Identification of CD4_Naive cells related gene FMO4 as a positive regulator of the poor prognosis of septic CRC patients

Abstract Background Septic disease usually results in delayed access to intensive care and poor outcomes in CRC patients. Studies have shown that T cells play important roles in CRC and sepsis immune systems. Hence, this study was performed to investigate the role of T cells and T-cell-related genes...

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Main Authors: Weiye Hou, Peiwen Fu, Zhenling Nie, Wanye Wang, Jingjing Li, Bangshun He, Qiao Tang, Tianyi Gao
Format: Article
Language:English
Published: BMC 2025-07-01
Series:Cancer Cell International
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Online Access:https://doi.org/10.1186/s12935-025-03917-5
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author Weiye Hou
Peiwen Fu
Zhenling Nie
Wanye Wang
Jingjing Li
Bangshun He
Qiao Tang
Tianyi Gao
author_facet Weiye Hou
Peiwen Fu
Zhenling Nie
Wanye Wang
Jingjing Li
Bangshun He
Qiao Tang
Tianyi Gao
author_sort Weiye Hou
collection DOAJ
description Abstract Background Septic disease usually results in delayed access to intensive care and poor outcomes in CRC patients. Studies have shown that T cells play important roles in CRC and sepsis immune systems. Hence, this study was performed to investigate the role of T cells and T-cell-related genes in CRC-related sepsis prognosis. Methods Single-cell sequencing data from CRC and sepsis patients were first analysed to explore common T-cell signals, including those related to cellular communication and signalling pathways. Then, functional enrichment analysis and Mendelian randomization (MR) analysis were conducted on marker genes of T cells to identify the key genes and their effects on septic CRC. The expression of key genes and their associations with CRC prognosis were validated in 32 blood samples from CRC patients with sepsis. Results Compared with that in the negative control group, CD4_Naive cells infiltration was significantly lower in the combined single-cell sequencing data analysis of CRC and sepsis patients (p < 0.05). Our MR analysis and clinical sample verification results revealed that a high FMO4 gene was negatively associated with CD4_Naive cells infiltration and related to poor prognosis in septic patients with CRC (p < 0.05). The functional enrichment analysis of FMO4 revealed that FMO4 participated mainly in xenobiotic catabolic processes and taurine and hypo-Taurine metabolism in septic CRC, which further inhibited the energy metabolic activity of CD4_Naive cells. Conclusion The CD4_Naive cells related gene FMO4 appears to promote poor prognosis in septic CRC patients, suggesting that it is a promising candidate for therapeutic intervention.
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spelling doaj-art-d3ce12c4d6764c36a1867e5d68ffde4c2025-08-20T03:46:20ZengBMCCancer Cell International1475-28672025-07-0125111210.1186/s12935-025-03917-5Identification of CD4_Naive cells related gene FMO4 as a positive regulator of the poor prognosis of septic CRC patientsWeiye Hou0Peiwen Fu1Zhenling Nie2Wanye Wang3Jingjing Li4Bangshun He5Qiao Tang6Tianyi Gao7Department of Laboratory Medicine, Nanjing First Hospital, Jiangsu Collaborative Innovation Center on Cancer Personalized Medicine, Nanjing Medical UniversityDepartment of Laboratory Medicine, Nanjing First Hospital, Jiangsu Collaborative Innovation Center on Cancer Personalized Medicine, Nanjing Medical UniversityDepartment of Laboratory Medicine, Nanjing First Hospital, Jiangsu Collaborative Innovation Center on Cancer Personalized Medicine, Nanjing Medical UniversityDepartment of Laboratory Medicine, Nanjing First Hospital, Jiangsu Collaborative Innovation Center on Cancer Personalized Medicine, Nanjing Medical UniversityDepartment of Laboratory Medicine, Nanjing First Hospital, Jiangsu Collaborative Innovation Center on Cancer Personalized Medicine, Nanjing Medical UniversityDepartment of Laboratory Medicine, Nanjing First Hospital, Jiangsu Collaborative Innovation Center on Cancer Personalized Medicine, Nanjing Medical UniversityDepartment of Laboratory Medicine, Nanjing First Hospital, Jiangsu Collaborative Innovation Center on Cancer Personalized Medicine, Nanjing Medical UniversityDepartment of Laboratory Medicine, Nanjing First Hospital, Jiangsu Collaborative Innovation Center on Cancer Personalized Medicine, Nanjing Medical UniversityAbstract Background Septic disease usually results in delayed access to intensive care and poor outcomes in CRC patients. Studies have shown that T cells play important roles in CRC and sepsis immune systems. Hence, this study was performed to investigate the role of T cells and T-cell-related genes in CRC-related sepsis prognosis. Methods Single-cell sequencing data from CRC and sepsis patients were first analysed to explore common T-cell signals, including those related to cellular communication and signalling pathways. Then, functional enrichment analysis and Mendelian randomization (MR) analysis were conducted on marker genes of T cells to identify the key genes and their effects on septic CRC. The expression of key genes and their associations with CRC prognosis were validated in 32 blood samples from CRC patients with sepsis. Results Compared with that in the negative control group, CD4_Naive cells infiltration was significantly lower in the combined single-cell sequencing data analysis of CRC and sepsis patients (p < 0.05). Our MR analysis and clinical sample verification results revealed that a high FMO4 gene was negatively associated with CD4_Naive cells infiltration and related to poor prognosis in septic patients with CRC (p < 0.05). The functional enrichment analysis of FMO4 revealed that FMO4 participated mainly in xenobiotic catabolic processes and taurine and hypo-Taurine metabolism in septic CRC, which further inhibited the energy metabolic activity of CD4_Naive cells. Conclusion The CD4_Naive cells related gene FMO4 appears to promote poor prognosis in septic CRC patients, suggesting that it is a promising candidate for therapeutic intervention.https://doi.org/10.1186/s12935-025-03917-5CRCSepsisCD4_Naive cellsFMO4Immunosuppression
spellingShingle Weiye Hou
Peiwen Fu
Zhenling Nie
Wanye Wang
Jingjing Li
Bangshun He
Qiao Tang
Tianyi Gao
Identification of CD4_Naive cells related gene FMO4 as a positive regulator of the poor prognosis of septic CRC patients
Cancer Cell International
CRC
Sepsis
CD4_Naive cells
FMO4
Immunosuppression
title Identification of CD4_Naive cells related gene FMO4 as a positive regulator of the poor prognosis of septic CRC patients
title_full Identification of CD4_Naive cells related gene FMO4 as a positive regulator of the poor prognosis of septic CRC patients
title_fullStr Identification of CD4_Naive cells related gene FMO4 as a positive regulator of the poor prognosis of septic CRC patients
title_full_unstemmed Identification of CD4_Naive cells related gene FMO4 as a positive regulator of the poor prognosis of septic CRC patients
title_short Identification of CD4_Naive cells related gene FMO4 as a positive regulator of the poor prognosis of septic CRC patients
title_sort identification of cd4 naive cells related gene fmo4 as a positive regulator of the poor prognosis of septic crc patients
topic CRC
Sepsis
CD4_Naive cells
FMO4
Immunosuppression
url https://doi.org/10.1186/s12935-025-03917-5
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