Farzana Perwad,Elvis A Akwo,Arushi Singhal,Nicholas Vartanian,Larry J Suva,Peter A Friedman,Cassianne Robinson-Cohen
{"title":"CKD患者循环FGF23、HRG-HMGB1与心脏疾病的网络相互作用","authors":"Farzana Perwad,Elvis A Akwo,Arushi Singhal,Nicholas Vartanian,Larry J Suva,Peter A Friedman,Cassianne Robinson-Cohen","doi":"10.1681/asn.0000000710","DOIUrl":null,"url":null,"abstract":"BACKGROUND\r\nGenome-wide association studies (GWAS) have identified numerous genetic loci associated with mineral metabolism markers but have exclusively focused on single-trait analysis. In this study, we performed a multi-trait analysis of GWAS (MTAG) of mineral metabolism, exploring overlapping genetic architecture between traits to identify novel genetic associations for fibroblast growth factor 23 (FGF23).\r\n\r\nMETHODS\r\nWe applied MTAG to variants common to GWAS of 5 genetically correlated mineral metabolism markers in European-ancestry participants. We integrated UK BioBank GWAS for blood levels for phosphate, 25-hydroxyvitamin D, and calcium (n=366,484) and CHARGE GWAS for parathyroid hormone (n=29,155) and FGF23 (n=13,716). We then used supervised and unsupervised deep machine learning to identify novel associations between genetic traits and FGF23.\r\n\r\nRESULTS\r\nMTAG increased the effective sample size for mineral metabolism markers to n=50,325 for FGF23. After clumping, MTAG identified independent genome-wide significant SNPs for all traits, including 62 loci for FGF23. Many of these loci have not been previously reported in single-trait analyses. Through a functional genomics approach, we identified Histidine-rich glycoprotein (HRG) and high-mobility-group-box 1 (HMGB1) as master regulators of downstream canonical pathways associated with circulating FGF23, and both genes were highly enriched in hypertrophied cardiac tissue of deceased hemodialysis patients. In addition, we found DNMT3A was associated with uremic toxin, 8-Hydroxy-2-deoxyguanosine, a biomarker of DNA damage. In silico gene perturbation analysis revealed DNMT3A is protective in patients with heart failure caused by hypertrophied or dilated cardiomyopathy.\r\n\r\nCONCLUSIONS\r\nOur findings highlight the importance of MTAG analysis of mineral metabolism markers to boost the number of genome-wide significant loci for FGF23 to identify novel genetic traits. Functional genomics revealed novel networks that inform unique cellular functions and identified HRG-HMGB1 as key master regulators of FGF23 and cardiovascular disease in CKD.","PeriodicalId":17217,"journal":{"name":"Journal of The American Society of Nephrology","volume":"9 1","pages":""},"PeriodicalIF":10.3000,"publicationDate":"2025-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Network Interactions of Circulating FGF23, HRG-HMGB1, and Cardiac Disease in CKD.\",\"authors\":\"Farzana Perwad,Elvis A Akwo,Arushi Singhal,Nicholas Vartanian,Larry J Suva,Peter A Friedman,Cassianne Robinson-Cohen\",\"doi\":\"10.1681/asn.0000000710\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"BACKGROUND\\r\\nGenome-wide association studies (GWAS) have identified numerous genetic loci associated with mineral metabolism markers but have exclusively focused on single-trait analysis. In this study, we performed a multi-trait analysis of GWAS (MTAG) of mineral metabolism, exploring overlapping genetic architecture between traits to identify novel genetic associations for fibroblast growth factor 23 (FGF23).\\r\\n\\r\\nMETHODS\\r\\nWe applied MTAG to variants common to GWAS of 5 genetically correlated mineral metabolism markers in European-ancestry participants. We integrated UK BioBank GWAS for blood levels for phosphate, 25-hydroxyvitamin D, and calcium (n=366,484) and CHARGE GWAS for parathyroid hormone (n=29,155) and FGF23 (n=13,716). We then used supervised and unsupervised deep machine learning to identify novel associations between genetic traits and FGF23.\\r\\n\\r\\nRESULTS\\r\\nMTAG increased the effective sample size for mineral metabolism markers to n=50,325 for FGF23. After clumping, MTAG identified independent genome-wide significant SNPs for all traits, including 62 loci for FGF23. Many of these loci have not been previously reported in single-trait analyses. Through a functional genomics approach, we identified Histidine-rich glycoprotein (HRG) and high-mobility-group-box 1 (HMGB1) as master regulators of downstream canonical pathways associated with circulating FGF23, and both genes were highly enriched in hypertrophied cardiac tissue of deceased hemodialysis patients. In addition, we found DNMT3A was associated with uremic toxin, 8-Hydroxy-2-deoxyguanosine, a biomarker of DNA damage. In silico gene perturbation analysis revealed DNMT3A is protective in patients with heart failure caused by hypertrophied or dilated cardiomyopathy.\\r\\n\\r\\nCONCLUSIONS\\r\\nOur findings highlight the importance of MTAG analysis of mineral metabolism markers to boost the number of genome-wide significant loci for FGF23 to identify novel genetic traits. Functional genomics revealed novel networks that inform unique cellular functions and identified HRG-HMGB1 as key master regulators of FGF23 and cardiovascular disease in CKD.\",\"PeriodicalId\":17217,\"journal\":{\"name\":\"Journal of The American Society of Nephrology\",\"volume\":\"9 1\",\"pages\":\"\"},\"PeriodicalIF\":10.3000,\"publicationDate\":\"2025-04-16\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of The American Society of Nephrology\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1681/asn.0000000710\",\"RegionNum\":1,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"UROLOGY & NEPHROLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of The American Society of Nephrology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1681/asn.0000000710","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"UROLOGY & NEPHROLOGY","Score":null,"Total":0}
Network Interactions of Circulating FGF23, HRG-HMGB1, and Cardiac Disease in CKD.
BACKGROUND
Genome-wide association studies (GWAS) have identified numerous genetic loci associated with mineral metabolism markers but have exclusively focused on single-trait analysis. In this study, we performed a multi-trait analysis of GWAS (MTAG) of mineral metabolism, exploring overlapping genetic architecture between traits to identify novel genetic associations for fibroblast growth factor 23 (FGF23).
METHODS
We applied MTAG to variants common to GWAS of 5 genetically correlated mineral metabolism markers in European-ancestry participants. We integrated UK BioBank GWAS for blood levels for phosphate, 25-hydroxyvitamin D, and calcium (n=366,484) and CHARGE GWAS for parathyroid hormone (n=29,155) and FGF23 (n=13,716). We then used supervised and unsupervised deep machine learning to identify novel associations between genetic traits and FGF23.
RESULTS
MTAG increased the effective sample size for mineral metabolism markers to n=50,325 for FGF23. After clumping, MTAG identified independent genome-wide significant SNPs for all traits, including 62 loci for FGF23. Many of these loci have not been previously reported in single-trait analyses. Through a functional genomics approach, we identified Histidine-rich glycoprotein (HRG) and high-mobility-group-box 1 (HMGB1) as master regulators of downstream canonical pathways associated with circulating FGF23, and both genes were highly enriched in hypertrophied cardiac tissue of deceased hemodialysis patients. In addition, we found DNMT3A was associated with uremic toxin, 8-Hydroxy-2-deoxyguanosine, a biomarker of DNA damage. In silico gene perturbation analysis revealed DNMT3A is protective in patients with heart failure caused by hypertrophied or dilated cardiomyopathy.
CONCLUSIONS
Our findings highlight the importance of MTAG analysis of mineral metabolism markers to boost the number of genome-wide significant loci for FGF23 to identify novel genetic traits. Functional genomics revealed novel networks that inform unique cellular functions and identified HRG-HMGB1 as key master regulators of FGF23 and cardiovascular disease in CKD.
期刊介绍:
The Journal of the American Society of Nephrology (JASN) stands as the preeminent kidney journal globally, offering an exceptional synthesis of cutting-edge basic research, clinical epidemiology, meta-analysis, and relevant editorial content. Representing a comprehensive resource, JASN encompasses clinical research, editorials distilling key findings, perspectives, and timely reviews.
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JASN publishes original research reports and editorial content across a spectrum of basic and clinical science relevant to the broad discipline of nephrology. Topics covered include renal cell biology, developmental biology of the kidney, genetics of kidney disease, cell and transport physiology, hemodynamics and vascular regulation, mechanisms of blood pressure regulation, renal immunology, kidney pathology, pathophysiology of kidney diseases, nephrolithiasis, clinical nephrology (including dialysis and transplantation), and hypertension. Furthermore, articles addressing healthcare policy and care delivery issues relevant to nephrology are warmly welcomed.