» Articles » PMID: 27881529

Co-occurrence and Clustering of Health Conditions at Age 11: Cross-sectional Findings from the Millennium Cohort Study

Overview
Journal BMJ Open
Specialty General Medicine
Date 2016 Nov 25
PMID 27881529
Citations 3
Authors
Affiliations
Soon will be listed here.
Abstract

Objectives: To identify patterns of co-occurrence and clustering of 6 common adverse health conditions in 11-year-old children and explore differences by sociodemographic factors.

Design: Nationally representative prospective cohort study.

Setting: Children born in the UK between 2000 and 2002.

Participants: 11 399 11-year-old singleton children for whom data on all 6 health conditions and sociodemographic information were available (complete cases).

Main Outcome Measures: Prevalence, co-occurrence and clustering of 6 common health conditions: wheeze; eczema; long-standing illness (excluding wheeze and eczema); injury; socioemotional difficulties (measured using Strengths and Difficulties Questionnaire) and unfavourable weight (thin/overweight/obese vs normal).

Results: 42.4% of children had 2 or more adverse health conditions (co-occurrence). Co-occurrence was more common in boys and children from lower income households. Latent class analysis identified 6 classes: 'normative' (57.4%): 'atopic burdened' (14.0%); 'socioemotional burdened' (11.0%); 'unfavourable weight/injury' (7.7%); 'eczema/injury' (6.0%) and 'eczema/unfavourable weight' (3.9%). As with co-occurrence, class membership differed by sociodemographic factors: boys, children of mothers with lower educational attainment and children from lower income households were more likely to be in the 'socioemotional burdened' class. Children of mothers with higher educational attainment were more likely to be in the 'normative' and 'eczema/unfavourable weight' classes.

Conclusions: Co-occurrence of adverse health conditions at age 11 is common and is associated with adverse socioeconomic circumstances. Holistic, child focused care, particularly in boys and those in lower income groups, may help to prevent and reduce co-occurrence in later childhood and adolescence.

Citing Articles

A Longitudinal and Gender Invariance Analysis of the Strengths and Difficulties Questionnaire Across Ages 3, 5, 7, 11, 14, and 17 in a Large U.K.-Representative Sample.

Murray A, Speyer L, Hall H, Valdebenito S, Hughes C Assessment. 2021; 29(6):1248-1261.

PMID: 33874786 PMC: 9301174. DOI: 10.1177/10731911211009312.


Comorbidity patterns and socioeconomic inequalities in children under 15 with medical complexity: a population-based study.

Carrilero N, Dalmau-Bueno A, Garcia-Altes A BMC Pediatr. 2020; 20(1):358.

PMID: 32731853 PMC: 7391621. DOI: 10.1186/s12887-020-02253-z.


Use of latent class analysis to identify multimorbidity patterns and associated factors in Korean adults aged 50 years and older.

Park B, Lee H, Park H PLoS One. 2019; 14(11):e0216259.

PMID: 31721778 PMC: 6853322. DOI: 10.1371/journal.pone.0216259.

References
1.
Barnett K, Mercer S, Norbury M, Watt G, Wyke S, Guthrie B . Epidemiology of multimorbidity and implications for health care, research, and medical education: a cross-sectional study. Lancet. 2012; 380(9836):37-43. DOI: 10.1016/S0140-6736(12)60240-2. View

2.
Connelly R, Platt L . Cohort profile: UK Millennium Cohort Study (MCS). Int J Epidemiol. 2014; 43(6):1719-25. DOI: 10.1093/ije/dyu001. View

3.
Savenije O, Granell R, Caudri D, Koppelman G, Smit H, Wijga A . Comparison of childhood wheezing phenotypes in 2 birth cohorts: ALSPAC and PIAMA. J Allergy Clin Immunol. 2011; 127(6):1505-12.e14. DOI: 10.1016/j.jaci.2011.02.002. View

4.
Hillemeier M, Lanza S, Landale N, Oropesa R . Measuring early childhood health and health disparities: a new approach. Matern Child Health J. 2012; 17(10):1852-61. PMC: 3615056. DOI: 10.1007/s10995-012-1205-6. View

5.
Leech R, McNaughton S, Timperio A . The clustering of diet, physical activity and sedentary behavior in children and adolescents: a review. Int J Behav Nutr Phys Act. 2014; 11:4. PMC: 3904164. DOI: 10.1186/1479-5868-11-4. View