Interpreting human genetic variation at atomic resolution.

IF 25.5 1区 生物学 Q1 GENETICS & HEREDITY
Michael T Zimmermann, Raul Urrutia
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引用次数: 0

Abstract

The widespread adoption of clinical sequencing and large-scale national and international genomics initiatives has transformed genomic medicine. These efforts have enabled new diagnostic tests and computational tools for processing sequencing-derived information, yet interpretation of many variants remains limited. In parallel, over the last two decades, computational structural genomics (CSG) has emerged as a complementary approach that shifts from static genetic annotation to dynamic, mechanistic interpretation by leveraging models of gene products and their organization within biomolecular complexes of protein, DNA, RNA and small molecules. In this Perspective, we highlight how CSG has resulted in a comprehensive and mechanistic understanding of how interindividual genetic variants function, by integrating sequence information, motifs, domains, molecular structures, molecular dynamics simulations, multi-omics data annotations and artificial intelligence-driven tools. These advanced technologies enable prediction of variant effects at atomic resolution and support simultaneous classification according to their mechanisms of dysfunction.

原子解析人类遗传变异。
临床测序的广泛采用以及大规模的国家和国际基因组学倡议已经改变了基因组医学。这些努力使得新的诊断测试和处理测序衍生信息的计算工具成为可能,但对许多变异的解释仍然有限。与此同时,在过去的二十年中,计算结构基因组学(CSG)已经成为一种补充方法,通过利用基因产物模型及其在蛋白质、DNA、RNA和小分子生物分子复合物中的组织,从静态遗传注释转向动态、机械解释。在这方面,我们强调CSG如何通过整合序列信息、基序、结构域、分子结构、分子动力学模拟、多组学数据注释和人工智能驱动的工具,对个体间遗传变异的功能进行全面和机械的理解。这些先进的技术能够在原子分辨率上预测变异效应,并支持根据其功能障碍机制同时分类。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Nature genetics
Nature genetics 生物-遗传学
CiteScore
43.00
自引率
2.60%
发文量
241
审稿时长
3 months
期刊介绍: Nature Genetics publishes the very highest quality research in genetics. It encompasses genetic and functional genomic studies on human and plant traits and on other model organisms. Current emphasis is on the genetic basis for common and complex diseases and on the functional mechanism, architecture and evolution of gene networks, studied by experimental perturbation. Integrative genetic topics comprise, but are not limited to: -Genes in the pathology of human disease -Molecular analysis of simple and complex genetic traits -Cancer genetics -Agricultural genomics -Developmental genetics -Regulatory variation in gene expression -Strategies and technologies for extracting function from genomic data -Pharmacological genomics -Genome evolution
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