Depressive symptom as a risk factor for cirrhosis in patients with primary biliary cholangitis: Analysis based on Lasso‐logistic regression and decision tree models

Author:

Zhou Simin1,Li Jiwen1,Liu Jiangpeng1,Dong Shijing1,Chen Nian1,Ran Ying1,Liu Haifeng1,Wang Xiaoyi1,Yang Hui1,Liu Man1,Chu Hongyu1,Wang Bangmao1,Li Yanni1,Guo Liping1,Zhou Lu1ORCID

Affiliation:

1. Department of Gastroenterology and Hepatology, General Hospital Tianjin Medical University Tianjin China

Abstract

AbstractBackgroundDepressive 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.MethodsDepressive 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.ResultsThe rate of depressive symptom in patients with PBC (n = 162) was higher than in healthy controls (n = 180) (52.5% vs. 16.1%; < .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, < .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; < 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.ConclusionsDepressive symptoms were associated with disease severity. Elevated HAMD‐17 score was a risk factor for cirrhosis in patients with PBC.

Funder

Natural Science Foundation of Tianjin Municipality

National Natural Science Foundation of China

Publisher

Wiley

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