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. 2024 Apr 11;19(4):e0302101.
doi: 10.1371/journal.pone.0302101. eCollection 2024.

Development of a prognostic risk score to predict early mortality in incident elderly Japanese hemodialysis patients

Affiliations

Development of a prognostic risk score to predict early mortality in incident elderly Japanese hemodialysis patients

Hirokazu Okada et al. PLoS One. .

Abstract

Background: Information of short-term prognosis after hemodialysis (HD) introduction is important for elderly patients with chronic kidney disease (CKD) and their families choosing a modality of renal replacement therapy. Therefore, we developed a risk score to predict early mortality in incident elderly Japanese hemodialysis patients.

Materials and methods: We analyzed data of incident elderly HD patients from a nationwide cohort study of the Japanese Society for Dialysis Therapy Renal Data Registry (JRDR) to develop a prognostic risk score. Candidate risk factors for early death within 1 year was evaluated using multivariate logistic regression analysis. The risk score was developed by summing up points derived from parameter estimate values of independent risk factors. The association between risk score and early death was tested using Cox proportional hazards models. This risk score was validated twice by using an internal validation cohort derived from the JRDR and an external validation cohort collected for this study.

Results: Using the development cohort (n = 2,000), nine risk factors were retained in the risk score: older age (>85), yes = 2, no = 0; sex, male = 2, female = 0; lower body mass index (<20), yes = 2, no = 0; cancer, yes = 1, no = 0; dementia, yes = 3, no = 0; lower creatinine (<6.5 mg/dL), yes = 1, no = 0; lower albumin (<3.0 g/dL), yes = 3, no = 0; normal or high calcium (≥8.5 mg/dL), yes = 1, no = 0; and higher C reactive protein (>2.0 mg/dL), yes = 2, no = 0. In the internal and external validation cohorts (n = 739, 140, respectively), the medium- and high-risk groups (total score, 6 to 10 and 11 or more, respectively) showed significantly higher risk of early death than the low-risk group (total score, 0 to 5) (p<0.001).

Conclusion: We developed a prognostic risk score predicting early death within 1 year in incident elderly Japanese HD patients, which may help detect elderly patients with a high-risk of early death after HD introduction.

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Conflict of interest statement

The authors have declared that no competing interests exist.

Figures

Fig 1
Fig 1. Flow diagram of the study population.
Fig 2
Fig 2. Association between the risk groups and mortality in the development cohort.
The Kaplan-Meier survival curves show a significant difference in mortality between the risk groups (log-rank test, p<0.001).
Fig 3
Fig 3
The ROC curve of the prognostic risk score for the prediction of early death within 1 year (A), and association between risk groups and mortality in the internal validation cohort (B). (A) The prognostic risk score showed high accuracy for the prediction of the outcome in the internal validation cohort; c-statistics, 0.70 (95% CI, 0.64, 0.75). (B) The Kaplan-Meier survival curves show a significant difference in mortality between the risk groups (log-rank test, p<0.001).
Fig 4
Fig 4
The ROC curve of the prognostic risk score for the prediction of early death within 1 year (A), and association between risk groups and mortality in the external validation cohort: Among three risk groups (B), among two risk groups (C). (A) The prognostic risk score showed high accuracy for the prediction of the outcome in the external validation cohort; c-statistics, 0.87 (95% CI, 0.80, 0.94). (B and C) In both analysis, Kaplan-Meier survival curves show significant differences in mortality between the risk groups (log-rank test, p<0.001).

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References

    1. Hussain JA, Mooney A, Russon L. Comparison of survival analysis and palliative care involvement in patients aged over 70 years choosing conservative management or renal replacement therapy in advanced chronic kidney disease. Palliat Med. 2013;27: 829–839. doi: 10.1177/0269216313484380 - DOI - PubMed
    1. Chandna SM, Da Silva-Gane M, Marshall C, Warwicker P, Greenwood RN, Farrington K. Survival of elderly patients with stage 5 CKD: Comparison of conservative management and renal replacement therapy. Nephrol Dial Transplant. 2011;26: 1608–1614. doi: 10.1093/ndt/gfq630 - DOI - PMC - PubMed
    1. Robinson BM, Zhang J, Morgenstern H, Bradbury BD, Ng LJ, McCullough KP, et al.. Worldwide, mortality risk is high soon after initiation of hemodialysis. Kidney Int. 2014;85: 158–165. doi: 10.1038/ki.2013.252 - DOI - PMC - PubMed
    1. Yazawa M, Kido R, Ohira S, Hasegawa T, Hanafusa N, Iseki K, et al.. Early mortality was highly and strongly associated with functional status in incident Japanese hemodialysis patients: A cohort study of the large national dialysis registry. PLoS One. 2016;11: 1–14. doi: 10.1371/journal.pone.0156951 - DOI - PMC - PubMed
    1. Raj R, Thiruvengadam S, Ahuja KDK, Frandsen M, Jose M. Discussions during shared decision-making in older adults with advanced renal disease: A scoping review. BMJ Open. 2019;9: 1–19. doi: 10.1136/bmjopen-2019-031427 - DOI - PMC - PubMed