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{"title":"肾病学中的多组学整合:进展、挑战和未来方向。","authors":"Afaf Saliba, Yuheng Du, Tianqing Feng, Lana Garmire","doi":"10.1016/j.semnephrol.2025.151584","DOIUrl":null,"url":null,"abstract":"<p><p>Omics technologies have transformed nephrology, providing deep insights into molecular mechanisms of kidney disease and enabling more precise diagnostic tools, therapeutic strategies, and prognostic markers. Multi-omics data integration, spanning bulk, single-cell, and spatial omics, offers a comprehensive view of kidney biology in health and disease. In this review, we explore methods and challenges for integrating transcriptomic, epigenomic, and spatial data. By combining omics layers, researchers can uncover novel molecular interactions and spatial tissue organization, advancing our understanding of diseases like diabetic kidney disease and autosomal polycystic kidney disease. This integrated approach is reshaping diagnostic and therapeutic strategies in nephrology and is critical for optimizing insights available from spatial and multi-omics analysis. Semin Nephrol 36:x-xx © 20xx Elsevier Inc. All rights reserved.</p>","PeriodicalId":21756,"journal":{"name":"Seminars in nephrology","volume":" ","pages":"151584"},"PeriodicalIF":2.8000,"publicationDate":"2025-04-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Multi-Omics Integration in Nephrology: Advances, Challenges, and Future Directions.\",\"authors\":\"Afaf Saliba, Yuheng Du, Tianqing Feng, Lana Garmire\",\"doi\":\"10.1016/j.semnephrol.2025.151584\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Omics technologies have transformed nephrology, providing deep insights into molecular mechanisms of kidney disease and enabling more precise diagnostic tools, therapeutic strategies, and prognostic markers. Multi-omics data integration, spanning bulk, single-cell, and spatial omics, offers a comprehensive view of kidney biology in health and disease. In this review, we explore methods and challenges for integrating transcriptomic, epigenomic, and spatial data. By combining omics layers, researchers can uncover novel molecular interactions and spatial tissue organization, advancing our understanding of diseases like diabetic kidney disease and autosomal polycystic kidney disease. This integrated approach is reshaping diagnostic and therapeutic strategies in nephrology and is critical for optimizing insights available from spatial and multi-omics analysis. Semin Nephrol 36:x-xx © 20xx Elsevier Inc. All rights reserved.</p>\",\"PeriodicalId\":21756,\"journal\":{\"name\":\"Seminars in nephrology\",\"volume\":\" \",\"pages\":\"151584\"},\"PeriodicalIF\":2.8000,\"publicationDate\":\"2025-04-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Seminars in nephrology\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1016/j.semnephrol.2025.151584\",\"RegionNum\":3,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"UROLOGY & NEPHROLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Seminars in nephrology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1016/j.semnephrol.2025.151584","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"UROLOGY & NEPHROLOGY","Score":null,"Total":0}
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