# The role of neutrophil-to-lymphocyte ratio in the prognosis of chronic kidney disease: insights from the NHANES cohort study

**Authors:** Ying Liu, Ru Wang, Jinguo Yuan, Jin Zhao

PMC · DOI: 10.3389/fsysb.2025.1656683 · Frontiers in Systems Biology · 2025-10-27

## TL;DR

This study shows that a higher neutrophil-to-lymphocyte ratio is linked to increased risk of death from cardiovascular disease and all causes in patients with chronic kidney disease.

## Contribution

The study identifies NLR as a potential prognostic biomarker for CKD patients using a large NHANES cohort.

## Key findings

- Higher NLR was associated with 1.56 times higher all-cause mortality risk and 2.07 times higher CVD mortality risk.
- NLR showed a significant nonlinear relationship with mortality outcomes (p < 0.0001).
- NLR demonstrated moderate predictive accuracy for 1- to 10-year survival rates in CKD patients.

## Abstract

To investigate the association of neutrophil-to-lymphocyte ratio (NLR) with the cardiovascular disease (CVD) and all-cause mortality in patients with chronic kidney disease (CKD).

Using date from NHANES survey 2009–2018, 2,635 patients with CKD were eventually included in this study. The population was stratified into two groups based on the median NLR. Kaplan-Meier method with log-rank tests for significance was used for survival analysis. Weighted Cox proportional hazards regression models were employed to estimate the hazard ratio (HR) and corresponding 95% confidence interval (CI) for all-cause and CVD mortality. The potential nonlinear relationship between NLR and CVD and all-cause mortality was assessed using restricted cubic spline (RCS) models. The time-dependent receiver operating characteristic (ROC) curve was utilized to assess the precision of NLR in predicting survival outcomes.

The Kaplan-Meier curve indicated a significant difference in overall survival between the two groups (log-rank test, p < 0.0001). Compared to lower NLR group, participants in the higher NLR group had HR of 1.56 (1.30, 1.87) for all-cause mortality and 2.07 (1.51, 2.84) for CVD mortality, respectively. We observed a significant nonlinear relationship between NLR and CVD and all-cause mortality (p < 0.0001). The time-dependent ROC curve demonstrated that the areas under the curve for 1-, 3-, 5-, and 10-year survival rates were 0.69, 0.65, 0.63, and 0.62 for all-cause mortality, and 0.71, 0.67, 0.66, and 0.64 for CVD mortality, respectively.

A higher NLR is linked to an elevated risk of CVD and all-cause mortality in patients with CKD. Additionally, NLR can serve as a potential prognostic indicator for CKD patients.

## Linked entities

- **Diseases:** chronic kidney disease (MONDO:0005300), cardiovascular disease (MONDO:0004995)

## Full-text entities

- **Diseases:** CVD (MESH:D002318), CKD (MESH:D051436)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

37 references — full list in the complete paper: https://tomesphere.com/paper/PMC12597963/full.md

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Source: https://tomesphere.com/paper/PMC12597963