@article {8975,
	title = {Rare coding variants in 35 genes associate with circulating lipid levels-A multi-ancestry analysis of 170,000 exomes.},
	journal = {Am J Hum Genet},
	volume = {109},
	year = {2022},
	month = {2022 01 06},
	pages = {81-96},
	abstract = {<p>Large-scale gene sequencing studies for complex traits have the potential to identify causal genes with therapeutic implications. We performed gene-based association testing of blood lipid levels with rare (minor allele frequency < 1\%) predicted damaging coding variation by using sequence data from >170,000 individuals from multiple ancestries: 97,493 European, 30,025 South Asian, 16,507 African, 16,440 Hispanic/Latino, 10,420 East Asian, and 1,182 Samoan. We identified 35 genes associated with circulating lipid levels; some of these genes have not been previously associated with lipid levels when using rare coding variation from population-based samples. We prioritize 32 genes in array-based genome-wide association study (GWAS) loci based on aggregations of rare coding variants; three (EVI5, SH2B3, and PLIN1) had no prior association of rare coding variants with lipid levels. Most of our associated genes showed evidence of association among multiple ancestries. Finally, we observed an enrichment of gene-based associations for low-density lipoprotein cholesterol drug target genes and for genes closest to GWAS index single-nucleotide polymorphisms (SNPs). Our results demonstrate that gene-based associations can be beneficial for drug target development and provide evidence that the gene closest to the array-based GWAS index SNP is often the functional gene for blood lipid levels.</p>},
	keywords = {Alleles, Blood Glucose, Case-Control Studies, Computational Biology, Databases, Genetic, Diabetes Mellitus, Type 2, Exome, Genetic Predisposition to Disease, Genetic Variation, Genetics, Population, Genome-Wide Association Study, Humans, Lipid Metabolism, Lipids, Liver, Molecular Sequence Annotation, Multifactorial Inheritance, Open Reading Frames, Phenotype, Polymorphism, Single Nucleotide},
	issn = {1537-6605},
	doi = {10.1016/j.ajhg.2021.11.021},
	author = {Hindy, George and Dornbos, Peter and Chaffin, Mark D and Liu, Dajiang J and Wang, Minxian and Selvaraj, Margaret Sunitha and Zhang, David and Park, Joseph and Aguilar-Salinas, Carlos A and Antonacci-Fulton, Lucinda and Ardissino, Diego and Arnett, Donna K and Aslibekyan, Stella and Atzmon, Gil and Ballantyne, Christie M and Barajas-Olmos, Francisco and Barzilai, Nir and Becker, Lewis C and Bielak, Lawrence F and Bis, Joshua C and Blangero, John and Boerwinkle, Eric and Bonnycastle, Lori L and Bottinger, Erwin and Bowden, Donald W and Bown, Matthew J and Brody, Jennifer A and Broome, Jai G and Burtt, Noel P and Cade, Brian E and Centeno-Cruz, Federico and Chan, Edmund and Chang, Yi-Cheng and Chen, Yii-der I and Cheng, Ching-Yu and Choi, Won Jung and Chowdhury, Rajiv and Contreras-Cubas, Cecilia and C{\'o}rdova, Emilio J and Correa, Adolfo and Cupples, L Adrienne and Curran, Joanne E and Danesh, John and de Vries, Paul S and DeFronzo, Ralph A and Doddapaneni, Harsha and Duggirala, Ravindranath and Dutcher, Susan K and Ellinor, Patrick T and Emery, Leslie S and Florez, Jose C and Fornage, Myriam and Freedman, Barry I and Fuster, Valentin and Garay-Sevilla, Ma Eugenia and Garc{\'\i}a-Ortiz, Humberto and Germer, Soren and Gibbs, Richard A and Gieger, Christian and Glaser, Benjamin and Gonzalez, Clicerio and Gonzalez-Villalpando, Maria Elena and Graff, Mariaelisa and Graham, Sarah E and Grarup, Niels and Groop, Leif C and Guo, Xiuqing and Gupta, Namrata and Han, Sohee and Hanis, Craig L and Hansen, Torben and He, Jiang and Heard-Costa, Nancy L and Hung, Yi-Jen and Hwang, Mi Yeong and Irvin, Marguerite R and Islas-Andrade, Sergio and Jarvik, Gail P and Kang, Hyun Min and Kardia, Sharon L R and Kelly, Tanika and Kenny, Eimear E and Khan, Alyna T and Kim, Bong-Jo and Kim, Ryan W and Kim, Young Jin and Koistinen, Heikki A and Kooperberg, Charles and Kuusisto, Johanna and Kwak, Soo Heon and Laakso, Markku and Lange, Leslie A and Lee, Jiwon and Lee, Juyoung and Lee, Seonwook and Lehman, Donna M and Lemaitre, Rozenn N and Linneberg, Allan and Liu, Jianjun and Loos, Ruth J F and Lubitz, Steven A and Lyssenko, Valeriya and Ma, Ronald C W and Martin, Lisa Warsinger and Mart{\'\i}nez-Hern{\'a}ndez, Ang{\'e}lica and Mathias, Rasika A and McGarvey, Stephen T and McPherson, Ruth and Meigs, James B and Meitinger, Thomas and Melander, Olle and Mendoza-Caamal, Elvia and Metcalf, Ginger A and Mi, Xuenan and Mohlke, Karen L and Montasser, May E and Moon, Jee-Young and Moreno-Macias, Hortensia and Morrison, Alanna C and Muzny, Donna M and Nelson, Sarah C and Nilsson, Peter M and O{\textquoteright}Connell, Jeffrey R and Orho-Melander, Marju and Orozco, Lorena and Palmer, Colin N A and Palmer, Nicholette D and Park, Cheol Joo and Park, Kyong Soo and Pedersen, Oluf and Peralta, Juan M and Peyser, Patricia A and Post, Wendy S and Preuss, Michael and Psaty, Bruce M and Qi, Qibin and Rao, D C and Redline, Susan and Reiner, Alexander P and Revilla-Monsalve, Cristina and Rich, Stephen S and Samani, Nilesh and Schunkert, Heribert and Schurmann, Claudia and Seo, Daekwan and Seo, Jeong-Sun and Sim, Xueling and Sladek, Rob and Small, Kerrin S and So, Wing Yee and Stilp, Adrienne M and Tai, E Shyong and Tam, Claudia H T and Taylor, Kent D and Teo, Yik Ying and Thameem, Farook and Tomlinson, Brian and Tsai, Michael Y and Tuomi, Tiinamaija and Tuomilehto, Jaakko and Tusi{\'e}-Luna, Teresa and Udler, Miriam S and van Dam, Rob M and Vasan, Ramachandran S and Viaud Martinez, Karine A and Wang, Fei Fei and Wang, Xuzhi and Watkins, Hugh and Weeks, Daniel E and Wilson, James G and Witte, Daniel R and Wong, Tien-Yin and Yanek, Lisa R and Kathiresan, Sekar and Rader, Daniel J and Rotter, Jerome I and Boehnke, Michael and McCarthy, Mark I and Willer, Cristen J and Natarajan, Pradeep and Flannick, Jason A and Khera, Amit V and Peloso, Gina M}
}
@article {9907,
	title = {Sequencing in over 50,000 cases identifies coding and structural variation underlying atrial fibrillation risk.},
	journal = {Nat Genet},
	volume = {57},
	year = {2025},
	month = {2025 Mar},
	pages = {548-562},
	abstract = {<p>Atrial fibrillation (AF) is a prevalent and morbid abnormality of the heart rhythm with a strong genetic component. Here, we meta-analyzed genome and exome sequencing data from 36 studies that included 52,416 AF cases and 277,762 controls. In burden tests of rare coding variation, we identified novel associations between AF and the genes MYBPC3, LMNA, PKP2, FAM189A2 and KDM5B. We further identified associations between AF and rare structural variants owing to deletions in CTNNA3 and duplications of GATA4. We broadly replicated our findings in independent samples from MyCode, deCODE and UK Biobank. Finally, we found that CRISPR knockout of KDM5B in stem-cell-derived atrial cardiomyocytes led to a shortening of the action potential duration and widespread transcriptomic dysregulation of genes relevant to atrial homeostasis and conduction. Our results highlight the contribution of rare coding and structural variants to AF, including genetic links between AF and cardiomyopathies, and expand our understanding of the rare variant architecture for this common arrhythmia.</p>},
	keywords = {Atrial Fibrillation, Case-Control Studies, Exome Sequencing, Genetic Predisposition to Disease, Genetic Variation, Genome-Wide Association Study, Humans, Myocytes, Cardiac, Risk Factors},
	issn = {1546-1718},
	doi = {10.1038/s41588-025-02074-9},
	author = {Choi, Seung Hoan and Jurgens, Sean J and Xiao, Ling and Hill, Matthew C and Haggerty, Christopher M and Sveinbj{\"o}rnsson, Gar{\dh}ar and Morrill, Valerie N and Marston, Nicholas A and Weng, Lu-Chen and Pirruccello, James P and Arnar, David O and Gudbjartsson, Daniel Fannar and Mantineo, Helene and von Falkenhausen, Aenne S and Natale, Andrea and Tveit, Arnljot and Geelhoed, Bastiaan and Roselli, Carolina and Van Wagoner, David R and Darbar, Dawood and Haase, Doreen and Soliman, Elsayed Z and Davogustto, Giovanni E and Jun, Goo and Calkins, Hugh and Anderson, Jeffrey L and Brody, Jennifer A and Halford, Jennifer L and Barnard, John and Hokanson, John E and Smith, Jonathan D and Bis, Joshua C and Young, Kendra and Johnson, Linda S B and Risch, Lorenz and Gula, Lorne J and Kwee, Lydia Coulter and Chaffin, Mark D and K{\"u}hne, Michael and Preuss, Michael and Gupta, Namrata and Nafissi, Navid A and Smith, Nicholas L and Nilsson, Peter M and van der Harst, Pim and Wells, Quinn S and Judy, Renae L and Schnabel, Renate B and Johnson, Renee and Smit, Roelof A J and Gabriel, Stacey and Knight, Stacey and Furukawa, Tetsushi and Blackwell, Thomas W and Nauffal, Victor and Wang, Xin and Min, Yuan-I and Yoneda, Zachary T and Laksman, Zachary W M and Bezzina, Connie R and Alonso, Alvaro and Psaty, Bruce M and Albert, Christine M and Arking, Dan E and Roden, Dan M and Chasman, Daniel I and Rader, Daniel J and Conen, David and McManus, David D and Fatkin, Diane and Benjamin, Emelia J and Boerwinkle, Eric and Marcus, Gregory M and Christophersen, Ingrid E and Smith, J Gustav and Roberts, Jason D and Raffield, Laura M and Shoemaker, M Benjamin and Cho, Michael H and Cutler, Michael J and Rienstra, Michiel and Chung, Mina K and S Olesen, Morten and Sinner, Moritz F and Sotoodehnia, Nona and Kirchhof, Paulus and Loos, Ruth J F and Nazarian, Saman and Mohanty, Sanghamitra and Damrauer, Scott M and K{\"a}{\"a}b, Stefan and Heckbert, Susan R and Redline, Susan and Shah, Svati H and Tanaka, Toshihiro and Ebana, Yusuke and Holm, Hilma and Stefansson, Kari and Ruff, Christian T and Sabatine, Marc S and Lunetta, Kathryn L and Lubitz, Steven A and Ellinor, Patrick T}
}
