Association Between the Modified Renal Angina Index and Major Adverse Kidney Events at 90 Days in Critically Ill Adults: A Retrospective Cohort Study

Background/Objectives: Adult modified Renal Angina Index (mRAI) formulations predict acute kidney injury, but their association with major adverse kidney events at 90 days (MAKE90) remains unclear. We examined the association in critically ill adults without established chronic kidney disease (CKD). Methods: This retrospective cohort included 250 adults admitted to a tertiary intensive care unit (ICU) between December 2023 and April 2025. mRAI was calculated from data available at ICU admission. MAKE90 was defined as death, renal replacement therapy, or persistent renal dysfunction within 90 days. We used logistic regression, receiver operating characteristic analysis, and nested-model comparisons. Results: Admission mRAI was higher in patients with MAKE90 than in those without MAKE90 (median 10 [IQR 5–20] vs. 3 [IQR 1–6]; p < 0.001). After adjustment for SOFA score and sepsis, mRAI remained associated with MAKE90 (adjusted OR per point from the linear model, 1.073; 95% CI, 1.032–1.116). Spline analysis demonstrated a significant nonlinear association (p = 0.004), indicating that the per-point OR should be interpreted as a summary estimate rather than a constant effect across the score range. The AUC of mRAI was 0.752 (95% CI, 0.691–0.814), higher than that of admission AKI stage (0.653) and not significantly different from APACHE II (0.702) or SOFA (0.718). Adding mRAI to SOFA and sepsis raised the AUC from 0.735 to 0.782. Conclusions: In critically ill adults without established CKD, higher admission mRAI remained associated with MAKE90 after adjustment for SOFA score and sepsis and showed moderate discrimination. External validation in larger, independent cohorts is needed to confirm these findings.

Authors

Institutions

Publication Details

Journal
Diagnostics
Published
2026-10-19
DOI
https://doi.org/10.3390/diagnostics16203392
Primary Topic
Acute Kidney Injury Research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Association Between the Modified Renal Angina Index and Major Adverse Kidney Events at 90 Days in Critically Ill Adults: A Retrospective Cohort Study

Mustafa Kemal Bayar, Gül Meral Kocabeyoğlu, Pınar Karabak Bilal, Asir Eren Seven et al.
Diagnostics
Acute Kidney Injury Research
article

Association Between the Modified Renal Angina Index and Major Adverse Kidney Events at 90 Days in Critically Ill Adults: A Retrospective Cohort Study

Mustafa Kemal Bayar, Gül Meral Kocabeyoğlu, Pınar Karabak Bilal, Asir Eren Seven, Fatma Özkan Sipahioğlu, Hatice Şahin
article en

Abstract

Background/Objectives: Adult modified Renal Angina Index (mRAI) formulations predict acute kidney injury, but their association with major adverse kidney events at 90 days (MAKE90) remains unclear. We examined the association in critically ill adults without established chronic kidney disease (CKD). Methods: This retrospective cohort included 250 adults admitted to a tertiary intensive care unit (ICU) between December 2023 and April 2025. mRAI was calculated from data available at ICU admission. MAKE90 was defined as death, renal replacement therapy, or persistent renal dysfunction within 90 days. We used logistic regression, receiver operating characteristic analysis, and nested-model comparisons. Results: Admission mRAI was higher in patients with MAKE90 than in those without MAKE90 (median 10 [IQR 5–20] vs. 3 [IQR 1–6]; p < 0.001). After adjustment for SOFA score and sepsis, mRAI remained associated with MAKE90 (adjusted OR per point from the linear model, 1.073; 95% CI, 1.032–1.116). Spline analysis demonstrated a significant nonlinear association (p = 0.004), indicating that the per-point OR should be interpreted as a summary estimate rather than a constant effect across the score range. The AUC of mRAI was 0.752 (95% CI, 0.691–0.814), higher than that of admission AKI stage (0.653) and not significantly different from APACHE II (0.702) or SOFA (0.718). Adding mRAI to SOFA and sepsis raised the AUC from 0.735 to 0.782. Conclusions: In critically ill adults without established CKD, higher admission mRAI remained associated with MAKE90 after adjustment for SOFA score and sepsis and showed moderate discrimination. External validation in larger, independent cohorts is needed to confirm these findings.

DiagnosticsVol. 16(20)
Ankara University (TR), Memorial Ankara Hospital (TR), Türk Anesteziyoloji ve Reanimasyon Derneği (TR)
Openalex Percentile: Top 12%
Acute Kidney Injury Research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.