Cancer functional states-based molecular subtypes of gastric cancer

Abstract Background The treatment of gastric cancer remains a challenge. Methods We divided gastric cancer into three subtypes based on 14 cancer functional states. We investigated differences between subtypes through multi-omics data, especially at the single-cell level, which allowed us to analyze...

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Main Authors: Qi Zhou, Yiwu Yuan, Hao Lu, Xueqin Li, Ziyang Liu, Jinheng Gan, Zhenqi Yue, Jiping Wu, Jie Sheng, Lin Xin
Format: Article
Language:English
Published: BMC 2023-02-01
Series:Journal of Translational Medicine
Subjects:
Online Access:https://doi.org/10.1186/s12967-023-03921-1
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author Qi Zhou
Yiwu Yuan
Hao Lu
Xueqin Li
Ziyang Liu
Jinheng Gan
Zhenqi Yue
Jiping Wu
Jie Sheng
Lin Xin
author_facet Qi Zhou
Yiwu Yuan
Hao Lu
Xueqin Li
Ziyang Liu
Jinheng Gan
Zhenqi Yue
Jiping Wu
Jie Sheng
Lin Xin
author_sort Qi Zhou
collection DOAJ
description Abstract Background The treatment of gastric cancer remains a challenge. Methods We divided gastric cancer into three subtypes based on 14 cancer functional states. We investigated differences between subtypes through multi-omics data, especially at the single-cell level, which allowed us to analyze differences from the perspective of each type of cell rather than the whole. Results The cluster 1 is characterized by high levels of tumor progression-related cancer functional status, worst survival outcomes, low metabolic level, high infiltration of immunosuppressive cells, high copy number variations (CNV), and low tumor mutational burden (TMB). The cluster 2 is characterized by low levels of tumor progression-related cancer functional status, favorable prognosis, moderate metabolic level, low immune cell infiltration, high CNV, and moderate TMB. Then, the cluster 3 is characterized by the high level of all cancer functional status, high metabolic level, low CNV, high TMB, high infiltration of immune cells with high cytotoxicity, and better response to immunotherapy. We also established a prognostic model based on cancer functional status and validated its robustness. Conclusions Collectively, our study identified gastric cancer subtypes and provided new insights into the clinical treatment of gastric cancer.
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spelling doaj.art-77e699ac388b40afad21df62daba69972023-02-05T12:22:18ZengBMCJournal of Translational Medicine1479-58762023-02-0121111510.1186/s12967-023-03921-1Cancer functional states-based molecular subtypes of gastric cancerQi Zhou0Yiwu Yuan1Hao Lu2Xueqin Li3Ziyang Liu4Jinheng Gan5Zhenqi Yue6Jiping Wu7Jie Sheng8Lin Xin9Department of General Surgery, The Second Affiliated Hospital of Nanchang UniversityDepartment of General Surgery, The Second Affiliated Hospital of Nanchang UniversityDepartment of General Surgery, The Second Affiliated Hospital of Nanchang UniversityDepartment of General Surgery, The Second Affiliated Hospital of Nanchang UniversityDepartment of General Surgery, The Second Affiliated Hospital of Nanchang UniversityDepartment of General Surgery, The Second Affiliated Hospital of Nanchang UniversityDepartment of General Surgery, The Second Affiliated Hospital of Nanchang UniversityDepartment of General Surgery, The Second Affiliated Hospital of Nanchang UniversityDepartment of General Surgery, The Second Affiliated Hospital of Nanchang UniversityDepartment of General Surgery, The Second Affiliated Hospital of Nanchang UniversityAbstract Background The treatment of gastric cancer remains a challenge. Methods We divided gastric cancer into three subtypes based on 14 cancer functional states. We investigated differences between subtypes through multi-omics data, especially at the single-cell level, which allowed us to analyze differences from the perspective of each type of cell rather than the whole. Results The cluster 1 is characterized by high levels of tumor progression-related cancer functional status, worst survival outcomes, low metabolic level, high infiltration of immunosuppressive cells, high copy number variations (CNV), and low tumor mutational burden (TMB). The cluster 2 is characterized by low levels of tumor progression-related cancer functional status, favorable prognosis, moderate metabolic level, low immune cell infiltration, high CNV, and moderate TMB. Then, the cluster 3 is characterized by the high level of all cancer functional status, high metabolic level, low CNV, high TMB, high infiltration of immune cells with high cytotoxicity, and better response to immunotherapy. We also established a prognostic model based on cancer functional status and validated its robustness. Conclusions Collectively, our study identified gastric cancer subtypes and provided new insights into the clinical treatment of gastric cancer.https://doi.org/10.1186/s12967-023-03921-1Gastric cancerCancer functional statesSubtypesSingle cell
spellingShingle Qi Zhou
Yiwu Yuan
Hao Lu
Xueqin Li
Ziyang Liu
Jinheng Gan
Zhenqi Yue
Jiping Wu
Jie Sheng
Lin Xin
Cancer functional states-based molecular subtypes of gastric cancer
Journal of Translational Medicine
Gastric cancer
Cancer functional states
Subtypes
Single cell
title Cancer functional states-based molecular subtypes of gastric cancer
title_full Cancer functional states-based molecular subtypes of gastric cancer
title_fullStr Cancer functional states-based molecular subtypes of gastric cancer
title_full_unstemmed Cancer functional states-based molecular subtypes of gastric cancer
title_short Cancer functional states-based molecular subtypes of gastric cancer
title_sort cancer functional states based molecular subtypes of gastric cancer
topic Gastric cancer
Cancer functional states
Subtypes
Single cell
url https://doi.org/10.1186/s12967-023-03921-1
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