Art and Design / MRP / Volume 1 / Issue 5 / DOI: 10.61369/MRP.2358
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基于机器学习的胃腺癌基因诱导药物再利用研究

瑜英 师1
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1 山东大学齐鲁医学院公共卫生学院生物统计学系, 山东大学齐鲁医学院公共卫生学院生物统计学系
2 山东大学健康医疗大数据研究院, 山东大学健康医疗大数据研究院
MRP 2023 , 1(5), 8–10;
Published: 20 December 2023
© 2023 by the Author(s). Licensee Art and Design, USA. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution -Noncommercial 4.0 International License (CC BY-NC 4.0) ( https://creativecommons.org/licenses/by-nc/4.0/ )
Abstract

本研究通过药物再利用,开发了一个基于批量RNA转录组学胃腺癌药物的再利用计算流程。利用基因表达综合数据库(GEO)中的胃癌基因表达数据,我们鉴定出1004个差异表达基因,并将其作为潜在药物靶标的生成依据。此外,本项目从DrugBank中筛选了超过10,000种药物作为候选药物。为了深入探索药物再利用的潜力,我们构建了包括基因-基因相互作用和基因-靶标相互作用在内的多组学网络。这些网络有助于发现核心基因和再利用药物的目标,同时协助对药物进行有效排序。最终,结合药物-靶标相互作用的评分,我们对候选药物进行了综合排名。我们通过对排名靠前的药物在胃癌领域的临床试验证据和研究进行探讨,以验证这些药物的有效性和潜力。

Keywords
药物再利用,机器学习,转录组学,胃癌
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Medical Research and Practice, Electronic ISSN: 2993-9704 Print ISSN: 2993-9690, Published by Art and Design