Evidence map›Paper›PMID 42432126›Full record

ArticleScientific reports2026

A robust, high-content NAM for repeatable and predictive developmental and reproductive toxicity assessment in C. elegans.

Sudip Mondal, Adam Laing, Amber Shen, Evan Hegarty, Abhishri Medewar, Sebastian Gomez, Gina Carrion, Julia Brown, Piper Hunt, Adela Ben-Yakar

Abstract read
PubMed Publisher
In one paragraph

Article in Scientific reports, 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

5 · Who and what money

Authors and funding

10 authors.

Sudip MondalvivoVerse, LLC, Austin, TX, 78731, USA. sudip.mondal@vivoverse.com.
Adam LaingvivoVerse, LLC, Austin, TX, 78731, USA.
Amber ShenvivoVerse, LLC, Austin, TX, 78731, USA.
Evan HegartyvivoVerse, LLC, Austin, TX, 78731, USA.
Abhishri MedewarvivoVerse, LLC, Austin, TX, 78731, USA.
Sebastian GomezvivoVerse, LLC, Austin, TX, 78731, USA.
Gina CarrionvivoVerse, LLC, Austin, TX, 78731, USA.
Julia BrownvivoVerse, LLC, Austin, TX, 78731, USA.
Piper HuntU.S. Food and Drug Administration, Human Foods Program, Office of Chemistry and Toxicology, Laurel, MD, 20708, USA.
Adela Ben-YakarDepartment of Mechanical Engineering, The University of Texas at Austin, Austin, TX, 78712, USA. ben-yakar@mail.utexas.edu.

Funding

High-content study to analyze the nutritional value of natural products for healthy agingR43AT013187 · NCCIH · VIVOVERSE, LLC · PI MONDAL, SUDIP · 2025 to 2025
$307k
High-Content in vivo DNT Test Batteries using Cell-Specific Characterization of the Neurodevelopment and Synaptogenesis in C. elegans as NAMsR43ES036387 · NIEHS · VIVOVERSE, LLC · PI MONDAL, SUDIP · 2024 to 2024
$287k
A multiwell plate format microfluidic immobilization chip for high-content imaging of whole animalsR43MH118841 · NIMH · VIVOVERSE, LLC · PI HEGARTY, EVAN · 2018 to 2019
$273k
National Institute of Food and Agriculture 2024-33530-41929NCCIH NIH HHS R43AT013187NIEHS NIH HHS R43ES036387NIMH NIH HHS R43MH118841
6 · The paper itself

Abstract

Developmental and reproductive toxicity (DART) assessment is essential for product safety evaluation but relies heavily on vertebrate models that are costly, time consuming, and resource intensive. Although Caenorhabditis elegans has emerged as a promising new approach methodology (NAM) for rapid, cost-effective, whole-organism toxicology, broader adoption has been limited by the lack of high-resolution, rapid imaging approaches, limited endpoints, and insufficient evidence supporting assay robustness. To overcome these limitations, we developed vivoDART, a multiparametric imaging-based DART assay designed to be accurate, efficient, robust, and sensitive. Building on our machine learning-accelerated developmental toxicity platform, vivoDART uses microfluidic-assisted, high-resolution brightfield imaging to quantify six developmental and reproductive endpoints for comprehensive DART analysis. Developmental endpoints are derived from automated body-dimension analysis, whereas reproductive endpoints are obtained by quantifying total in utero embryo number and classifying embryos as early- or late-stage relative to the twofold stage. The assay directly assesses sublethal DART phenotypes while minimizing reliance on non-specific apical endpoints such as lethality. vivoDART demonstrated high repeatability, with mean coefficients of variation of 1-5% for developmental endpoints and 6-17% for reproductive endpoints, supporting high statistical power. Assay validation performed using DMSO, methylmercury, and propiconazole involved phenotyping ~ 400,000 embryos across ~ 9,200 worms. Densely sampled concentration-response curves enabled EC

Indexed as

Acceptance criteriaC. elegansDevelopmental and reproductive toxicology (DART)High-resolution imagingIn utero embryo phenotypeMicrofluidic technologyNew approach methodology (NAM)Repeatable assays

Identifiers

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.