# A nomogram based on the red cell distribution width to lymphocyte ratio as a prognostic tool for non-muscle-invasive bladder cancer: a retrospective study

**Authors:** Feifan Song, Shiqiang Su, Xueqiao Zhang, Yunpeng Cao, Xiongjie Cui, Lili Zhang, Chao Li, Shen Li, Shuo Tian, Lizhe Liu

PMC · DOI: 10.3389/fonc.2026.1728821 · Frontiers in Oncology · 2026-01-29

## TL;DR

This study shows that a blood test-based ratio (RLR) can predict bladder cancer recurrence and survival after surgery, outperforming other similar ratios.

## Contribution

A novel nomogram using RLR improves recurrence prediction for non-muscle-invasive bladder cancer patients.

## Key findings

- High preoperative RLR is an independent predictor of worse recurrence-free and overall survival.
- RLR outperformed PLR and NLR in predicting recurrence at 1 and 3 years.
- The RLR-based nomogram showed better accuracy and potential clinical benefit than traditional models.

## Abstract

This study investigated the prognostic value of the preoperative red cell distribution width to lymphocyte ratio (RLR) for recurrence-free survival (RFS) and overall survival (OS) in patients with non-muscle-invasive bladder cancer (NMIBC) undergoing transurethral resection of bladder tumor (TURBT).

A retrospective analysis was performed on data from 239 patients who received TURBT. The optimal RLR cutoff was determined using time-dependent receiver operating characteristic (ROC) curve analysis. Survival outcomes were assessed using Kaplan-Meier curves and univariate/multivariate Cox regression. An RFS prognostic nomogram incorporating independent factors was developed and evaluated via the concordance index (C-index), calibration plots, time-dependent ROC, and decision curve analysis (DCA). Subgroup analyses assessed the consistency of the RLR-RFS association.

Results: Elevated preoperative RLR was an independent prognostic factor for worse RFS and OS. Moreover, compared to the platelet-to-lymphocyte ratio (PLR) and neutrophil-to-lymphocyte ratio (NLR), RLR demonstrated relatively higher predictive performance for 1-year and 3-year RFS. The novel nomogram incorporating the RLR parameter demonstrated improved predictive accuracy and a trend toward greater net clinical benefit compared to the conventional model based solely on the EORTC recurrence risk classification. Subgroup analysis indicated a stronger relationship between high RLR and poor RFS in patients with pTaN0M0 compared to those with pT1N0M0.

Preoperative RLR represents a potential independent prognostic indicator for tumor recurrence in NMIBC patients following TURBT. The RLR-based nomogram may improve recurrence risk prediction in this population.

## Linked entities

- **Diseases:** bladder cancer (MONDO:0004986)

## Full-text entities

- **Genes:** DHX58 (DExH-box helicase 58) [NCBI Gene 79132] {aka D11LGP2, D11lgp2e, LGP2, RLR-3}
- **Diseases:** NMIBC (MESH:D000093284), bladder tumor (MESH:D001749), tumor (MESH:D009369)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12893947/full.md

## References

35 references — full list in the complete paper: https://tomesphere.com/paper/PMC12893947/full.md

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Source: https://tomesphere.com/paper/PMC12893947