Evidence map›Paper›PMID 42680824›Full record

ArticleNature biotechnology2026

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

Leming Shi, Wenjun Bao, Aedín C Culhane, Xiang Fang, Cesare Furlanello, Ruixin Hao, Wendell D Jones, Rebecca Kusko, Samir Lababidi, Christopher E Mason and 8 more

Abstract read
PubMed Publisher
In one paragraph

Article in Nature biotechnology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

18 authors.

Leming ShiFudan University and International Human Phenome Institutes, Shanghai, China. lemingshi@fudan.edu.cn.ORCID http://orcid.org/0000-0002-2981-4150
Wenjun BaoJMP Statistical Discovery, SAS Institute, Cary, NC, USA.
Aedín C CulhaneUniversity of Limerick, Limerick, Ireland.ORCID http://orcid.org/0000-0002-1395-9734
Xiang FangNational Institute of Metrology, Beijing, China.
Cesare FurlanelloHK3 Lab S.R.L, Orobix Life & LIGHT Center Brescia, Brescia, Italy.
Ruixin HaoopAIda, Inc, Princeton, NJ, USA.
Wendell D JonesIQVIA Laboratories, Durham, NC, USA.ORCID http://orcid.org/0000-0002-9676-5387
Rebecca KuskoCellino Biotech, Inc, Cambridge, MA, USA.ORCID http://orcid.org/0000-0001-6730-5990
Samir LababidiOffice of the Commissioner, US Food and Drug Administration, Silver Spring, MD, USA.
Christopher E MasonWeill Cornell Medicine, New York, NY, USA.ORCID http://orcid.org/0000-0002-1850-1642
Andreas SchererInstitute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland.ORCID http://orcid.org/0000-0002-4254-7122
Shraddha ThakkarCenter for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, MD, USA.
Weida TongNational Center for Toxicological Research, US Food and Drug Administration, Jefferson, AR, USA.ORCID http://orcid.org/0000-0003-3488-6148
Russell D WolfingerJMP Statistical Discovery, SAS Institute, Cary, NC, USA.
Joshua XuNational Center for Toxicological Research, US Food and Drug Administration, Jefferson, AR, USA.ORCID http://orcid.org/0000-0001-5313-5847
Ying YuFudan University and International Human Phenome Institutes, Shanghai, China.ORCID http://orcid.org/0000-0002-4084-908X
Rui ZhangNational Center for Clinical Laboratories, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China.ORCID http://orcid.org/0000-0003-4660-2042
Yuanting ZhengFudan University and International Human Phenome Institutes, Shanghai, China. zhengyuanting@fudan.edu.cn.ORCID http://orcid.org/0000-0003-4480-8303

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID42680824

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.