Evidence map›Paper›PMID 41712761›Full record

ArticleToxicological sciences : an official journal of the Society of Toxicology2026

Safetyome and specialized panels for over 3,000 phenotypes: a systematic and translational approach using human genetics and pharmacology.

Xin Liu, Yen-Wei Chen, Xiao Xu, David Smith, Fan Fan

Abstract read
In one paragraph

Article in Toxicological sciences : an official journal of the Society of Toxicology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

5 authors.

Xin LiuPreclinical Sciences & Translational Safety, Johnson & Johnson, 3210 Merryfield Rd, San Diego, CA 92121, USA.
Yen-Wei ChenPreclinical Sciences & Translational Safety, Johnson & Johnson, 3210 Merryfield Rd, San Diego, CA 92121, USA.
Xiao XuIn silico Discovery, Johnson & Johnson, 1400 McKean Rd, Spring House, PA 19477, USA.
David SmithPreclinical Sciences & Translational Safety, Johnson & Johnson, 3210 Merryfield Rd, San Diego, CA 92121, USA.
Fan FanPreclinical Sciences & Translational Safety, Johnson & Johnson, 3210 Merryfield Rd, San Diego, CA 92121, USA.

Funding

Johnson & Johnson
6 · The paper itself

Abstract

Drug candidates are often evaluated for their activities against unexpected targets (off-targets), to either prospectively flag potential hazards or to provide mechanistic insights for a given phenotype. The in vitro to in vivo translatability is critical when selecting which "phenotypically consequential" off-targets to screen. To this end, human genetics and indication-based pharmacology offer unraveled insights. Enhanced natural language processing tools were applied to harness the power of large data obtained from 7 genetics and 2 pharmacology databases. Mapping biological roles to organ systems, we curated targets implicated in 22 organ systems of safety concerns, resulting in a safetyome composed of over ∼11,000 proteins. This is a significant expansion from our previously proposed screen, whose scope included phenotypes affecting 5 organ systems. Prioritization of the large panel using expression pattern and gene conservation across species resulted in a core panel of 500 targets. Mapping biological roles obtained from the databases to specific terms allowed us to systematically generate over 3,000 phenotype-based (specialized) panels, which can be used as gene or protein sets for issue resolution. All three components: The full safetyome, the core panel of 500 targets, and the over 3,000+ specialized panels, were systematically and orthogonally tested using independent data source, i.e., gene expression data from the Comparative Toxicogenomics Database. All panels, together with a user-friendly App, are published to aid effective safety assessment and issue resolution with strong "translational" focus.

Indexed as

Drug-Related Side Effects and Adverse ReactionsTranslational Research, BiomedicalAnimalsBiocurationDatabases, FactualDatabases, GeneticHumansPhenotypeToxicogenetics3,000+ specialized panelshazard identificationomics researchorgan toxicitysystems biologytranslational sciences

Identifiers

PMID41712761
PMCPMC13016935

What OpenQuestion holds

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LicenceCC BY
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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.