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Gene expression differences between matched pairs of ovarian cancer patient tumors and patient-derived xenografts
As patient derived xenograft (PDX) models are increasingly used for preclinical drug development, strategies to account for the nonhuman component of PDX RNA expression data are critical to its interpretation. A bioinformatics pipeline to separate donor tumor and mouse stroma transcriptome profiles...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6474864/ https://www.ncbi.nlm.nih.gov/pubmed/31004097 http://dx.doi.org/10.1038/s41598-019-42680-2 |
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author | Liu, Yuanhang Chanana, Pritha Davila, Jaime I. Hou, Xiaonan Zanfagnin, Valentina McGehee, Cordelia D. Goode, Ellen L. Polley, Eric C. Haluska, Paul Weroha, S. John Wang, Chen |
author_facet | Liu, Yuanhang Chanana, Pritha Davila, Jaime I. Hou, Xiaonan Zanfagnin, Valentina McGehee, Cordelia D. Goode, Ellen L. Polley, Eric C. Haluska, Paul Weroha, S. John Wang, Chen |
author_sort | Liu, Yuanhang |
collection | PubMed |
description | As patient derived xenograft (PDX) models are increasingly used for preclinical drug development, strategies to account for the nonhuman component of PDX RNA expression data are critical to its interpretation. A bioinformatics pipeline to separate donor tumor and mouse stroma transcriptome profiles was devised and tested. To examine the molecular fidelity of PDX versus donor tumors, we compared mRNA differences between paired PDX-donor tumors from nine ovarian cancer patients. 1,935 differentially expressed genes were identified between PDX and donor tumors. Over 90% (n = 1767) of these genes were down-regulated in PDX models and enriched in stroma-specific functions. Several protein kinases were also differentially expressed in PDX tumors, e.g. PDGFRA, PDGFRB and CSF1R. Upon in silico removal of these PDX-donor tumor differentially expressed genes, a stronger transcriptional resemblance between PDX-donor tumor pairs was seen (average correlation coefficient increases from 0.91 to 0.95). We devised and validated an effective bioinformatics strategy to separate mouse stroma expression from human tumor expression for PDX RNAseq. In addition, we showed most of the PDX-donor differentially expressed genes were implicated in stromal components. The molecular similarities and differences between PDX and donor tumors have implications in future therapeutic trial designs and treatment response evaluations using PDX models. |
format | Online Article Text |
id | pubmed-6474864 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-64748642019-04-26 Gene expression differences between matched pairs of ovarian cancer patient tumors and patient-derived xenografts Liu, Yuanhang Chanana, Pritha Davila, Jaime I. Hou, Xiaonan Zanfagnin, Valentina McGehee, Cordelia D. Goode, Ellen L. Polley, Eric C. Haluska, Paul Weroha, S. John Wang, Chen Sci Rep Article As patient derived xenograft (PDX) models are increasingly used for preclinical drug development, strategies to account for the nonhuman component of PDX RNA expression data are critical to its interpretation. A bioinformatics pipeline to separate donor tumor and mouse stroma transcriptome profiles was devised and tested. To examine the molecular fidelity of PDX versus donor tumors, we compared mRNA differences between paired PDX-donor tumors from nine ovarian cancer patients. 1,935 differentially expressed genes were identified between PDX and donor tumors. Over 90% (n = 1767) of these genes were down-regulated in PDX models and enriched in stroma-specific functions. Several protein kinases were also differentially expressed in PDX tumors, e.g. PDGFRA, PDGFRB and CSF1R. Upon in silico removal of these PDX-donor tumor differentially expressed genes, a stronger transcriptional resemblance between PDX-donor tumor pairs was seen (average correlation coefficient increases from 0.91 to 0.95). We devised and validated an effective bioinformatics strategy to separate mouse stroma expression from human tumor expression for PDX RNAseq. In addition, we showed most of the PDX-donor differentially expressed genes were implicated in stromal components. The molecular similarities and differences between PDX and donor tumors have implications in future therapeutic trial designs and treatment response evaluations using PDX models. Nature Publishing Group UK 2019-04-19 /pmc/articles/PMC6474864/ /pubmed/31004097 http://dx.doi.org/10.1038/s41598-019-42680-2 Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Liu, Yuanhang Chanana, Pritha Davila, Jaime I. Hou, Xiaonan Zanfagnin, Valentina McGehee, Cordelia D. Goode, Ellen L. Polley, Eric C. Haluska, Paul Weroha, S. John Wang, Chen Gene expression differences between matched pairs of ovarian cancer patient tumors and patient-derived xenografts |
title | Gene expression differences between matched pairs of ovarian cancer patient tumors and patient-derived xenografts |
title_full | Gene expression differences between matched pairs of ovarian cancer patient tumors and patient-derived xenografts |
title_fullStr | Gene expression differences between matched pairs of ovarian cancer patient tumors and patient-derived xenografts |
title_full_unstemmed | Gene expression differences between matched pairs of ovarian cancer patient tumors and patient-derived xenografts |
title_short | Gene expression differences between matched pairs of ovarian cancer patient tumors and patient-derived xenografts |
title_sort | gene expression differences between matched pairs of ovarian cancer patient tumors and patient-derived xenografts |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6474864/ https://www.ncbi.nlm.nih.gov/pubmed/31004097 http://dx.doi.org/10.1038/s41598-019-42680-2 |
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