Causal role of immune cells in primary liver cancer: a mendelian randomization study

Abstract Background Primary liver cancer is one of the most common fatal malignancies worldwide. Observational studies have shown that immune cells are closely linked to primary liver cancer, however, due to issues like reverse causality and confounding variables, the causal direction and extent of...

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Main Authors: Jia Liu, Tongyuan Zhang, Yang Gao, Dong Ji, Lijian Chen
Format: Article
Language:English
Published: BMC 2025-05-01
Series:BMC Cancer
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Online Access:https://doi.org/10.1186/s12885-025-14327-1
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author Jia Liu
Tongyuan Zhang
Yang Gao
Dong Ji
Lijian Chen
author_facet Jia Liu
Tongyuan Zhang
Yang Gao
Dong Ji
Lijian Chen
author_sort Jia Liu
collection DOAJ
description Abstract Background Primary liver cancer is one of the most common fatal malignancies worldwide. Observational studies have shown that immune cells are closely linked to primary liver cancer, however, due to issues like reverse causality and confounding variables, the causal direction and extent of this association remain unclear. Thus, this study aimed to explore the potential causal association between immune cells and primary liver cancer, encompassing hepatocellular carcinoma (HCC) and intrahepatic cholangiocarcinoma (ICC). Methods A two-sample mendelian randomization (MR) analysis was performed using summary statistics from genome-wide association studies (GWAS) of the 731 immune traits and primary liver cancer. The primary liver cancer dataset consisted of a total of 456,348 subjects, with 123 cases of HCC and 456,225 controls, as well as 104 cases of ICC and 456,244 controls, all of European ancestry. The primary method for assessing causality was inverse variance weighting (IVW), with sensitivity analysis utilized for testing heterogeneity and pleiotropy. Results Two immunophenotypes were significantly associated with HCC risk: CD3 on CD45RA + CD4+ (OR [95% CI]: 1.334 [1.077 to 1.651], p = 0.008), CD80 on monocyte (OR [95% CI]: 0.578 [0.397 to 0.844], p = 0.004). Additionally, six immunophenotypes were identified to be significantly associated with the risk of ICC: SSC-A on NK (OR [95% CI]: 1.685 [1.166 to 2.436], p = 0.006); CD3 on CD28- CD8br: (OR [95% CI]: 1.826 [1.206 to 2.766], p = 0.004); CD45RA on naive CD4+: (OR [95% CI]: 1.391 [1.119 to 1.729], p = 0.003); Resting Treg %CD4: (OR [95% CI]: 1.290 [1.069 to 1.558], p = 0.008); HLA DR on HSC: (OR [95% CI]: 0.539 [0.343 to 0.846], p = 0.007); Plasmacytoid DC %DC: (OR [95% CI]: 0.610 [0.462 to 0.806], p < 0.001). And sensitivity analyses confirmed the robustness of the main findings. Conclusions MR analysis has revealed the causal relationship between immune cells and primary liver cancer through genetic methods. These findings could assist in clinical decision-making and provide new directions for the treatment and research of primary liver cancer.
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spelling doaj-art-4b285194685f4dc2bffecad34b26cbcb2025-08-20T01:53:19ZengBMCBMC Cancer1471-24072025-05-012511710.1186/s12885-025-14327-1Causal role of immune cells in primary liver cancer: a mendelian randomization studyJia Liu0Tongyuan Zhang1Yang Gao2Dong Ji3Lijian Chen4Department of Anesthesiology, The First Affiliated Hospital of Anhui Medical UniversityDepartment of Emergency Surgery, The First Affiliated Hospital of Anhui Medical UniversityDepartment of Anesthesiology, The First Affiliated Hospital of Anhui Medical UniversityDepartment of Anesthesiology, The First Affiliated Hospital of Anhui Medical UniversityDepartment of Anesthesiology, The First Affiliated Hospital of Anhui Medical UniversityAbstract Background Primary liver cancer is one of the most common fatal malignancies worldwide. Observational studies have shown that immune cells are closely linked to primary liver cancer, however, due to issues like reverse causality and confounding variables, the causal direction and extent of this association remain unclear. Thus, this study aimed to explore the potential causal association between immune cells and primary liver cancer, encompassing hepatocellular carcinoma (HCC) and intrahepatic cholangiocarcinoma (ICC). Methods A two-sample mendelian randomization (MR) analysis was performed using summary statistics from genome-wide association studies (GWAS) of the 731 immune traits and primary liver cancer. The primary liver cancer dataset consisted of a total of 456,348 subjects, with 123 cases of HCC and 456,225 controls, as well as 104 cases of ICC and 456,244 controls, all of European ancestry. The primary method for assessing causality was inverse variance weighting (IVW), with sensitivity analysis utilized for testing heterogeneity and pleiotropy. Results Two immunophenotypes were significantly associated with HCC risk: CD3 on CD45RA + CD4+ (OR [95% CI]: 1.334 [1.077 to 1.651], p = 0.008), CD80 on monocyte (OR [95% CI]: 0.578 [0.397 to 0.844], p = 0.004). Additionally, six immunophenotypes were identified to be significantly associated with the risk of ICC: SSC-A on NK (OR [95% CI]: 1.685 [1.166 to 2.436], p = 0.006); CD3 on CD28- CD8br: (OR [95% CI]: 1.826 [1.206 to 2.766], p = 0.004); CD45RA on naive CD4+: (OR [95% CI]: 1.391 [1.119 to 1.729], p = 0.003); Resting Treg %CD4: (OR [95% CI]: 1.290 [1.069 to 1.558], p = 0.008); HLA DR on HSC: (OR [95% CI]: 0.539 [0.343 to 0.846], p = 0.007); Plasmacytoid DC %DC: (OR [95% CI]: 0.610 [0.462 to 0.806], p < 0.001). And sensitivity analyses confirmed the robustness of the main findings. Conclusions MR analysis has revealed the causal relationship between immune cells and primary liver cancer through genetic methods. These findings could assist in clinical decision-making and provide new directions for the treatment and research of primary liver cancer.https://doi.org/10.1186/s12885-025-14327-1Immune cellsPrimary liver cancerMendelian randomizationHepatocellular carcinomaIntrahepatic cholangiocarcinoma
spellingShingle Jia Liu
Tongyuan Zhang
Yang Gao
Dong Ji
Lijian Chen
Causal role of immune cells in primary liver cancer: a mendelian randomization study
BMC Cancer
Immune cells
Primary liver cancer
Mendelian randomization
Hepatocellular carcinoma
Intrahepatic cholangiocarcinoma
title Causal role of immune cells in primary liver cancer: a mendelian randomization study
title_full Causal role of immune cells in primary liver cancer: a mendelian randomization study
title_fullStr Causal role of immune cells in primary liver cancer: a mendelian randomization study
title_full_unstemmed Causal role of immune cells in primary liver cancer: a mendelian randomization study
title_short Causal role of immune cells in primary liver cancer: a mendelian randomization study
title_sort causal role of immune cells in primary liver cancer a mendelian randomization study
topic Immune cells
Primary liver cancer
Mendelian randomization
Hepatocellular carcinoma
Intrahepatic cholangiocarcinoma
url https://doi.org/10.1186/s12885-025-14327-1
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AT yanggao causalroleofimmunecellsinprimarylivercanceramendelianrandomizationstudy
AT dongji causalroleofimmunecellsinprimarylivercanceramendelianrandomizationstudy
AT lijianchen causalroleofimmunecellsinprimarylivercanceramendelianrandomizationstudy