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

  • 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. Strategies 22, 1657–1661 (2025).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Worldwide Council for Harmonisation of Technical Necessities for Prescribed drugs for Human Use. M10 on bioanalytical methodology validation and examine pattern evaluation. https://www.fda.gov/regulatory-information/search-fda-guidance-documents/m10-bioanalytical-method-validation-and-study-sample-analysis (2023).

  • Cai, X. et al. Nat. Genet. 57, 2371–2380 (2025).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Shi, L. et al. Nat. Biotechnol. 35, 1127–1128 (2017).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Mandal, R. et al. Anal. Chem. 97, 667–675 (2025).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Davis, W. C., Kilpatrick, L. E., Ellisor, D. L. & Neely, B. A. Sci. Knowledge 6, 324 (2019).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Liu, Y. et al. Preprint at bioRxiv https://doi.org/10.64898/2026.08.09.740864 (2026).

  • Ren, L., Shi, L. & Zheng, Y. Phenomics 4, 487–521 (2024).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Lockhart, D. J. et al. Nat. Biotechnol. 14, 1675–1680 (1996).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Yu, Y. et al. Genome Biol. 24, 201 (2023).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Yu, Y., Mai, Y., Zheng, Y. & Shi, L. Genome Biol. 25, 254 (2024).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Jakubek, Y. A. & Cutler, D. J. BMC Genomics 13, 737 (2012).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Shi, L. et al. BMC Bioinformatics 6, S11 (2005). (Suppl. 2).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Miller, H. E. et al. Preprint at bioRxiv https://doi.org/10.1101/2025.10.20.683304 (2025).

  • Zhang, M. et al. Nat. Biomed. Eng. 10, 413–426 (2026).

    Article 
    PubMed 

    Google Scholar
     

  • Molania, R. et al. Nat. Biotechnol. 41, 82–95 (2023).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Yu, Y. et al. Nat. Biotechnol. 42, 1118–1132 (2024).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Source link

    Leave a Reply

    Your email address will not be published. Required fields are marked *