Evaluating the Utility of the MSTI Assay in Predicting Compound Promiscuity and Cytotoxicity

Nonspecific reactive chemicals often interfere with the interpretation of high-throughput assay results because of their promiscuity and/or cytotoxicity. Using a high-throughput assay to identify such compounds is necessary to efficiently rule out potential assay artifacts. The MSTI, (<i>E</i>)-2-(4-mercaptostyryl)-1,3,3-trimethyl-3<i>H</i>-indol-1-ium, assay uses a thiol-containing fluorescent probe to screen for electrophile reactivity and could potentially be used to determine nonspecific reactive compounds. The Tox21 10K compound library was previously screened against a panel of ∼80 cell-based and biochemical assays, including the biochemical MSTI assay. In this study, we compared the MSTI assay activity of the Tox21 10K compounds with their promiscuity and cytotoxicity as reflected by their activities across the Tox21 assay panel to determine: (1) if this assay is predictive of a compound's promiscuity and cytotoxicity and (2) what chemical features create inconsistent results between the MSTI assay activity and promiscuity/cytotoxicity (false negatives and false positives). We found that the MSTI assay can predict a chemical's promiscuity/cytotoxicity with a 0.55 sensitivity and 0.97 specificity. Out of 3,407 unique compounds evaluated, we identified 92 false positive and 227 false negative results. Several structural features such as carboxamides and alkyl halides were found to be apparent in 53% (<i>p</i> = 2.4 × 10<sup>-07</sup>) and 19% (<i>p</i> = 4.3 × 10<sup>-06</sup>) of the false positives and negatives, respectively. The results of this analysis will help identify the potential challenges of this high-throughput assay and allow researchers to identify if a compound will be cytotoxic or promiscuous in an efficient manner.

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Journal
Chemical Research in Toxicology
Published
2024-09-10
DOI
https://doi.org/10.1021/acs.chemrestox.4c00243
Primary Topic
Computational Drug Discovery Methods
Type
article
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article

Evaluating the Utility of the MSTI Assay in Predicting Compound Promiscuity and Cytotoxicity

Deborah K. Ngan, Ruili Huang, Laken Kruger, Tuan Xu et al.
Chemical Research in Toxicology
Computational Drug Discovery Methods
article

Evaluating the Utility of the MSTI Assay in Predicting Compound Promiscuity and Cytotoxicity

Deborah K. Ngan, Ruili Huang, Laken Kruger, Tuan Xu, Menghang Xia, Anton Simeonov, Li Zhang
article en

Abstract

Nonspecific reactive chemicals often interfere with the interpretation of high-throughput assay results because of their promiscuity and/or cytotoxicity. Using a high-throughput assay to identify such compounds is necessary to efficiently rule out potential assay artifacts. The MSTI, (<i>E</i>)-2-(4-mercaptostyryl)-1,3,3-trimethyl-3<i>H</i>-indol-1-ium, assay uses a thiol-containing fluorescent probe to screen for electrophile reactivity and could potentially be used to determine nonspecific reactive compounds. The Tox21 10K compound library was previously screened against a panel of ∼80 cell-based and biochemical assays, including the biochemical MSTI assay. In this study, we compared the MSTI assay activity of the Tox21 10K compounds with their promiscuity and cytotoxicity as reflected by their activities across the Tox21 assay panel to determine: (1) if this assay is predictive of a compound's promiscuity and cytotoxicity and (2) what chemical features create inconsistent results between the MSTI assay activity and promiscuity/cytotoxicity (false negatives and false positives). We found that the MSTI assay can predict a chemical's promiscuity/cytotoxicity with a 0.55 sensitivity and 0.97 specificity. Out of 3,407 unique compounds evaluated, we identified 92 false positive and 227 false negative results. Several structural features such as carboxamides and alkyl halides were found to be apparent in 53% (<i>p</i> = 2.4 × 10<sup>-07</sup>) and 19% (<i>p</i> = 4.3 × 10<sup>-06</sup>) of the false positives and negatives, respectively. The results of this analysis will help identify the potential challenges of this high-throughput assay and allow researchers to identify if a compound will be cytotoxic or promiscuous in an efficient manner.

Chemical Research in ToxicologyVol. 37(10)
National Institutes of Health (US), National Center for Advancing Translational Sciences (US)
Zero hunger
Openalex Percentile: Top 82%
Computational Drug Discovery Methods
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