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Exploring the glycolytic cross-talk genes between inflammatory bowel disease and colorectal cancer
Patients with inflammatory bowel disease (IBD) have a higher risk of developing colorectal cancer (CRC). Glycolysis is involved in the development of both IBD and CRC. However, the mechanisms and outcomes of glycolysis shared between IBD and CRC remain unclear. This study aimed to explore the glycol...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10333365/ https://www.ncbi.nlm.nih.gov/pubmed/37428395 http://dx.doi.org/10.1007/s10142-023-01170-5 |
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author | Ye, Chenglin Huang, Yabing Gao, Yuan Zhu, Sizhe Yuan, Jingping |
author_facet | Ye, Chenglin Huang, Yabing Gao, Yuan Zhu, Sizhe Yuan, Jingping |
author_sort | Ye, Chenglin |
collection | PubMed |
description | Patients with inflammatory bowel disease (IBD) have a higher risk of developing colorectal cancer (CRC). Glycolysis is involved in the development of both IBD and CRC. However, the mechanisms and outcomes of glycolysis shared between IBD and CRC remain unclear. This study aimed to explore the glycolytic cross-talk genes between IBD and CRC integrating bioinformatics and machine learning. With WGCNA, LASSO, COX, and SVM-RFE algorithms, P4HA1 and PMM2 were identified as glycolytic cross-talk genes. The independent risk signature of P4HA1 and PMM2 was constructed to predict the overall survival rate of patients with CRC. The risk signature correlated with clinical characteristics, prognosis, tumor microenvironment, immune checkpoint, mutants, cancer stemness, and chemotherapeutic drug sensitivity. CRC patients with high risk have increased microsatellite instability, tumor mutation burden. The nomogram integrating risk score, tumor stage, and age showed high accuracy for predicting overall survival rate. In addition, the diagnostic model for IBD based on P4HA1 and PMM2 showed excellent accuracy. Finally, immunohistochemistry results showed that P4HA1 and PMM2 were significantly upregulated in IBD and CRC. Our study reveals the presence of glycolytic cross-talk genes P4HA1 and PMM2 between IBD and CRC. This may prove to be beneficial in advancing research on the mechanism of development of IBD-associated CRC. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10142-023-01170-5. |
format | Online Article Text |
id | pubmed-10333365 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-103333652023-07-12 Exploring the glycolytic cross-talk genes between inflammatory bowel disease and colorectal cancer Ye, Chenglin Huang, Yabing Gao, Yuan Zhu, Sizhe Yuan, Jingping Funct Integr Genomics Original Article Patients with inflammatory bowel disease (IBD) have a higher risk of developing colorectal cancer (CRC). Glycolysis is involved in the development of both IBD and CRC. However, the mechanisms and outcomes of glycolysis shared between IBD and CRC remain unclear. This study aimed to explore the glycolytic cross-talk genes between IBD and CRC integrating bioinformatics and machine learning. With WGCNA, LASSO, COX, and SVM-RFE algorithms, P4HA1 and PMM2 were identified as glycolytic cross-talk genes. The independent risk signature of P4HA1 and PMM2 was constructed to predict the overall survival rate of patients with CRC. The risk signature correlated with clinical characteristics, prognosis, tumor microenvironment, immune checkpoint, mutants, cancer stemness, and chemotherapeutic drug sensitivity. CRC patients with high risk have increased microsatellite instability, tumor mutation burden. The nomogram integrating risk score, tumor stage, and age showed high accuracy for predicting overall survival rate. In addition, the diagnostic model for IBD based on P4HA1 and PMM2 showed excellent accuracy. Finally, immunohistochemistry results showed that P4HA1 and PMM2 were significantly upregulated in IBD and CRC. Our study reveals the presence of glycolytic cross-talk genes P4HA1 and PMM2 between IBD and CRC. This may prove to be beneficial in advancing research on the mechanism of development of IBD-associated CRC. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10142-023-01170-5. Springer Berlin Heidelberg 2023-07-10 2023 /pmc/articles/PMC10333365/ /pubmed/37428395 http://dx.doi.org/10.1007/s10142-023-01170-5 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Article Ye, Chenglin Huang, Yabing Gao, Yuan Zhu, Sizhe Yuan, Jingping Exploring the glycolytic cross-talk genes between inflammatory bowel disease and colorectal cancer |
title | Exploring the glycolytic cross-talk genes between inflammatory bowel disease and colorectal cancer |
title_full | Exploring the glycolytic cross-talk genes between inflammatory bowel disease and colorectal cancer |
title_fullStr | Exploring the glycolytic cross-talk genes between inflammatory bowel disease and colorectal cancer |
title_full_unstemmed | Exploring the glycolytic cross-talk genes between inflammatory bowel disease and colorectal cancer |
title_short | Exploring the glycolytic cross-talk genes between inflammatory bowel disease and colorectal cancer |
title_sort | exploring the glycolytic cross-talk genes between inflammatory bowel disease and colorectal cancer |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10333365/ https://www.ncbi.nlm.nih.gov/pubmed/37428395 http://dx.doi.org/10.1007/s10142-023-01170-5 |
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