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卵巢癌患者肿瘤与其来源异种移植瘤配对组织间的基因表达差异。

Gene expression differences between matched pairs of ovarian cancer patient tumors and patient-derived xenografts.

机构信息

Department of Health Sciences Research, Mayo Clinic, Rochester, MN, 55905, USA.

Department of Oncology, Mayo Clinic, Rochester, MN, 55905, USA.

出版信息

Sci Rep. 2019 Apr 19;9(1):6314. doi: 10.1038/s41598-019-42680-2.

DOI:10.1038/s41598-019-42680-2
PMID:31004097
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6474864/
Abstract

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.

摘要

随着患者来源异种移植 (PDX) 模型越来越多地用于临床前药物开发,考虑 PDX RNA 表达数据中非人类成分的策略对于其解释至关重要。设计并测试了一种生物信息学管道来分离供体肿瘤和小鼠基质转录组图谱。为了研究 PDX 与供体肿瘤的分子保真度,我们比较了来自 9 名卵巢癌患者的配对 PDX-供体肿瘤之间的 mRNA 差异。在 PDX 和供体肿瘤之间鉴定了 1935 个差异表达基因。这些基因中有超过 90%(n=1767)在 PDX 模型中下调,并且富集在基质特异性功能中。PDX 肿瘤中也有几个蛋白激酶差异表达,例如 PDGFRA、PDGFRB 和 CSF1R。通过计算去除这些 PDX-供体肿瘤差异表达基因后,PDX-供体肿瘤对之间的转录相似性更强(平均相关系数从 0.91 增加到 0.95)。我们设计并验证了一种有效的生物信息学策略,用于分离 PDX RNAseq 中的小鼠基质表达和人类肿瘤表达。此外,我们表明大多数 PDX-供体差异表达基因都涉及基质成分。PDX 和供体肿瘤之间的分子相似性和差异对未来使用 PDX 模型的治疗试验设计和治疗反应评估具有重要意义。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1720/6474864/b7a1d2a3aecf/41598_2019_42680_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1720/6474864/3636458f6172/41598_2019_42680_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1720/6474864/16ca608611c5/41598_2019_42680_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1720/6474864/a6f08ad949e7/41598_2019_42680_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1720/6474864/b7a1d2a3aecf/41598_2019_42680_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1720/6474864/3636458f6172/41598_2019_42680_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1720/6474864/16ca608611c5/41598_2019_42680_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1720/6474864/a6f08ad949e7/41598_2019_42680_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1720/6474864/b7a1d2a3aecf/41598_2019_42680_Fig4_HTML.jpg

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