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ORIGINAL RESEARCH article

Front. Surg.

Sec. Visceral Surgery

This article is part of the Research TopicGeno-phenotype Specific Molecular Targets for Therapeutic Developments in PancreatitisView all 7 articles

The Association Between Inflammatory Indices and Acute Pancreatitis Severity: A Retrospective Cohort Study

Provisionally accepted
Huicong  MaHuicong Ma1Na  LiNa Li1Huaisheng  ZhangHuaisheng Zhang2Zepeng  ShenZepeng Shen2Jie  YangJie Yang2Qiaojie  BiQiaojie Bi1*Xiaoxiao  MiaoXiaoxiao Miao3*
  • 1Institute of Emergency and Critical Care Medicine, Qingdao Hospital, University of Health and Rehabilitation Sciences (Qingdao Municipal Hospital), Qingdao, China
  • 2The First Affiliated Hospital of Bengbu Medical University, Bengbu, China
  • 3Qingdao Traditional Chinese Medicine Hospital, Qingdao Hiser Hospital Affiliated of Qingdao University, Qingdao, China

The final, formatted version of the article will be published soon.

Background: Acute pancreatitis (AP) is a heterogeneous inflammatory disease, with ~20% of patients progressing to moderate-to-severe (MSAP) or severe AP (SAP), conditions associated with high mortality. Early risk stratification is therefore critical. This study systematically evaluated and compared 12 inflammatory biomarkers for predicting AP severity. Methods: This retrospective cohort included 1,981 hospitalized AP patients (January 2018-December 2023). According to the revised Atlanta criteria, patients were classified into mild AP (MAP, n=1,058) and MSAP/SAP (n=923) groups. Twelve inflammatory indices—monocyte-to-lymphocyte ratio (MLR), lymphocyte-to-monocyte ratio (LMR), C-reactive protein-to-albumin ratio (CAR), C-reactive protein-albumin-lymphocyte index (CALLY), C-reactive protein-to-calcium ratio (CCR), C-reactive protein-to-lymphocyte ratio (CLR), red cell distribution width-to-albumin ratio (RDW/Alb), neutrophil-to-albumin ratio (NAR), systemic inflammatory response index (SIRI), neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), and systemic immune-inflammation index (SII)—were calculated. A multivariate logistic regression model adjusted for 28 covariates. ROC curves assessed predictive performance; restricted cubic splines (RCS) explored nonlinear relationships; and threshold effect analysis was conducted for the highest-performing biomarker. Results: In the fully adjusted model, nine biomarkers were significantly associated with MSAP/SAP risk: MLR (OR=1.29, 95%CI: 1.15-1.45), LMR (OR=0.75, 95%CI: 0.66-0.85), CAR (OR=3.82, 95%CI: 3.18-4.64), CALLY (OR=0.56, 95%CI: 0.49-0.64), CCR (OR=4.84, 95%CI: 3.98-5.96), CLR (OR=2.12, 95%CI: 1.84-2.46), RDW/Alb (OR=1.74, 95%CI: 1.54-1.99), NAR (OR=1.44, 95%CI: 1.27-1.64), and SIRI (OR=1.29, 95%CI: 1.15-1.46). CCR demonstrated the highest observed accuracy (AUC=0.761, 95%CI: 0.739-0.783). Threshold effect analysis revealed a nonlinear association, with an inflection point at 15: no significant association was observed below this threshold (OR=1.015, P=0.558), whereas risk significantly increased above it (OR=1.212, P<0.001). Conclusion: Among 12 inflammatory biomarkers, CCR showed the strongest predictive value for MSAP/SAP, with a critical threshold of 15. As an easily obtainable marker, CCR may serve as a practical early warning tool to guide clinical management and risk stratification in AP.

Keywords: acute pancreatitis, biomarker, C-reactive protein-to-calcium ratio, Inflammatory biomarkers, Severity prediction, threshold effect

Received: 09 Dec 2025; Accepted: 04 Feb 2026.

Copyright: © 2026 Ma, Li, Zhang, Shen, Yang, Bi and Miao. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence:
Qiaojie Bi
Xiaoxiao Miao

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