Evidence map›Paper›PMID 42333130›Full record

ArticleInnovation in aging2026

Longitudinal network dynamics of cardiometabolic, mobility, and psychological indicators among older adults in rural South Africa.

Lawrence E Ugwu

Abstract read
In one paragraph

Article in Innovation in aging, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

1 author.

Lawrence E UgwuFaculty of Humanities, North-West University, Mafikeng, South Africa.ORCID https://orcid.org/0000-0001-5335-2905

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background and Objectives: Evidence used to define later-life health remains dominated by high-income settings, despite rapid population aging in sub-Saharan Africa. This study examined how cardiometabolic indicators, symptom burden, mobility limitation, and psychological functioning co-evolve over time among older adults in rural South Africa. Research Design and Methods: We analyzed 3 waves of the Health and Ageing in Africa: A Longitudinal Study of an INDEPTH Community in South Africa (HAALSI; 2014-2022) among adults 60+ years at baseline ( Results: Cardiometabolic indicators were more temporally stable than psychological indicators (autoregressive coefficients: BMI = 0.77; SBP = 0.49; depressive symptoms = 0.06; life satisfaction = 0.06). Temporal out-strength was highest for BMI (0.843), followed by SBP (0.705) and mobility limitation (0.668), whereas pain (0.165) and sleep duration (0.112) showed lower connectedness. The CLPN showed acceptable model fit (Comparative Fit Index = 0.96, Root Mean Square Error of Approximation = 0.03, 90% CI [0.03, 0.04], SRMR = 0.03). Mobility limitation predicted higher later life satisfaction (β = 0.16, Discussion and Implications: Results indicate cardiometabolic indicators and mobility limitation were more temporally connected components of later-life health. These findings support integrated primary-care approaches that combine cardiometabolic monitoring with attention to locomotor function, while the mobility-well-being association warrants cautious interpretation and replication. These associations are observational and should not be interpreted as causal or as purely within-person effects.

Indexed as

Cardiometabolic riskLongitudinal network analysisMobility limitationSub-Saharan Africa

Identifiers

PMID42333130
PMCPMC13283478

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.