felix, Stephan B and Fisher-Hoch, Susan P and Floyd, James S and Graff, Mariaelisa and Gu, Charles and Gu, Dongfeng and Hairston, Kristen G and Hanley, Anthony J and Heid, Iris M and Heikkinen, Sami and Highland, Heather M and Hood, Michelle M and K{\"a}h{\"o}nen, Mika and Karvonen-Gutierrez, Carrie A and Kawaguchi, Takahisa and Kazuya, Setoh and Kelly, Tanika N and Komulainen, Pirjo and Levy, Daniel and Lin, Henry J and Liu, Peter Y and Marques-Vidal, Pedro and McCormick, Joseph B and Mei, Hao and Meigs, James B and Menni, Cristina and Nam, Kisung and Nolte, Ilja M and Pacheco, Natasha L and Petty, Lauren E and Polikowsky, Hannah G and Province, Michael A and Psaty, Bruce M and Raffield, Laura M and Raitakari, Olli T and Rich, Stephen S and Riha, Renata L and Risch, Lorenz and Risch, Martin and Ruiz-Narvaez, Edward A and Scott, Rodney J and Sitlani, Colleen M and Smith, Jennifer A and Sofer, Tamar and Teder-Laving, Maris and V{\"o}lker, Uwe and Vollenweider, Peter and Wang, Guanchao and Willems van Dijk, Ko and Wilson, Otis D and Xia, Rui and Yao, Jie and Young, Kristin L and Zhang, Ruiyuan and Zhu, Xiaofeng and Below, Jennifer E and B{\"o}ger, Carsten A and Conen, David and Cox, Simon R and D{\"o}rr, Marcus and Feitosa, Mary F and Fox, Ervin R and Franceschini, Nora and Gharib, Sina A and Gudnason, Vilmundur and Harlow, Sioban D and He, Jiang and Holliday, Elizabeth G and Kutalik, Zolt{\'a}n and Lakka, Timo A and Lawlor, Deborah A and Lee, Seunggeun and Lehtim{\"a}ki, Terho and Li, Changwei and Liu, Ching-Ti and M{\"a}gi, Reedik and Matsuda, Fumihiko and Morrison, Alanna C and Penninx, Brenda Wjh and Peyser, Patricia A and Rotter, Jerome I and Snieder, Harold and Spector, Tim D and Wagenknecht, Lynne E and Wareham, Nicholas J and Zonderman, Alan B and North, Kari E and Fornage, Myriam and Hung, Adriana M and Manning, Alisa K and Gauderman, James and Chen, Han and Munroe, Patricia B and Rao, Dabeeru C and van Heemst, Diana and Redline, Susan and Noordam, Raymond and Wang, Heming} } @article {9984, title = {Polygenic scores for obstructive sleep apnoea reveal pathways contributing to cardiovascular disease.}, journal = {EBioMedicine}, volume = {117}, year = {2025}, month = {2025 Jul}, pages = {105790}, abstract = {

BACKGROUND: Obstructive sleep apnoea (OSA) is a common chronic condition, with obesity its strongest risk factor. Polygenic scores (PGSs) summarise the genetic liability to phenotype and can provide insights into relationships between phenotypes. Recently, large datasets that include genetic data and OSA status became available, providing an opportunity to utilise PGS approaches to study the genetic relationship between OSA and other phenotypes, while differentiating OSA-specific from obesity-specific genetic factors.

METHODS: Using race/ethnic diverse samples from over 1.2 million individuals from the Million Veteran Program, FinnGen, TOPMed, All of Us (AoU), Geisinger{\textquoteright}s MyCode, MGB Biobank, and the Human Phenotype Project, we developed and assessed PGSs for OSA, both without (BMIunadjOSA-PGS) and with adjustment for the genetic contributions of BMI (BMIadjOSA-PGS).

FINDINGS: Adjusted odds ratios (ORs) for OSA per 1 standard deviation of the PGSs ranged from 1.38 to 2.75. The associations of BMIadjOSA- and BMIunadjOSA-PGSs with CVD outcomes in AoU shared both common and distinct patterns. Only BMIunadjOSA-PGS was associated with type 2 diabetes, heart failure, and coronary artery disease, while both BMIadjOSA- and BMIunadjOSA-PGSs were associated with hypertension and stroke. Sex stratified analyses revealed that BMIadjOSA-PGS association with hypertension was driven by females (OR = 1.1, p-value = 0.002, OR = 1.01 p-value = 0.2 in males). OSA PGSs were also associated with body fat measures with some sex-specific associations.

INTERPRETATION: Distinct components of OSA genetic risk are related and independent of obesity. Sex-specific associations with body fat distribution measures may explain differing OSA risks and associations with cardiometabolic morbidities between sexes.

FUNDING: R01AG080598.

}, keywords = {Aged, Body Mass Index, Cardiovascular Diseases, Female, Genetic Predisposition to Disease, Humans, Male, Middle Aged, Multifactorial Inheritance, Obesity, Odds Ratio, Phenotype, Polymorphism, Single Nucleotide, Risk Factors, Sleep Apnea, Obstructive}, issn = {2352-3964}, doi = {10.1016/j.ebiom.2025.105790}, author = {Kurniansyah, Nuzulul and Strausz, Satu J and Chittoor, Geetha and Gupta, Shreyash and Justice, Anne E and Hrytsenko, Yana and Keenan, Brendan T and Cade, Brian E and Spitzer, Brian W and Wang, Heming and Huffman, Jennifer and Moll, Matthew R and Haring, Bernhard and Jung, Su Yon and Raffield, Laura M and Kaplan, Robert and Rotter, Jerome I and Rich, Stephen S and Gharib, Sina A and Bartz, Traci M and Liu, Peter Y and Chen, Han and Fornage, Myriam and Hou, Lifang and Levy, Daniel and Morrison, Alanna C and Ochs-Balcom, Heather M and Psaty, Bruce M and Wilson, Peter W F and Cho, Kelly and Pack, Allan I and Ollila, Hanna M and Redline, Susan and Gottlieb, Daniel J and Sofer, Tamar} }