Evidence map›Paper›PMID 41772437›Full record

ArticleBMC immunology2026

A combined model based on lactate clearance rate and SOFA score in prognostic assessment of patients with severe pneumonia.

Ying Chen, Chuankai Liu, Duandan Li, Jun Yan, Man Yi

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Article in BMC immunology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

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5 authors.

Ying ChenDepartment of Infectious Diseases, Changsha Traditional Chinese Medicine Hospital (Changsha Eighth Hospital), Changsha, Hunan, 410100, China.
Chuankai LiuDepartment of Intensive Care Medicine, Changsha Traditional Chinese Medicine Hospital (Changsha Eighth Hospital), Changsha, Hunan, 410100, China.
Duandan LiDepartment of Respiratory and Critical Care Medicine, Changsha Traditional Chinese Medicine Hospital (Changsha Eighth Hospital), No. 22 Xingsha Avenue, Changsha County, Changsha, Hunan, 410100, China.
Jun YanEmergency Department Intensive Care Unit, Changsha Traditional Chinese Medicine Hospital (Changsha Eighth Hospital), Changsha, Hunan, 410100, China.
Man YiDepartment of Respiratory and Critical Care Medicine, Changsha Traditional Chinese Medicine Hospital (Changsha Eighth Hospital), No. 22 Xingsha Avenue, Changsha County, Changsha, Hunan, 410100, China. 18670707072@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveTo investigate the role of lactate clearance rate (LCR) and Sequential Organ Failure Assessment (SOFA) score in prognostic assessment of patients with severe pneumonia (SP).

methodsA retrospective study of 185 SP patients was conducted. Baseline characteristics were compared between survivors (n = 128) and non-survivors (n = 57). Following univariate and correlation analyses, significant variables were used to build a combined prediction model via binary logistic regression. Model calibration and predictive performance for 28-day mortality were assessed using Hosmer-Lemeshow and ROC curve analyses, respectively. Dynamic changes in LCR and SOFA scores at admission (T0), 6 h (T6), and 24 h (T24) were compared.

resultsThe 28-day mortality rate was 30.81% (57/185). Univariate analysis revealed statistically significant differences in age, chronic lung disease, procalcitonin (PCT), LCR, and SOFA score (P < 0.05). Spearman correlation analysis showed a moderate negative correlation between LCR and SOFA score (r = -0.401, P < 0.001). Multivariate analysis identified LCR [0.911 (0.861–0.965)] and SOFA score [1.508 (1.278–1.779)] as independent predictors (P < 0.05). The combined model demonstrated superior predictive accuracy (AUC: 0.882, 95% CI: 0.833–0.932) compared to LCR (AUC: 0.793) or SOFA score (AUC: 0.832) alone (Delong test, P < 0.05). Survivors exhibited significantly higher LCR and lower SOFA scores at T6 and T24, with improving trends over time, unlike non-survivors.

conclusionThe combined model integrating LCR and SOFA score outperforms either parameter alone in predicting 28-day mortality risk in SP, offering a potential tool for early risk stratification.

Indexed as

Lactic AcidOrgan Dysfunction ScoresPneumoniaAgedFemaleHumansMaleMiddle AgedPrognosisRetrospective StudiesROC CurveSeverity of Illness IndexLactic AcidLactate clearance ratePrediction modelPrognostic mortalitySequential organ failure assessment scoreSevere pneumonia

Identifiers

PMID41772437
PMCPMC13059356

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.