Cancer Informatics 2023: Data Sharing and Federating Learning Point Towards New Collaborative Opportunities.

Yearbook of medical informatics Pub Date : 2023-08-01 Epub Date: 2023-12-26 DOI:10.1055/s-0043-1768744

Jeremy L Warner, Debra Patt

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引用次数: 0

Abstract

Objective: To summarize significant research contributions on cancer informatics published in 2022.

Methods: An extensive search using PubMed/MEDLINE was conducted to identify the scientific contributions published in 2022 that address topics in cancer informatics. The selection process comprised three steps: (i) ten candidate best papers were first selected by the two section editors, (ii) external reviewers from internationally renowned research teams reviewed each candidate best paper, and (iii) the final selection of three best papers was conducted by the editorial board of the Yearbook.

Results: The three selected best papers demonstrate advances in federated learning, drug synergy prediction, and utilization of clinical note data.

Conclusion: Cancer informatics continues to mature as a subfield of biomedical informatics. Applications of informatics methods to data sharing and federated approaches are especially notable in 2022.

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癌症信息学 2023：数据共享和联盟学习点，迈向新的合作机遇。

目的：总结 2022 年发表的有关癌症信息学的重要研究成果：总结 2022 年发表的有关癌症信息学的重要研究成果：使用 PubMed/MEDLINE 进行了广泛搜索，以确定 2022 年发表的涉及癌症信息学主题的科学贡献。筛选过程包括三个步骤：(i)首先由两位栏目编辑选出十篇候选最佳论文，(ii)来自国际知名研究团队的外部评审员对每篇候选最佳论文进行评审，(iii)《年鉴》编辑委员会最终选出三篇最佳论文：结果：入选的三篇最佳论文展示了在联合学习、药物协同作用预测和临床笔记数据利用方面取得的进展：癌症信息学作为生物医学信息学的一个子领域，正在不断走向成熟。2022 年，信息学方法在数据共享和联合方法方面的应用尤其引人注目。

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来源期刊

Yearbook of medical informatics Medicine-Medicine (all)

CiteScore

4.10

自引率

0.00%

发文量

期刊介绍： Published by the International Medical Informatics Association, this annual publication includes the best papers in medical informatics from around the world.