Прогностична модель інтегрального ренального ризику в немовлят після корекції вроджених вад серця

Renal complications and subclinical renal stress are frequent components of the early postoperative period in infants after cardiac surgical correction of congenital heart defects and require early risk stratification. Objective – to develop a prognostic scoring index for assessing the integral renal risk index in infants after correction of congenital heart defects in the early postoperative period. Materials and methods. A retrospective single‑center descriptive‑analytical study was conducted (n=101; age 1 – 12 months). The dependent variable was the integral renal risk index (a continuous scale of integral renal risk or stress) formed within the analysis of the early postoperative period. The following predictors were considered: disease severity, physical development as a proxy for nutritional status, class or complexity of the surgical intervention, syndromic or genetic features, creatinine level, and left ventricular ejection fraction. Multiple linear regression was constructed with diagnostics of assumptions (normality of residuals, linearity, homoscedasticity, multicollinearity assessed by the variance inflation factor, and influential observations). Results. The model was statistically significant (F(6, 94)=9.82; p<0.001) and explained 38.5% of the variance in risk (adjusted R2=0.346). The largest independent contribution was made by the operation class (surgical complexity) (b=0.578; p<0.001), whereas ejection fraction demonstrated an inverse association with risk (b=–0.0167; p=0.016). Conclusions. A scoring index, X, defined by a formula and within‑cohort thresholds (X>1 – high risk; X>1.5 – very high risk), is proposed. This index integrates perioperative burden and perfusion reserve and may be used for early nephroprotective management.

Authors

Institutions

Publication Details

Journal
Scientific periodicals of Ukraine
Published
2026-03-31
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

Прогностична модель інтегрального ренального ризику в немовлят після корекції вроджених вад серця

Л. Б. Елій, В. П. Бузовський, М. Г. Мельниченко
Scientific periodicals of Ukraine
Acute Kidney Injury Research
article

Прогностична модель інтегрального ренального ризику в немовлят після корекції вроджених вад серця

Л. Б. Елій, В. П. Бузовський, М. Г. Мельниченко
article en

Abstract

Renal complications and subclinical renal stress are frequent components of the early postoperative period in infants after cardiac surgical correction of congenital heart defects and require early risk stratification. Objective – to develop a prognostic scoring index for assessing the integral renal risk index in infants after correction of congenital heart defects in the early postoperative period. Materials and methods. A retrospective single‑center descriptive‑analytical study was conducted (n=101; age 1 – 12 months). The dependent variable was the integral renal risk index (a continuous scale of integral renal risk or stress) formed within the analysis of the early postoperative period. The following predictors were considered: disease severity, physical development as a proxy for nutritional status, class or complexity of the surgical intervention, syndromic or genetic features, creatinine level, and left ventricular ejection fraction. Multiple linear regression was constructed with diagnostics of assumptions (normality of residuals, linearity, homoscedasticity, multicollinearity assessed by the variance inflation factor, and influential observations). Results. The model was statistically significant (F(6, 94)=9.82; p<0.001) and explained 38.5% of the variance in risk (adjusted R2=0.346). The largest independent contribution was made by the operation class (surgical complexity) (b=0.578; p<0.001), whereas ejection fraction demonstrated an inverse association with risk (b=–0.0167; p=0.016). Conclusions. A scoring index, X, defined by a formula and within‑cohort thresholds (X>1 – high risk; X>1.5 – very high risk), is proposed. This index integrates perioperative burden and perfusion reserve and may be used for early nephroprotective management.

Scientific periodicals of Ukraine
Odessa National Medical University (UA), Regional Children's Clinical Hospital No. 1 (RU)
Zero hunger
Openalex Percentile: Top 4%
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.