Back to Search Start Over

CATMoS: Collaborative Acute Toxicity Modeling Suite.

Authors :
Mansouri K
Karmaus AL
Fitzpatrick J
Patlewicz G
Pradeep P
Alberga D
Alepee N
Allen TEH
Allen D
Alves VM
Andrade CH
Auernhammer TR
Ballabio D
Bell S
Benfenati E
Bhattacharya S
Bastos JV
Boyd S
Brown JB
Capuzzi SJ
Chushak Y
Ciallella H
Clark AM
Consonni V
Daga PR
Ekins S
Farag S
Fedorov M
Fourches D
Gadaleta D
Gao F
Gearhart JM
Goh G
Goodman JM
Grisoni F
Grulke CM
Hartung T
Hirn M
Karpov P
Korotcov A
Lavado GJ
Lawless M
Li X
Luechtefeld T
Lunghini F
Mangiatordi GF
Marcou G
Marsh D
Martin T
Mauri A
Muratov EN
Myatt GJ
Nguyen DT
Nicolotti O
Note R
Pande P
Parks AK
Peryea T
Polash AH
Rallo R
Roncaglioni A
Rowlands C
Ruiz P
Russo DP
Sayed A
Sayre R
Sheils T
Siegel C
Silva AC
Simeonov A
Sosnin S
Southall N
Strickland J
Tang Y
Teppen B
Tetko IV
Thomas D
Tkachenko V
Todeschini R
Toma C
Tripodi I
Trisciuzzi D
Tropsha A
Varnek A
Vukovic K
Wang Z
Wang L
Waters KM
Wedlake AJ
Wijeyesakere SJ
Wilson D
Xiao Z
Yang H
Zahoranszky-Kohalmi G
Zakharov AV
Zhang FF
Zhang Z
Zhao T
Zhu H
Zorn KM
Casey W
Kleinstreuer NC
Source :
Environmental health perspectives [Environ Health Perspect] 2021 Apr; Vol. 129 (4), pp. 47013. Date of Electronic Publication: 2021 Apr 30.
Publication Year :
2021

Abstract

Background: Humans are exposed to tens of thousands of chemical substances that need to be assessed for their potential toxicity. Acute systemic toxicity testing serves as the basis for regulatory hazard classification, labeling, and risk management. However, it is cost- and time-prohibitive to evaluate all new and existing chemicals using traditional rodent acute toxicity tests. In silico models built using existing data facilitate rapid acute toxicity predictions without using animals.<br />Objectives: The U.S. Interagency Coordinating Committee on the Validation of Alternative Methods (ICCVAM) Acute Toxicity Workgroup organized an international collaboration to develop in silico models for predicting acute oral toxicity based on five different end points: Lethal Dose 50 ( LD 50 value, U.S. Environmental Protection Agency hazard (four) categories, Globally Harmonized System for Classification and Labeling hazard (five) categories, very toxic chemicals [ LD 50 ( LD 50 ≤ 50 mg / kg )], and nontoxic chemicals ( L D 50 > 2,000 mg / kg ).<br />Methods: An acute oral toxicity data inventory for 11,992 chemicals was compiled, split into training and evaluation sets, and made available to 35 participating international research groups that submitted a total of 139 predictive models. Predictions that fell within the applicability domains of the submitted models were evaluated using external validation sets. These were then combined into consensus models to leverage strengths of individual approaches.<br />Results: The resulting consensus predictions, which leverage the collective strengths of each individual model, form the Collaborative Acute Toxicity Modeling Suite (CATMoS). CATMoS demonstrated high performance in terms of accuracy and robustness when compared with in vivo results.<br />Discussion: CATMoS is being evaluated by regulatory agencies for its utility and applicability as a potential replacement for in vivo rat acute oral toxicity studies. CATMoS predictions for more than 800,000 chemicals have been made available via the National Toxicology Program's Integrated Chemical Environment tools and data sets (ice.ntp.niehs.nih.gov). The models are also implemented in a free, standalone, open-source tool, OPERA, which allows predictions of new and untested chemicals to be made. https://doi.org/10.1289/EHP8495.

Details

Language :
English
ISSN :
1552-9924
Volume :
129
Issue :
4
Database :
MEDLINE
Journal :
Environmental health perspectives
Publication Type :
Academic Journal
Accession number :
33929906
Full Text :
https://doi.org/10.1289/EHP8495