Detecting early loss of kidney function in a Sri Lankan cohort study of working age adults
Chulasiri, P.; Rutter, C. E.; Gunawardena, N.; Wickramasinghe, S.; Niyas, R.; Pearce, N.; Caplin, B.; Ruwanpathirana, T.
Show abstract
Background: Chronic kidney disease of undetermined cause (CKDu) is a form of kidney disease not associated with traditional risk factors such as hypertension, diabetes or heavy proteinuria. 11.2% of men and 3.7% of women demonstrated low eGFR (a surrogate for CKDu) in the absence of these risk factors in a 2017 cross-sectional population-representative survey of adults in North Central Province, Sri Lanka. We therefore established a longitudinal cohort to track changes in kidney function over time and to identify risk factors for developing poor kidney health. Methods: This was a 6-year study of adults aged 20-60 years conducted in Puhudivula, Anuradhapura district. Exclusions included evidence of diabetes, hypertension or pre-existing CKD. We fitted hidden Markov models (HMMs) to estimate underlying state of kidney health and examine risk factors associated with departure from a healthy state. Results: We identified four kidney health trajectories in the population (n=425): always healthy (74%); unhealthy throughout (5%); transition from health to unhealthy (10%); and reversion from unhealthy to healthy (11%). Using smokeless tobacco, including betel quid, was associated with being in an unhealthy category (2.29 [1.17, 4.49]). Lagged exposure to smoking (2.26 [1.25, 4.10]), smokeless tobacco (1.98 [1.13, 3.48]) and weedkiller (1.72 [1.15, 2.59]) were associated with the point of transition to an unhealthy state. Conclusions: Almost a quarter of working age adults in this population demonstrated eGFR changes consistent with poor kidney health. Smokeless tobacco use was associated with both pre-existing evidence of poor kidney health and transitioning to the unhealthy category.
Matching journals
The top 5 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- HIV, Nephrotoxic Medications, and Chronic Kidney Disease: Prevalence, Risk Factors, and Mediation Analyses Among People With and Without HIV in the Multicenter AIDS Cohort Study (MACS) / Womens Interagency HIV Study (WIHS) Combined Cohort Study 95%
- Progression of chronic kidney disease among black patients attending a tertiary hospital in Johannesburg, South Africa 95%
- Demographic and clinical profile of black patients with chronic kidney disease attending Charlotte Maxeke Johannesburg Academic Hospital (CMJAH) in Johannesburg, South Africa. 95%
Similar papers in this journal
- Comparison of the prevalence and associated factors of chronic kidney disease diagnosed by serum creatinine or cystatin C among young people living with HIV in Uganda 95%
- Ramadan and Kidney disease (RaK) risk assessment tool. Potential Risk Calculator for Evaluating the Risk of Ramadan Fasting In Chronic Kidney Disease patients 95%
- DASH diet, Reduced Rank Regression Dietary Patterns and relations with kidney function in the CHRIS general population study 94%
Similar papers in this journal
- Patterns of vascular access among chronic kidney disease patients on maintenance hemodialysis at Muhimbili National Hospital. A single centre cross-sectional study 92%
- Access to hypertension services and health-seeking experiences in rural Coastal Kenya: A qualitative study 91%
- Changes in the prevalence of the common risk factors for non-communicable diseases in Uganda between 2014 and 2023: Informed by nationally representative cross-sectional surveys 91%
Similar papers in this journal
- The association of lifestyle with cardiovascular and all-cause mortality based on machine learning: A Prospective Study from the NHANES 89%
- Body Mass Index Asian Populations category and stroke and heart disease in the adult population: A longitudinal study of The Indonesia Family Life Survey (IFLS) 2007 and 2014 89%
- Ethnic inequalities in multiple long-term health conditions in the United Kingdom: a systematic review and narrative synthesis 89%
Similar papers in this journal
- An individualized risk prediction model for new-onset, progression and regression of chronic kidney disease in a retrospective cohort of patients with type 2 diabetes under primary care in Hong Kong 94%
- ‘Self-Management Intervention through Lifestyle Education for Kidney health’ (the SMILE-K study): protocol for a single-blind longitudinal randomised control trial with nested pilot study 92%
- Non-Invasive Magnetic resonance imaging Biomarkers to evaLuatE histology-proven kidney fibrosis in Chronic Kidney Disease (NIMBLE-CKD): an observational cohort study protocol 91%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.