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Study on influencing factors of anxiety and depression in patients with type 2 diabetes mellitus and comorbidities based on random forest algorithm
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Mengyao SHAO1, 2, Xinxin PAN2, Min LU2, Yanmei WANG2
Chinese Nursing Research | 2026, 40(2) : 185 - 192
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Chinese Nursing Research | 2026, 40(2): 185-192
• Original Articles •
Study on influencing factors of anxiety and depression in patients with type 2 diabetes mellitus and comorbidities based on random forest algorithm
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Mengyao SHAO1, 2, Xinxin PAN2, Min LU2, Yanmei WANG2
Affiliations
  • 1Shihezi University School of Medicine, Xinjiang 832003 China
  • 2Gongli Hospital, Pudong New District, Shanghai
Published: 2026-01-25 doi: 10.12102/j.issn.1009-6493.2026.02.002
Outline
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Objective

To investigate the status quo of anxiety and depression in patients with type 2 diabetes mellitus(T2DM) and comorbidities based on random forest algorithm and analyze their influencing factors.

Methods

A total of 1 652 patients with T2DM and comorbidities were selected by convenience sampling from a tertiary hospital and 3 community hospitals in Pudong New District,Shanghai city from November 2023 to April 2024.A general information questionnaire,the Generalized Anxiety Disorder Scale(GAD-7),and the Patient Health Questionnaire-9(PHQ-9) were used for the survey.Random forest was employed to screen for significant influencing factors.Logistic regression analysis was conducted to explore the factors influencing anxiety and depression in these patients.

Results

Among the 1 652 patients,382(23.1%) had anxiety,and 565(34.2%) had depression.Six factors influenced anxiety,ranked in descending order of importance was marital status,employment status,age,number of comorbidities,family history of diabetes,and alcohol consumption history.Nine factors influenced depression,ranked in descending order of importance was age,family history of diabetes,employment status,education level,marital status,monthly household income,number of comorbidities,disease duration,and body mass index(BMI).The result of Logistic regression analysis showed that age,marital status,employment status,family history of diabetes,and number of comorbidities were common influencing factors for both anxiety and depression in patients with T2DM and comorbidities(P<0.05).Alcohol consumption history was a factor for anxiety(P<0.05).While BMI,education level,monthly household income,and disease duration were factors for depression(P<0.05).

Conclusions

The incidence of anxiety and depression was relatively high among patients with T2DM and comorbidities,with multiple influencing factors.Healthcare providers should identify these factors early and implement targeted interventions to improve patients' mental health and outcomes.

type 2 diabetes mellitus  /  diabetic comorbidities  /  anxiety  /  depression  /  random forest model  /  Logistic regression  /  influencing factors
邵梦瑶, 潘欣欣, 陆敏, 王艳梅. 基于随机森林算法的2型糖尿病共病病人焦虑和抑郁影响因素研究. 护理研究, 2026 , 40 (2) : 185 -192 . DOI: 10.12102/j.issn.1009-6493.2026.02.002
Mengyao SHAO, Xinxin PAN, Min LU, Yanmei WANG. Study on influencing factors of anxiety and depression in patients with type 2 diabetes mellitus and comorbidities based on random forest algorithm[J]. Chinese Nursing Research, 2026 , 40 (2) : 185 -192 . DOI: 10.12102/j.issn.1009-6493.2026.02.002
Year 2026 volume 40 Issue 2
45
14
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Article Info
doi: 10.12102/j.issn.1009-6493.2026.02.002
  • Receive Date:2024-07-28
  • Online Date:2026-10-28
  • Published:2026-01-25
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History
  • Received:2024-07-28
  • Revised:2025-12-25
Affiliations
    1Shihezi University School of Medicine, Xinjiang 832003 China
    2Gongli Hospital, Pudong New District, Shanghai

Corresponding:

WANG Yanmei, E-mail:
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