# How frailty index impacts death in chronic kidney disease: A retrospective observational investigation

**Authors:** Mengmei Xiong, Xiaoyan Lu, Ken Iseri, Ken Iseri, Ken Iseri

PMC · DOI: 10.1371/journal.pone.0341643 · 2026-01-29

## TL;DR

This study shows that a higher frailty index in chronic kidney disease patients is strongly linked to increased risk of death from various causes.

## Contribution

The study demonstrates that frailty index is a robust predictor of mortality in CKD patients across multiple health conditions and demographics.

## Key findings

- Higher frailty index is associated with an 85% increased risk of all-cause mortality in CKD patients.
- Frailty index is linked to a 72% higher risk of cancer-related deaths and 112% higher risk of cardiovascular deaths.
- The associations remained significant after adjusting for factors like age, sex, and CKD stage.

## Abstract

The present study assessed the link between the frailty index and deaths from all causes or specific causes in patients with chronic kidney disease (CKD). The study data were derived from the National Health and Nutrition Examination Survey (NHANES) (1999–2018) involving 3262 CKD patients.

We used 53 multifaceted assessment instruments to measure frailty degree. Multivariable Cox regression analysis was performed, and hazard ratio (HR) and 95% confidence interval (CI) were calculated.

The median frailty index was 0.166 (interquartile range [IQR]: 0.01 to 0.665). During the median follow-up period of 9.4 years, a total of 1102 deaths from all causes were recorded, which included 196 cancer-related deaths and 402 heart disease-related deaths. Patients in the highest frailty index tertile showed more risk of dying from cardiovascular illness (adjusted HR 2.00, 95% CI 1.52–2.64), all causes (adjusted HR 1.81, 95% CI 1.54–2.13), and cancer (adjusted HR 1.59, 95% CI 1.09–2.33). The increase in cardiovascular-related deaths, all-cause-related deaths, and cancer-related deaths was 112% (P < 0.001), 85% (P < 0.001), and 72% (P < 0.001), respectively, for every logarithmic unit increase in the frailty index. These associations remained robust in stratified tests by sex, body mass index, age, race, diabetes history, hypertension status, and CKD stages.

Our findings suggest that among patients with CKD, the frailty index is linked to both cause-specific and all-cause deaths. A key element of managing CKD should be frailty intervention as the frailty index may indicate prognosis in these patients.

## Linked entities

- **Diseases:** chronic kidney disease (MONDO:0005300), cancer (MONDO:0004992), heart disease (MONDO:0005267)

## Full-text entities

- **Genes:** ACR (acrosin) [NCBI Gene 49] {aka SPGF87}, INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}, TF (transferrin) [NCBI Gene 7018] {aka HEL-S-71p, PRO1557, PRO2086, TFQTL1}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}, ALB (albumin) [NCBI Gene 213] {aka FDAHT, HSA, PRO0883, PRO0903, PRO1341}
- **Diseases:** ESRD (MESH:D007676), CKD (MESH:D051436), myocardial infarction (MESH:D009203), arthritis (MESH:D001168), Glomerular Diseases (MESH:D007674), heart disease (MESH:D006331), urinary incontinence (MESH:D014549), Inflammation (MESH:D007249), diabetes (MESH:D003920), mineral bone disorder (MESH:D012080), depressed (MESH:D003866), unintentional injuries (MESH:D014947), falls (MESH:C537863), heart failure (MESH:D006333), cardiovascular complications (MESH:D002318), Death (MESH:D003643), cognitive decline (MESH:D003072), coronary heart disease (MESH:D003327), functional (MESH:D003291), respiratory diseases (MESH:D012140), immune dysfunction (MESH:D007154), dementia (MESH:D003704), chronic organ failure (MESH:D009102), Cancer (MESH:D009369), chronic bronchitis (MESH:D029481), physiological (MESH:D012735), angina (MESH:D000787), toxicity (MESH:D064420), loss of functional independence (MESH:D006315), mobility loss (MESH:D014086), FI (MESH:D000073496), acute kidney failure (MESH:D058186), cerebrovascular accidents (MESH:D020521), Hyperlipidemia (MESH:D006949), infections (MESH:D007239), thyroid disorders (MESH:D013959), kidney failure (MESH:D051437), Anemia (MESH:D000740), hypertension (MESH:D006973)
- **Chemicals:** cholesterol (MESH:D002784), selenium (MESH:D012643), Alcohol (MESH:D000438), triglyceride (MESH:D014280), Creatinine (MESH:D003404), PONE-D-25-41253R1 (-), iron (MESH:D007501), lipid (MESH:D008055), vitamin K (MESH:D014812), glucose (MESH:D005947)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12854423/full.md

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Source: https://tomesphere.com/paper/PMC12854423