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Brody, Jennifer A

0000-0001-8509-148X

Mayo Clinic

Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 98195, USA.

Citations 6

The genetic determinants of recurrent somatic mutations in 43,693 blood genomes
Weinstock, Joshua S. , Laurie, Cecelia , Broome, Jai , Taylor, Kent D. , Guo, Xiuqing , Shuldiner, Alan R. , O’Connell, Jeffrey R. , Lewis, Joshua P. , Boerwinkle, Eric , Barnes, Kathleen C. , Chami, Nathalie , Loos, Ruth J. F. , Fornage, Myriam , Redline, Susan , Cade, Brian E. , Chen, Zhanghua , Gauderman, W. James , Schleimer, Robert P. , Bis, Joshua C. , Brody, Jennifer A. , Silverman, Edwin K. , Qiao, Dandi , Lasky‐Su, Jessica , DeMeo, Dawn L. , Palmer, Nicholette D. , Bowden, Donald W. , Johnson, Andrew D. , Yanek, Lisa R. , Becker, Lewis C. , Kardia, Sharon L.R., Kaplan, Robert C. , Heckbert, Susan R. , Smith, Nicholas L. , Arnett, Donna K. , Irvin, Marguerite R. , Tiwari, Hemant K., Raffield, Laura M. , Gao, Yan , Rotter, Jerome I. , Wheeler, Marsha M. , Duggirala, Ravindranath , Xiao, Shujie, Williams, L. Keoki , Meyers, Deborah A. , Ortega, Victor E. , McGarvey, Stephen T. , Chen, Yii‐Der Ida , Lee, Wen‐Jane , Shoemaker, M. Benjamin , Roden, Dan M. , Blackwell, Thomas W. , Smith, Albert V. , Kang, Hyun Min , Mathias, Rasika A. , Natarajan, Pradeep , Jaiswal, Siddhartha , Reiner, Alex P. , Bick, Alexander G. , Kaplan, Robert C. , Broome, Jai , Kenny, Eimear E , Loos, Ruth J F , Fornage, Myriam , Redline, Susan , Cade, Brian E , Gauderman, W James , Grammer, Leslie , Schleimer, Robert P , Bis, Joshua C , Brody, Jennifer A , Silverman, Edwin K , Yun, Jeong H , Qiao, Dandi , Weiss, Scott T , Palmer, Nicholette D , Freedman, Barry I , Cho, Michael H , Vasan, Ramachandran S , Johnson, Andrew D , Yanek, Lisa R , Becker, Lewis C , He, Jiang , Heckbert, Susan R , Wiggins, Kerri L , Arnett, Donna K , Correa, Adolfo , Raffield, Laura M , Gao, Yan , Rotter, Jerome I , Rich, Stephen S , Manichaikul, Ani W , Konkle, Barbara A , Johnsen, Jill M , Custer, Brian S , Duggirala, Ravindranath , Curran, Joanne E , Li, Xingnan , McGarvey, Stephen T , Gu, C Charles , Lee, Wen-Jane , Darbar, Dawood , Roden, Dan M. , Kooperberg, Charles , Desai, Pinkal M , Smith, Albert V , Kang, Hyun M , Mathias, Rasika A , Natarajan, Pradeep , Jaiswal, Siddhartha , Bick, Alexander G , Weinstock, Joshua S , Shuldiner, Alan R , Taylor, Kent D , Guo, Xiuqing , Lasky-Su, Jessica , Gilliland, Frank D. , Kumar, Rajesh , Psaty, Bruce M. , Yun, Jeong H. , Weiss, Scott T. , Freedman, Barry I. , Cho, Michael H. , Vasan, Ramachandran S. , He, Jiang , Wiggins, Kerri L. , Andrade, Mariza de , Rich, Stephen S. , Manichaikul, Ani , Konkle, Barbara A. , Custer, Brian , Curran, Joanne E. , Blangero, John , Gui, Hongsheng , Li, Xingnan , Darbar, Dawood , Albert, Christine M. , Kooperberg, Charles , Desai, Pinkal , Abecasis, Gonçalo R.

Science Advances | April 26, 2023 | Volume: 9 | Issue: 17 | Pages: No page available

10.1126/sciadv.abm4945 Get It

Nononcogenic somatic mutations are thought to be uncommon and inconsequential. To test this, we analyzed 43,693 National Heart, Lung and Blood Institute Trans-Omics for Precision Medicine blood whole genomes from 37 cohorts and identified 7131 non-missense somatic mutations that are recurrently mutated in at least 50 individuals. These recurrent non-missense somatic mutations (RNMSMs) are not clearly explained by other clonal phenomena such as clonal hematopoiesis. RNMSM prevalence increased with age, with an average 50-year-old having 27 RNMSMs. Inherited germline variation associated with RNMSM acquisition. These variants were found in genes involved in adaptive immune function, proinflammatory cytokine production, and lymphoid lineage commitment. In addition, the presence of eight specific RNMSMs associated with blood cell traits at effect sizes comparable to Mendelian genetic mutations. Overall, we found that somatic mutations in blood are an unexpectedly common phenomenon with ancestry-specific determinants and human health consequences.
Whole Genome Analysis of Venous Thromboembolism: the Trans-Omics for Precision Medicine Program
Seyerle, Amanda A. , Laurie, Cecelia , Coombes, Brandon J. , Jain, Deepti , Conomos, Matthew P. , Brody, Jennifer A. , Chen, Ming‐Huei , Gogarten, Stephanie M. , Beutel, Kathleen M , Gupta, Namrata , Heckbert, Susan R. , Jackson, Rebecca D., Johnson, Andrew D. , McKnight, Barbara, Metcalf, Ginger , Morrison, Alanna C. , Reiner, Alex P. , Sofer, Tamar , Tang, Weihong , Program, Trans-Omics for Precision Medicine, Boerwinkle, Eric , Gabriel, Stacey , Gibbs, Richard A. , Laurie, Cathy C. , Rice, Kenneth , Pankow, James S. , Smith, Nicholas L. , Laurie, Cecelia A , Ko, Darae , Manson, JoAnn E , Metcalf, Ginger A , Morrison, Alanna C , Reiner, Alexander P , Sofer, Tamar , Tang, Weihong , Wiggins, Kerri L , Boerwinkle, Eric , de Andrade, Mariza , Laurie, Cathy C , Psaty, Bruce M , Vasan, Ramachandran S , Rice, Ken , Kooperberg, Charles , Pankow, James S , Smith, Nicholas L , Pankratz, Nathan , Brody, Jennifer A , Coombes, Brandon J , Rice, Kenneth , Manson, JoAnn E. , Wiggins, Kerri L. , Program, Trans-Omics for Precision Medicine, Andrade, Mariza de , Psaty, Bruce M. , Vasan, Ramachandran S. , Kooperberg, Charles , Pankratz, Nathan

Circulation: Genomic and Precision Medicine | March 24, 2023 | Volume: 16 | Issue: 2 | Pages: No page available

10.1161/circgen.121.003532 Get It

Background: Risk for venous thromboembolism has a strong genetic component. Whole genome sequencing from the TOPMed program (Trans-Omics for Precision Medicine) 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 individuals of African, Hispanic/Latino, or Asian ancestry) 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 PROC (odds ratio, 6.2 for carriers of rare variants; P =7.4×10 −14 ) when using our primary filter. Employing our secondary variant filter led to a smaller effect size at PROC (odds ratio, 3.8; P =1.6×10 −14 ), 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: PROS1 became significant (minimum P =1.8×10 −6 with the secondary filter), while SERPINC1 did not (minimum P =4.4×10 −5 with minor allele frequency <0.0005). Results were largely the same when restricting the analyses to include only unprovoked cases; however, one novel gene, MS4A1 , became significant ( P =4.4×10 −7 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 MS4A1 locus and to identify additional rare variation associated with venous thromboembolism.
Cross-Ancestry Investigation of Venous Thromboembolism Genomic Predictors
Thibord, Florian , Klarin, Derek , Brody, Jennifer A. , Chen, Ming‐Huei , Levin, Michael G. , Chasman, Daniel I. , Goode, Ellen L. , Teder‐Laving, Maris , Martínez-Pérez, Ángel , Daian-Bacq, Delphine, Ito, Kaoru , Natarajan, Pradeep , Lutsey, Pamela L. , Nadkarni, Girish N. , Vries, Paul S. de , Wolford, Brooke N. , Pattee, Jack , Brækkan, Sigrid K. , Li‐Gao, Ruifang , Saut, Noémie , Sept, Corriene, Judy, Renae , O’Donnell, Christopher J. , Giulianini, Franco, Boland, Anne , Empana, Jean‐Philippe , Gilliland, Thomas , Do, Ron , Wang, Xin , Zhou, Wei , Soria, José Manuel , Souto, Juan Carlos , Haessler, Jeffery, Hindberg, Kristian , Bartz, Traci M. , Heckbert, Susan R. , Armasu, Sebastian M. , Brumpton, Ben , Smadja, David M. , Jouven, Xavier , Loos, Ruth J. F. , Sabater‐Lleal, Maria , Pankow, James S. , Reiner, Alex P. , Vlieg, Astrid van Hylckama , Deleuze, Jean-François, Skogholt, Anne Heidi , Emmerich, Joseph , Tang, Weihong , Jackson, Rebecca D. , Hansen, John‐Bjarne , Morange, Pierre‐Emmanuel , Kabrhel, Christopher , Johnson, Andrew D. , Smith, Nicholas L. , Martinez-Perez, Angel , Aïssi, Dylan , Ito, Kaoru , Natarajan, Pradeep , Lutsey, Pamela L , Nadkarni, Girish N , de Vries, Paul S , Wolford, Brooke N , Kooperberg, Charles , Braekkan, Sigrid K , Li-Gao, Ruifang , Saut, Noemie , Germain, Marine , Wiggins, Kerri L , Ko, Darae , O'Donnell, Christopher J , Taylor, Kent D , de Andrade, Mariza , Nøst, Therese H , Boland, Anne , Empana, Jean Philippe , Gilliland, Thomas , Do, Ron , Wang, Xin , Manuel Soria, Jose , Carlos Souto, Juan , Pankratz, Nathan , Rosendaal, Frits R , Turman, Constance , Olaso, Robert , Bartz, Traci M , Lynch, Julie A , Heckbert, Susan R , Brumpton, Ben , Smadja, David M , Komuro, Issei , Clapham, Katharine R , Loos, Ruth J F , Willer, Cristen J , Sabater-Lleal, Maria , Pankow, James S , Reiner, Alexander P , Ridker, Paul M. , Rader, Daniel J , Min Lee, Kyung , Psaty, Bruce M , Rich, Stephen S , Vy, Ha My T , Tang, Weihong , Damrauer, Scott M , Johnson, Andrew D , Smith, Nicholas L , Chasman, Daniel I , Brody, Jennifer A , Hveem, Kristian , Cuéllar-Partida, Gabriel , Kooperberg, Charles , Germain, Marine , Wiggins, Kerri L. , Taylor, Kent D. , Andrade, Mariza de , Koyama, Satoshi , Huffman, Jennifer E. , Pankratz, Nathan , Turman, Constance , Kember, Rachel L. , Lynch, Julie A. , Morelli, Vânia Maris , Deleuze, Jean‐François , Kraft, Peter , Lee, Kyung Min , Psaty, Bruce M. , Suchon, Pierre , Rich, Stephen S. , Trégouët, David‐Alexandre

Circulation | October 17, 2022 | Volume: 146 | Issue: 16 | Pages: 1225-1242

10.1161/circulationaha.122.059675 Get It

Background: Venous thromboembolism (VTE) is a life-threatening vascular event with environmental and genetic determinants. Recent VTE genome-wide association studies (GWAS) meta-analyses involved nearly 30 000 VTE cases and identified up to 40 genetic loci associated with VTE risk, including loci not previously suspected to play a role in hemostasis. The aim of our research was to expand discovery of new genetic loci associated with VTE by using cross-ancestry genomic resources. Methods: We present new cross-ancestry meta-analyzed GWAS results involving up to 81 669 VTE cases from 30 studies, with replication of novel loci in independent populations and loci characterization through in silico genomic interrogations. Results: In our genetic discovery effort that included 55 330 participants with VTE (47 822 European, 6320 African, and 1188 Hispanic ancestry), we identified 48 novel associations, of which 34 were replicated after correction for multiple testing. In our combined discovery-replication analysis (81 669 VTE participants) and ancestry-stratified meta-analyses (European, African, and Hispanic), we identified another 44 novel associations, which are new candidate VTE-associated loci requiring replication. In total, across all GWAS meta-analyses, we identified 135 independent genomic loci significantly associated with VTE risk. A genetic risk score of the significantly associated loci in Europeans identified a 6-fold increase in risk for those in the top 1% of scores compared with those with average scores. We also identified 31 novel transcript associations in transcriptome-wide association studies and 8 novel candidate genes with protein quantitative-trait locus Mendelian randomization analyses. In silico interrogations of hemostasis and hematology traits and a large phenome-wide association analysis of the 135 GWAS loci provided insights to biological pathways contributing to VTE, with some loci contributing to VTE through well-characterized coagulation pathways and others providing new data on the role of hematology traits, particularly platelet function. Many of the replicated loci are outside of known or currently hypothesized pathways to thrombosis. Conclusions: Our cross-ancestry GWAS meta-analyses identified new loci associated with VTE. These findings highlight new pathways to thrombosis and provide novel molecules that may be useful in the development of improved antithrombosis treatments.
Genomic and transcriptomic association studies identify 16 novel susceptibility loci for venous thromboembolism
Lindström, Sara , Wang, Lu , Smith, Erin N. , Gordon, William, Vlieg, Astrid van Hylckama , Andrade, Mariza de , Brody, Jennifer A. , Pattee, Jack , Haessler, Jeffrey, Brumpton, Ben , Suchon, Pierre , Chen, Ming‐Huei , Germain, Marine , Wiggins, Kerri L. , Brækkan, Sigrid K. , Armasu, Sebastian M. , Jackson, Rebecca D., Giulianini, Franco, Puurunen, Marja , Ibrahim, Manal , Heckbert, Susan R. , Natarajan, Pradeep , Klarin, Derek , Program, The Million Veteran, Vries, Paul S. de , Sabater‐Lleal, Maria , Group, The CHARGE Hemostasis Working, Bammler, Theo K. , Frazer, Kelly A. , McCauley, Bryan M. , Pankow, James S. , Reiner, Alex P. , Gabrielsen, Maiken E. , Kim, Jihye , McKnight, Barbara, Hansen, J.-B., Heit, John A. , Tang, Weihong , Morange, Pierre‐Emmanuel , Johnson, Andrew D. , Kabrhel, Christopher , Trégouët, David‐Alexandre , Smith, Nicholas L. , Assimes, Themistocles L. , Ballantyne, Christie M. , Hansen, John‐Bjarne , Frazer, Kelly A , de Andrade, Mariza , Assimes, Themistocles L , Wiggins, Kerri L , Ballantyne, Christie M , Natarajan, Pradeep , Braekkan, Sigrid K , Germain, Marine , Brumpton, Ben , Sabater-Lleal, Maria , Pankow, James S , Tang, Weihong , Brody, Jennifer A , Chasman, Daniel I. , Turman, Constance , MacDonald, James W. , Pankratz, Nathan , Nielsen, Jonas Bille , Damrauer, Scott M , Program, The Million Veteran, Huffman, Jennifer E. , Group, The CHARGE Hemostasis Working, Taylor, Kent D. , Deleuze, Jean‐François , O'Donnell, Chris J., Kraft, Peter , Rosendaal, Frits R , Psaty, Bruce M. , Kooperberg, Charles , Hveem, Kristian , Ridker, Paul M.

Blood | August 16, 2019 | Volume: 134 | Issue: 19 | Pages: 1645-1657

10.1182/blood.2019000435 Get It

In this work related to familial aggregation of familial venous thromboembolism, the investigators report genomic and transcriptomic association of 16 novel susceptibility loci for venous thromboembolism.
A comprehensive evaluation of the genetic architecture of sudden cardiac arrest
Ashar, Foram N., Albert, Christine M. , Newton‐Cheh, Christopher , Brody, Jennifer A. , Müller‐Nurasyid, Martina , Moes, Anna, Huikuri, Heikki V. , Junttila, Juhani , Goyette, Philippe, Pazoki, Raha , Tanck, Michael W.T. , Blom, Marieke T. , Jabbari, Reza , Glinge, Charlotte , Tragante, Vinicius , Escher, Stefan Andersson, Chakravarti, Aravinda , Ehret, Georg , Li, Man , Prineas, Ronald J. , Franco, Oscar H. , Lumley, Thomas, Dumas, Florence , McKnight, Barbara, Rotter, Jerome I. , Heckbert, Susan R. , O’Donnell, Christopher J., VanDenburgh, Martin, Uitterlinden, André G. , Hofman, Albert , Stricker, Bruno H. , Bakker, Paul I. W. de , Franks, Paul W. , Jansson, Jan‐Håkan , Asselbergs, Folkert W. , Maleszewski, Joseph J. , Tfelt‐Hansen, Jacob , Kolodgie, Frank D. , Wilde, Arthur A.M. , Bezzina, Connie R. , Eijgelsheim, Mark, Rioux, John D. , Jouven, Xavier , Arking, Dan E. , Sotoodehnia, Nona , Tanck, Michael , Tfelt-Hansen, Jacob , Rotter, Jerome I , Brody, Jennifer A , Bezzina, Connie R , Mitchell, Rebecca N, Meitinger, Thomas , Mak, Angel C. Y. , Pulit, Sara L. , Zhao, Xiaoqing , Havulinna, Aki Samuli , Coresh, Josef , Kwok, Pui–Yan , Lemaître, Rozenn N. , Hwang, Shih‐Jen , Tardif, Jean‐Claude , Halushka, Marc K. , Engstrøm, Thomas , Salomaa, Veikko , Virmani, Renu , Tan, Hanno L. , Kääb, Stefan , Psaty, Bruce M. , Siscovick, David S. , Rioux, John D , Albert, Christine M.

European Heart Journal | July 20, 2018 | Volume: 39 | Issue: 44 | Pages: 3961-3969

10.1093/eurheartj/ehy474 Get It

SOS2 and ACP1 Loci Identified through Large-Scale Exome Chip Analysis Regulate Kidney Development and Function
Li, Man , Weeks, Olivia , Mijatovic, Vladan, Teumer, Alexander , Tromp, Gerard , Fuchsberger, Christian , Gorski, Mathias , Nutile, Teresa , Sedaghat, Sanaz , Sorice, Rossella , Arking, Dan E. , Bihlmeyer, Nathan A. , Böger, Carsten A., Carroll, Robert J. , Cornelis, Marilyn C., Faul, Jessica D. , Feitosa, Mary F. , Gambaro, Giovanni , Gasparini, Paolo , Giulianini, Franco, Heid, Iris M. , Huang, Jinyan , Imboden, Medea , Jeff, Janina M., Jhun, Min A., Katz, Ronit , Kifley, Annette , Kilpeläinen, Tuomas O. , Laakso, Markku , Li‐Gao, Ruifang , Lohman, Kurt, Lu, Yingchang , Mägi, Reedik , Mihailov, Evelin, Mohlke, Karen L. , Mook‐Kanamori, Dennis O. , Robino, Antonietta , Salvi, Erika , Schick, Ursula M., Schulz, Christina‐Alexandra , Smith, Albert V. , Traglia, Michela , Yerges-Armstrong, Laura M. , Goodarzi, Mark O. , Kraja, Aldi T., Wessel, Jennifer , Group,, CHARGE Glycemic-T2D Working, Group,, CHARGE Blood Pressure Working, Boerwinkle, Eric , Borecki, Ingrid B. , Bork‐Jensen, Jette , Böttinger, Erwin P. , Braga, Daniele , Brandslund, Ivan , Brody, Jennifer A. , Carey, David J. , Christensen, Cramer, Crook, Errol D., Boer, Ian H. de , Vries, Aiko P. J. de , Devuyst, Olivier , Dreisbach, Albert W. , Endlich, Karlhans , Franco, Oscar H. , Glümer, Charlotte , Gottesman, Omri, Grarup, Niels , Guðnason, Vilmundur , Harris, Tamara B., Hofman, Albert , Husemoen, Lise Lotte N. , Jackson, Rebecca D. , Jørgensen, Marit E. , Kähönen, Mika , Kardia, Sharon L. R., König, Wolfgang , Kriebel, Jennifer , Lauritzen, Torsten , Lehtimäki, Terho , Levy, Daniel , Linksted, Pamela , Loos, Ruth J. F. , Lupo, Antonio , Meisinger, Christine, Melander, Olle , Mitchell, Paul, Nauck, Matthias, Orho‐Melander, Marju , Parsa, Afshin, Pedersen, Oluf , Peters, Annette , Peters, Ulrike , Polašek, Ozren , Qi, Lu , Reiner, Alex P. , Rettig, Rainer, Ridker, Paul M., Rivadeneira, Fernando , Rossouw, Jacques E. , Schmidt, Frank , Soranzo, Nicole , Strauch, Konstantin , Toniolo, Daniela , Uitterlinden, André G. , Ulivi, Sheila , Velayutham, Dinesh , Völker, Uwe , Völzke, Henry , Waldenberger, Mélanie , Wang, Jie Jin , Weir, David R. , Witte, Daniel R. , Kuivaniemi, Helena , Fox, Caroline S., Franceschini, Nora , Goessling, Wolfram , Köttgen, Anna , Chu, Audrey Y., Rudan, Igor , Vasan, Ramachandran S. , Duijn, Cornelia M. van , Zhao, Wei , Padmanabhan, Sandosh , Lindgren, Cecilia M. , Franks, Paul W. , Weiß, Stefan , Langenberg, Claudia , Hattersley, Andrew T. , Turner, Stephen T. , Li, Yong , Huffman, Jennifer E. , Lyytikäinen, Leo‐Pekka , Tin, Adrienne , Yang, Qiong , Ahluwalia, Tarunveer S. , Chasman, Daniel I. , Dehghan, Abbas , Jackson, Anne , Kumar, Ashish , Malerba, Giovanni , Ruderfer, Douglas , Smith, Jennifer A. , Zhao, Wei , Liu, Chunyu , Group,, CHARGE Glycemic-T2D Working, Group,, CHARGE Blood Pressure Working, Campbell, Archie I , Coresh, Josef , Curhan, Gary C. , Cusi, Daniele , Denny, Joshua C. , Esko, Tõnu , Fülöp, Tibor , Gerhard, Glenn S. , Hansen, Torben , Hayward, Caroline , Hocking, Lynne J. , Hu, Frank B. , Jørgensen, Torben , Kooperberg, Charles , Launer, Lenore J. , Linneberg, Allan , Liu, Ching‐Ti , Meisinger, Christine, Metspalu, Andres , Nürnberg, Peter , Porteous, David John , Probst-Hensch, Nicole M , Psaty, Bruce M. , Raitakari, Olli Tuomas , Siscovick, David S. , Weiss, Stefan , Völker, Uwe , Teumer, Alexander , van Duijn, Cornelia M , Vasan, Ramachandran S , Smith, Albert V , Loos, Ruth J F , Li-Gao, Ruifang , Brody, Jennifer A , Padmanabhan, Sandosh , Levy, Daniel , de Vries, Aiko P J , Devuyst, Olivier; https://orcid.org/0000-0003-3744-4767

Journal of the American Society of Nephrology | December 5, 2016 | Volume: 28 | Issue: 3 | Pages: 981-994

10.1681/asn.2016020131 Get It

Genome-wide association studies have identified >50 common variants associated with kidney function, but these variants do not fully explain the variation in eGFR. We performed a two-stage meta-analysis of associations between genotypes from the Illumina exome array and eGFR on the basis of serum creatinine (eGFRcrea) among participants of European ancestry from the CKDGen Consortium ( n Stage1 : 111,666; n Stage2 : 48,343). In single-variant analyses, we identified single nucleotide polymorphisms at seven new loci associated with eGFRcrea ( PPM1J , EDEM3, ACP1, SPEG, EYA4, CYP1A1 , and ATXN2L ; P Stage1 <3.7×10 −7 ), of which most were common and annotated as nonsynonymous variants. Gene-based analysis identified associations of functional rare variants in three genes with eGFRcrea, including a novel association with the SOS Ras/Rho guanine nucleotide exchange factor 2 gene, SOS2 ( P =5.4×10 −8 by sequence kernel association test). Experimental follow-up in zebrafish embryos revealed changes in glomerular gene expression and renal tubule morphology in the embryonic kidney of acp1- and sos2 -knockdowns. These developmental abnormalities associated with altered blood clearance rate and heightened prevalence of edema. This study expands the number of loci associated with kidney function and identifies novel genes with potential roles in kidney formation.