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Significance of monocyte infiltration in patients with gastric cancer: A combined study based on single cell sequencing and TCGA
BACKGROUND: Gastric cancer is still one of the most lethal tumor diseases in the world. Despite some improvements, the prognosis of patients with gastric cancer is still not accurately predicted. METHODS: Based on single cell sequencing data, we conducted a detailed analysis of gastric cancer patien...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9720400/ https://www.ncbi.nlm.nih.gov/pubmed/36479092 http://dx.doi.org/10.3389/fonc.2022.1001307 |
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author | Xu, Wei Zhao, Dongxu Huang, Xiaowei Zhang, Man Zhu, Wenxin Xu, Chunfang |
author_facet | Xu, Wei Zhao, Dongxu Huang, Xiaowei Zhang, Man Zhu, Wenxin Xu, Chunfang |
author_sort | Xu, Wei |
collection | PubMed |
description | BACKGROUND: Gastric cancer is still one of the most lethal tumor diseases in the world. Despite some improvements, the prognosis of patients with gastric cancer is still not accurately predicted. METHODS: Based on single cell sequencing data, we conducted a detailed analysis of gastric cancer patients and normal tissues to determine the role of monocytes in the progression of gastric cancer. WCGA facilitated our search for Grade-related genes in TCGA. Then, according to the marker genes and cell differentiation genes of monocytes, we determined the cancer-promoting genes of monocytes. Based on LASSO regression, we established a prognostic model using TCGA database. The accuracy of the model was verified by PCA, ROC curve, survival analysis and prognostic analysis. Finally, we evaluated the significance of the model in clinical diagnosis and treatment by observing drug sensitivity, immune microenvironment and immune checkpoint expression in patients with different risk groups. RESULTS: Monocytes were poorly differentiated in tumor microenvironment. It mainly played a role in promoting cancer in two ways. One was to promote tumor progression indirectly by interacting with other tumor stromal cells. The other was to directly connect with tumor cells through the MIF and TNF pathway to play a tumor-promoting role. The former was more important in these two ways. A total of 292 monocyte tumor-promoting genes were obtained, and 12 genes were finally included in the construction of the prognosis model. A variety of validation methods showed that our model had an accurate prediction ability. Drug sensitivity analysis could provide guidance for clinical medication of patients. The results of immune microenvironment and immune checkpoint also indicated the reasons for poor prognosis of high-risk patients. CONCLUSION: In conclusion, we provided a 12-gene risk score formula and nomogram for gastric cancer patients to assist clinical drug therapy and prognosis prediction. This model had good accuracy and clinical significance. |
format | Online Article Text |
id | pubmed-9720400 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-97204002022-12-06 Significance of monocyte infiltration in patients with gastric cancer: A combined study based on single cell sequencing and TCGA Xu, Wei Zhao, Dongxu Huang, Xiaowei Zhang, Man Zhu, Wenxin Xu, Chunfang Front Oncol Oncology BACKGROUND: Gastric cancer is still one of the most lethal tumor diseases in the world. Despite some improvements, the prognosis of patients with gastric cancer is still not accurately predicted. METHODS: Based on single cell sequencing data, we conducted a detailed analysis of gastric cancer patients and normal tissues to determine the role of monocytes in the progression of gastric cancer. WCGA facilitated our search for Grade-related genes in TCGA. Then, according to the marker genes and cell differentiation genes of monocytes, we determined the cancer-promoting genes of monocytes. Based on LASSO regression, we established a prognostic model using TCGA database. The accuracy of the model was verified by PCA, ROC curve, survival analysis and prognostic analysis. Finally, we evaluated the significance of the model in clinical diagnosis and treatment by observing drug sensitivity, immune microenvironment and immune checkpoint expression in patients with different risk groups. RESULTS: Monocytes were poorly differentiated in tumor microenvironment. It mainly played a role in promoting cancer in two ways. One was to promote tumor progression indirectly by interacting with other tumor stromal cells. The other was to directly connect with tumor cells through the MIF and TNF pathway to play a tumor-promoting role. The former was more important in these two ways. A total of 292 monocyte tumor-promoting genes were obtained, and 12 genes were finally included in the construction of the prognosis model. A variety of validation methods showed that our model had an accurate prediction ability. Drug sensitivity analysis could provide guidance for clinical medication of patients. The results of immune microenvironment and immune checkpoint also indicated the reasons for poor prognosis of high-risk patients. CONCLUSION: In conclusion, we provided a 12-gene risk score formula and nomogram for gastric cancer patients to assist clinical drug therapy and prognosis prediction. This model had good accuracy and clinical significance. Frontiers Media S.A. 2022-11-21 /pmc/articles/PMC9720400/ /pubmed/36479092 http://dx.doi.org/10.3389/fonc.2022.1001307 Text en Copyright © 2022 Xu, Zhao, Huang, Zhang, Zhu and Xu 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 Xu, Wei Zhao, Dongxu Huang, Xiaowei Zhang, Man Zhu, Wenxin Xu, Chunfang Significance of monocyte infiltration in patients with gastric cancer: A combined study based on single cell sequencing and TCGA |
title | Significance of monocyte infiltration in patients with gastric cancer: A combined study based on single cell sequencing and TCGA |
title_full | Significance of monocyte infiltration in patients with gastric cancer: A combined study based on single cell sequencing and TCGA |
title_fullStr | Significance of monocyte infiltration in patients with gastric cancer: A combined study based on single cell sequencing and TCGA |
title_full_unstemmed | Significance of monocyte infiltration in patients with gastric cancer: A combined study based on single cell sequencing and TCGA |
title_short | Significance of monocyte infiltration in patients with gastric cancer: A combined study based on single cell sequencing and TCGA |
title_sort | significance of monocyte infiltration in patients with gastric cancer: a combined study based on single cell sequencing and tcga |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9720400/ https://www.ncbi.nlm.nih.gov/pubmed/36479092 http://dx.doi.org/10.3389/fonc.2022.1001307 |
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