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

Nature Biotechnology (2026) Cite this article Reference materials should be adopted as a common calibrator for multiomics measurement and co‑profiled with study samples. Multiomics results should be reported as sample‑to‑reference ratios so that they are reproducible and suitable for artificial intelligence tools. This is a preview of subscription content, access via your institution Access Nature […]

By deepak · September 1, 2026 · 1 min read

Nature Biotechnology
(2026) Cite this article

Reference materials should be adopted as a common calibrator for multiomics measurement and co‑profiled with study samples. Multiomics results should be reported as sample‑to‑reference ratios so that they are reproducible and suitable for artificial intelligence tools.

This is a preview of subscription content, access via your institution

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Roohani, Y. H. et al. Cell 188, 3370–3374 (2025).

Article 
CAS 
PubMed 

Google Scholar 

Wang, X. et al. Nat. Rev. Clin. Oncol. 23, 180–200 (2026).

Article 
CAS 
PubMed 

Google Scholar 

Zheng, Y. et al. Nat. Biotechnol. 42, 1133–1149 (2024).

Article 
CAS 
PubMed 

Google Scholar 

Ahlmann-Eltze, C., Huber, W. & Anders, S. Nat. Methods 22, 1657–1661 (2025).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar 

Source: Read the original article on www.nature.com

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