@article {6220, title = {Predicting stroke through genetic risk functions: the CHARGE Risk Score Project.}, journal = {Stroke}, volume = {45}, year = {2014}, month = {2014 Feb}, pages = {403-12}, abstract = {

BACKGROUND AND PURPOSE: Beyond the Framingham Stroke Risk Score, prediction of future stroke may improve with a genetic risk score (GRS) based on single-nucleotide polymorphisms associated with stroke and its risk factors.

METHODS: The study includes 4 population-based cohorts with 2047 first incident strokes from 22,720 initially stroke-free European origin participants aged >=55 years, who were followed for up to 20 years. GRSs were constructed with 324 single-nucleotide polymorphisms implicated in stroke and 9 risk factors. The association of the GRS to first incident stroke was tested using Cox regression; the GRS predictive properties were assessed with area under the curve statistics comparing the GRS with age and sex, Framingham Stroke Risk Score models, and reclassification statistics. These analyses were performed per cohort and in a meta-analysis of pooled data. Replication was sought in a case-control study of ischemic stroke.

RESULTS: In the meta-analysis, adding the GRS to the Framingham Stroke Risk Score, age and sex model resulted in a significant improvement in discrimination (all stroke: Δjoint area under the curve=0.016, P=2.3{\texttimes}10(-6); ischemic stroke: Δjoint area under the curve=0.021, P=3.7{\texttimes}10(-7)), although the overall area under the curve remained low. In all the studies, there was a highly significantly improved net reclassification index (P<10(-4)).

CONCLUSIONS: The single-nucleotide polymorphisms associated with stroke and its risk factors result only in a small improvement in prediction of future stroke compared with the classical epidemiological risk factors for stroke.

}, keywords = {Age Factors, Aged, Aged, 80 and over, Area Under Curve, Case-Control Studies, Cohort Studies, European Continental Ancestry Group, Female, Genetic Predisposition to Disease, Genome-Wide Association Study, Genotype, Humans, Male, Middle Aged, Polymorphism, Single Nucleotide, Regression Analysis, Risk Factors, ROC Curve, Sex Factors, Stroke}, issn = {1524-4628}, doi = {10.1161/STROKEAHA.113.003044}, author = {Ibrahim-Verbaas, Carla A and Fornage, Myriam and Bis, Joshua C and Choi, Seung Hoan and Psaty, Bruce M and Meigs, James B and Rao, Madhu and Nalls, Mike and Fontes, Jo{\~a}o D and O{\textquoteright}Donnell, Christopher J and Kathiresan, Sekar and Ehret, Georg B and Fox, Caroline S and Malik, Rainer and Dichgans, Martin and Schmidt, Helena and Lahti, Jari and Heckbert, Susan R and Lumley, Thomas and Rice, Kenneth and Rotter, Jerome I and Taylor, Kent D and Folsom, Aaron R and Boerwinkle, Eric and Rosamond, Wayne D and Shahar, Eyal and Gottesman, Rebecca F and Koudstaal, Peter J and Amin, Najaf and Wieberdink, Renske G and Dehghan, Abbas and Hofman, Albert and Uitterlinden, Andr{\'e} G and DeStefano, Anita L and Debette, Stephanie and Xue, Luting and Beiser, Alexa and Wolf, Philip A and DeCarli, Charles and Ikram, M Arfan and Seshadri, Sudha and Mosley, Thomas H and Longstreth, W T and van Duijn, Cornelia M and Launer, Lenore J} } @article {9870, title = {The impact of common and rare genetic variants on bradyarrhythmia development.}, journal = {Nat Genet}, volume = {57}, year = {2025}, month = {2025 Jan}, pages = {53-64}, abstract = {

To broaden our understanding of bradyarrhythmias and conduction disease, we performed common variant genome-wide association analyses in up to 1.3 million individuals and rare variant burden testing in 460,000 individuals for sinus node dysfunction (SND), distal conduction disease (DCD) and pacemaker (PM) implantation. We identified 13, 31 and 21 common variant loci for SND, DCD and PM, respectively. Four well-known loci (SCN5A/SCN10A, CCDC141, TBX20 and CAMK2D) were shared for SND and DCD, while others were more specific for SND or DCD. SND and DCD showed a moderate genetic correlation (r = 0.63). Cardiomyocyte-expressed genes were enriched for contributions to DCD heritability. Rare-variant analyses implicated LMNA for all bradyarrhythmia phenotypes, SMAD6 and SCN5A for DCD and TTN, MYBPC3 and SCN5A for PM. These results show that variation in multiple genetic pathways (for example, ion channel function, cardiac developmental programs, sarcomeric structure and cellular homeostasis) appear critical to the development of bradyarrhythmias.

}, keywords = {Bradycardia, Cardiac Conduction System Disease, Female, Genetic Predisposition to Disease, Genetic Variation, Genome-Wide Association Study, Humans, Male, Pacemaker, Artificial, Phenotype, Polymorphism, Single Nucleotide, Sick Sinus Syndrome}, issn = {1546-1718}, doi = {10.1038/s41588-024-01978-2}, author = {Weng, Lu-Chen and R{\"a}m{\"o}, Joel T and Jurgens, Sean J and Khurshid, Shaan and Chaffin, Mark and Hall, Amelia Weber and Morrill, Valerie N and Wang, Xin and Nauffal, Victor and Sun, Yan V and Beer, Dominik and Lee, Simon and Nadkarni, Girish N and Duong, ThuyVy and Wang, Biqi and Czuba, Tomasz and Austin, Thomas R and Yoneda, Zachary T and Friedman, Daniel J and Clayton, Anne and Hyman, Matthew C and Judy, Renae L and Skanes, Allan C and Orland, Kate M and Treu, Timothy M and Oetjens, Matthew T and Alonso, Alvaro and Soliman, Elsayed Z and Lin, Honghuang and Lunetta, Kathryn L and van der Pals, Jesper and Issa, Tariq Z and Nafissi, Navid A and May, Heidi T and Leong-Sit, Peter and Roselli, Carolina and Choi, Seung Hoan and Khan, Habib R and Knight, Stacey and Karlsson Linn{\'e}r, Richard and Bezzina, Connie R and Ripatti, Samuli and Heckbert, Susan R and Gaziano, J Michael and Loos, Ruth J F and Psaty, Bruce M and Smith, J Gustav and Benjamin, Emelia J and Arking, Dan E and Rader, Daniel J and Shah, Svati H and Roden, Dan M and Damrauer, Scott M and Eckhardt, Lee L and Roberts, Jason D and Cutler, Michael J and Shoemaker, M Benjamin and Haggerty, Christopher M and Cho, Kelly and Palotie, Aarno and Wilson, Peter W F and Ellinor, Patrick T and Lubitz, Steven A} } @article {9914, title = {Meta-analysis of genome-wide associations and polygenic risk prediction for atrial fibrillation in more than 180,000 cases.}, journal = {Nat Genet}, volume = {57}, year = {2025}, month = {2025 Mar}, pages = {539-547}, abstract = {

Atrial fibrillation (AF) is the most common heart rhythm abnormality and is a leading cause of heart failure and stroke. This large-scale meta-analysis of genome-wide association studies increased the power to detect single-nucleotide variant associations and found more than 350 AF-associated genetic loci. We identified candidate genes related to muscle contractility, cardiac muscle development and cell-cell communication at 139 loci. Furthermore, we assayed chromatin accessibility using assay for transposase-accessible chromatin with sequencing and histone H3 lysine 4 trimethylation in stem cell-derived atrial cardiomyocytes. We observed a marked increase in chromatin accessibility for our sentinel variants and prioritized genes in atrial cardiomyocytes. Finally, a polygenic risk score (PRS) based on our updated effect estimates improved AF risk prediction compared to the CHARGE-AF clinical risk score and a previously reported PRS for AF. The doubling of known risk loci will facilitate a greater understanding of the pathways underlying AF.

}, keywords = {Atrial Fibrillation, Chromatin, Female, Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Male, Multifactorial Inheritance, Myocytes, Cardiac, Polymorphism, Single Nucleotide, Risk Factors}, issn = {1546-1718}, doi = {10.1038/s41588-024-02072-3}, author = {Roselli, Carolina and Surakka, Ida and Olesen, Morten S and Sveinbjornsson, Gardar and Marston, Nicholas A and Choi, Seung Hoan and Holm, Hilma and Chaffin, Mark and Gudbjartsson, Daniel and Hill, Matthew C and Aegisdottir, Hildur and Albert, Christine M and Alonso, Alvaro and Anderson, Christopher D and Arking, Dan E and Arnar, David O and Barnard, John and Benjamin, Emelia J and Braunwald, Eugene and Brumpton, Ben and Campbell, Archie and Chami, Nathalie and Chasman, Daniel I and Cho, Kelly and Choi, Eue-Keun and Christophersen, Ingrid E and Chung, Mina K and Conen, David and Crijns, Harry J and Cutler, Michael J and Czuba, Tomasz and Damrauer, Scott M and Dichgans, Martin and D{\"o}rr, Marcus and Dudink, Elton and Duong, ThuyVy and Erikstrup, Christian and Esko, T{\~o}nu and Fatkin, Diane and Faul, Jessica D and Ferreira, Manuel and Freitag, Daniel F and Ganesh, Santhi K and Gaziano, J Michael and Geelhoed, Bastiaan and Ghouse, Jonas and Gieger, Christian and Giulianini, Franco and Graham, Sarah E and Gudnason, Vilmundur and Guo, Xiuqing and Haggerty, Christopher and Hayward, Caroline and Heckbert, Susan R and Hveem, Kristian and Ito, Kaoru and Johnson, Renee and Jukema, J Wouter and Jurgens, Sean J and K{\"a}{\"a}b, Stefan and Kane, John P and Kany, Shinwan and Kardia, Sharon L R and Kavousi, Maryam and Khurshid, Shaan and Kamanu, Frederick K and Kirchhof, Paulus and Kleber, Marcus E and Knight, Stacey and Komuro, Issei and Krieger, Jose E and Launer, Lenore J and Li, Dadong and Lin, Honghuang and Lin, Henry J and Loos, Ruth J F and Lotta, Luca and Lubitz, Steven A and Lunetta, Kathryn L and Macfarlane, Peter W and Magnusson, Patrik K E and Malik, Rainer and Mantineo, Helene and Marcus, Gregory M and M{\"a}rz, Winfried and McManus, David D and Melander, Olle and Melloni, Giorgio E M and Meyre, Pascal B and Miyazawa, Kazuo and Mohanty, Sanghamitra and Monfort, Laia M and M{\"u}ller-Nurasyid, Martina and Nafissi, Navid A and Natale, Andrea and Nazarian, Saman and Ostrowski, Sisse R and Pak, Hui-Nam and Pang, Shichao and Pedersen, Ole B and Pedersen, Nancy L and Pereira, Alexandre C and Pirruccello, James P and Preuss, Michael and Psaty, Bruce M and Pullinger, Clive R and Rader, Daniel J and R{\"a}m{\"o}, Joel T and Ridker, Paul M and Rienstra, Michiel and Risch, Lorenz and Roden, Dan M and Rotter, Jerome I and Sabatine, Marc S and Schunkert, Heribert and Shah, Svati H and Shim, Jaemin and Shoemaker, M Benjamin and Simonson, Bridget and Sinner, Moritz F and Smit, Roelof A J and Smith, Jennifer A and Smith, Nicholas L and Smith, J Gustav and Soliman, Elsayed Z and S{\o}rensen, Erik and Sotoodehnia, Nona and Strbian, Daniel and Stricker, Bruno H and Teder-Laving, Maris and Sun, Yan V and Th{\'e}riault, S{\'e}bastien and Thorolfsdottir, Rosa B and Thorsteinsdottir, Unnur and Tveit, Arnljot and van der Harst, Pim and van Meurs, Joyce and Wang, Biqi and Weiss, Stefan and Wells, Quinn S and Weng, Lu-Chen and Wilson, Peter W and Xiao, Ling and Yang, Pil-Sung and Yao, Jie and Yoneda, Zachary T and Zeller, Tanja and Zeng, Lingyao and Zhao, Wei and Zhou, Xiang and Z{\"o}llner, Sebastian and Ruff, Christian T and Bundgaard, Henning and Willer, Cristen and Stefansson, Kari and Ellinor, Patrick T} } @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} }