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Construction of a fecal immune-related protein-based biomarker panel for colorectal cancer diagnosis: a multicenter study
PURPOSE: To explore fecal immune-related proteins that can be used for colorectal cancer (CRC) diagnosis. PATIENTS AND METHODS: Three independent cohorts were used in present study. In the discovery cohort, which included 14 CRC patients and 6 healthy controls (HCs), label-free proteomics was applie...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10258350/ https://www.ncbi.nlm.nih.gov/pubmed/37313408 http://dx.doi.org/10.3389/fimmu.2023.1126217 |
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author | Zhang, Hao Zuo, Lugen Li, Jing Geng, Zhijun Ge, Sitang Song, Xue Wang, Yueyue Zhang, Xiaofeng Wang, Lian Zhao, Tianhao Deng, Min Chai, Damin Wang, Qiusheng Yang, Zi Liu, Quanli Qiu, Quanwei He, Xuxu Yang, Yiqun Ge, Yuanyuan Wu, Rong Zheng, Lin Li, Jianjun Chen, Runkai Sun, Jialiang Hu, Jianguo |
author_facet | Zhang, Hao Zuo, Lugen Li, Jing Geng, Zhijun Ge, Sitang Song, Xue Wang, Yueyue Zhang, Xiaofeng Wang, Lian Zhao, Tianhao Deng, Min Chai, Damin Wang, Qiusheng Yang, Zi Liu, Quanli Qiu, Quanwei He, Xuxu Yang, Yiqun Ge, Yuanyuan Wu, Rong Zheng, Lin Li, Jianjun Chen, Runkai Sun, Jialiang Hu, Jianguo |
author_sort | Zhang, Hao |
collection | PubMed |
description | PURPOSE: To explore fecal immune-related proteins that can be used for colorectal cancer (CRC) diagnosis. PATIENTS AND METHODS: Three independent cohorts were used in present study. In the discovery cohort, which included 14 CRC patients and 6 healthy controls (HCs), label-free proteomics was applied to identify immune-related proteins in stool that could be used for CRC diagnosis. Exploring potential links between gut microbes and immune-related proteins by 16S rRNA sequencing. The abundance of fecal immune-associated proteins was verified by ELISA in two independent validation cohorts and a biomarker panel was constructed that could be used for CRC diagnosis. The validation cohort I included 192 CRC patients and 151 HCs from 6 different hospitals. The validation cohort II included 141 CRC patients, 82 colorectal adenoma (CRA) patients, and 87 HCs from another hospital. Finally, the expression of biomarkers in cancer tissues was verified by immunohistochemistry (IHC). RESULTS: In the discovery study, 436 plausible fecal proteins were identified. And among 67 differential fecal proteins (|log2 fold change| > 1, P< 0.01) that could be used for CRC diagnosis, 16 immune-related proteins with diagnostic value were identified. The 16S rRNA sequencing results showed a positive correlation between immune-related proteins and the abundance of oncogenic bacteria. In the validation cohort I, a biomarker panel consisting of five fecal immune-related proteins (CAT, LTF, MMP9, RBP4, and SERPINA3) was constructed based on the least absolute shrinkage and selection operator (LASSO) and multivariate logistic regression. The biomarker panel was found to be superior to hemoglobin in the diagnosis of CRC in both validation cohort I and validation cohort II. The IHC result showed that protein expression levels of these five immune-related proteins were significantly higher in CRC tissue than in normal colorectal tissue. CONCLUSION: A novel biomarker panel consisting of fecal immune-related proteins can be used for the diagnosis of CRC. |
format | Online Article Text |
id | pubmed-10258350 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-102583502023-06-13 Construction of a fecal immune-related protein-based biomarker panel for colorectal cancer diagnosis: a multicenter study Zhang, Hao Zuo, Lugen Li, Jing Geng, Zhijun Ge, Sitang Song, Xue Wang, Yueyue Zhang, Xiaofeng Wang, Lian Zhao, Tianhao Deng, Min Chai, Damin Wang, Qiusheng Yang, Zi Liu, Quanli Qiu, Quanwei He, Xuxu Yang, Yiqun Ge, Yuanyuan Wu, Rong Zheng, Lin Li, Jianjun Chen, Runkai Sun, Jialiang Hu, Jianguo Front Immunol Immunology PURPOSE: To explore fecal immune-related proteins that can be used for colorectal cancer (CRC) diagnosis. PATIENTS AND METHODS: Three independent cohorts were used in present study. In the discovery cohort, which included 14 CRC patients and 6 healthy controls (HCs), label-free proteomics was applied to identify immune-related proteins in stool that could be used for CRC diagnosis. Exploring potential links between gut microbes and immune-related proteins by 16S rRNA sequencing. The abundance of fecal immune-associated proteins was verified by ELISA in two independent validation cohorts and a biomarker panel was constructed that could be used for CRC diagnosis. The validation cohort I included 192 CRC patients and 151 HCs from 6 different hospitals. The validation cohort II included 141 CRC patients, 82 colorectal adenoma (CRA) patients, and 87 HCs from another hospital. Finally, the expression of biomarkers in cancer tissues was verified by immunohistochemistry (IHC). RESULTS: In the discovery study, 436 plausible fecal proteins were identified. And among 67 differential fecal proteins (|log2 fold change| > 1, P< 0.01) that could be used for CRC diagnosis, 16 immune-related proteins with diagnostic value were identified. The 16S rRNA sequencing results showed a positive correlation between immune-related proteins and the abundance of oncogenic bacteria. In the validation cohort I, a biomarker panel consisting of five fecal immune-related proteins (CAT, LTF, MMP9, RBP4, and SERPINA3) was constructed based on the least absolute shrinkage and selection operator (LASSO) and multivariate logistic regression. The biomarker panel was found to be superior to hemoglobin in the diagnosis of CRC in both validation cohort I and validation cohort II. The IHC result showed that protein expression levels of these five immune-related proteins were significantly higher in CRC tissue than in normal colorectal tissue. CONCLUSION: A novel biomarker panel consisting of fecal immune-related proteins can be used for the diagnosis of CRC. Frontiers Media S.A. 2023-05-29 /pmc/articles/PMC10258350/ /pubmed/37313408 http://dx.doi.org/10.3389/fimmu.2023.1126217 Text en Copyright © 2023 Zhang, Zuo, Li, Geng, Ge, Song, Wang, Zhang, Wang, Zhao, Deng, Chai, Wang, Yang, Liu, Qiu, He, Yang, Ge, Wu, Zheng, Li, Chen, Sun and Hu 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 | Immunology Zhang, Hao Zuo, Lugen Li, Jing Geng, Zhijun Ge, Sitang Song, Xue Wang, Yueyue Zhang, Xiaofeng Wang, Lian Zhao, Tianhao Deng, Min Chai, Damin Wang, Qiusheng Yang, Zi Liu, Quanli Qiu, Quanwei He, Xuxu Yang, Yiqun Ge, Yuanyuan Wu, Rong Zheng, Lin Li, Jianjun Chen, Runkai Sun, Jialiang Hu, Jianguo Construction of a fecal immune-related protein-based biomarker panel for colorectal cancer diagnosis: a multicenter study |
title | Construction of a fecal immune-related protein-based biomarker panel for colorectal cancer diagnosis: a multicenter study |
title_full | Construction of a fecal immune-related protein-based biomarker panel for colorectal cancer diagnosis: a multicenter study |
title_fullStr | Construction of a fecal immune-related protein-based biomarker panel for colorectal cancer diagnosis: a multicenter study |
title_full_unstemmed | Construction of a fecal immune-related protein-based biomarker panel for colorectal cancer diagnosis: a multicenter study |
title_short | Construction of a fecal immune-related protein-based biomarker panel for colorectal cancer diagnosis: a multicenter study |
title_sort | construction of a fecal immune-related protein-based biomarker panel for colorectal cancer diagnosis: a multicenter study |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10258350/ https://www.ncbi.nlm.nih.gov/pubmed/37313408 http://dx.doi.org/10.3389/fimmu.2023.1126217 |
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