Identifying transcriptional programs underlying cancer drug response with TraCe-seq

被引:29
作者
Chang, Matthew T. [1 ,2 ]
Shanahan, Frances [2 ]
Thi Thu Thao Nguyen [1 ]
Staben, Steven T. [3 ]
Gazzard, Lewis [3 ]
Yamazoe, Sayumi [3 ,7 ]
Wertz, Ingrid E. [2 ,4 ]
Piskol, Robert [1 ]
Yang, Yeqing Angela [5 ]
Modrusan, Zora [5 ]
Haley, Benjamin [6 ]
Evangelista, Marie [2 ]
Malek, Shiva [2 ]
Foster, Scott A. [2 ]
Ye, Xin [2 ]
机构
[1] Genentech Inc, Dept Computat Biol & Bioinformat, San Francisco, CA 94080 USA
[2] Genentech Inc, Dept Discovery Oncol, San Francisco, CA 94080 USA
[3] Genentech Inc, Dept Discovery Chem, San Francisco, CA 94080 USA
[4] Genentech Inc, Dept Early Discovery Biochem, San Francisco, CA 94080 USA
[5] Genentech Inc, Dept Microchem Prote & Lipid, San Francisco, CA 94080 USA
[6] Genentech Inc, Dept Mol Biol, San Francisco, CA 94080 USA
[7] Bristol Myers Squibb, Discovery Biotherapeut, Redwood City, CA USA
关键词
EPITHELIAL-MESENCHYMAL TRANSITION; E3 UBIQUITIN LIGASE; CELL LUNG-CANCER; IN-VITRO; SMALL MOLECULES; RESISTANCE; EGFR; INHIBITION; ACTIVATION; MUTATIONS;
D O I
10.1038/s41587-021-01005-3
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 [微生物学]; 090105 [作物生产系统与生态工程];
摘要
Transcriptional mechanisms of drug response are identified with scRNA-seq and molecular barcoding. Genetic and non-genetic heterogeneity within cancer cell populations represent major challenges to anticancer therapies. We currently lack robust methods to determine how preexisting and adaptive features affect cellular responses to therapies. Here, by conducting clonal fitness mapping and transcriptional characterization using expressed barcodes and single-cell RNA sequencing (scRNA-seq), we have developed tracking differential clonal response by scRNA-seq (TraCe-seq). TraCe-seq is a method that captures at clonal resolution the origin, fate and differential early adaptive transcriptional programs of cells in a complex population in response to distinct treatments. We used TraCe-seq to benchmark how next-generation dual epidermal growth factor receptor (EGFR) inhibitor-degraders compare to standard EGFR kinase inhibitors in EGFR-mutant lung cancer cells. We identified a loss of antigrowth activity associated with targeted degradation of EGFR protein and an essential role of the endoplasmic reticulum (ER) protein processing pathway in anti-EGFR therapeutic efficacy. Our results suggest that targeted degradation is not always superior to enzymatic inhibition and establish TraCe-seq as an approach to study how preexisting transcriptional programs affect treatment responses.
引用
收藏
页码:86 / +
页数:26
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