Evidence map›Paper›PMID 35988584›Full record

ArticleToxicology and applied pharmacology2022

Identification of nonmonotonic concentration-responses in Tox21 high-throughput screening estrogen receptor assays.

Zhenzhen Shi, Menghang Xia, Shuo Xiao, Qiang Zhang

Open access · greenAbstract read
In one paragraph

Article in Toxicology and applied pharmacology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
0.8field-weighted citation impact, top 32% of its field
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

4 citing papers in PubMed, 9 citations in OpenAlex.

  1. Article
  2. Advances in Cytotoxicity Testing: From In Vitro Assays to In Silico Models.International journal of molecular sciences · 2025
    Review
  3. Article
  4. 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

4 authors at 3 institutions in 1 country.

Zhenzhen ShiGangarosa Department of Environmental Health, Rollins School of Public Health, Emory University, Atlanta, GA, USA.
Menghang XiaNational Center for Advancing Translational Sciences, NIH, Bethesda, MD, USA.
Shuo XiaoDepartment of Pharmacology and Toxicology, Ernest Mario School of Pharmacy, Environmental and Occupational Health Sciences Institute, Rutgers University, Piscataway, NJ, USA.
Qiang ZhangGangarosa Department of Environmental Health, Rollins School of Public Health, Emory University, Atlanta, GA, USA. Electronic address: qiang.zhang@emory.edu.
Emory University · USNational Center for Advancing Translational Sciences · USRutgers, The State University of New Jersey · US

Funding

VOLATILE ORGANIC CONTAMINANTS--QUANTIFYING THEIR MOVEMENT IN THE UNSATURATED ZONEP42ES004911 · NIEHS · MICHIGAN STATE UNIVERSITY · PI Jamie J Bernard · 1989 to 2026
$64.9M
Translational Research Support CoreP30ES005022 · NIEHS · UNIV OF MED/DENT NJ-R W JOHNSON MED SCH · PI Emily S Barrett · 1988 to 2026
$47.4M
Pilot Project ProgramP30ES019776 · NIEHS · EMORY UNIVERSITY · PI William Michael Caudle · 2013 to 2026
$22.6M
Ovarian impacts of extreme heat and co-exposure to climate change-induced harmful algal bloom toxins (Admin Supplement to R01ES032144)R01ES032144 · NIEHS · RUTGERS, THE STATE UNIV OF N.J. · PI XIAO, SHUO · 2021 to 2025
$2.2M
Development of a High-Throughput Platform for Screening Ovotoxic Chemicals (K01ES030014)K01ES030014 · NIEHS · UNIVERSITY OF SOUTH CAROLINA AT COLUMBIA · PI XIAO, SHUO · 2019 to 2021
$490k
NIEHS NIH HHS K01 ES030014NIEHS NIH HHS P30 ES005022NIEHS NIH HHS P30 ES019776NIEHS NIH HHS P42 ES004911NIEHS NIH HHS R01 ES032144
6 · The paper itself

Abstract

Environmental endocrine-disrupting chemicals (EDCs) interfere with the metabolism and actions of endogenous hormones. It has been well documented in numerous in vivo and in vitro studies that EDCs can exhibit nonmonotonic dose response (NMDR) behaviors. Not conforming to the conventional linear or linear-no-threshold response paradigm, these NMDR relationships pose practical challenges to the risk assessment of EDCs. In the meantime, the endocrine signaling pathways and biological mechanisms underpinning NMDR remain incompletely understood. The US Tox21 program has conducted in vitro cell-based high-throughput screening assays for estrogen receptors (ER), androgen receptors, and other nuclear receptors, and screened the 10 K-compound library for potential endocrine activities. Using 15 concentrations across several orders of magnitude of concentration range and run in both agonist and antagonist modes, these Tox21 assay datasets contain valuable quantitative information that can be explored to evaluate the nonlinear effects of EDCs and may infer potential mechanisms. In this study we analyzed the concentration-response curves (CRCs) in all 8 Tox21 ERα and ERβ assays by developing clustering and classification algorithms customized to the datasets to identify various shapes of CRCs. After excluding NMDR curves likely caused by cytotoxicity, luciferase inhibition, or autofluorescence, hundreds of compounds were identified to exhibit Bell or U-shaped CRCs. Bell-shaped CRCs are about 7 times more frequent than U-shaped ones in the Tox21 ER assays. Many compounds exhibit NMDR in at least one assay, and some EDCs well-known for their NMDRs in the literature were also identified, suggesting their nonmonotonic effects may originate at cellular levels involving transcriptional ER signaling. The developed computational methods for NMDR identification in ER assays can be adapted and applied to other high-throughput bioassays.

Indexed as

Endocrine DisruptorsReceptors, EstrogenEstrogen Receptor alphaEstrogen Receptor betaHigh-Throughput Screening AssaysEndocrine DisruptorsEstrogen Receptor alphaEstrogen Receptor betaReceptors, EstrogenAgonistAntagonistEndocrine-Disrupting ChemicalsEstrogen ReceptorNonmonotonic Dose ResponseTox21

Identifiers

PMID35988584
PMCPMC9452481
OpenAlexW4292235541

What OpenQuestion holds

Textmetadata
LicenceTDM
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.