Elevated platelet-to-lymphocyte ratio (PLR) is independently associated with stroke-associated pneumonia in acute ischemic stroke patients, exhibiting a non-linear threshold-dependent relationship, though its standalone discriminatory performance is modest.
Key Findings
Methods
SAP occurred in 20.6% of the study cohort of AIS patients.
The study included 1,745 patients with acute ischemic stroke after systematic screening of 2,150 patients.
359 patients developed stroke-associated pneumonia (SAP).
21 patients with extreme PLR values (>1,000) were excluded from the final analysis.
HbA1c missing values were imputed using multiple imputation by chained equations (MICE) with a random forest estimator.
Results
PLR was significantly higher in AIS patients who developed SAP compared to those who did not.
Median PLR was 136.17 in patients with SAP versus 113.69 in patients without SAP.
This difference was statistically significant (p < 0.001).
PLR was calculated as platelet count divided by lymphocyte count and log2-transformed for analysis.
Results
Log2-transformed PLR remained independently associated with SAP in the fully adjusted multivariable logistic regression model.
OR = 1.36 per 1-unit increase in log2-PLR (95% CI: 1.12–1.65, p = 0.0021).
Compared with the lowest quartile, the highest PLR quartile was associated with increased SAP odds (OR = 1.62, 95% CI: 1.03–2.54, p = 0.0386).
The association remained significant after full covariate adjustment.
Results
The association between PLR and SAP followed a non-linear, threshold-dependent pattern with an inflection point at PLR = 224.8.
Generalized additive modeling (GAM) and two-piecewise logistic regression identified a threshold at PLR = 224.8 (log2-PLR = 7.812).
Below this threshold, the association was not significant (OR = 1.21, 95% CI: 0.93–1.57, p = 0.1551).
Above this threshold, the association was significant (OR = 2.06, 95% CI: 1.10–3.87, p = 0.0240).
This non-linear relationship was identified using both GAM and two-piecewise regression approaches.
Results
PLR alone had modest discriminatory performance for SAP, with an AUC of 0.584, substantially lower than CRP and the A2DS2 score.
AUC for PLR alone was 0.584.
AUC for CRP was 0.825.
AUC for A2DS2 score was 0.757.
AUC comparisons were performed using the DeLong test.
Combined models showed AUCs of 0.803 for PLR + CRP and 0.763 for PLR + A2DS2.
Results
Subgroup analyses were performed across seven clinical variables to assess consistency of the PLR-SAP association.
Subgroup analyses were conducted across seven clinical variables.
Interactions were tested by likelihood ratio test.
No specific subgroup was reported to have a statistically significant interaction that overturned the overall finding, consistent with the abstract's presentation of a broadly applicable association.
What This Means
This research suggests that a simple blood test ratio — the platelet-to-lymphocyte ratio (PLR), derived from a standard complete blood count — is associated with the development of pneumonia following a stroke, known as stroke-associated pneumonia (SAP). Among 1,745 patients hospitalized with acute ischemic stroke, about 1 in 5 developed SAP, and those who did had notably higher PLR values. Even after accounting for other medical factors, higher PLR remained linked to greater odds of developing SAP, particularly when PLR exceeded a threshold of approximately 224.8, above which the risk more than doubled.
However, PLR on its own is not a highly accurate predictor of SAP — its ability to distinguish who will and will not develop pneumonia (AUC of 0.584) was considerably weaker than established tools like C-reactive protein (AUC 0.825) or the A2DS2 clinical score (AUC 0.757). When PLR was combined with these other measures, predictive performance improved slightly. The relationship between PLR and SAP was also non-linear, meaning risk did not increase steadily with every rise in PLR but rather jumped meaningfully only above a certain level.
This research suggests that PLR, because it is already calculated from routine blood tests at no extra cost, could serve as an accessible early warning signal to help clinicians identify stroke patients at higher risk of developing pneumonia. The authors call for larger, prospective studies across multiple hospitals to confirm these findings before PLR could be formally incorporated into clinical risk assessment tools.
Duan T, Xu C, Zhan J, Wang L, Wu Z, Xu Y, et al.. (2026). Elevated platelet-to-lymphocyte ratio is associated with stroke-associated pneumonia in acute ischemic stroke: a retrospective cohort study.. Frontiers in neurology. https://doi.org/10.3389/fneur.2026.1891885