Exploring immune related gene signatures and mechanisms linking non alcoholic fatty liver disease to atrial fibrillation through transcriptome data analysis

被引:2
|
作者
Wu, Keke [1 ,2 ,3 ,4 ]
Zhu, Jiayi [1 ,2 ,3 ,4 ]
Ma, Yingxu [1 ,2 ,3 ,4 ]
Zhou, Yong [1 ,2 ,3 ,4 ]
Lin, Qiuzhen [1 ,2 ,3 ,4 ]
Tu, Tao [1 ,2 ,3 ,4 ]
Liu, Qiming [1 ,2 ,3 ,4 ]
机构
[1] Cent South Univ, Xiangya Hosp 2, Dept Cardiovasc Med, 139 Renmin Middle Rd, Changsha 410011, Hunan, Peoples R China
[2] Cent South Univ, Res Inst Blood Lipid & Atherosclerosis, Changsha, Peoples R China
[3] Modern Cardiovasc Dis Clin Technol Res Ctr Hunan P, Changsha, Peoples R China
[4] Cardiovasc Dis Res Ctr Hunan Prov, Changsha 410011, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
NECROSIS-FACTOR-ALPHA; CD4+ T-CELLS; INCREASED PREVALENCE; HEPATIC STEATOSIS; INFLAMMATION; FIBROSIS; ACTIVATION; EXPRESSION; PACKAGE; PATHWAY;
D O I
10.1038/s41598-023-44884-z
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Atrial fibrillation (AF) and related cardiovascular complications pose a heavy burden to patients and society. Mounting evidence suggests a close association between nonalcoholic fatty liver disease (NAFLD) and AF. NAFLD and AF transcriptomic datasets were obtained from GEO database and analyzed using several bioinformatics approaches. We established a NAFLD-AF associated gene diagnostic signature (NAGDS) using protein-protein interaction analysis and machine learning, which was further quantified through RT-qPCR. Potential miRNA targeting NAGDS were predicted. Gene modules highly correlated with NAFLD liver pathology or AF occurrence were identified by WGCNA. Enrichment analysis of the overlapped genes from key module revealed that T-cell activation plays essential roles in NAFLD and AF, which was further confirmed by immune infiltration. Furthermore, an integrated SVM-RFE and LASSO algorithm was used to identify CCL4, CD48, ITGB2, and RNASE6 as NAGDS, all of which were found to be upregulated in NAFLD and AF mouse tissues. Patients with higher NAGDS showed augmented T cell and macrophage immunity, more advanced liver pathological characteristics, and prolonged AF duration. Additionally, hsa-miR-26a-5p played a central role in the regulation of NAGDS. Our findings highlight the central role of T-cell immune response in linking NAFLD to AF, and established an accurate NAGDS diagnostic model, which could serve as potential targets for immunoregulatory therapy.
引用
收藏
页数:17
相关论文
共 50 条
  • [21] Identification of disease-related genes and construction of a gene co-expression database in non-alcoholic fatty liver disease
    Ye, Hua
    Sun, Mengxia
    Su, Mingli
    Chen, Dahua
    Liu, Huiwei
    Ma, Yanyan
    Luo, Wenjing
    Li, Hong
    Xu, Feng
    FRONTIERS IN GENETICS, 2023, 14
  • [22] Single-cell transcriptome analysis of liver immune microenvironment changes induced by microplastics in mice with non-alcoholic fatty liver
    Liu, Wangrui
    Li, Meng
    Guo, Huaqi
    Wei, Shiyin
    Xu, Wenhao
    Yan, Yuanliang
    Shi, Yaoping
    Xu, Zhijie
    Chang, Kun
    Wei, Gang
    Zhao, Shuai
    SCIENCE OF THE TOTAL ENVIRONMENT, 2024, 912
  • [23] Exploring Promising Therapies for Non-Alcoholic Fatty Liver Disease: A ClinicalTrials.gov Analysis
    Hegazi, Omar E.
    Alalalmeh, Samer O.
    Shahwan, Moyad
    Jairoun, Ammar Abdulrahman
    Alourfi, Mansour M.
    Bokhari, Ghfran Abdulrahman
    Alkhattabi, Abdullah
    Alsharif, Saeed
    Aljehani, Mohannad Abdulrahman
    Alsabban, Abdulmalik Mohammed
    Almtrafi, Mohammad
    Zakri, Ysear Abdulaziz
    AlMahmoud, Abdullah
    Alghamdi, Khalid Mohammed
    Ashour, Ahmed M.
    Alorfi, Nasser M.
    DIABETES METABOLIC SYNDROME AND OBESITY, 2024, 17 : 545 - 561
  • [24] Association between non-alcoholic fatty liver disease and risk of new-onset atrial fibrillation in healthy adults
    Roh, Jae-Hyung
    Lee, Jae-Hwan
    Lee, Hanbyul
    Yoon, Yong-Hoon
    Kim, Minsu
    Kim, Yong-Giun
    Park, Gyung-Min
    Park, Jae-Hyeong
    Seong, In-Whan
    LIVER INTERNATIONAL, 2020, 40 (02) : 338 - 346
  • [25] Non-alcoholic fatty liver disease is associated with an increased prevalence of atrial fibrillation in hospitalized patients with Type 2 diabetes
    Targher, Giovanni
    Mantovani, Alessandro
    Pichiri, Isabella
    Rigolon, Riccardo
    Dauriz, Marco
    Zoppini, Giacomo
    Morani, Giovanni
    Vassanelli, Corrado
    Bonora, Enzo
    CLINICAL SCIENCE, 2013, 125 (5-6) : 301 - 309
  • [26] Predicting Non-Alcoholic Fatty Liver Disease Progression and Immune Deregulations by Specific Gene Expression Patterns
    Zeng, Fanhong
    Zhang, Yue
    Han, Xu
    Zeng, Min
    Gao, Yi
    Weng, Jun
    FRONTIERS IN IMMUNOLOGY, 2021, 11
  • [27] Cross-tissue omics analysis discovers ten adipose genes encoding secreted proteins in obesity-related non-alcoholic fatty liver disease
    Darci-Maher, Nicholas
    Alvarez, Marcus
    Arasu, Uma Thanigai
    Selvarajan, Ilakya
    Lee, Seung Hyuk T.
    Pan, David Z.
    Miao, Zong
    Das, Sankha Subhra
    Kaminska, Dorota
    Ord, Tiit
    Benhammou, Jihane N.
    Wabitsch, Martin
    Pisegna, Joseph R.
    Mannisto, Ville
    Pietilainen, Kirsi H.
    Laakso, Markku
    Sinsheimer, Janet S.
    Kaikkonen, Minna U.
    Pihlajamaki, Jussi
    Pajukanta, Paivi
    EBIOMEDICINE, 2023, 92
  • [28] Genetics in non-alcoholic fatty liver disease: The role of risk alleles through the lens of immune response
    Sookoian, Silvia
    Pirola, Carlos J.
    CLINICAL AND MOLECULAR HEPATOLOGY, 2023, 29 : S184 - S195
  • [29] Gut microbiota impact on the peripheral immune response in non-alcoholic fatty liver disease related hepatocellular carcinoma
    Behary, Jason
    Amorim, Nadia
    Jiang, Xiao-Tao
    Raposo, Anita
    Gong, Lan
    McGovern, Emily
    Ibrahim, Ragy
    Chu, Francis
    Stephens, Carlie
    Jebeili, Hazem
    Fragomeli, Vincenzo
    Koay, Yen Chin
    Jackson, Miriam
    O'Sullivan, John
    Weltman, Martin
    McCaughan, Geoffrey
    El-Omar, Emad
    Zekry, Amany
    NATURE COMMUNICATIONS, 2021, 12 (01)
  • [30] Identification of neutrophil extracellular trap-related biomarkers in non-alcoholic fatty liver disease through machine learning and single-cell analysis
    Fang, Zhihao
    Liu, Changxu
    Yu, Xiaoxiao
    Yang, Kai
    Yu, Tianqi
    Ji, Yanchao
    Liu, Chang
    SCIENTIFIC REPORTS, 2024, 14 (01):