Evidence map›Paper›PMID 41928323›Full record

ArticleCritical care (London, England)2026

Clinical subtyping of severe acute pancreatitis reveals heterogeneous associations with early management strategies: a multicenter retrospective cohort study.

Jianhua Wan, Yaoyu Zou, Maobin Kuang, Shixuan Xiong, Qiaofeng Chen, Huajing Ke, Wenhua He, Yin Zhu, Nonghua Lu, Liang Xia

Abstract readMulticenter Study
In one paragraph

Article in Critical care (London, England), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Diagnostic Performance of the Uric Acid-To-Albumin Ratio in Predicting Severity of Acute Pancreatitis.JGH open : an open access journal of gastroenterology and hepatology · 2026
    Article
  2. Article
  3. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Jianhua Wan *Department of Gastroenterology, Jiangxi Provincial Key Laboratory of Digestive Diseases, Jiangxi Clinical Research Center for Gastroenterology, Digestive Disease Hospital, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, 17 Yongwaizheng Street, Nanchang, 330006, Jiangxi, People's Republic of China.
Yaoyu Zou *Department of Gastroenterology, Jiangxi Provincial Key Laboratory of Digestive Diseases, Jiangxi Clinical Research Center for Gastroenterology, Digestive Disease Hospital, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, 17 Yongwaizheng Street, Nanchang, 330006, Jiangxi, People's Republic of China.
Maobin Kuang *Department of Gastroenterology, Jiangxi Provincial Key Laboratory of Digestive Diseases, Jiangxi Clinical Research Center for Gastroenterology, Digestive Disease Hospital, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, 17 Yongwaizheng Street, Nanchang, 330006, Jiangxi, People's Republic of China.
Shixuan Xiong *Department of Gastroenterology, Jiangxi Provincial Key Laboratory of Digestive Diseases, Jiangxi Clinical Research Center for Gastroenterology, Digestive Disease Hospital, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, 17 Yongwaizheng Street, Nanchang, 330006, Jiangxi, People's Republic of China.
Qiaofeng ChenDepartment of Gastroenterology, Jiangxi Provincial Key Laboratory of Digestive Diseases, Jiangxi Clinical Research Center for Gastroenterology, Digestive Disease Hospital, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, 17 Yongwaizheng Street, Nanchang, 330006, Jiangxi, People's Republic of China.
Huajing KeDepartment of Gastroenterology, Jiangxi Provincial Key Laboratory of Digestive Diseases, Jiangxi Clinical Research Center for Gastroenterology, Digestive Disease Hospital, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, 17 Yongwaizheng Street, Nanchang, 330006, Jiangxi, People's Republic of China.
Wenhua HeDepartment of Gastroenterology, Jiangxi Provincial Key Laboratory of Digestive Diseases, Jiangxi Clinical Research Center for Gastroenterology, Digestive Disease Hospital, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, 17 Yongwaizheng Street, Nanchang, 330006, Jiangxi, People's Republic of China.
Yin ZhuDepartment of Gastroenterology, Jiangxi Provincial Key Laboratory of Digestive Diseases, Jiangxi Clinical Research Center for Gastroenterology, Digestive Disease Hospital, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, 17 Yongwaizheng Street, Nanchang, 330006, Jiangxi, People's Republic of China.
Nonghua LuDepartment of Gastroenterology, Jiangxi Provincial Key Laboratory of Digestive Diseases, Jiangxi Clinical Research Center for Gastroenterology, Digestive Disease Hospital, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, 17 Yongwaizheng Street, Nanchang, 330006, Jiangxi, People's Republic of China.
Liang XiaDepartment of Gastroenterology, Jiangxi Provincial Key Laboratory of Digestive Diseases, Jiangxi Clinical Research Center for Gastroenterology, Digestive Disease Hospital, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, 17 Yongwaizheng Street, Nanchang, 330006, Jiangxi, People's Republic of China. xialiang79@163.com.

Funding

National Natural Science Foundation of China 82560136National Natural Science Foundation of China 82560137Natural Science Foundation of Jiangxi Province 20242BAB25438Project for Academic and Technical Leaders of Major Disciplines in Jiangxi Province 20243BCE51144The First Affiliated Hospital of Nanchang University Clinical Research and Cultivation Project YFYKCTDPY202202
6 · The paper itself

Abstract

backgroundThe clinical prognosis of severe acute pancreatitis (SAP) varies significantly, and traditional scoring systems fail to reveal its intrinsic heterogeneity.

methodsThis multicenter retrospective cohort study enrolled SAP patients from a Chinese Jiangxi cohort (n = 3,022) and the US MIMIC-IV cohort (n = 840). Consensus K-means clustering was applied to the derivation cohort to identify clinical subphenotypes, which were externally validated in the independent cohort. An XGBoost classifier was constructed based on selected variables and its performance was evaluated. Multivariable Cox regression models were used to analyze the association of each subphenotype with mortality and to assess heterogeneous associations with three key early interventions: early fluid intake, low molecular weight heparin (LMWH) anticoagulation, and early enteral nutrition.

resultsCluster analysis consistently identified three stable and reproducible SAP clinical subphenotypes: K1 (Stable type, n = 1,446), characterized by younger age, stable hemodynamics and renal function, and good nutritional status; K2 (Renal impairment-dominant type, n = 317), defined by severe renal insufficiency, hypoalbuminemia, and lower mean arterial pressure; and K3 (Elderly/Hepatic impairment type, n = 1,259), featuring the oldest age and significantly elevated liver injury markers. The K2 subphenotype had the highest in-hospital mortality (44.8%), significantly greater than that of K1 (8.3%) and K3 (14.9%) (p < 0.001). Multivariable Cox regression showed that, using K1 as reference, the K2 subphenotype was independently associated with an increased risk of 28-day mortality (adjusted hazard ratio [aHR] = 6.70, 95% CI 4.94-9.08). The constructed XGBoost subphenotype classifier demonstrated excellent discriminative performance in the training, test, and external validation sets (macro-average AUCs: 0.997, 0.994, and 0.958, respectively). Analysis of heterogeneous associations revealed that fluid overload (total intake ≥ 2.5 L within the first days) was significantly associated with increased mortality specifically in the K3 subphenotype. LMWH therapy showed a clear survival benefit only in the K2 subphenotype (aHR = 0.66, 95% CI 0.45-0.96, p = 0.031).

conclusionThis study identified three SAP subphenotypes with significantly heterogeneous clinical features and prognoses based on early routine indicators and developed a high‑performance classifier for bedside use. The distinct associations with fluid administration and anticoagulation across subphenotypes suggest that phenotype‑based strategies may optimize the clinical management of SAP, although these findings are hypothesis‑generating and require prospective validation.

Indexed as

PancreatitisAgedChinaCohort StudiesFemaleHumansMaleMiddle AgedPrognosisProportional Hazards ModelsRetrospective StudiesSeverity of Illness Index

Identifiers

PMID41928323
PMCPMC13169973

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.