Evidence map›Paper›PMID 42507648›Full record

ArticlePloS one2026

Risk factors for decline in estimated glomerular filtration rate amongst Malawian adults living in rural Karonga: Protocol for a prospective cohort study using cystatin C- and creatinine-based eGFR.

Charlotte M Snead, Chimwemwe Mkandawire, Paul Kambiya, Shekinah Munthali-Mkandawire, Fredrick Kalobekamo, Albert Dube, Thandile Nkosi-Gondwe, Baltazar Bananga Mtenga, Dominic Nzundah, Lenford Kamkwanya and 10 more

Abstract read
In one paragraph

Article in PloS one, 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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0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

20 authors.

Charlotte M SneadLiverpool School of Tropical Medicine, Liverpool, United Kingdom.ORCID https://orcid.org/0000-0002-3603-3926
Chimwemwe MkandawireMalawi Epidemiology and Intervention Research Unit, Chilumba, Malawi.
Paul KambiyaMalawi Epidemiology and Intervention Research Unit, Chilumba, Malawi.
Shekinah Munthali-MkandawireMalawi Epidemiology and Intervention Research Unit, Chilumba, Malawi.
Fredrick KalobekamoMalawi Epidemiology and Intervention Research Unit, Chilumba, Malawi.
Albert DubeMalawi Epidemiology and Intervention Research Unit, Chilumba, Malawi.
Thandile Nkosi-GondweMalawi Epidemiology and Intervention Research Unit, Chilumba, Malawi.
Baltazar Bananga MtengaMalawi Epidemiology and Intervention Research Unit, Chilumba, Malawi.
Dominic NzundahMalawi Epidemiology and Intervention Research Unit, Chilumba, Malawi.
Lenford KamkwanyaMalawi Epidemiology and Intervention Research Unit, Chilumba, Malawi.
Desire BellingsMalawi Epidemiology and Intervention Research Unit, Chilumba, Malawi.
Wisdom NakangaMalawi Epidemiology and Intervention Research Unit, Chilumba, Malawi.
June FabianWits Donald Gordon Medical Research Institute, Faculty of Health Sciences, University of Witwatersrand, Parktown, Johannesburg, South Africa.ORCID https://orcid.org/0000-0001-7130-9142
Robert KalyesubulaMakerere University, University Road, Kampala, Uganda.
Chimota PhiriKamuzu University of Health Sciences, Private Bag 360, Chichiri, Blantyre, Malawi.
Felix LimbaniLiverpool School of Tropical Medicine, Liverpool, United Kingdom.ORCID https://orcid.org/0000-0003-0176-7011
Dominic M TaylorPopulation Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom.ORCID https://orcid.org/0000-0002-1362-2146
Amelia C CrampinMalawi Epidemiology and Intervention Research Unit, Chilumba, Malawi.
Henry C MwandumbaLiverpool School of Tropical Medicine, Liverpool, United Kingdom.
Alison J PriceMalawi Epidemiology and Intervention Research Unit, Chilumba, Malawi.

Funding

Wellcome Trust
6 · The paper itself

Abstract

backgroundThe global burden of chronic kidney disease (CKD) is rising, disproportionately impacting on low- and middle-income countries. In African populations, use of serum creatinine to estimate glomerular filtration rate (GFR) significantly underestimates CKD prevalence, contributing to its under-recognition as a health problem. Serum cystatin C provides more accurate estimates of Iohexol measured GFR than creatinine. Early diagnosis and treatment of CKD is essential to reduce premature morbidity and mortality. However, little is known about risk factors for CKD development and progression in Africa owing to limited longitudinal data. This study aims to determine risk factors for progressive kidney function decline among adults living in rural, northern Malawi.

methodsThis protocol describes a prospective study being conducted in a general population Health and Demographic Surveillance Site in rural Karonga, Malawi (2024-2025). Eligible participants are adults aged 18 years and over who participated in two population-based surveys of long-term health conditions (2013-2016 and 2021-2025), with availability of baseline measures. New household-level data is being prospectively collected on CKD risk factors, alongside blood and urine samples. Cystatin C and creatinine will be tested on individual-level paired, stored serum samples collected at three longitudinal time points. Urine will undergo dipstick urinalysis, microscopy and testing for albumin and creatinine to quantify proteinuria. The primary outcome will be sustained 25% reduction in estimated GFR (eGFR) from baseline and change in eGFR category, determined using serum cystatin C. Multivariable logistic regression will be used to determine effect size estimates of key risk factors for kidney function decline. DISCUSSION: This study will provide important data on risk factors for eGFR decline and CKD progression amongst Malawian adults. The findings will inform future research into important context-specific risk factors, and could directly inform health policies in Malawi for targeting CKD screening, prevention and treatment strategies to high-risk patient groups.

Indexed as

CreatinineCystatin CGlomerular Filtration RateRenal Insufficiency, ChronicAdultFemaleHumansMalawiMaleMiddle AgedProspective StudiesRisk FactorsRural PopulationYoung AdultCreatinineCystatin C

Identifiers

PMID42507648
PMCPMC13405090

What Socratic holds

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Registered trials

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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 Socratic graph.