Validation of the Neutrophil–Lymphocyte Ratio as a Mortality Risk Stratification Marker in Patients with Proximal Femoral Fractures
Abstract
1. Introduction
2. Materials and Methods
2.1. Design and Population
2.2. Data Collection
2.3. Outcome Measures
2.4. Statistical Analysis
3. Results
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| PFF | Proximal femoral fracture |
| NLR | Neutrophil-to-lymphocyte ratio |
| ROC | Receiver operating characteristic |
| AUC | Area under the curve |
| OR | Odds ratio |
| HR | Hazard ratio |
| CI | Confidence interval |
| PPV | Positive predictive value |
| NPV | Negative predictive value |
| FU | Follow-up |
| FUm | Follow-up in months |
| ORIF | Open reduction and internal fixation |
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| Survivals (N = 714) | Deaths (n = 399) | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Mean | SD | Min | Max | Q1 | Median | Q3 | Mean | SD | Min | Max | Q1 | Median | Q3 | p | |
| Age (years) | 82.2 | 10.2 | 38.2 | 101.5 | 77.0 | 84.3 | 89.5 | 87.1 | 8.5 | 44.0 | 107.0 | 82.7 | 88.7 | 92.9 | <0.001 |
| Neu (109/L) | 7.0 | 2.9 | 0.7 | 28.8 | 5.1 | 6.4 | 8.4 | 7.9 | 3.6 | 1.2 | 26.5 | 5.4 | 7.2 | 9.7 | <0.001 |
| Lym (109/L) | 1.3 | 1.6 | 0.3 | 7.45 | 0.9 | 1.2 | 1.6 | 1.2 | 2.2 | 0.1 | 31.3 | 0.7 | 1.0 | 1.3 | <0.001 |
| NLR | 6.6 | 4.3 | 0.2 | 45.5 | 3.9 | 5.6 | 8.0 | 9.3 | 9.5 | 0.3 | 107.6 | 4.7 | 6.9 | 10.5 | <0.001 |
| FU (Months) | 26.7 | 10.3 | 12.0 | 49.8 | 17.8 | 24.7 | 33.8 | 11.7 | 10.3 | 0.0 | 45.5 | 3.3 | 8.7 | 18.1 | <0.001 |
| Time (Months) | Survival Probability | Mortality Rate | Standard Error | Lower 95% CI | Upper 95% CI | Number at Risk | Cumulative Events |
|---|---|---|---|---|---|---|---|
| 12 | 78.0 | 22.0 | 1.2 | 75.6 | 78.0 | 868 | 245 |
| 24 | 66.8 | 33.2 | 1.5 | 63.9 | 66.8 | 423 | 343 |
| 36 | 56.9 | 43.1 | 1.9 | 53.2 | 56.9 | 164 | 388 |
| 48 | 50.0 | 50.0 | 2.7 | 45.0 | 50.0 | 22 | 399 |
| Variable | Estimate | SE | Z value | p | HR | 95% CI |
|---|---|---|---|---|---|---|
| Age | 0.06 | 0.007 | 8.3 | <0.001 | 1.06 | 1.04–1.07 |
| NLR | 0.04 | 0.005 | 9.0 | <0.001 | 1.04 | 1.03–1.05 |
| Time to Surgery | 0.001 | 0 | 1.9 | 0.06 | 1.0 | 1.0–1.001 |
| NLR Cut-Off | Sensitivity | Specificity | PPV | NPV | Accuracy |
|---|---|---|---|---|---|
| 3 | 93.5 | 11.8 | 37.2 | 76.4 | 41.1 |
| 4 | 81.7 | 25.9 | 38.1 | 71.7 | 45.9 |
| 5 | 71.9 | 43.8 | 41.7 | 73.6 | 53.9 |
| 6 | 60.7 | 56.3 | 43.7 | 71.9 | 57.9 |
| 7 | 49.6 | 66.5 | 45.3 | 70.3 | 60.5 |
| 8 | 39.3 | 75.4 | 47.1 | 69.0 | 62.4 |
| 9 | 34.1 | 81.9 | 51.3 | 69.0 | 64.8 |
| 10 | 27.6 | 87.1 | 54.5 | 68.3 | 65.8 |
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Civinini, A.; Leggieri, F.; Massenzi, M.; Carulli, C.; Civinini, R.; Innocenti, M. Validation of the Neutrophil–Lymphocyte Ratio as a Mortality Risk Stratification Marker in Patients with Proximal Femoral Fractures. Biomedicines 2026, 14, 551. https://doi.org/10.3390/biomedicines14030551
Civinini A, Leggieri F, Massenzi M, Carulli C, Civinini R, Innocenti M. Validation of the Neutrophil–Lymphocyte Ratio as a Mortality Risk Stratification Marker in Patients with Proximal Femoral Fractures. Biomedicines. 2026; 14(3):551. https://doi.org/10.3390/biomedicines14030551
Chicago/Turabian StyleCivinini, Alessandro, Filippo Leggieri, Marta Massenzi, Christian Carulli, Roberto Civinini, and Matteo Innocenti. 2026. "Validation of the Neutrophil–Lymphocyte Ratio as a Mortality Risk Stratification Marker in Patients with Proximal Femoral Fractures" Biomedicines 14, no. 3: 551. https://doi.org/10.3390/biomedicines14030551
APA StyleCivinini, A., Leggieri, F., Massenzi, M., Carulli, C., Civinini, R., & Innocenti, M. (2026). Validation of the Neutrophil–Lymphocyte Ratio as a Mortality Risk Stratification Marker in Patients with Proximal Femoral Fractures. Biomedicines, 14(3), 551. https://doi.org/10.3390/biomedicines14030551

