Computational drug repositioning for the identification of new agents to sensitize drug-resistant breast tumors across treatments and receptor subtypes

被引:0
作者
Yu, Katharine [1 ]
Basu, Amrita [2 ]
Yau, Christina [2 ]
Wolf, Denise M. [3 ]
Goodarzi, Hani [4 ]
Bandyopadhyay, Sourav [4 ]
Korkola, James E. [5 ]
Hirst, Gillian L. [2 ]
Asare, Smita [1 ,6 ]
DeMichele, Angela [7 ]
Hylton, Nola [4 ]
Yee, Douglas [8 ]
Esserman, Laura [2 ]
van 't Veer, Laura [3 ]
Sirota, Marina [1 ,9 ]
机构
[1] Univ Calif San Francisco, Bakar Computat Hlth Sci Inst, San Francisco, CA 94118 USA
[2] Univ Calif San Francisco, Dept Surg, San Francisco, CA USA
[3] Univ Calif San Francisco, Dept Lab Med, San Francisco, CA USA
[4] Univ Calif San Francisco, San Francisco, CA USA
[5] Oregon Hlth & Sci Univ, Portland, OR USA
[6] QuantumLeap Healthcare Collaborat, San Francisco, CA USA
[7] Univ Penn, Philadelphia, PA USA
[8] Univ Minnesota, Minneapolis, MN USA
[9] Univ Calif San Francisco, Dept Pediat, San Francisco, CA 94118 USA
来源
FRONTIERS IN ONCOLOGY | 2023年 / 13卷
基金
美国国家卫生研究院;
关键词
drug repositioning; drug resistance; primary drug resistance; breast cancer; drug repurposing; CELLS IN-VITRO; ADAPTIVE RANDOMIZATION; SPY; CANCER; CHEMOTHERAPY; GROWTH; DESIGN; LINES;
D O I
10.3389/fonc.2023.1192208
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
IntroductionDrug resistance is a major obstacle in cancer treatment and can involve a variety of different factors. Identifying effective therapies for drug resistant tumors is integral for improving patient outcomes. MethodsIn this study, we applied a computational drug repositioning approach to identify potential agents to sensitize primary drug resistant breast cancers. We extracted drug resistance profiles from the I-SPY 2 TRIAL, a neoadjuvant trial for early stage breast cancer, by comparing gene expression profiles of responder and non-responder patients stratified into treatments within HR/HER2 receptor subtypes, yielding 17 treatment-subtype pairs. We then used a rank-based pattern-matching strategy to identify compounds in the Connectivity Map, a database of cell line derived drug perturbation profiles, that can reverse these signatures in a breast cancer cell line. We hypothesize that reversing these drug resistance signatures will sensitize tumors to treatment and prolong survival. ResultsWe found that few individual genes are shared among the drug resistance profiles of different agents. At the pathway level, however, we found enrichment of immune pathways in the responders in 8 treatments within the HR+HER2+, HR+HER2-, and HR-HER2- receptor subtypes. We also found enrichment of estrogen response pathways in the non-responders in 10 treatments primarily within the hormone receptor positive subtypes. Although most of our drug predictions are unique to treatment arms and receptor subtypes, our drug repositioning pipeline identified the estrogen receptor antagonist fulvestrant as a compound that can potentially reverse resistance across 13/17 of the treatments and receptor subtypes including HR+ and triple negative. While fulvestrant showed limited efficacy when tested in a panel of 5 paclitaxel resistant breast cancer cell lines, it did increase drug response in combination with paclitaxel in HCC-1937, a triple negative breast cancer cell line. ConclusionWe applied a computational drug repurposing approach to identify potential agents to sensitize drug resistant breast cancers in the I-SPY 2 TRIAL. We identified fulvestrant as a potential drug hit and showed that it increased response in a paclitaxel-resistant triple negative breast cancer cell line, HCC-1937, when treated in combination with paclitaxel.
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页数:11
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