Research Article

RENAL-METABOLIC RESERVE INDEX FOR CARDIORENAL RISK STRATIFICATION IN CRITICALLY ILL PATIENTS WITH SEPSIS

Volume: 12 Number: 3 September 30, 2026
EN TR

RENAL-METABOLIC RESERVE INDEX FOR CARDIORENAL RISK STRATIFICATION IN CRITICALLY ILL PATIENTS WITH SEPSIS

Abstract

Objective: To evaluate whether the admission renal-metabolic reserve index (RMRI), defined as (blood urea nitrogen + glucose)/albumin, was associated with in-hospital mortality in intensive care unit (ICU) patients with sepsis and to compare its prognostic performance with BAR and GAR. Methods: This retrospective cohort study used MIMIC-IV v3.1. Adults in the first ICU stay who met Sepsis-3 criteria near ICU admission and had blood urea nitrogen, glucose, and albumin measured from 6 hours before to 24 hours after ICU admission were eligible. Patients with end-stage renal disease or chronic dialysis were excluded. The primary outcome was in-hospital mortality. Logistic regression, restricted cubic splines, AUROC analysis, DeLong testing, subgroup analyses, and sensitivity analyses were performed. Results: The locked analytic cohort included 5,736 patients, and 1,251 (21.8%) died in hospital. RMRI was higher in non-survivors than survivors (64.7 [47.9-91.7] vs 52.1 [40.3-70.5]). RMRI remained associated with in-hospital mortality after multivariable adjustment (adjusted odds ratio per 1-SD, 1.33; 95% CI, 1.25-1.43; P < 0.001). Quartile 4 had an adjusted odds ratio of 2.35 (95% CI, 1.91-2.90; P < 0.001) versus quartile 1. Restricted cubic splines showed non-linearity (P = 0.001). AUROC increased from 0.723 for the clinical base model to 0.735 after RMRI addition, to 0.729 after GAR addition, and to 0.744 after BAR addition. Conclusion: Admission RMRI was independently associated with in-hospital mortality in ICU patients with sepsis and improved discrimination beyond the clinical base model and GAR. BAR remained the strongest comparator.

Keywords

Supporting Institution

No specific funding was received for this work..

Project Number

N/A

Ethical Statement

This study used de-identified data from the Medical Information Mart for Intensive Care IV (MIMIC-IV) database. Access to the database requires credentialing and completion of human research protections training. The project was additionally reviewed and approved by the Academic Board of the Department of Cardiology, Bezmialem Vakif University Faculty of Medicine (meeting no. 5, decision no. 1, 31 March 2026). The study was conducted in accordance with the Declaration of Helsinki. Written informed consent was waived because all protected health information had been removed from the de-identified database.

Thanks

none

References

  1. Singer M, Deutschman CS, Seymour CW, et al. The Third International Consensus Definitions for Sepsis and Septic Shock (Sepsis-3). JAMA. 2016;315(8):801-810. doi:10.1001/jama.2016.0287
  2. Evans L, Rhodes A, Alhazzani W, et al. Surviving Sepsis Campaign: International Guidelines for Management of Sepsis and Septic Shock 2021. Intensive Care Med. 2021;47(11):1181-1247. doi:10.1007/s00134-021-06506-y
  3. Zhang L, Xing M, Yu Q, et al. Blood urea nitrogen to serum albumin ratio: a novel mortality indicator in intensive care unit patients with coronary heart disease. Sci Rep. 2024;14:7466. doi : 10.1038/s41598-024-58090-y
  4. Ranzani OT, Zampieri FG, Forte DN, Azevedo LCP, Park M. C-reactive protein/albumin ratio predicts 90-day mortality of septic patients. PLoS One. 2013;8(3):e59321. doi:10.1371/journal.pone.0059321
  5. Yoon SH, Choi B, Eun S, Bae GE, Koo CM, Kim MK. Using the lactate-to-albumin ratio to predict mortality in patients with sepsis or septic shock: a systematic review and meta-analysis. Eur Rev Med Pharmacol Sci. 2022;26(5):1743-1752. doi:10.26355/eurrev_202203_28244
  6. Frenkel A, Novack V, Bichovsky Y, Klein M, Dreiher J. Serum Albumin Levels as a Predictor of Mortality in Patients with Sepsis: A Multicenter Study. Isr Med Assoc J. 2022;24(7):454-459.
  7. van Vught LA, Wiewel MA, Klein Klouwenberg PMC, et al. Admission hyperglycemia in critically ill sepsis patients: association with outcome and host response. Crit Care Med. 2016;44(7):1338-1346. doi:10.1097/CCM.0000000000001650
  8. Harazim M, Tan K, Nalos M, Matejovic M. Blood urea nitrogen—independent marker of mortality in sepsis. Biomed Pap Med Fac Univ Palacky Olomouc Czech Repub. 2023;167(1):24-29. doi:10.5507/bp.2022.015

Details

Primary Language

English

Subjects

Cardiovascular Medicine and Haematology (Other), Intensive Care, Clinical Sciences (Other)

Journal Section

Research Article

Publication Date

September 30, 2026

Submission Date

May 10, 2026

Acceptance Date

June 18, 2026

Published in Issue

Year 2026 Volume: 12 Number: 3

APA
İşleyen, H. B., & Okuyan, E. (2026). RENAL-METABOLIC RESERVE INDEX FOR CARDIORENAL RISK STRATIFICATION IN CRITICALLY ILL PATIENTS WITH SEPSIS. Kocaeli Üniversitesi Sağlık Bilimleri Dergisi, 12(3), 323-328. https://doi.org/10.30934/kusbed.1948243
AMA
1.İşleyen HB, Okuyan E. RENAL-METABOLIC RESERVE INDEX FOR CARDIORENAL RISK STRATIFICATION IN CRITICALLY ILL PATIENTS WITH SEPSIS. KOU Sag Bil Derg. 2026;12(3):323-328. doi:10.30934/kusbed.1948243
Chicago
İşleyen, Hasan Burak, and Ertuğrul Okuyan. 2026. “RENAL-METABOLIC RESERVE INDEX FOR CARDIORENAL RISK STRATIFICATION IN CRITICALLY ILL PATIENTS WITH SEPSIS”. Kocaeli Üniversitesi Sağlık Bilimleri Dergisi 12 (3): 323-28. https://doi.org/10.30934/kusbed.1948243.
EndNote
İşleyen HB, Okuyan E (September 1, 2026) RENAL-METABOLIC RESERVE INDEX FOR CARDIORENAL RISK STRATIFICATION IN CRITICALLY ILL PATIENTS WITH SEPSIS. Kocaeli Üniversitesi Sağlık Bilimleri Dergisi 12 3 323–328.
IEEE
[1]H. B. İşleyen and E. Okuyan, “RENAL-METABOLIC RESERVE INDEX FOR CARDIORENAL RISK STRATIFICATION IN CRITICALLY ILL PATIENTS WITH SEPSIS”, KOU Sag Bil Derg, vol. 12, no. 3, pp. 323–328, Sept. 2026, doi: 10.30934/kusbed.1948243.
ISNAD
İşleyen, Hasan Burak - Okuyan, Ertuğrul. “RENAL-METABOLIC RESERVE INDEX FOR CARDIORENAL RISK STRATIFICATION IN CRITICALLY ILL PATIENTS WITH SEPSIS”. Kocaeli Üniversitesi Sağlık Bilimleri Dergisi 12/3 (September 1, 2026): 323-328. https://doi.org/10.30934/kusbed.1948243.
JAMA
1.İşleyen HB, Okuyan E. RENAL-METABOLIC RESERVE INDEX FOR CARDIORENAL RISK STRATIFICATION IN CRITICALLY ILL PATIENTS WITH SEPSIS. KOU Sag Bil Derg. 2026;12:323–328.
MLA
İşleyen, Hasan Burak, and Ertuğrul Okuyan. “RENAL-METABOLIC RESERVE INDEX FOR CARDIORENAL RISK STRATIFICATION IN CRITICALLY ILL PATIENTS WITH SEPSIS”. Kocaeli Üniversitesi Sağlık Bilimleri Dergisi, vol. 12, no. 3, Sept. 2026, pp. 323-8, doi:10.30934/kusbed.1948243.
Vancouver
1.Hasan Burak İşleyen, Ertuğrul Okuyan. RENAL-METABOLIC RESERVE INDEX FOR CARDIORENAL RISK STRATIFICATION IN CRITICALLY ILL PATIENTS WITH SEPSIS. KOU Sag Bil Derg. 2026 Sep. 1;12(3):323-8. doi:10.30934/kusbed.1948243