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Published on: February 10, 2026
Phenotype-Specific Heterogeneity in Acute Kidney Injury, Dialysis, and Mortality Among Hospitalized Patients with
Brent Tai1, Chijioke Okonkwo1, Derek Snyder1
1Department of Internal Medicine, BayCare Health System, Clearwater, FL 33759, USA.
Insights
Hospitalized patients with chronic kidney disease (CKD) have varying risks for acute kidney injury (AKI), dialysis, and death based on their specific cardiometabolic conditions. Identifying distinct CKD phenotypes can improve risk stratification and patient management.
Area of Science:
- Nephrology
- Cardiology
- Internal Medicine
Background:
- Hospitalized patients with chronic kidney disease (CKD) face high risks for acute kidney injury (AKI), dialysis, and mortality.
- CKD is often oversimplified, masking underlying heterogeneity in patient populations.
- Distinct cardiometabolic comorbidity patterns may define meaningful inpatient CKD subgroups with differential outcome risks.
Purpose of the Study:
- To investigate whether distinct cardiometabolic comorbidity patterns define meaningful inpatient CKD subgroups.
- To determine if these subgroups have differential risks for AKI, dialysis, and mortality.
- To develop a clinically interpretable framework for CKD phenotyping in hospitalized patients.
Main Methods:
- Retrospective cross-sectional study using the 2022 Healthcare Cost and Utilization Project National Inpatient Sample.
- Classified 1,062,813 adult CKD hospitalizations into five phenotypes: isolated, hypertensive/vascular, metabolic, cardiorenal, and multimorbid cardiometabolic.
- Used multivariable logistic regression to analyze associations between phenotypes and outcomes (AKI, dialysis, mortality), with sensitivity analyses and age modification assessment.
Main Results:
- Significant variations in outcome rates were observed across CKD phenotypes.
- Cardiorenal CKD was linked to higher odds of AKI and mortality.
- Multimorbid cardiometabolic CKD showed the strongest association with in-hospital dialysis.
- Metabolic CKD was associated with lower adjusted mortality risk compared to isolated CKD.
Conclusions:
- Hospitalized CKD populations exhibit significant phenotype-specific heterogeneity in risks for AKI, dialysis, and mortality.
- A simple, clinically interpretable phenotype framework can identify distinct inpatient failure patterns.
- This framework may guide future studies on phenotype-specific risk stratification and management strategies for CKD patients.
Abstract:
Background: Hospitalized patients with chronic kidney disease (CKD) are at high risk for acute kidney injury (AKI), dialysis, and mortality, yet CKD is often treated as a clinically homogeneous condition. Whether distinct cardiometabolic comorbidity patterns define meaningful inpatient CKD subgroups with differential outcome risks remains unclear. Methods: We conducted a retrospective cross-sectional study of adult hospitalizations for CKD using the 2022 Healthcare Cost and Utilization Project National Inpatient Sample. Hospitalizations were classified into five mutually exclusive CKD phenotypes using a rule-based framework based on diabetes mellitus, heart failure, hypertension, and vascular disease: isolated, hypertensive/vascular, metabolic, cardiorenal, and multimorbid cardiometabolic. Outcomes included AKI, dialysis during hospitalization, and in-hospital mortality. Survey-weighted multivariable logistic regression models were used to estimate adjusted odds ratios (aORs). Sensitivity analyses excluded end-stage kidney disease and dialysis dependence and restricted this study to non-transfer hospitalizations. The effect modification by age was assessed for dialysis. Results: Among 1,062,813 CKD hospitalizations, the unadjusted outcome rates varied substantially across phenotypes. After adjustment, cardiorenal CKD was associated with higher odds of acute kidney injury (aOR 1.16, 95% CI 1.12-1.19) and in-hospital mortality (aOR 1.54, 95% CI 1.50-1.58), whereas multimorbid cardiometabolic CKD demonstrated the strongest association with dialysis during hospitalization (aOR 2.34, 95% CI 2.25-2.43). Hypertensive/vascular CKD was not associated with a difference in mortality risk, while metabolic CKD was associated with a lower adjusted mortality rate compared to isolated CKD. Integrated analyses revealed distinct phenotype-specific risk profiles rather than a single severity gradient. Our findings were robust across the sensitivity analyses, and age significantly modified phenotype-dialysis associations. Conclusions: Hospitalized CKD populations exhibit marked phenotype-specific heterogeneity in AKI, dialysis, and mortality risk. A simple, clinically interpretable phenotype framework identifies distinct inpatient failure patterns and may inform future studies evaluating phenotype-specific risk stratification and management strategies.
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Dialysis
Acute kidney injury develops suddenly and can be caused by pre-renal causes (e.g., hypovolemia, shock), intrinsic renal causes (e.g., acute tubular necrosis), or post-renal causes (e.g., urinary obstruction). In contrast, chronic renal failure progresses gradually over time and is often...