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Robust Glycogene-Based Prognostic Signature for Proficient Mismatch Repair Colorectal Adenocarcinoma
BACKGROUND: Proficient mismatch repair (pMMR) colorectal adenocarcinoma (CRAC) metastasizes to a greater extent than MMR-deficient CRAC. Prognostic biomarkers are preferred in clinical practice. However, traditional biomarkers screened directly from sequencing are often not robust and thus cannot be...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8529276/ https://www.ncbi.nlm.nih.gov/pubmed/34692502 http://dx.doi.org/10.3389/fonc.2021.727752 |
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author | Li, Yixi Li, Dehua Chen, Yang Lu, Yongping Zhou, Fangbin Li, Chunhong Zeng, Zhipeng Cai, Wanxia Lin, Liewen Li, Qiang Ye, Mingjun Dong, Jingjing Yin, Lianghong Tang, Donge Zhang, Gong Dai, Yong |
author_facet | Li, Yixi Li, Dehua Chen, Yang Lu, Yongping Zhou, Fangbin Li, Chunhong Zeng, Zhipeng Cai, Wanxia Lin, Liewen Li, Qiang Ye, Mingjun Dong, Jingjing Yin, Lianghong Tang, Donge Zhang, Gong Dai, Yong |
author_sort | Li, Yixi |
collection | PubMed |
description | BACKGROUND: Proficient mismatch repair (pMMR) colorectal adenocarcinoma (CRAC) metastasizes to a greater extent than MMR-deficient CRAC. Prognostic biomarkers are preferred in clinical practice. However, traditional biomarkers screened directly from sequencing are often not robust and thus cannot be confidently utilized. METHODS: To circumvent the drawbacks of blind screening, we established a new strategy to identify prognostic biomarkers in the conserved and specific oncogenic pathway and its regulatory RNA network. We performed RNA sequencing (RNA-seq) for messenger RNA (mRNA) and noncoding RNA in six pMMR CRAC patients and constructed a glycosylation-related RNA regulatory network. Biomarkers were selected based on the network and their correlation with the clinicopathologic information and were validated in multiple centers (n = 775). RESULTS: We constructed a competing endogenous RNA (ceRNA) regulatory network using RNA-seq. Genes associated with glycosylation pathways were embedded within this scale-free network. Moreover, we further developed and validated a seven-glycogene prognosis signature, GlycoSig (B3GNT6, GALNT3, GALNT8, ALG8, STT3B, SRD5A3, and ALG6) that prognosticate poor-prognostic subtype for pMMR CRAC patients. This biomarker set was validated in multicenter datasets, demonstrating its robustness and wide applicability. We constructed a simple-to-use nomogram that integrated the risk score of GlycoSig and clinicopathological features of pMMR CRAC patients. CONCLUSIONS: The seven-glycogene signature served as a novel and robust prognostic biomarker set for pMMR CRAC, highlighting the role of a dysregulated glycosylation network in poor prognosis. |
format | Online Article Text |
id | pubmed-8529276 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-85292762021-10-22 Robust Glycogene-Based Prognostic Signature for Proficient Mismatch Repair Colorectal Adenocarcinoma Li, Yixi Li, Dehua Chen, Yang Lu, Yongping Zhou, Fangbin Li, Chunhong Zeng, Zhipeng Cai, Wanxia Lin, Liewen Li, Qiang Ye, Mingjun Dong, Jingjing Yin, Lianghong Tang, Donge Zhang, Gong Dai, Yong Front Oncol Oncology BACKGROUND: Proficient mismatch repair (pMMR) colorectal adenocarcinoma (CRAC) metastasizes to a greater extent than MMR-deficient CRAC. Prognostic biomarkers are preferred in clinical practice. However, traditional biomarkers screened directly from sequencing are often not robust and thus cannot be confidently utilized. METHODS: To circumvent the drawbacks of blind screening, we established a new strategy to identify prognostic biomarkers in the conserved and specific oncogenic pathway and its regulatory RNA network. We performed RNA sequencing (RNA-seq) for messenger RNA (mRNA) and noncoding RNA in six pMMR CRAC patients and constructed a glycosylation-related RNA regulatory network. Biomarkers were selected based on the network and their correlation with the clinicopathologic information and were validated in multiple centers (n = 775). RESULTS: We constructed a competing endogenous RNA (ceRNA) regulatory network using RNA-seq. Genes associated with glycosylation pathways were embedded within this scale-free network. Moreover, we further developed and validated a seven-glycogene prognosis signature, GlycoSig (B3GNT6, GALNT3, GALNT8, ALG8, STT3B, SRD5A3, and ALG6) that prognosticate poor-prognostic subtype for pMMR CRAC patients. This biomarker set was validated in multicenter datasets, demonstrating its robustness and wide applicability. We constructed a simple-to-use nomogram that integrated the risk score of GlycoSig and clinicopathological features of pMMR CRAC patients. CONCLUSIONS: The seven-glycogene signature served as a novel and robust prognostic biomarker set for pMMR CRAC, highlighting the role of a dysregulated glycosylation network in poor prognosis. Frontiers Media S.A. 2021-10-07 /pmc/articles/PMC8529276/ /pubmed/34692502 http://dx.doi.org/10.3389/fonc.2021.727752 Text en Copyright © 2021 Li, Li, Chen, Lu, Zhou, Li, Zeng, Cai, Lin, Li, Ye, Dong, Yin, Tang, Zhang and Dai https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Oncology Li, Yixi Li, Dehua Chen, Yang Lu, Yongping Zhou, Fangbin Li, Chunhong Zeng, Zhipeng Cai, Wanxia Lin, Liewen Li, Qiang Ye, Mingjun Dong, Jingjing Yin, Lianghong Tang, Donge Zhang, Gong Dai, Yong Robust Glycogene-Based Prognostic Signature for Proficient Mismatch Repair Colorectal Adenocarcinoma |
title | Robust Glycogene-Based Prognostic Signature for Proficient Mismatch Repair Colorectal Adenocarcinoma |
title_full | Robust Glycogene-Based Prognostic Signature for Proficient Mismatch Repair Colorectal Adenocarcinoma |
title_fullStr | Robust Glycogene-Based Prognostic Signature for Proficient Mismatch Repair Colorectal Adenocarcinoma |
title_full_unstemmed | Robust Glycogene-Based Prognostic Signature for Proficient Mismatch Repair Colorectal Adenocarcinoma |
title_short | Robust Glycogene-Based Prognostic Signature for Proficient Mismatch Repair Colorectal Adenocarcinoma |
title_sort | robust glycogene-based prognostic signature for proficient mismatch repair colorectal adenocarcinoma |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8529276/ https://www.ncbi.nlm.nih.gov/pubmed/34692502 http://dx.doi.org/10.3389/fonc.2021.727752 |
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