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- Title
Depressive symptom as a risk factor for cirrhosis in patients with primary biliary cholangitis: Analysis based on Lasso‐logistic regression and decision tree models.
- Authors
Zhou, Simin; Li, Jiwen; Liu, Jiangpeng; Dong, Shijing; Chen, Nian; Ran, Ying; Liu, Haifeng; Wang, Xiaoyi; Yang, Hui; Liu, Man; Chu, Hongyu; Wang, Bangmao; Li, Yanni; Guo, Liping; Zhou, Lu
- Abstract
Background: Depressive symptoms are frequently observed in patients with primary biliary cholangitis (PBC). The role of depressive symptoms on cirrhosis has not been fully noticed in PBC. We aimed to establish a risk model for cirrhosis that took depressive symptoms into account. Methods: Depressive symptoms were assessed by the 17‐item Hamilton Depression Rating Scale (HAMD‐17). HAMD‐17 score was analyzed in relation to clinical parameters. Least absolute shrinkage and selection operator (Lasso)‐logistic regression and decision tree models were used to explore the effect of depressive symptoms on cirrhosis. Results: The rate of depressive symptom in patients with PBC (n = 162) was higher than in healthy controls (n = 180) (52.5% vs. 16.1%; p <.001). HAMD‐17 score was negatively associated with C4 levels and positively associated with levels of alkaline phosphatase (ALP), γ‐glutamyl transpeptidase (GGT), total bilirubin (TB), Immunoglobulin (Ig) G, and IgM (r = −0.162, 0.197, 0.355, 0.203, 0.182, 0.314, p <.05). In Lasso‐logistic regression analysis, HAMD‐17 score, human leukocyte antigen (HLA)‐DRB1*03:01 allele, age, ALP levels, and IgM levels (odds ratio [OR] = 1.087, 7.353, 1.075, 1.009, 1.005; p < 0.05) were independent risk factors for cirrhosis. Elevated HAMD‐17 score was also a discriminating factor for high risk of cirrhosis in patients with PBC in decision tree model. Conclusions: Depressive symptoms were associated with disease severity. Elevated HAMD‐17 score was a risk factor for cirrhosis in patients with PBC.
- Subjects
HAMILTON Depression Inventory; HLA histocompatibility antigens; MENTAL depression; DISEASE risk factors; ALKALINE phosphatase
- Publication
Brain & Behavior, 2024, Vol 14, Issue 8, p1
- ISSN
2162-3279
- Publication type
Article
- DOI
10.1002/brb3.3639