@article {1387, title = {Evolution and functional impact of rare coding variation from deep sequencing of human exomes.}, journal = {Science}, volume = {337}, year = {2012}, month = {2012 Jul 06}, pages = {64-9}, abstract = {

As a first step toward understanding how rare variants contribute to risk for complex diseases, we sequenced 15,585 human protein-coding genes to an average median depth of 111{\texttimes} in 2440 individuals of European (n = 1351) and African (n = 1088) ancestry. We identified over 500,000 single-nucleotide variants (SNVs), the majority of which were rare (86\% with a minor allele frequency less than 0.5\%), previously unknown (82\%), and population-specific (82\%). On average, 2.3\% of the 13,595 SNVs each person carried were predicted to affect protein function of ~313 genes per genome, and ~95.7\% of SNVs predicted to be functionally important were rare. This excess of rare functional variants is due to the combined effects of explosive, recent accelerated population growth and weak purifying selection. Furthermore, we show that large sample sizes will be required to associate rare variants with complex traits.

}, keywords = {African Americans, Disease, European Continental Ancestry Group, Evolution, Molecular, Exome, Female, Gene Frequency, Genetic Association Studies, Genetic Predisposition to Disease, Genetic Variation, Genome, Human, High-Throughput Nucleotide Sequencing, Humans, Male, Polymorphism, Single Nucleotide, Population Growth, Selection, Genetic}, issn = {1095-9203}, doi = {10.1126/science.1219240}, author = {Tennessen, Jacob A and Bigham, Abigail W and O{\textquoteright}Connor, Timothy D and Fu, Wenqing and Kenny, Eimear E and Gravel, Simon and McGee, Sean and Do, Ron and Liu, Xiaoming and Jun, Goo and Kang, Hyun Min and Jordan, Daniel and Leal, Suzanne M and Gabriel, Stacey and Rieder, Mark J and Abecasis, Goncalo and Altshuler, David and Nickerson, Deborah A and Boerwinkle, Eric and Sunyaev, Shamil and Bustamante, Carlos D and Bamshad, Michael J and Akey, Joshua M} } @article {6605, title = {Loss-of-function mutations in APOC3, triglycerides, and coronary disease.}, journal = {N Engl J Med}, volume = {371}, year = {2014}, month = {2014 Jul 3}, pages = {22-31}, abstract = {

BACKGROUND: Plasma triglyceride levels are heritable and are correlated with the risk of coronary heart disease. Sequencing of the protein-coding regions of the human genome (the exome) has the potential to identify rare mutations that have a large effect on phenotype.

METHODS: We sequenced the protein-coding regions of 18,666 genes in each of 3734 participants of European or African ancestry in the Exome Sequencing Project. We conducted tests to determine whether rare mutations in coding sequence, individually or in aggregate within a gene, were associated with plasma triglyceride levels. For mutations associated with triglyceride levels, we subsequently evaluated their association with the risk of coronary heart disease in 110,970 persons.

RESULTS: An aggregate of rare mutations in the gene encoding apolipoprotein C3 (APOC3) was associated with lower plasma triglyceride levels. Among the four mutations that drove this result, three were loss-of-function mutations: a nonsense mutation (R19X) and two splice-site mutations (IVS2+1G{\textrightarrow}A and IVS3+1G{\textrightarrow}T). The fourth was a missense mutation (A43T). Approximately 1 in 150 persons in the study was a heterozygous carrier of at least one of these four mutations. Triglyceride levels in the carriers were 39\% lower than levels in noncarriers (P<1{\texttimes}10(-20)), and circulating levels of APOC3 in carriers were 46\% lower than levels in noncarriers (P=8{\texttimes}10(-10)). The risk of coronary heart disease among 498 carriers of any rare APOC3 mutation was 40\% lower than the risk among 110,472 noncarriers (odds ratio, 0.60; 95\% confidence interval, 0.47 to 0.75; P=4{\texttimes}10(-6)).

CONCLUSIONS: Rare mutations that disrupt APOC3 function were associated with lower levels of plasma triglycerides and APOC3. Carriers of these mutations were found to have a reduced risk of coronary heart disease. (Funded by the National Heart, Lung, and Blood Institute and others.).

}, keywords = {African Continental Ancestry Group, Apolipoprotein C-III, Coronary Disease, European Continental Ancestry Group, Exome, Genotype, Heterozygote, Humans, Liver, Mutation, Risk Factors, Sequence Analysis, DNA, Triglycerides}, issn = {1533-4406}, doi = {10.1056/NEJMoa1307095}, author = {Crosby, Jacy and Peloso, Gina M and Auer, Paul L and Crosslin, David R and Stitziel, Nathan O and Lange, Leslie A and Lu, Yingchang and Tang, Zheng-Zheng and Zhang, He and Hindy, George and Masca, Nicholas and Stirrups, Kathleen and Kanoni, Stavroula and Do, Ron and Jun, Goo and Hu, Youna and Kang, Hyun Min and Xue, Chenyi and Goel, Anuj and Farrall, Martin and Duga, Stefano and Merlini, Pier Angelica and Asselta, Rosanna and Girelli, Domenico and Olivieri, Oliviero and Martinelli, Nicola and Yin, Wu and Reilly, Dermot and Speliotes, Elizabeth and Fox, Caroline S and Hveem, Kristian and Holmen, Oddgeir L and Nikpay, Majid and Farlow, Deborah N and Assimes, Themistocles L and Franceschini, Nora and Robinson, Jennifer and North, Kari E and Martin, Lisa W and DePristo, Mark and Gupta, Namrata and Escher, Stefan A and Jansson, Jan-H{\r a}kan and Van Zuydam, Natalie and Palmer, Colin N A and Wareham, Nicholas and Koch, Werner and Meitinger, Thomas and Peters, Annette and Lieb, Wolfgang and Erbel, Raimund and K{\"o}nig, Inke R and Kruppa, Jochen and Degenhardt, Franziska and Gottesman, Omri and Bottinger, Erwin P and O{\textquoteright}Donnell, Christopher J and Psaty, Bruce M and Ballantyne, Christie M and Abecasis, Goncalo and Ordovas, Jose M and Melander, Olle and Watkins, Hugh and Orho-Melander, Marju and Ardissino, Diego and Loos, Ruth J F and McPherson, Ruth and Willer, Cristen J and Erdmann, Jeanette and Hall, Alistair S and Samani, Nilesh J and Deloukas, Panos and Schunkert, Heribert and Wilson, James G and Kooperberg, Charles and Rich, Stephen S and Tracy, Russell P and Lin, Dan-Yu and Altshuler, David and Gabriel, Stacey and Nickerson, Deborah A and Jarvik, Gail P and Cupples, L Adrienne and Reiner, Alex P and Boerwinkle, Eric and Kathiresan, Sekar} } @article {6577, title = {Whole-exome sequencing identifies rare and low-frequency coding variants associated with LDL cholesterol.}, journal = {Am J Hum Genet}, volume = {94}, year = {2014}, month = {2014 Feb 06}, pages = {233-45}, abstract = {

Elevated low-density lipoprotein cholesterol (LDL-C) is a treatable, heritable risk factor for cardiovascular disease. Genome-wide association studies (GWASs) have identified 157 variants associated with lipid levels but are not well suited to assess the impact of rare and low-frequency variants. To determine whether rare or low-frequency coding variants are associated with LDL-C, we exome sequenced 2,005 individuals, including 554 individuals selected for extreme LDL-C (>98(th) or <2(nd) percentile). Follow-up analyses included sequencing of 1,302 additional individuals and genotype-based analysis of 52,221 individuals. We observed significant evidence of association between LDL-C and the burden of rare or low-frequency variants in PNPLA5, encoding a phospholipase-domain-containing protein, and both known and previously unidentified variants in PCSK9, LDLR and APOB, three known lipid-related genes. The effect sizes for the burden of rare variants for each associated gene were substantially higher than those observed for individual SNPs identified from GWASs. We replicated the PNPLA5 signal in an independent large-scale sequencing study of 2,084 individuals. In conclusion, this large whole-exome-sequencing study for LDL-C identified a gene not known to be implicated in LDL-C and provides unique insight into the design and analysis of similar experiments.

}, keywords = {Adult, Aged, Apolipoproteins E, Cholesterol, LDL, Cohort Studies, Dyslipidemias, Exome, Female, Follow-Up Studies, Gene Frequency, Genetic Code, Genome-Wide Association Study, Genotype, Humans, Lipase, Male, Middle Aged, Phenotype, Polymorphism, Single Nucleotide, Proprotein Convertase 9, Proprotein Convertases, Receptors, LDL, Sequence Analysis, DNA, Serine Endopeptidases}, issn = {1537-6605}, doi = {10.1016/j.ajhg.2014.01.010}, author = {Lange, Leslie A and Hu, Youna and Zhang, He and Xue, Chenyi and Schmidt, Ellen M and Tang, Zheng-Zheng and Bizon, Chris and Lange, Ethan M and Smith, Joshua D and Turner, Emily H and Jun, Goo and Kang, Hyun Min and Peloso, Gina and Auer, Paul and Li, Kuo-Ping and Flannick, Jason and Zhang, Ji and Fuchsberger, Christian and Gaulton, Kyle and Lindgren, Cecilia and Locke, Adam and Manning, Alisa and Sim, Xueling and Rivas, Manuel A and Holmen, Oddgeir L and Gottesman, Omri and Lu, Yingchang and Ruderfer, Douglas and Stahl, Eli A and Duan, Qing and Li, Yun and Durda, Peter and Jiao, Shuo and Isaacs, Aaron and Hofman, Albert and Bis, Joshua C and Correa, Adolfo and Griswold, Michael E and Jakobsdottir, Johanna and Smith, Albert V and Schreiner, Pamela J and Feitosa, Mary F and Zhang, Qunyuan and Huffman, Jennifer E and Crosby, Jacy and Wassel, Christina L and Do, Ron and Franceschini, Nora and Martin, Lisa W and Robinson, Jennifer G and Assimes, Themistocles L and Crosslin, David R and Rosenthal, Elisabeth A and Tsai, Michael and Rieder, Mark J and Farlow, Deborah N and Folsom, Aaron R and Lumley, Thomas and Fox, Ervin R and Carlson, Christopher S and Peters, Ulrike and Jackson, Rebecca D and van Duijn, Cornelia M and Uitterlinden, Andr{\'e} G and Levy, Daniel and Rotter, Jerome I and Taylor, Herman A and Gudnason, Vilmundur and Siscovick, David S and Fornage, Myriam and Borecki, Ingrid B and Hayward, Caroline and Rudan, Igor and Chen, Y Eugene and Bottinger, Erwin P and Loos, Ruth J F and S{\ae}trom, P{\r a}l and Hveem, Kristian and Boehnke, Michael and Groop, Leif and McCarthy, Mark and Meitinger, Thomas and Ballantyne, Christie M and Gabriel, Stacey B and O{\textquoteright}Donnell, Christopher J and Post, Wendy S and North, Kari E and Reiner, Alexander P and Boerwinkle, Eric and Psaty, Bruce M and Altshuler, David and Kathiresan, Sekar and Lin, Dan-Yu and Jarvik, Gail P and Cupples, L Adrienne and Kooperberg, Charles and Wilson, James G and Nickerson, Deborah A and Abecasis, Goncalo R and Rich, Stephen S and Tracy, Russell P and Willer, Cristen J} } @article {9007, title = {Identification of Functional Genetic Determinants of Cardiac Troponin T and I in a Multiethnic Population and Causal Associations With Atrial Fibrillation.}, journal = {Circ Genom Precis Med}, volume = {14}, year = {2021}, month = {2021 12}, pages = {e003460}, abstract = {

BACKGROUND: Elevated cardiac troponin levels in blood are associated with increased risk of cardiovascular diseases and mortality. Cardiac troponin levels are heritable, but their genetic architecture remains elusive.

METHODS: We conducted a transethnic genome-wide association analysis on high-sensitivity cTnT (cardiac troponin T; hs-cTnT) and high-sensitivity cTnI (cardiac troponin I; hs-cTnI) levels in 24 617 and 14 336 participants free of coronary heart disease and heart failure from 6 population-based cohorts, followed by a series of bioinformatic analyses to decipher the genetic architecture of hs-cTnT and hs-cTnI.

RESULTS: We identified 4 genome-wide significant loci for hs-cTnT including a novel locus rs3737882 in and 3 previously reported loci at , , and . One known locus at was replicated for hs-cTnI. One copy of C allele for rs3737882 was associated with a 6\% increase in hs-cTnT levels (minor allele frequency, 0.18; =2.80{\texttimes}10). We observed pleiotropic loci located at and . The proportions of variances explained by single-nucleotide polymorphisms were 10.15\% and 7.74\% for hs-cTnT and hs-cTnI, respectively. Single-nucleotide polymorphisms were colocalized with expression in heart tissues and hs-cTnT and with expression in artery, heart tissues, and whole blood and both troponins. Mendelian randomization analyses showed that genetically increased hs-cTnT and hs-cTnI levels were associated with higher odds of atrial fibrillation (odds ratio, 1.38 [95\% CI, 1.25-1.54] for hs-cTnT and 1.21 [95\% CI, 1.06-1.37] for hs-cTnI).

CONCLUSIONS: We identified a novel genetic locus associated with hs-cTnT in a multiethnic population and found that genetically regulated troponin levels were associated with atrial fibrillation.

}, issn = {2574-8300}, doi = {10.1161/CIRCGEN.121.003460}, author = {Yang, Yunju and Bartz, Traci M and Brown, Michael R and Guo, Xiuqing and Zilh{\~a}o, Nuno R and Trompet, Stella and Weiss, Stefan and Yao, Jie and Brody, Jennifer A and deFilippi, Christopher R and Hoogeveen, Ron C and Lin, Henry J and Gudnason, Vilmundur and Ballantyne, Christie M and D{\"o}rr, Marcus and Jukema, J Wouter and Petersmann, Astrid and Psaty, Bruce M and Rotter, Jerome I and Boerwinkle, Eric and Fornage, Myriam and Jun, Goo and Yu, Bing} } @article {9261, title = {Whole genome sequencing identifies structural variants contributing to hematologic traits in the NHLBI TOPMed program.}, journal = {Nat Commun}, volume = {13}, year = {2022}, month = {2022 Dec 08}, pages = {7592}, abstract = {

Genome-wide association studies have identified thousands of single nucleotide variants and small indels that contribute to variation in hematologic traits. While structural variants are known to cause rare blood or hematopoietic disorders, the genome-wide contribution of structural variants to quantitative blood cell trait variation is unknown. Here we utilized whole genome sequencing data in ancestrally diverse participants of the NHLBI Trans Omics for Precision Medicine program (N = 50,675) to detect structural variants associated with hematologic traits. Using single variant tests, we assessed the association of common and rare structural variants with red cell-, white cell-, and platelet-related quantitative traits and observed 21 independent signals (12 common and 9 rare) reaching genome-wide significance. The majority of these associations (N = 18) replicated in independent datasets. In genome-editing experiments, we provide evidence that a deletion associated with lower monocyte counts leads to disruption of an S1PR3 monocyte enhancer and decreased S1PR3 expression.

}, keywords = {Blood Cells, Genome-Wide Association Study, Humans, Whole Genome Sequencing}, issn = {2041-1723}, doi = {10.1038/s41467-022-35354-7}, author = {Wheeler, Marsha M and Stilp, Adrienne M and Rao, Shuquan and Halldorsson, Bjarni V and Beyter, Doruk and Wen, Jia and Mihkaylova, Anna V and McHugh, Caitlin P and Lane, John and Jiang, Min-Zhi and Raffield, Laura M and Jun, Goo and Sedlazeck, Fritz J and Metcalf, Ginger and Yao, Yao and Bis, Joshua B and Chami, Nathalie and de Vries, Paul S and Desai, Pinkal and Floyd, James S and Gao, Yan and Kammers, Kai and Kim, Wonji and Moon, Jee-Young and Ratan, Aakrosh and Yanek, Lisa R and Almasy, Laura and Becker, Lewis C and Blangero, John and Cho, Michael H and Curran, Joanne E and Fornage, Myriam and Kaplan, Robert C and Lewis, Joshua P and Loos, Ruth J F and Mitchell, Braxton D and Morrison, Alanna C and Preuss, Michael and Psaty, Bruce M and Rich, Stephen S and Rotter, Jerome I and Tang, Hua and Tracy, Russell P and Boerwinkle, Eric and Abecasis, Goncalo R and Blackwell, Thomas W and Smith, Albert V and Johnson, Andrew D and Mathias, Rasika A and Nickerson, Deborah A and Conomos, Matthew P and Li, Yun and {\TH}orsteinsdottir, Unnur and Magn{\'u}sson, Magn{\'u}s K and Stefansson, Kari and Pankratz, Nathan D and Bauer, Daniel E and Auer, Paul L and Reiner, Alex P} } @article {9707, title = {Whole-genome sequencing uncovers two loci for coronary artery calcification and identifies ARSE as a regulator of vascular calcification.}, journal = {Nat Cardiovasc Res}, volume = {2}, year = {2023}, month = {2023 Dec}, pages = {1159-1172}, abstract = {

Coronary artery calcification (CAC) is a measure of atherosclerosis and a well-established predictor of coronary artery disease (CAD) events. Here we describe a genome-wide association study (GWAS) of CAC in 22,400 participants from multiple ancestral groups. We confirmed associations with four known loci and identified two additional loci associated with CAC ( and ), with evidence of significant associations in replication analyses for both novel loci. Functional assays of and in human vascular smooth muscle cells (VSMCs) demonstrate that is a promoter of VSMC calcification and VSMC phenotype switching from a contractile to a calcifying or osteogenic phenotype. Furthermore, we show that the association of variants near with reduced CAC is likely explained by reduced expression with the G allele of enhancer variant rs5982944. Our study highlights ARSE as an important contributor to atherosclerotic vascular calcification, and a potential drug target for vascular calcific disease.

}, issn = {2731-0590}, doi = {10.1038/s44161-023-00375-y}, author = {de Vries, Paul S and Conomos, Matthew P and Singh, Kuldeep and Nicholson, Christopher J and Jain, Deepti and Hasbani, Natalie R and Jiang, Wanlin and Lee, Sujin and Lino Cardenas, Christian L and Lutz, Sharon M and Wong, Doris and Guo, Xiuqing and Yao, Jie and Young, Erica P and Tcheandjieu, Catherine and Hilliard, Austin T and Bis, Joshua C and Bielak, Lawrence F and Brown, Michael R and Musharoff, Shaila and Clarke, Shoa L and Terry, James G and Palmer, Nicholette D and Yanek, Lisa R and Xu, Huichun and Heard-Costa, Nancy and Wessel, Jennifer and Selvaraj, Margaret Sunitha and Li, Rebecca H and Sun, Xiao and Turner, Adam W and Stilp, Adrienne M and Khan, Alyna and Newman, Anne B and Rasheed, Asif and Freedman, Barry I and Kral, Brian G and McHugh, Caitlin P and Hodonsky, Chani and Saleheen, Danish and Herrington, David M and Jacobs, David R and Nickerson, Deborah A and Boerwinkle, Eric and Wang, Fei Fei and Heiss, Gerardo and Jun, Goo and Kinney, Greg L and Sigurslid, Haakon H and Doddapaneni, Harshavardhan and Hall, Ira M and Bensenor, Isabela M and Broome, Jai and Crapo, James D and Wilson, James G and Smith, Jennifer A and Blangero, John and Vargas, Jose D and Mosquera, Jose Verdezoto and Smith, Joshua D and Viaud-Martinez, Karine A and Ryan, Kathleen A and Young, Kendra A and Taylor, Kent D and Lange, Leslie A and Emery, Leslie S and Bittencourt, Marcio S and Budoff, Matthew J and Montasser, May E and Yu, Miao and Mahaney, Michael C and Mahamdeh, Mohammed S and Fornage, Myriam and Franceschini, Nora and Lotufo, Paulo A and Natarajan, Pradeep and Wong, Quenna and Mathias, Rasika A and Gibbs, Richard A and Do, Ron and Mehran, Roxana and Tracy, Russell P and Kim, Ryan W and Nelson, Sarah C and Damrauer, Scott M and Kardia, Sharon L R and Rich, Stephen S and Fuster, Valentin and Napolioni, Valerio and Zhao, Wei and Tian, Wenjie and Yin, Xianyong and Min, Yuan-I and Manning, Alisa K and Peloso, Gina and Kelly, Tanika N and O{\textquoteright}Donnell, Christopher J and Morrison, Alanna C and Curran, Joanne E and Zapol, Warren M and Bowden, Donald W and Becker, Lewis C and Correa, Adolfo and Mitchell, Braxton D and Psaty, Bruce M and Carr, John Jeffrey and Pereira, Alexandre C and Assimes, Themistocles L and Stitziel, Nathan O and Hokanson, John E and Laurie, Cecelia A and Rotter, Jerome I and Vasan, Ramachandran S and Post, Wendy S and Peyser, Patricia A and Miller, Clint L and Malhotra, Rajeev} } @article {9787, title = {Rare variant contribution to the heritability of coronary artery disease.}, journal = {Nat Commun}, volume = {15}, year = {2024}, month = {2024 Oct 09}, pages = {8741}, abstract = {

Whole genome sequences (WGS) enable discovery of rare variants which may contribute to missing heritability of coronary artery disease (CAD). To measure their contribution, we apply the GREML-LDMS-I approach to WGS of 4949 cases and 17,494 controls of European ancestry from the NHLBI TOPMed program. We estimate CAD heritability at 34.3\% assuming a prevalence of 8.2\%. Ultra-rare (minor allele frequency <= 0.1\%) variants with low linkage disequilibrium (LD) score contribute ~50\% of the heritability. We also investigate CAD heritability enrichment using a diverse set of functional annotations: i) constraint; ii) predicted protein-altering impact; iii) cis-regulatory elements from a cell-specific chromatin atlas of the human coronary; and iv) annotation principal components representing a wide range of functional processes. We observe marked enrichment of CAD heritability for most functional annotations. These results reveal the predominant role of ultra-rare variants in low LD on the heritability of CAD. Moreover, they highlight several functional processes including cell type-specific regulatory mechanisms as key drivers of CAD genetic risk.

}, keywords = {Case-Control Studies, Coronary Artery Disease, Female, Gene Frequency, Genetic Predisposition to Disease, Genetic Variation, Genome-Wide Association Study, Humans, Linkage Disequilibrium, Male, Middle Aged, Polymorphism, Single Nucleotide, White People, Whole Genome Sequencing}, issn = {2041-1723}, doi = {10.1038/s41467-024-52939-6}, author = {Rocheleau, Ghislain and Clarke, Shoa L and Auguste, Ga{\"e}lle and Hasbani, Natalie R and Morrison, Alanna C and Heath, Adam S and Bielak, Lawrence F and Iyer, Kruthika R and Young, Erica P and Stitziel, Nathan O and Jun, Goo and Laurie, Cecelia and Broome, Jai G and Khan, Alyna T and Arnett, Donna K and Becker, Lewis C and Bis, Joshua C and Boerwinkle, Eric and Bowden, Donald W and Carson, April P and Ellinor, Patrick T and Fornage, Myriam and Franceschini, Nora and Freedman, Barry I and Heard-Costa, Nancy L and Hou, Lifang and Chen, Yii-Der Ida and Kenny, Eimear E and Kooperberg, Charles and Kral, Brian G and Loos, Ruth J F and Lutz, Sharon M and Manson, JoAnn E and Martin, Lisa W and Mitchell, Braxton D and Nassir, Rami and Palmer, Nicholette D and Post, Wendy S and Preuss, Michael H and Psaty, Bruce M and Raffield, Laura M and Regan, Elizabeth A and Rich, Stephen S and Smith, Jennifer A and Taylor, Kent D and Yanek, Lisa R and Young, Kendra A and Hilliard, Austin T and Tcheandjieu, Catherine and Peyser, Patricia A and Vasan, Ramachandran S and Rotter, Jerome I and Miller, Clint L and Assimes, Themistocles L and de Vries, Paul S and Do, Ron} } @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 = {

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.

}, 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} }