Evidence map›Paper›PMID 42226108›Full record

ArticleBMC cardiovascular disorders2026

Triglyceride-glucose index and reduced kidney function in hypertensive Nigerian adults: independent association within the cardio-renal continuum.

Casmir Ezenwa Amadi, Precious O Akanbi, Micah Okwah, Amam C Mbakwem, Jayne N Ajuluchukwu

Abstract read
In one paragraph

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

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

5 authors.

Casmir Ezenwa AmadiDepartment of Medicine, College of Medicine, University of Lagos, Lagos, Nigeria. camadi@unilag.edu.ng.
Precious O AkanbiDepartment of Medicine, Lagos University Teaching Hospital, Lagos, Nigeria.
Micah OkwahDepartment of Chronic Disease Epidemiology, Yale School of Public Health, Yale University, New Haven, Connecticut, USA.
Amam C MbakwemDepartment of Medicine, College of Medicine, University of Lagos, Lagos, Nigeria.
Jayne N AjuluchukwuDepartment of Medicine, College of Medicine, University of Lagos, Lagos, Nigeria.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundReduced kidney function is a major contributor to cardiovascular morbidity and mortality worldwide, particularly among individuals with hypertension. The triglyceride-glucose (TyG) index, a surrogate marker of insulin resistance, has been associated with renal dysfunction in multiple populations; however, data from Sub-Saharan Africa remain limited. We examined the association between the TyG index and reduced kidney function among hypertensive Nigerian adults.

methodsIn this cross-sectional study, 1,470 consecutively presenting hypertensive adults aged ≥ 18 years at a cardiac center in Lagos, Nigeria (2009-2024) were analyzed. Individuals with known diabetes, fasting glucose ≥ 126 mg/dL, pregnancy, acute kidney injury, or incomplete data were excluded. Reduced kidney function was defined as estimated glomerular filtration rate (eGFR) < 60 mL/min/1.73 m² using the CKD-EPI 2021 race-free equation. The TyG index was analyzed as quartiles and as a standardized continuous variable. Multivariable logistic regression models were constructed. Sensitivity analyses included adjustment for HbA1c and exclusion of participants with HbA1c ≥ 6.5%. Restricted cubic spline and receiver operating characteristic analyses were performed. Estimated 10-year cardiovascular risk was calculated using the Framingham Risk Score.

resultsReduced kidney function was present in 36.7% of participants. Compared with the lowest TyG index quartile, individuals in the highest quartile had higher odds of reduced kidney function (fully adjusted OR 3.14; 95% CI 2.25-4.39). Each 1-standard deviation increase in TyG index was associated with higher odds (adjusted OR 1.49; 95% CI 1.31-1.70). The association remained robust after adjustment for HbA1c and exclusion of participants with elevated HbA1c. Restricted cubic spline analysis demonstrated a log-linear relationship (p for non-linearity = 0.43). The TyG index showed modest discrimination (AUC 0.664).

conclusionsHigher TyG index values are independently associated with reduced kidney function in hypertensive Nigerian adults, supporting a graded relationship between metabolic dysfunction and renal impairment. The TyG index may serve as a simple adjunct tool for cardio-renal risk stratification in resource-limited settings.

Indexed as

Blood GlucoseGlomerular Filtration RateHypertensionKidneyKidney DiseasesTriglyceridesAdultAgedBiomarkersBlood PressureCross-Sectional StudiesFemaleHumansInsulin ResistanceMaleMiddle AgedBiomarkersBlood GlucoseTriglyceridesCardiometabolic riskHypertensionInsulin resistanceNigeriaReduced kidney functionTriglyceride–glucose index

Identifiers

PMID42226108
PMCPMC13445907

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.