From inflammation to depression: key biomarkers for IBD-related major depressive disorder

被引:0
|
作者
Hu, Chaoqun [1 ]
Ge, Mei [2 ]
Liu, Yan [1 ]
Tan, Wei [1 ]
Zhang, Yingzhi [1 ]
Zou, Min [1 ]
Xiang, Lingya [1 ]
Song, Xiaomei [1 ]
Guo, Hong [1 ]
机构
[1] Chongqing Univ, Chongqing Gen Hosp, Dept Gastroenterol, Chongqing, Peoples R China
[2] Chongqing Univ, Chongqing Gen Hosp, Dept Breast & Thyroid Surg, Chongqing, Peoples R China
关键词
Inflammatory bowel disease; Major depressive disorder; Immune cell infiltration; Diagnostic value; Serum secretory proteins; HEPATOCYTE GROWTH-FACTOR; BOWEL-DISEASE; METAANALYSIS;
D O I
10.1186/s12967-024-05758-8
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
BackgroundInflammatory bowel disease (IBD) is a chronic, inflammatory, and autoimmune disorder, and its incidence of comorbid with major depressive disorder (MDD) is significantly higher than the general population. However, many patients lack proper recognition and necessary psychological health treatments. We aimed to identify potential biomarkers and mechanisms involved in the development of IBD comorbid with MDD (IBD-MDD).MethodsWe utilized IBD and MDD-related datasets from the GEO database for differential gene expression analysis, protein-protein interaction (PPI) and pathway enrichment analysis, random forest algorithm, LASSO regression analysis, and construction of a disease prediction model. We assessed the accuracy of the model using ROC curve, explored potential mechanisms through immune infiltration analysis, and validated candidate biomarkers using peripheral blood samples from patients in our center's cohort.ResultsWe identified 484 IBD-related secreted proteins and 142 key module genes associated with MDD. PPI analysis revealed two crucial modules primarily involved in inflammation and immune regulation. We identified four diagnostic genes (HGF, SPARC, ADAM12, and MMP8) from the 21 shared genes between IBD-related secreted proteins and MDD key module genes, constructed a nomogram model and confirmed its accuracy using ROC curve from an external independent dataset. Immune infiltration analysis revealed significant associations between the four diagnostic genes, and cellular immune dysregulation in MDD. Finally, we validated the expression patterns of the four diagnostic genes in our cohort.ConclusionsOur study discovered four candidate biomarkers for IBD-MDD, providing new insights for the diagnosis and therapeutic intervention of serum-based IBD comorbid with MDD.
引用
收藏
页数:15
相关论文
共 50 条
  • [31] Similarly in depression, nuances of gut microbiota: Evidences from a shotgun metagenomics sequencing study on major depressive disorder versus bipolar disorder with current major depressive episode patients
    Rong, Han
    Xie, Xin-hui
    Zhao, Jie
    Lai, Wen-tao
    Wang, Ming-bang
    Xu, Dan
    Liu, Yang-hui
    Guo, Yuan-yuan
    Xu, Shu-xian
    Deng, Wen-feng
    Yang, Qi-fan
    Xiao, Li
    Zhang, Ying-li
    He, Fu-sheng
    Wang, Sheng
    Liu, Tie-bang
    JOURNAL OF PSYCHIATRIC RESEARCH, 2019, 113 : 90 - 99
  • [32] Differential urinary metabolites related with the severity of major depressive disorder
    Chen, Jian-jun
    Zhou, Chan-juan
    Zheng, Peng
    Cheng, Ke
    Wang, Hai-yang
    Li, Juan
    Zeng, Li
    Xie, Peng
    BEHAVIOURAL BRAIN RESEARCH, 2017, 332 : 280 - 287
  • [33] Reconsidering the reasons for heightened inflammation in major depressive disorder
    Palmos, Alish B.
    Chung, Raymond
    Frissa, Souci
    Goodwin, Laura
    Hotopf, Matthew
    Hatch, Stephani L.
    Breen, Gerome
    Powell, Timothy R.
    JOURNAL OF AFFECTIVE DISORDERS, 2021, 282 : 434 - 441
  • [34] Determinants of IBD-related disability: a cross-sectional survey from the GETAID
    Tannoury, Jenny
    Nachury, Maria
    Martins, Carole
    Serrero, Melanie
    Filippi, Jerome
    Roblin, Xavier
    Bourrier, Anne
    Bouguen, Guillaume
    Franchimont, Denis
    Savoye, Guillaume
    Buisson, Anthony
    Louis, Edouard
    Nancey, Stephane
    Abitbol, Vered
    Reimund, Jean-Marie
    DeWitt, Olivier
    Vuitton, Lucine
    Mathieu, Nicolas
    Peyrin-Biroulet, Laurent
    Gilletta, Cyrielle
    Allez, Matthieu
    Viennot, Stephanie
    Trang-Poisson, Caroline
    Laharie, David
    Amiot, Aurelien
    ALIMENTARY PHARMACOLOGY & THERAPEUTICS, 2021, 53 (10) : 1098 - 1107
  • [35] Heterogeneity of major depressive disorder versus postpartum depression
    Kasper, S.
    EUROPEAN PSYCHIATRY, 2020, 63 : S605 - S606
  • [36] Discriminating bipolar depression from major depressive disorder with polygenic risk scores
    Liebers, David T.
    Pirooznia, Mehdi
    Ganna, Andrea
    Goes, Fernando S.
    PSYCHOLOGICAL MEDICINE, 2021, 51 (09) : 1451 - 1458
  • [37] Gut Microbiota-Related Inflammation Factors as a Potential Biomarker for Diagnosing Major Depressive Disorder
    Bai, Shunjie
    Bai, Huili
    Li, Detao
    Zhong, Qi
    Xie, Jing
    Chen, Jian-jun
    FRONTIERS IN CELLULAR AND INFECTION MICROBIOLOGY, 2022, 12
  • [38] Neuroimaging biomarkers as predictors of treatment outcome in Major Depressive Disorder
    Fonseka, Trehani M.
    MacQueen, Glenda M.
    Kennedy, Sidney H.
    JOURNAL OF AFFECTIVE DISORDERS, 2018, 233 : 21 - 35
  • [39] MicroRNAs as Critical Biomarkers of Major Depressive Disorder: A Comprehensive Perspective
    Ortega, Miguel A.
    Angel Alvarez-Mon, Miguel
    Garcia-Montero, Cielo
    Fraile-Martinez, Oscar
    Lahera, Guillermo
    Monserrat, Jorge
    Munoz-Merida, Luis
    Mora, Fernando
    Rodriguez-Jimenez, Roberto
    Fernandez-Rojo, Sonia
    Quintero, Javier
    Alvarez-Mon, Melchor
    BIOMEDICINES, 2021, 9 (11)
  • [40] A review of new insights into existing major depressive disorder biomarkers
    Rimti, Fahmida Hoque
    Shahbaz, Reemal
    Bhatt, Kunj
    Xiang, Alex
    HELIYON, 2023, 9 (08)