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C-reactive protein to albumin ratio shows non-linear association with stroke-associated pneumonia risk

C-reactive protein to albumin ratio shows non-linear association with stroke-associated pneumonia ri…
Photo by Giovanni Crisalfi / Unsplash
Key Takeaway
Consider CAR's non-linear threshold effect for SAP risk as preliminary, requiring prospective validation.

This retrospective cohort study analyzed 1,595 consecutive patients admitted with acute ischemic stroke between September 2016 and September 2022. The study investigated the C-reactive protein to albumin ratio (CAR) as a predictor for stroke-associated pneumonia (SAP), which occurred in 376 patients (23.6% of the cohort). The primary analysis revealed a strong association between log2-transformed CAR and SAP risk, with patients in the highest CAR quartile having an odds ratio of 6.11 (95% CI: 3.63–10.27, p < 0.05).

A key finding was the identification of a non-linear threshold effect at CAR ≈ 0.14. Below this threshold, the association with SAP was modest (OR = 1.22, 95% CI: 1.02–1.45). Above this threshold, the risk increased substantially (OR = 2.03, 95% CI: 1.70–2.42). The threshold-based predictive model statistically outperformed a simple linear model (p < 0.05).

Safety and tolerability data for the biomarker measurement were not reported. The authors explicitly note that the study establishes association only, not causation. A key limitation is that non-linear relationships and threshold effects for CAR in SAP prediction remain unclear and require further investigation. Funding sources and potential conflicts of interest were not disclosed.

For clinical practice, this study provides preliminary evidence for a potential biomarker threshold that may help stratify pneumonia risk in stroke patients. However, given the retrospective, observational design and the acknowledged uncertainty around the threshold effect, CAR should not yet be used to guide clinical decisions. Prospective validation is needed to confirm these findings and establish clinical utility.

Study Details

Study typeCohort
EvidenceLevel 3
PublishedApr 2026
View Original Abstract ↓
BackgroundStroke-associated pneumonia (SAP) complicates 10–30% of acute ischemic stroke (AIS) cases and worsens outcomes. The C-reactive protein to albumin ratio (CAR) integrates inflammation and nutritional status and may serve as a prognostic biomarker. However, non-linear relationships and threshold effects for CAR in SAP prediction remain unclear.MethodsWe retrospectively analyzed 1,595 consecutive AIS patients admitted between September 2016 and September 2022. CAR was calculated from admission CRP and albumin. Associations between CAR and SAP were assessed using multivariable logistic regression, generalized additive models (GAM), and two-piecewise regression to identify thresholds. Predictive performance was evaluated by ROC analysis and DeLong’s test.ResultsA total of 1,595 patients were included (58.6% male; mean age 70.1 ± 12.2 years). The median admission NIHSS score was 3.0 (IQR 1.0–6.0). SAP occurred in 376 patients (23.6%). Log₂-CAR was strongly associated with SAP risk (P-trend < 0.0001), with the highest quartile showing a fully adjusted OR of 6.11 (95% CI: 3.63–10.27, p  0.05). A non-linear threshold was identified at CAR ≈ 0.14; below this, the association was modest (OR = 1.22, 95% CI: 1.02–1.45), while above it, risk increased substantially (OR = 2.03, 95% CI: 1.70–2.42). The threshold model outperformed the linear model (p 
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