人类遗传学中的人工智能
1Center for Human Genetics and Genomics and Department of Biochemistry and Molecular Pharmacology, New York University Grossman School of Medicine, New York, NY, USA;
Annual review of genomics and human genetics
|February 25, 2026
概括
人工智能 (AI) 正通过将遗传变异映射到表型来彻底改变人类遗传学. 这项技术有助于预测突变后果,识别基因和评估疾病风险.
科学领域:
- 基因组学和生物信息学
- 计算生物学 计算生物学
- 人类遗传学 人类遗传学
背景情况:
- 人工智能 (AI) 能力迅速发展.
- 人工智能越来越多地应用于理解人类遗传学中遗传变异的影响.
- 基因型对表型的映射是人工智能应用的一个关键领域.
研究的目的:
- 审查人工智能的最新进展,以对基因型与表型进行映射.
- 突出人类遗传学人工智能应用的挑战和未来方向.
- 强调基础模型和机器学习在遗传分析中的作用.
主要方法:
- 对人工智能在人类遗传学中的当前文献的综述.
- 对人工智能应用在预测突变的功能和临床后果方面的分析.
- 探索人工智能用于识别因果基因和估计疾病风险.
主要成果:
- 人工智能显著提高了解释遗传变异的能力.
- 在大型基因组数据集上训练的基础模型显示出越来越多的实用性.
- 机器学习方法在特定的遗传分析领域仍然占主导地位.
结论:
- 人工智能为了解基因型-表型关系提供了强大的工具.
- 未来的进展取决于利用基础模型并应对当前的挑战.
- 人工智能将进一步改变遗传研究和临床应用.
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