@article {7566, title = {Discovery and replication of SNP-SNP interactions for quantitative lipid traits in over 60,000 individuals.}, journal = {BioData Min}, volume = {10}, year = {2017}, month = {2017}, pages = {25}, abstract = {

BACKGROUND: The genetic etiology of human lipid quantitative traits is not fully elucidated, and interactions between variants may play a role. We performed a gene-centric interaction study for four different lipid traits: low-density lipoprotein cholesterol (LDL-C), high-density lipoprotein cholesterol (HDL-C), total cholesterol (TC), and triglycerides (TG).

RESULTS: Our analysis consisted of a discovery phase using a merged dataset of five different cohorts (n~=~12,853 to n~=~16,849 depending on lipid phenotype) and a replication phase with ten independent cohorts totaling up to 36,938 additional samples. Filters are often applied before interaction testing to correct for the burden of testing all pairwise interactions. We used two different filters: 1. A filter that tested only single nucleotide polymorphisms (SNPs) with a main effect of p~<~0.001 in a previous association study. 2. A filter that only tested interactions identified by Biofilter 2.0. Pairwise models that reached an interaction significance level of p~<~0.001 in the discovery dataset were tested for replication. We identified thirteen SNP-SNP models that were significant in more than one replication cohort after accounting for multiple testing.

CONCLUSIONS: These results may reveal novel insights into the genetic etiology of lipid levels. Furthermore, we developed a pipeline to perform a computationally efficient interaction analysis with multi-cohort replication.

}, issn = {1756-0381}, doi = {10.1186/s13040-017-0145-5}, author = {Holzinger, Emily R and Verma, Shefali S and Moore, Carrie B and Hall, Molly and De, Rishika and Gilbert-Diamond, Diane and Lanktree, Matthew B and Pankratz, Nathan and Amuzu, Antoinette and Burt, Amber and Dale, Caroline and Dudek, Scott and Furlong, Clement E and Gaunt, Tom R and Kim, Daniel Seung and Riess, Helene and Sivapalaratnam, Suthesh and Tragante, Vinicius and van Iperen, Erik P A and Brautbar, Ariel and Carrell, David S and Crosslin, David R and Jarvik, Gail P and Kuivaniemi, Helena and Kullo, Iftikhar J and Larson, Eric B and Rasmussen-Torvik, Laura J and Tromp, Gerard and Baumert, Jens and Cruickshanks, Karen J and Farrall, Martin and Hingorani, Aroon D and Hovingh, G K and Kleber, Marcus E and Klein, Barbara E and Klein, Ronald and Koenig, Wolfgang and Lange, Leslie A and MÓ“rz, Winfried and North, Kari E and Charlotte Onland-Moret, N and Reiner, Alex P and Talmud, Philippa J and van der Schouw, Yvonne T and Wilson, James G and Kivimaki, Mika and Kumari, Meena and Moore, Jason H and Drenos, Fotios and Asselbergs, Folkert W and Keating, Brendan J and Ritchie, Marylyn D} } @article {9176, title = {Large-scale genome-wide association study of coronary artery disease in genetically diverse populations.}, journal = {Nat Med}, volume = {28}, year = {2022}, month = {2022 08}, pages = {1679-1692}, abstract = {

We report a genome-wide association study (GWAS) of coronary artery disease (CAD) incorporating nearly a quarter of a million cases, in which existing studies are integrated with data from cohorts of white, Black and Hispanic individuals from the Million Veteran Program. We document near equivalent heritability of CAD across multiple ancestral groups, identify 95 novel loci, including nine on the X chromosome, detect eight loci of genome-wide significance in Black and Hispanic individuals, and demonstrate that two common haplotypes at the 9p21 locus are responsible for risk stratification in all populations except those of African origin, in which these haplotypes are virtually absent. Moreover, in the largest GWAS for angiographically derived coronary atherosclerosis performed to date, we find 15 loci of genome-wide significance that robustly overlap with established loci for clinical CAD. Phenome-wide association analyses of novel loci and polygenic risk scores (PRSs) augment signals related to insulin resistance, extend pleiotropic associations of these loci to include smoking and family history, and precisely document the markedly reduced transferability of existing PRSs to Black individuals. Downstream integrative analyses reinforce the critical roles of vascular endothelial, fibroblast, and smooth muscle cells in CAD susceptibility, but also point to a shared biology between atherosclerosis and oncogenesis. This study highlights the value of diverse populations in further characterizing the genetic architecture of CAD.

}, keywords = {Coronary Artery Disease, Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Polymorphism, Single Nucleotide, Risk Factors}, issn = {1546-170X}, doi = {10.1038/s41591-022-01891-3}, author = {Tcheandjieu, Catherine and Zhu, Xiang and Hilliard, Austin T and Clarke, Shoa L and Napolioni, Valerio and Ma, Shining and Lee, Kyung Min and Fang, Huaying and Chen, Fei and Lu, Yingchang and Tsao, Noah L and Raghavan, Sridharan and Koyama, Satoshi and Gorman, Bryan R and Vujkovic, Marijana and Klarin, Derek and Levin, Michael G and Sinnott-Armstrong, Nasa and Wojcik, Genevieve L and Plomondon, Mary E and Maddox, Thomas M and Waldo, Stephen W and Bick, Alexander G and Pyarajan, Saiju and Huang, Jie and Song, Rebecca and Ho, Yuk-Lam and Buyske, Steven and Kooperberg, Charles and Haessler, Jeffrey and Loos, Ruth J F and Do, Ron and Verbanck, Marie and Chaudhary, Kumardeep and North, Kari E and Avery, Christy L and Graff, Mariaelisa and Haiman, Christopher A and Le Marchand, Lo{\"\i}c and Wilkens, Lynne R and Bis, Joshua C and Leonard, Hampton and Shen, Botong and Lange, Leslie A and Giri, Ayush and Dikilitas, Ozan and Kullo, Iftikhar J and Stanaway, Ian B and Jarvik, Gail P and Gordon, Adam S and Hebbring, Scott and Namjou, Bahram and Kaufman, Kenneth M and Ito, Kaoru and Ishigaki, Kazuyoshi and Kamatani, Yoichiro and Verma, Shefali S and Ritchie, Marylyn D and Kember, Rachel L and Baras, Aris and Lotta, Luca A and Kathiresan, Sekar and Hauser, Elizabeth R and Miller, Donald R and Lee, Jennifer S and Saleheen, Danish and Reaven, Peter D and Cho, Kelly and Gaziano, J Michael and Natarajan, Pradeep and Huffman, Jennifer E and Voight, Benjamin F and Rader, Daniel J and Chang, Kyong-Mi and Lynch, Julie A and Damrauer, Scott M and Wilson, Peter W F and Tang, Hua and Sun, Yan V and Tsao, Philip S and O{\textquoteright}Donnell, Christopher J and Assimes, Themistocles L} } @article {9172, title = {Stroke genetics informs drug discovery and risk prediction across ancestries.}, journal = {Nature}, year = {2022}, month = {2022 Sep 30}, abstract = {

Previous genome-wide association studies (GWASs) of stroke~-~the second leading cause of death worldwide~-~were conducted predominantly in populations of European ancestry. Here, in cross-ancestry GWAS meta-analyses of 110,182 patients who have had a stroke (five ancestries, 33\% non-European) and 1,503,898 control individuals, we identify association signals for stroke and its subtypes at 89 (61 new) independent loci: 60 in primary inverse-variance-weighted analyses and 29 in secondary meta-regression and multitrait analyses. On the basis of internal cross-ancestry validation and an independent follow-up in 89,084 additional cases of stroke (30\% non-European) and 1,013,843 control individuals, 87\% of the primary stroke risk loci and 60\% of the secondary stroke risk loci were replicated (P < 0.05). Effect sizes were highly correlated across ancestries. Cross-ancestry fine-mapping, in silico mutagenesis analysis, and transcriptome-wide and proteome-wide association analyses revealed putative causal genes (such as SH3PXD2A and FURIN) and variants (such as at GRK5 and NOS3). Using a three-pronged approach, we provide genetic evidence for putative drug effects, highlighting F11, KLKB1, PROC, GP1BA, LAMC2 and VCAM1 as possible targets, with drugs already under investigation for stroke for F11 and PROC. A polygenic score integrating cross-ancestry and ancestry-specific stroke GWASs with vascular-risk factor GWASs (integrative polygenic scores) strongly predicted ischaemic stroke in populations of European, East Asian and African ancestry. Stroke genetic risk scores were predictive of ischaemic stroke independent of clinical risk factors in 52,600 clinical-trial participants with cardiometabolic disease. Our results provide insights to inform biology, reveal potential drug targets and derive genetic risk prediction tools across ancestries.

}, issn = {1476-4687}, doi = {10.1038/s41586-022-05165-3}, author = {Mishra, Aniket and Malik, Rainer and Hachiya, Tsuyoshi and J{\"u}rgenson, Tuuli and Namba, Shinichi and Posner, Daniel C and Kamanu, Frederick K and Koido, Masaru and Le Grand, Quentin and Shi, Mingyang and He, Yunye and Georgakis, Marios K and Caro, Ilana and Krebs, Kristi and Liaw, Yi-Ching and Vaura, Felix C and Lin, Kuang and Winsvold, Bendik Slagsvold and Srinivasasainagendra, Vinodh and Parodi, Livia and Bae, Hee-Joon and Chauhan, Ganesh and Chong, Michael R and Tomppo, Liisa and Akinyemi, Rufus and Roshchupkin, Gennady V and Habib, Naomi and Jee, Yon Ho and Thomassen, Jesper Qvist and Abedi, Vida and C{\'a}rcel-M{\'a}rquez, Jara and Nygaard, Marianne and Leonard, Hampton L and Yang, Chaojie and Yonova-Doing, Ekaterina and Knol, Maria J and Lewis, Adam J and Judy, Renae L and Ago, Tetsuro and Amouyel, Philippe and Armstrong, Nicole D and Bakker, Mark K and Bartz, Traci M and Bennett, David A and Bis, Joshua C and Bordes, Constance and B{\o}rte, Sigrid and Cain, Anael and Ridker, Paul M and Cho, Kelly and Chen, Zhengming and Cruchaga, Carlos and Cole, John W and De Jager, Phil L and de Cid, Rafael and Endres, Matthias and Ferreira, Leslie E and Geerlings, Mirjam I and Gasca, Natalie C and Gudnason, Vilmundur and Hata, Jun and He, Jing and Heath, Alicia K and Ho, Yuk-Lam and Havulinna, Aki S and Hopewell, Jemma C and Hyacinth, Hyacinth I and Inouye, Michael and Jacob, Mina A and Jeon, Christina E and Jern, Christina and Kamouchi, Masahiro and Keene, Keith L and Kitazono, Takanari and Kittner, Steven J and Konuma, Takahiro and Kumar, Amit and Lacaze, Paul and Launer, Lenore J and Lee, Keon-Joo and Lepik, Kaido and Li, Jiang and Li, Liming and Manichaikul, Ani and Markus, Hugh S and Marston, Nicholas A and Meitinger, Thomas and Mitchell, Braxton D and Montellano, Felipe A and Morisaki, Takayuki and Mosley, Thomas H and Nalls, Mike A and Nordestgaard, B{\o}rge G and O{\textquoteright}Donnell, Martin J and Okada, Yukinori and Onland-Moret, N Charlotte and Ovbiagele, Bruce and Peters, Annette and Psaty, Bruce M and Rich, Stephen S and Rosand, Jonathan and Sabatine, Marc S and Sacco, Ralph L and Saleheen, Danish and Sandset, Else Charlotte and Salomaa, Veikko and Sargurupremraj, Muralidharan and Sasaki, Makoto and Satizabal, Claudia L and Schmidt, Carsten O and Shimizu, Atsushi and Smith, Nicholas L and Sloane, Kelly L and Sutoh, Yoichi and Sun, Yan V and Tanno, Kozo and Tiedt, Steffen and Tatlisumak, Turgut and Torres-Aguila, Nuria P and Tiwari, Hemant K and Tr{\'e}gou{\"e}t, David-Alexandre and Trompet, Stella and Tuladhar, Anil Man and Tybj{\ae}rg-Hansen, Anne and van Vugt, Marion and Vibo, Riina and Verma, Shefali S and Wiggins, Kerri L and Wennberg, Patrik and Woo, Daniel and Wilson, Peter W F and Xu, Huichun and Yang, Qiong and Yoon, Kyungheon and Millwood, Iona Y and Gieger, Christian and Ninomiya, Toshiharu and Grabe, Hans J and Jukema, J Wouter and Rissanen, Ina L and Strbian, Daniel and Kim, Young Jin and Chen, Pei-Hsin and Mayerhofer, Ernst and Howson, Joanna M M and Irvin, Marguerite R and Adams, Hieab and Wassertheil-Smoller, Sylvia and Christensen, Kaare and Ikram, Mohammad A and Rundek, Tatjana and Worrall, Bradford B and Lathrop, G Mark and Riaz, Moeen and Simonsick, Eleanor M and K{\~o}rv, Janika and Fran{\c c}a, Paulo H C and Zand, Ramin and Prasad, Kameshwar and Frikke-Schmidt, Ruth and de Leeuw, Frank-Erik and Liman, Thomas and Haeusler, Karl Georg and Ruigrok, Ynte M and Heuschmann, Peter Ulrich and Longstreth, W T and Jung, Keum Ji and Bastarache, Lisa and Par{\'e}, Guillaume and Damrauer, Scott M and Chasman, Daniel I and Rotter, Jerome I and Anderson, Christopher D and Zwart, John-Anker and Niiranen, Teemu J and Fornage, Myriam and Liaw, Yung-Po and Seshadri, Sudha and Fernandez-Cadenas, Israel and Walters, Robin G and Ruff, Christian T and Owolabi, Mayowa O and Huffman, Jennifer E and Milani, Lili and Kamatani, Yoichiro and Dichgans, Martin and Debette, Stephanie} } @article {9903, title = {A multi-cohort genome-wide association study in African ancestry individuals reveals risk loci for primary open-angle glaucoma.}, journal = {Cell}, volume = {187}, year = {2024}, month = {2024 Jan 18}, pages = {464-480.e10}, abstract = {

Primary open-angle glaucoma (POAG), the leading cause of irreversible blindness worldwide, disproportionately affects individuals of African ancestry. We conducted a genome-wide association study (GWAS) for POAG in 11,275 individuals of African ancestry (6,003 cases; 5,272 controls). We detected 46 risk loci associated with POAG at genome-wide significance. Replication and post-GWAS analyses, including functionally informed fine-mapping, multiple trait co-localization, and in silico validation, implicated two previously undescribed variants (rs1666698 mapping to DBF4P2; rs34957764 mapping to ROCK1P1) and one previously associated variant (rs11824032 mapping to ARHGEF12) as likely causal. For individuals of African ancestry, a polygenic risk score (PRS) for POAG from our mega-analysis (African ancestry individuals) outperformed a PRS from summary statistics of a much larger GWAS derived from European ancestry individuals. This study quantifies the genetic architecture similarities and differences between African and non-African ancestry populations for this blinding disease.

}, keywords = {Black People, Genetic Predisposition to Disease, Genome-Wide Association Study, Glaucoma, Open-Angle, Humans, Polymorphism, Single Nucleotide}, issn = {1097-4172}, doi = {10.1016/j.cell.2023.12.006}, author = {Verma, Shefali S and Gudiseva, Harini V and Chavali, Venkata R M and Salowe, Rebecca J and Bradford, Yuki and Guare, Lindsay and Lucas, Anastasia and Collins, David W and Vrathasha, Vrathasha and Nair, Rohini M and Rathi, Sonika and Zhao, Bingxin and He, Jie and Lee, Roy and Zenebe-Gete, Selam and Bowman, Anita S and McHugh, Caitlin P and Zody, Michael C and Pistilli, Maxwell and Khachatryan, Naira and Daniel, Ebenezer and Murphy, Windell and Henderer, Jeffrey and Kinzy, Tyler G and Iyengar, Sudha K and Peachey, Neal S and Taylor, Kent D and Guo, Xiuqing and Chen, Yii-Der Ida and Zangwill, Linda and Girkin, Christopher and Ayyagari, Radha and Liebmann, Jeffrey and Chuka-Okosa, Chimd M and Williams, Susan E and Akafo, Stephen and Budenz, Donald L and Olawoye, Olusola O and Ramsay, Michele and Ashaye, Adeyinka and Akpa, Onoja M and Aung, Tin and Wiggs, Janey L and Ross, Ahmara G and Cui, Qi N and Addis, Victoria and Lehman, Amanda and Miller-Ellis, Eydie and Sankar, Prithvi S and Williams, Scott M and Ying, Gui-Shuang and Cooke Bailey, Jessica and Rotter, Jerome I and Weinreb, Robert and Khor, Chiea Chuen and Hauser, Michael A and Ritchie, Marylyn D and O{\textquoteright}Brien, Joan M} }