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Identifying biomarkers of differential chemotherapy response in TNBC patient-derived xenografts with a CTD/WGCNA approach.
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.
Afiliação
  • Petrosyan V; Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA.
  • Dobrolecki LE; Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, TX 77030, USA.
  • Thistlethwaite L; Quantitative and Computational Biosciences Program, Baylor College of Medicine, Houston, TX 77030, USA.
  • Lewis AN; Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, TX 77030, USA.
  • Sallas C; Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, TX 77030, USA.
  • Srinivasan RR; Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, TX 77030, USA.
  • Lei JT; Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, TX 77030, USA.
  • Kovacevic V; School of Electrical Engineering, University of Belgrade, Belgrade, Serbia.
  • Obradovic P; School of Electrical Engineering, University of Belgrade, Belgrade, Serbia.
  • Ellis MJ; Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, TX 77030, USA.
  • Osborne CK; Dan L Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX 77030, USA.
  • Rimawi MF; Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, TX 77030, USA.
  • Pavlick A; Dan L Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX 77030, USA.
  • Shafaee MN; Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, TX 77030, USA.
  • Dowst H; Dan L Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX 77030, USA.
  • Jain A; Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, TX 77030, USA.
  • Saltzman AB; Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, TX 77030, USA.
  • Malovannaya A; Dan L Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX 77030, USA.
  • Marangoni E; Mass Spectrometry Proteomics Core, Baylor College of Medicine, Houston, TX 77030, USA.
  • Welm AL; Mass Spectrometry Proteomics Core, Baylor College of Medicine, Houston, TX 77030, USA.
  • Welm BE; Dan L Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, TX 77030, USA.
  • Li S; Verna and Marrs McLean Department of Biochemistry and Molecular Biology, Baylor College of Medicine, Houston, TX 77030, USA.
  • Wulf GM; Mass Spectrometry Proteomics Core, Baylor College of Medicine, Houston, TX 77030, USA.
  • Sonzogni O; Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, USA.
  • Huang C; Curie Institute, Paris, France.
  • Vasaikar S; Department of Oncological Sciences, University of Utah, Salt Lake City, UT 84112, USA.
  • Hilsenbeck SG; Huntsman Cancer Institute, University of Utah, Salt Lake City, UT 84112, USA.
  • Zhang B; Department of Surgery, University of Utah, Salt Lake City, UT 84112, USA.
  • Milosavljevic A; Huntsman Cancer Institute, University of Utah, Salt Lake City, UT 84112, USA.
  • Lewis MT; Division of Oncology, Washington University, St. Louis, MO 63130, USA.
iScience ; 26(1): 105799, 2023 Jan 20.
Article em En | MEDLINE | ID: mdl-36619972
ABSTRACT
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.
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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Idioma: En Ano de publicação: 2023 Tipo de documento: Article

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Idioma: En Ano de publicação: 2023 Tipo de documento: Article