Literature DB >> 33419906

Developing a clinical prediction rule for repeated consultations with functional somatic symptoms in primary care: a cohort study.

Gea A Holtman1, Huibert Burger2, Robert A Verheij3,4, Hans Wouters2,5, Marjolein Y Berger2, Judith Gm Rosmalen6, Peter Fm Verhaak2,3.   

Abstract

OBJECTIVES: Patients who present in primary care with chronic functional somatic symptoms (FSS) have reduced quality of life and increased health care costs. Recognising these early is a challenge. The aim is to develop and internally validate a clinical prediction rule for repeated consultations with FSS. DESIGN AND
SETTING: Records from the longitudinal population-based ('Lifelines') cohort study were linked to electronic health records from general practitioners (GPs). PARTICIPANTS: We included patients consulting a GP with FSS within 1 year after baseline assessment in the Lifelines cohort. OUTCOME MEASURES: The outcome is repeated consultations with FSS, defined as ≥3 extra consultations for FSS within 1 year after the first consultation. Multivariable logistic regression, with bootstrapping for internal validation, was used to develop a risk prediction model from 14 literature-based predictors. Model discrimination, calibration and diagnostic accuracy were assessed.
RESULTS: 18 810 participants were identified by database linkage, of whom 2650 consulted a GP with FSS and 297 (11%) had ≥3 extra consultations. In the final multivariable model, older age, female sex, lack of healthy activity, presence of generalised anxiety disorder and higher number of GP consultations in the last year predicted repeated consultations. Discrimination after internal validation was 0.64 with a calibration slope of 0.95. The positive predictive value of patients with high scores on the model was 0.37 (0.29-0.47).
CONCLUSIONS: Several theoretically suggested predisposing and precipitating predictors, including neuroticism and stressful life events, surprisingly failed to contribute to our final model. Moreover, this model mostly included general predictors of increased risk of repeated consultations among patients with FSS. The model discrimination and positive predictive values were insufficient and preclude clinical implementation. © Author(s) (or their employer(s)) 2021. Re-use permitted under CC BY. Published by BMJ.

Entities:  

Keywords:  epidemiology; general medicine (see internal medicine); primary care

Year:  2021        PMID: 33419906      PMCID: PMC7799137          DOI: 10.1136/bmjopen-2020-040730

Source DB:  PubMed          Journal:  BMJ Open        ISSN: 2044-6055            Impact factor:   2.692


  39 in total

1.  Validation of the Long-term Difficulties Inventory (LDI) and the List of Threatening Experiences (LTE) as measures of stress in epidemiological population-based cohort studies.

Authors:  J G M Rosmalen; E H Bos; P de Jonge
Journal:  Psychol Med       Date:  2012-04-11       Impact factor: 7.723

2.  Latent variable models of functional somatic distress.

Authors:  J M Robbins; L J Kirmayer; S Hemami
Journal:  J Nerv Ment Dis       Date:  1997-10       Impact factor: 2.254

3.  Prognosis and prognostic research: what, why, and how?

Authors:  Karel G M Moons; Patrick Royston; Yvonne Vergouwe; Diederick E Grobbee; Douglas G Altman
Journal:  BMJ       Date:  2009-02-23

4.  Neuroticism and maladaptive coping in patients with functional somatic syndromes.

Authors:  Heidi Frølund Pedersen; Lisbeth Frostholm; Jens Søndergaard Jensen; Eva Ørnbøl; Andreas Schröder
Journal:  Br J Health Psychol       Date:  2016-11

5.  Management of Functional Somatic Syndromes and Bodily Distress.

Authors:  Peter Henningsen; Stephan Zipfel; Heribert Sattel; Francis Creed
Journal:  Psychother Psychosom       Date:  2018-01-06       Impact factor: 17.659

Review 6.  Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors.

Authors:  F E Harrell; K L Lee; D B Mark
Journal:  Stat Med       Date:  1996-02-28       Impact factor: 2.373

7.  Predicting the course of persistent physical symptoms: Development and internal validation of prediction models for symptom severity and functional status during 2 years of follow-up.

Authors:  Nikki Claassen-van Dessel; Johannes C van der Wouden; Johannes W R Twisk; Joost Dekker; Henriëtte E van der Horst
Journal:  J Psychosom Res       Date:  2018-02-21       Impact factor: 3.006

8.  Why do they keep coming back? Psychosocial etiology of persistence of frequent attendance in primary care: a prospective cohort study.

Authors:  Frans T Smits; Henk J Brouwer; Aeilko H Zwinderman; Jacob Mohrs; Aart H Schene; Henk C P M van Weert; Gerben ter Riet
Journal:  J Psychosom Res       Date:  2014-08-21       Impact factor: 3.006

9.  Symptoms as the main problem in primary care: A cross-sectional study of frequency and characteristics.

Authors:  Marianne Rosendal; Anders Helles Carlsen; Mette Trøllund Rask; Grete Moth
Journal:  Scand J Prim Health Care       Date:  2015-05-11       Impact factor: 2.581

10.  Accounting for missing data in statistical analyses: multiple imputation is not always the answer.

Authors:  Rachael A Hughes; Jon Heron; Jonathan A C Sterne; Kate Tilling
Journal:  Int J Epidemiol       Date:  2019-08-01       Impact factor: 7.196

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.