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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....
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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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 |
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author | 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. |
author_facet | 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. |
author_sort | Petrosyan, Varduhi |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-9813793 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-98137932023-01-06 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. iScience Article 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. Elsevier 2022-12-12 /pmc/articles/PMC9813793/ /pubmed/36619972 http://dx.doi.org/10.1016/j.isci.2022.105799 Text en © 2022. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article 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. Identifying biomarkers of differential chemotherapy response in TNBC patient-derived xenografts with a CTD/WGCNA approach |
title | Identifying biomarkers of differential chemotherapy response in TNBC patient-derived xenografts with a CTD/WGCNA approach |
title_full | Identifying biomarkers of differential chemotherapy response in TNBC patient-derived xenografts with a CTD/WGCNA approach |
title_fullStr | Identifying biomarkers of differential chemotherapy response in TNBC patient-derived xenografts with a CTD/WGCNA approach |
title_full_unstemmed | Identifying biomarkers of differential chemotherapy response in TNBC patient-derived xenografts with a CTD/WGCNA approach |
title_short | Identifying biomarkers of differential chemotherapy response in TNBC patient-derived xenografts with a CTD/WGCNA approach |
title_sort | identifying biomarkers of differential chemotherapy response in tnbc patient-derived xenografts with a ctd/wgcna approach |
topic | Article |
url | 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 |
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