Ensuring multiomics data reproducibility for artificial intelligence with reference materials as a common calibrator

Nature Biotechnology 2026

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Authors: Leming M. Shi, Wenjun Bao, Aedín C. Culhane, Xiang Fang, Cesare Furlanello, Ruixin Hao, Wendell D. Jones, Rebecca L. Kusko, Samir Lababidi, Christopher E. Mason, Andreas Scherer, Shraddha H. Thakkar
+6 more Weida Tong, Russell D. Wolfinger, Joshua Xu, Ying Yu, Rui Zhang, Yuanting Zheng
DOI: 10.1038/s41587-026-03267-1
Cited by: 1
References: 19

Fields of Study & Subjects

Scientific Measurement and Uncertainty Evaluation Pesticide Residue Analysis and Safety Advanced Biosensing Techniques and Applications

Publication details

Journal / source
Nature Biotechnology
Publisher
Springer Science and Business Media LLC
Volume
44
Issue
9
Pages
1433–1436
Publication date
1 September 2026
Language
EN