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Identifying biomarkers of differential chemotherapy response in TNBC patient-derived xenografts with a CTD/WGCNA approach

Although systemic chemotherapy remains the standard of care for TNBC, even combination chemotherapy is often ineffective. The identification of biomarkers for differential chemotherapy response would allow for the selection of responsive patients, thus maximizing efficacy and minimizing toxicities....

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Detalles Bibliográficos
Autores principales: Petrosyan, Varduhi, Dobrolecki, Lacey E., Thistlethwaite, Lillian, Lewis, Alaina N., Sallas, Christina, Srinivasan, Ramakrishnan R., Lei, Jonathan T., Kovacevic, Vladimir, Obradovic, Predrag, Ellis, Matthew J., Osborne, C. Kent, Rimawi, Mothaffar F., Pavlick, Anne, Shafaee, Maryam Nemati, Dowst, Heidi, Jain, Antrix, Saltzman, Alexander B., Malovannaya, Anna, Marangoni, Elisabetta, Welm, Alana L., Welm, Bryan E., Li, Shunqiang, Wulf, Gerburg M., Sonzogni, Olmo, Huang, Chen, Vasaikar, Suhas, Hilsenbeck, Susan G., Zhang, Bing, Milosavljevic, Aleksandar, Lewis, Michael T.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9813793/
https://www.ncbi.nlm.nih.gov/pubmed/36619972
http://dx.doi.org/10.1016/j.isci.2022.105799
Descripción
Sumario:Although systemic chemotherapy remains the standard of care for TNBC, even combination chemotherapy is often ineffective. The identification of biomarkers for differential chemotherapy response would allow for the selection of responsive patients, thus maximizing efficacy and minimizing toxicities. Here, we leverage TNBC PDXs to identify biomarkers of response. To demonstrate their ability to function as a preclinical cohort, PDXs were characterized using DNA sequencing, transcriptomics, and proteomics to show consistency with clinical samples. We then developed a network-based approach (CTD/WGCNA) to identify biomarkers of response to carboplatin (MSI1, TMSB15A, ARHGDIB, GGT1, SV2A, SEC14L2, SERPINI1, ADAMTS20, DGKQ) and docetaxel (c, MAGED4, CERS1, ST8SIA2, KIF24, PARPBP). CTD/WGCNA multigene biomarkers are predictive in PDX datasets (RNAseq and Affymetrix) for both taxane- (docetaxel or paclitaxel) and platinum-based (carboplatin or cisplatin) response, thereby demonstrating cross-expression platform and cross-drug class robustness. These biomarkers were also predictive in clinical datasets, thus demonstrating translational potential.