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Prognostic and therapeutic implications of extracellular matrix associated gene signature in renal clear cell carcinoma
Complex interactions in tumor microenvironment between ECM (extra-cellular matrix) and cancer cell plays a central role in the generation of tumor supportive microenvironment. In this study, the expression of ECM-related genes was explored for prognostic and immunological implication in clear cell r...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8026590/ https://www.ncbi.nlm.nih.gov/pubmed/33828127 http://dx.doi.org/10.1038/s41598-021-86888-7 |
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author | Ahluwalia, Pankaj Ahluwalia, Meenakshi Mondal, Ashis K. Sahajpal, Nikhil Kota, Vamsi Rojiani, Mumtaz V. Rojiani, Amyn M. Kolhe, Ravindra |
author_facet | Ahluwalia, Pankaj Ahluwalia, Meenakshi Mondal, Ashis K. Sahajpal, Nikhil Kota, Vamsi Rojiani, Mumtaz V. Rojiani, Amyn M. Kolhe, Ravindra |
author_sort | Ahluwalia, Pankaj |
collection | PubMed |
description | Complex interactions in tumor microenvironment between ECM (extra-cellular matrix) and cancer cell plays a central role in the generation of tumor supportive microenvironment. In this study, the expression of ECM-related genes was explored for prognostic and immunological implication in clear cell renal clear cell carcinoma (ccRCC). Out of 964 ECM genes, higher expression (z-score > 2) of 35 genes showed significant association with overall survival (OS), progression-free survival (PFS) and disease-specific survival (DSS). On comparison to normal tissue, 12 genes (NUDT1, SIGLEC1, LRP1, LOXL2, SERPINE1, PLOD3, ZP3, RARRES2, TGM2, COL3A1, ANXA4, and POSTN) showed elevated expression in kidney tumor (n = 523) compared to normal (n = 100). Further, Cox proportional hazard model was utilized to develop 12 genes ECM signature that showed significant association with overall survival in TCGA dataset (HR = 2.45; 95% CI [1.78–3.38]; p < 0.01). This gene signature was further validated in 3 independent datasets from GEO database. Kaplan–Meier log-rank test significantly associated patients with elevated expression of this gene signature with a higher risk of mortality. Further, differential gene expression analysis using DESeq2 and principal component analysis (PCA) identified genes with the highest fold change forming distinct clusters between ECM-rich high-risk and ECM-poor low-risk patients. Geneset enrichment analysis (GSEA) identified significant perturbations in homeostatic kidney functions in the high-risk group. Further, higher infiltration of immunosuppressive T-reg and M2 macrophages was observed in high-risk group patients. The present study has identified a prognostic signature with associated tumor-promoting immune niche with clinical utility in ccRCC. Further exploration of ECM dynamics and validation of this gene signature can assist in design and application of novel therapeutic approaches. |
format | Online Article Text |
id | pubmed-8026590 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-80265902021-04-08 Prognostic and therapeutic implications of extracellular matrix associated gene signature in renal clear cell carcinoma Ahluwalia, Pankaj Ahluwalia, Meenakshi Mondal, Ashis K. Sahajpal, Nikhil Kota, Vamsi Rojiani, Mumtaz V. Rojiani, Amyn M. Kolhe, Ravindra Sci Rep Article Complex interactions in tumor microenvironment between ECM (extra-cellular matrix) and cancer cell plays a central role in the generation of tumor supportive microenvironment. In this study, the expression of ECM-related genes was explored for prognostic and immunological implication in clear cell renal clear cell carcinoma (ccRCC). Out of 964 ECM genes, higher expression (z-score > 2) of 35 genes showed significant association with overall survival (OS), progression-free survival (PFS) and disease-specific survival (DSS). On comparison to normal tissue, 12 genes (NUDT1, SIGLEC1, LRP1, LOXL2, SERPINE1, PLOD3, ZP3, RARRES2, TGM2, COL3A1, ANXA4, and POSTN) showed elevated expression in kidney tumor (n = 523) compared to normal (n = 100). Further, Cox proportional hazard model was utilized to develop 12 genes ECM signature that showed significant association with overall survival in TCGA dataset (HR = 2.45; 95% CI [1.78–3.38]; p < 0.01). This gene signature was further validated in 3 independent datasets from GEO database. Kaplan–Meier log-rank test significantly associated patients with elevated expression of this gene signature with a higher risk of mortality. Further, differential gene expression analysis using DESeq2 and principal component analysis (PCA) identified genes with the highest fold change forming distinct clusters between ECM-rich high-risk and ECM-poor low-risk patients. Geneset enrichment analysis (GSEA) identified significant perturbations in homeostatic kidney functions in the high-risk group. Further, higher infiltration of immunosuppressive T-reg and M2 macrophages was observed in high-risk group patients. The present study has identified a prognostic signature with associated tumor-promoting immune niche with clinical utility in ccRCC. Further exploration of ECM dynamics and validation of this gene signature can assist in design and application of novel therapeutic approaches. Nature Publishing Group UK 2021-04-07 /pmc/articles/PMC8026590/ /pubmed/33828127 http://dx.doi.org/10.1038/s41598-021-86888-7 Text en © The Author(s) 2021 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Ahluwalia, Pankaj Ahluwalia, Meenakshi Mondal, Ashis K. Sahajpal, Nikhil Kota, Vamsi Rojiani, Mumtaz V. Rojiani, Amyn M. Kolhe, Ravindra Prognostic and therapeutic implications of extracellular matrix associated gene signature in renal clear cell carcinoma |
title | Prognostic and therapeutic implications of extracellular matrix associated gene signature in renal clear cell carcinoma |
title_full | Prognostic and therapeutic implications of extracellular matrix associated gene signature in renal clear cell carcinoma |
title_fullStr | Prognostic and therapeutic implications of extracellular matrix associated gene signature in renal clear cell carcinoma |
title_full_unstemmed | Prognostic and therapeutic implications of extracellular matrix associated gene signature in renal clear cell carcinoma |
title_short | Prognostic and therapeutic implications of extracellular matrix associated gene signature in renal clear cell carcinoma |
title_sort | prognostic and therapeutic implications of extracellular matrix associated gene signature in renal clear cell carcinoma |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8026590/ https://www.ncbi.nlm.nih.gov/pubmed/33828127 http://dx.doi.org/10.1038/s41598-021-86888-7 |
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