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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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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
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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.
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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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