Variability in the prevalence of depression among adults with chronic pain: UK Biobank analysis through clinical prediction models

被引:3
|
作者
Chen, Lingxiao [1 ,2 ,3 ]
Ashton-James, Claire E. [4 ]
Shi, Baoyi [5 ]
Radojcic, Maja R. [6 ]
Anderson, David B. [7 ]
Chen, Yujie [8 ,9 ]
Preen, David B. [10 ]
Hopper, John L. [11 ]
Li, Shuai [11 ]
Bui, Minh [11 ]
Beckenkamp, Paula R. [7 ]
Arden, Nigel K. [12 ]
Ferreira, Paulo H. [7 ]
Zhou, Hengxing [1 ,13 ]
Feng, Shiqing [1 ,13 ]
Ferreira, Manuela L. [3 ,7 ]
机构
[1] Shandong Univ, Shandong Univ Ctr Orthopaed, Qilu Hosp, Adv Med Res Inst,Dept Orthopaed,Cheeloo Coll Med, Jinan 250012, Shandong, Peoples R China
[2] Shandong Univ, Cheeloo Coll Med, Sch Publ Hlth, Dept Biostat, Jinan 250012, Shandong, Peoples R China
[3] Univ Sydney, Kolling Inst, Fac Med & Hlth, Sydney Musculoskeletal Hlth, Sydney, NSW, Australia
[4] Univ Sydney, Fac Med & Hlth, Sydney Med Sch, Sydney, NSW, Australia
[5] Columbia Univ, Mailman Sch Publ Hlth, Dept Biostat, New York, NY USA
[6] Univ Manchester, Fac Biol Med & Hlth, Div Psychol & Mental Hlth, Manchester, England
[7] Univ Sydney, Fac Med & Hlth, Sch Hlth Sci, Sydney, NSW, Australia
[8] Hosp Sick Children, Program Child Hlth Evaluat Sci, Toronto, ON, Canada
[9] Univ Toronto, Inst Hlth Policy Management & Evaluat, Toronto, ON, Canada
[10] Univ Western Australia, Sch Populat & Global Hlth, Perth, Australia
[11] Univ Melbourne, Melbourne Sch Populat & Global Hlth, Ctr Epidemiol & Biostat, Melbourne, Australia
[12] Univ Oxford, Nuffield Dept Orthopaed Rheumatol & Musculoskeleta, Oxford, England
[13] Shandong Univ, Hosp 2, Cheeloo Coll Med, Jinan 250033, Shandong, Peoples R China
基金
英国医学研究理事会;
关键词
Depression; Chronic pain; Prevalence; Variability; Clinical prediction model; Big data; COMORBIDITY; ASSOCIATION;
D O I
10.1186/s12916-024-03388-x
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background The prevalence of depression among people with chronic pain remains unclear due to the heterogeneity of study samples and definitions of depression. We aimed to identify sources of variation in the prevalence of depression among people with chronic pain and generate clinical prediction models to estimate the probability of depression among individuals with chronic pain.Methods Participants were from the UK Biobank. The primary outcome was a "lifetime" history of depression. The model's performance was evaluated using discrimination (optimism-corrected C statistic) and calibration (calibration plot).Results Analyses included 24,405 patients with chronic pain (mean age 64.1 years). Among participants with chronic widespread pain, the prevalence of having a "lifetime" history of depression was 45.7% and varied (25.0-66.7%) depending on patient characteristics. The final clinical prediction model (optimism-corrected C statistic: 0.66; good calibration on the calibration plot) included age, BMI, smoking status, physical activity, socioeconomic status, gender, history of asthma, history of heart failure, and history of peripheral artery disease. Among participants with chronic regional pain, the prevalence of having a "lifetime" history of depression was 30.2% and varied (21.4-70.6%) depending on patient characteristics. The final clinical prediction model (optimism-corrected C statistic: 0.65; good calibration on the calibration plot) included age, gender, nature of pain, smoking status, regular opioid use, history of asthma, pain location that bothers you most, and BMI.Conclusions There was substantial variability in the prevalence of depression among patients with chronic pain. Clinically relevant factors were selected to develop prediction models. Clinicians can use these models to assess patients' treatment needs. These predictors are convenient to collect during daily practice, making it easy for busy clinicians to use them.
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页数:15
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