Applying Cell Painting in Non-Tumorigenic Breast Cells to Understand Impacts of Common Chemical Exposures

Anagha Tapaswi, Nicholas Cemalovic, Katelyn M Polemi, Jonathan Z Sexton, Justin Colacino
{"title":"Applying Cell Painting in Non-Tumorigenic Breast Cells to Understand Impacts of Common Chemical Exposures","authors":"Anagha Tapaswi, Nicholas Cemalovic, Katelyn M Polemi, Jonathan Z Sexton, Justin Colacino","doi":"10.1101/2024.04.30.591893","DOIUrl":null,"url":null,"abstract":"There are a substantial number of chemicals to which individuals in the general population are exposed which have putative, but still poorly understood, links to breast cancer. Cell Painting is a high-content imaging-based in vitro assay that allows for rapid and unbiased measurements of the concentration-dependent effects of chemical exposures on cellular morphology. We optimized the Cell Painting assay and measured the effect of exposure to 16 human exposure relevant chemicals, along with 21 small molecules with known mechanisms of action, for 48 hours in non-tumorigenic mammary epithelial cells, the MCF10A cell line. Through unbiased imaging analyses using CellProfiler, we quantified 3042 morphological features across approximately 1.2 million cells. We used benchmark concentration modeling to quantify significance and dose-dependent directionality to identify morphological features conserved across chemicals and find features that differentiate the effects of toxicants from one another. Benchmark concentrations were compared to chemical exposure biomarker concentration measurements from the National Health and Nutrition Examination Survey to assess which chemicals induce morphological alterations at human-relevant concentrations. Morphometric fingerprint analysis revealed similar phenotypes between small molecules and prioritized NHANES-toxicants guiding further investigation. A comparison of feature fingerprints via hypergeometric analysis revealed significant feature overlaps between chemicals when stratified by compartment and stain. One such example was the similarities between a metabolite of the organochlorine pesticide DDT (p,p-DDE) and an activator of canonical Wnt signaling CHIR99201. As CHIR99201 is a known Wnt pathway activator and its role in beta-catenin translocation is well studied, we studied the translocation of ꞵ-catenin following p,p-DDE exposure in an orthogonal high-content imaging assay. Consistent with activation of Wnt signaling, low dose p,p-DDE (25nM) significantly enhances the nuclear translocation of beta-catenin. Overall, these findings highlight the ability of Cell Painting to enhance mode-of-action studies for toxicants which are common exposures in our environment but have previously been incompletely characterized with respect to breast cancer risk.","PeriodicalId":501518,"journal":{"name":"bioRxiv - Pharmacology and Toxicology","volume":"251 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-05-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"bioRxiv - Pharmacology and Toxicology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1101/2024.04.30.591893","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

There are a substantial number of chemicals to which individuals in the general population are exposed which have putative, but still poorly understood, links to breast cancer. Cell Painting is a high-content imaging-based in vitro assay that allows for rapid and unbiased measurements of the concentration-dependent effects of chemical exposures on cellular morphology. We optimized the Cell Painting assay and measured the effect of exposure to 16 human exposure relevant chemicals, along with 21 small molecules with known mechanisms of action, for 48 hours in non-tumorigenic mammary epithelial cells, the MCF10A cell line. Through unbiased imaging analyses using CellProfiler, we quantified 3042 morphological features across approximately 1.2 million cells. We used benchmark concentration modeling to quantify significance and dose-dependent directionality to identify morphological features conserved across chemicals and find features that differentiate the effects of toxicants from one another. Benchmark concentrations were compared to chemical exposure biomarker concentration measurements from the National Health and Nutrition Examination Survey to assess which chemicals induce morphological alterations at human-relevant concentrations. Morphometric fingerprint analysis revealed similar phenotypes between small molecules and prioritized NHANES-toxicants guiding further investigation. A comparison of feature fingerprints via hypergeometric analysis revealed significant feature overlaps between chemicals when stratified by compartment and stain. One such example was the similarities between a metabolite of the organochlorine pesticide DDT (p,p-DDE) and an activator of canonical Wnt signaling CHIR99201. As CHIR99201 is a known Wnt pathway activator and its role in beta-catenin translocation is well studied, we studied the translocation of ꞵ-catenin following p,p-DDE exposure in an orthogonal high-content imaging assay. Consistent with activation of Wnt signaling, low dose p,p-DDE (25nM) significantly enhances the nuclear translocation of beta-catenin. Overall, these findings highlight the ability of Cell Painting to enhance mode-of-action studies for toxicants which are common exposures in our environment but have previously been incompletely characterized with respect to breast cancer risk.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
应用非致癌乳腺细胞中的细胞绘画来了解常见化学物质暴露的影响
普通人群接触的大量化学物质可能与乳腺癌有关,但人们对其了解甚少。细胞彩绘是一种基于高含量成像的体外检测方法,可快速、无偏见地测量化学物质暴露对细胞形态的浓度依赖性影响。我们优化了 "细胞彩绘 "试验,并测量了在非致癌乳腺上皮细胞 MCF10A 细胞系中暴露于 16 种与人类暴露相关的化学物质以及 21 种具有已知作用机制的小分子 48 小时的影响。通过使用 CellProfiler 进行无偏见成像分析,我们对大约 120 万个细胞的 3042 个形态特征进行了量化。我们使用基准浓度建模来量化显著性和剂量依赖方向性,以确定不同化学物质之间保留的形态特征,并找到区别毒物效应的特征。我们将基准浓度与国家健康与营养调查的化学暴露生物标志物浓度测量结果进行了比较,以评估哪些化学物质会在与人类相关的浓度下引起形态改变。形态指纹分析表明,小分子与优先考虑的 NHANES 毒素之间存在相似的表型,这为进一步研究提供了指导。通过超计量分析对特征指纹进行比较后发现,当按区划和染色进行分层时,化学品之间存在明显的特征重叠。其中一个例子是有机氯农药滴滴涕的代谢物(p,p-DDE)与典型 Wnt 信号激活剂 CHIR99201 之间的相似性。由于 CHIR99201 是一种已知的 Wnt 通路激活剂,而且其在β-catenin 转位中的作用已被充分研究,因此我们在一种正交高含量成像试验中研究了 p,p-DDE 暴露后ꞵ-catenin 的转位。与 Wnt 信号的激活相一致,低剂量 p,p-DDE(25nM)显著增强了 beta-catenin 的核转位。总之,这些研究结果凸显了细胞绘画在加强毒物作用模式研究方面的能力,这些毒物是我们环境中常见的暴露物,但以前对其与乳腺癌风险的关系描述得不够全面。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Quinoline synergy and reduced use: a study of pharmacodynamic interactions In vitro and in vivo evaluation of Ulva lactuca for wound healing In Vitro Evaluation of Anti-Inflammatory, Anti-Plaque Efficacy, and Biocompatibility of Norway Spruce (Picea abies) Resin Extract for Oral Care Applications Daphnids Can Safeguard the Use of Alternative Bioassays to the Acute Fish Toxicity Test: A Focus on Neurotoxicity Qing-Luo-Yin-induced SIRT1 inhibition contributes to the immune improvement of adjuvant-induced arthritis rats
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1