The LIP score: a pathophysiology-driven tool for sepsis screening and prognosis—a multicenter prospective study

The development of convenient and effective screening tools for sepsis is a critical global priority, yet a systematically evaluated and efficient tool for early identification remains lacking. In this prospective, multicenter observational study across 10 tertiary hospitals in China, the novel LIP score (Lymphocyte count, INR, Procalcitonin) was validated against established tools. Analytical methods included ROC curve analysis for performance comparison, Restricted Cubic Splines (RCS) for ICU length of stay (ICU-LOS) association, and advanced visualizations (Sankey/Chord diagrams, SHAP) for risk stratification and feature interpretation. Among 1,202 enrolled adults with suspected infection, the LIP score demonstrated superior performance. For sepsis diagnosis (cutoff ≥ 3), its AUROC was 0.932 (95% CI: 0.916–0.945), with a sensitivity of 85.37% and a specificity of 94.83%, significantly outperforming all comparator scores (all P < 0.001). In mortality prediction, LIP surpassed SIRS ( P < 0.001) but was inferior to NEWS ( P = 0.031) and SOFA ( P < 0.001), while comparable to qSOFA ( P = 0.28). LIP scores showed a biphasic relationship with ICU stay and modestly predicted microbiological confirmation, on par with qSOFA, APACHE-II, and NEWS. As an early-warning tool, a threshold of LIP ≥ 2 provided high sensitivity (94.58%) but limited specificity (62.72%). Notably, applying a modified rule (any two of three components ≥ 1 point) increased the specificity to 83.14%. This multicenter study validates the LIP score as a simple and efficient screening tool for sepsis in hospitalized patients, demonstrating good diagnostic performance at a cutoff of ≥ 3 and close association with clinical outcomes; preliminary data also suggest promise for emergency use, though further validation is needed.

Authors

Institutions

Publication Details

Journal
BMC Medicine
Published
2026-10-14
DOI
https://doi.org/10.1186/s12916-026-05312-x
Primary Topic
Sepsis Diagnosis and Treatment
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The LIP score: a pathophysiology-driven tool for sepsis screening and prognosis—a multicenter prospective study

Keli Wen, 尹万红, An Zhang, Jie Jiang et al.
BMC Medicine
Sepsis Diagnosis and Treatment
article

The LIP score: a pathophysiology-driven tool for sepsis screening and prognosis—a multicenter prospective study

Keli Wen, 尹万红, An Zhang, Jie Jiang, Bailin Niu, Meng Zhang, Peifeng Cheng, Yuan Yan, Jing Qin, Jianping Gong, Tianlong Li, Fan Zhang, Juan Han, Baigang Yan, Jialian Wang, Meihao Chen, Ran Zhou, Xiaoying Fu, Chun Pan, Qionghua Hu, Bin Liu, Zhiwei Wang
article en

Abstract

The development of convenient and effective screening tools for sepsis is a critical global priority, yet a systematically evaluated and efficient tool for early identification remains lacking. In this prospective, multicenter observational study across 10 tertiary hospitals in China, the novel LIP score (Lymphocyte count, INR, Procalcitonin) was validated against established tools. Analytical methods included ROC curve analysis for performance comparison, Restricted Cubic Splines (RCS) for ICU length of stay (ICU-LOS) association, and advanced visualizations (Sankey/Chord diagrams, SHAP) for risk stratification and feature interpretation. Among 1,202 enrolled adults with suspected infection, the LIP score demonstrated superior performance. For sepsis diagnosis (cutoff ≥ 3), its AUROC was 0.932 (95% CI: 0.916–0.945), with a sensitivity of 85.37% and a specificity of 94.83%, significantly outperforming all comparator scores (all P < 0.001). In mortality prediction, LIP surpassed SIRS ( P < 0.001) but was inferior to NEWS ( P = 0.031) and SOFA ( P < 0.001), while comparable to qSOFA ( P = 0.28). LIP scores showed a biphasic relationship with ICU stay and modestly predicted microbiological confirmation, on par with qSOFA, APACHE-II, and NEWS. As an early-warning tool, a threshold of LIP ≥ 2 provided high sensitivity (94.58%) but limited specificity (62.72%). Notably, applying a modified rule (any two of three components ≥ 1 point) increased the specificity to 83.14%. This multicenter study validates the LIP score as a simple and efficient screening tool for sepsis in hospitalized patients, demonstrating good diagnostic performance at a cutoff of ≥ 3 and close association with clinical outcomes; preliminary data also suggest promise for emergency use, though further validation is needed.

BMC Medicine
Army Medical University (CN), Second Affiliated Hospital of Chongqing Medical University (CN), Third People 's Hospital of Chongqing (CN), Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital (CN), The Affiliated Yongchuan Hospital of Chongqing Medical University (CN), Chengdu Second People's Hospital (CN), Chongqing Emergency Medical Center (CN), Qilu Hospital of Shandong University (CN), First People's Hospital of Chongqing (CN), Union Hospital (CN), Chongqing Medical University (CN)
Good health and well-being
Openalex Percentile: Top 12%
Sepsis Diagnosis and Treatment
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.