Target deconvolution with matrix-augmented pooling strategy reveals cell-specific drug-protein interactions
文献类型: 外文期刊
第一作者: Ji, Hongchao
作者: Ji, Hongchao;Lu, Xue;Wang, Qiqi;Liao, Bin;Tian, Ruijun;Tan, Chris Soon Heng;Ji, Hongchao;Zhao, Shiji;Luo, Ray;Bauer, Ludwig G.;Huber, Kilian V. M.;Bauer, Ludwig G.;Huber, Kilian V. M.
作者机构:
期刊名称:CELL CHEMICAL BIOLOGY ( 影响因子:8.6; 五年影响因子:8.8 )
ISSN: 2451-9456
年卷期: 2023 年 30 卷 11 期
页码:
收录情况: SCI
摘要: Target deconvolution is a crucial but costly and time-consuming task that hinders large-scale profiling for drug discovery. We present a matrix-augmented pooling strategy (MAPS) which mixes multiple drugs into samples with optimized permutation and delineates targets of each drug simultaneously with mathematical processing. We validated this strategy with thermal proteome profiling (TPP) testing of 15 drugs concurrently, increasing experimental throughput by 60x while maintaining high sensitivity and specificity. Benefiting from the lower cost and higher throughput of MAPS, we performed target deconvolution of the 15 drugs across 5 cell lines. Our profiling revealed that drug-target interactions can differ vastly in targets and binding affinity across cell lines. We further validated BRAF and CSNK2A2 as potential off-targets of bafetinib and abemaciclib, respectively. This work represents the largest thermal profiling of structurally diverse drugs across multiple cell lines to date.
分类号:
- 相关文献
作者其他论文 更多>>
-
Phosphorus fertilization enhanced overwintering, root system and forage yield of late-seeded alfalfa in sodic soils
作者:Wang, Yuntao;Xie, Jihong;Li, Jie;Fan, Fan;Sun, Zhen;Yuan, Feng;Wang, Qiqi;Liu, Yaling;Yu, Linqing;Cui, Lele
关键词:Medicago sativa L.; Sowing date; Phosphorus fertilization; Overwintering rate; Root traits; Forage production
-
RT-Transformer: retention time prediction for metabolite annotation to assist in metabolite identification
作者:Xue, Jun;Li, Weihua;Xue, Jun;Ji, Hongchao;Wang, Bingyi;Wang, Bingyi
关键词:
-
Early detection of dark-affected plant mechanical responses using enhanced electrical signals
作者:Li, Hongping;Liu, Fan;Li, Hongping;Ji, Hongchao;Wu, Qian;Fotouhi, Nikou
关键词:Environmental stress; Plant electrical signal; Machine learning; Classification; Data augmentation
-
Ultra-fast and accurate electron ionization mass spectrum matching for compound identification with million-scale in-silico library
作者:Yang, Qiong;Xu, Zhenbo;Li, Yiming;Wang, Pingshan;Sun, Jinyu;Fan, Xiaqiong;Zhang, Hailiang;Lu, Hongmei;Zhang, Zhimin;Ji, Hongchao
关键词:
-
Winter Survival, Yield and Yield Components of Alfalfa as Affected by Phosphorus Supply in Two Alkaline Soils
作者:Wang, Yuntao;Wang, Qiqi;Xie, Jihong;Wang, Yuntao;Sun, Zhen;Yu, Linqing
关键词:Medicago sativa L; phosphorus; winter survival; yield; yield component
-
A Comprehensive Comparative Analysis of Deep Learning Based Feature Representations for Molecular Taste Prediction
作者:Song, Yu;Feng, Lu;Song, Yu;Chang, Sihao;Tian, Jing;Pan, Weihua;Ji, Hongchao;Song, Yu;Chang, Sihao;Tian, Jing;Pan, Weihua;Ji, Hongchao
关键词:molecular feature representation; cheminformatics; taste prediction; machine learning; deep learning
-
Transcriptomics and metabolomics revealed that phosphate improves the cold tolerance of alfalfa
作者:Wang, Yuntao;Wang, Qiqi;Xie, Jihong;Sun, Zhen;Yu, Linqing
关键词:alfalfa; transcriptomics; metabolomics; cold tolerance; phosphorus