Novel Approach to Screen Endocrine-Disrupting Chemicals via Endocrine-Enhanced Reduced Human Transcriptome.

内分泌系统 转录组 计算生物学 化学 生物信息学 生物 计算机科学 内分泌学 激素 基因表达 生物化学 基因
作者
Tianle Fan,Tianhao Han,Gu Aichun,Jinsha Jin,Qian Cui,Jing Guo,Xiaowei Zhang,Hongxia Yu,Wei Shi
出处
期刊:PubMed
标识
DOI:10.1021/acs.est.4c13159
摘要

Endocrine-disrupting chemicals (EDCs) can interfere with multiple pathways and trigger different modes of action. Thus, the traditional EDC in vitro screening processes often require a battery of bioassays to cover multiple target pathways. Here we developed an endocrine-enhanced reduced human transcriptome (ERHT) focused on hormone receptor signaling induced by the EDCs regulating specific genes. ERHT was developed based on 1200 prioritized genes covering 110 endocrine-related biological pathways across eight potential adverse outcomes. The ability of this approach to identify EDCs was derived from machine learning of 1068 dose-dependent transcriptome profiles and enhanced by quantifying chemical-induced critical pathway responses, and thus, it demonstrated excellent classification performance (AUC = 0.84 ± 0.03) in internal cross-validation. We ultimately applied this approach to known EDCs and inactive substances to validate the reliability of this approach. Through external validation on 210 chemicals, the extrapolation accuracy exceeded 80%, demonstrating the outstanding practical performance of this approach. Meanwhile, the pathway responses induced by the same chemical were consistent with the experimental results reported by multiple sequencing platforms, highlighting the robustness of this approach. The above results demonstrate that this approach can provide novel insights for EDCs' high-throughput screening and comprehensive toxic mechanisms through biological pathways.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
无花果应助bzlish采纳,获得10
刚刚
无花果应助liu采纳,获得10
3秒前
4秒前
bzlish完成签到,获得积分10
4秒前
慕青应助guan采纳,获得10
5秒前
丘比特应助初心采纳,获得10
8秒前
兴奋的故事完成签到,获得积分10
8秒前
9秒前
chenwen渊发布了新的文献求助10
9秒前
冲冲冲完成签到,获得积分10
10秒前
12秒前
打打应助科研通管家采纳,获得10
13秒前
传奇3应助科研通管家采纳,获得10
13秒前
桐桐应助科研通管家采纳,获得10
13秒前
Ava应助科研通管家采纳,获得10
13秒前
13秒前
FashionBoy应助科研通管家采纳,获得10
13秒前
领导范儿应助科研通管家采纳,获得10
13秒前
13秒前
13秒前
qing1245完成签到,获得积分10
14秒前
tttp发布了新的文献求助10
14秒前
明理芷容完成签到 ,获得积分10
15秒前
一一发布了新的文献求助30
20秒前
21秒前
arizaki7应助gyx采纳,获得10
22秒前
echo完成签到,获得积分10
23秒前
阳光的一应助溺水的鸭子采纳,获得10
25秒前
耍酷白筠发布了新的文献求助10
26秒前
ljy2015发布了新的文献求助10
27秒前
Ava应助包容的瑾瑜采纳,获得10
27秒前
舒克大王发布了新的文献求助10
27秒前
27秒前
传奇3应助执笔诉余生1采纳,获得30
32秒前
HuangXintong发布了新的文献求助30
32秒前
宝宝完成签到 ,获得积分10
34秒前
ljy2015完成签到,获得积分10
34秒前
英姑应助桃子牛肉酱采纳,获得10
35秒前
36秒前
独享发布了新的文献求助10
37秒前
高分求助中
Africanfuturism: African Imaginings of Other Times, Spaces, and Worlds 3000
Electron microscopy study of magnesium hydride (MgH2) for Hydrogen Storage 1000
Exhibiting Chinese Art in Asia: Histories, Politics and Practices 700
1:500万中国海陆及邻区磁力异常图 600
相变热-动力学 520
生物降解型栓塞微球市场(按产品类型、应用和最终用户)- 2030 年全球预测 500
Nucleophilic substitution in azasydnone-modified dinitroanisoles 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3897131
求助须知:如何正确求助?哪些是违规求助? 3440984
关于积分的说明 10819523
捐赠科研通 3165972
什么是DOI,文献DOI怎么找? 1749073
邀请新用户注册赠送积分活动 845104
科研通“疑难数据库(出版商)”最低求助积分说明 788429