A risk-scoring model for predicting late postoperative hemorrhage following pancreatoduodenectomy: development and external validation - Report - MDSpire

A risk-scoring model for predicting late postoperative hemorrhage following pancreatoduodenectomy: development and external validation

  • By

  • Shuai Xu

  • Qi Zhang

  • Liping Zang

  • Yuxiao Zhang

  • Jun Liu

  • Juan Zhang

  • Jianping Wang

  • July 6, 2026

  • 0 min

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Clinical Report: Development and External Validation of a Risk Assessment Tool for Late Postoperative Hemorrhage After Pancreatoduodenectomy

Overview

This study developed and validated a risk-scoring model to predict late post-pancreatectomy hemorrhage (PPH) after pancreatoduodenectomy (PD). The model incorporates four independent risk factors.

Background

Late PPH is a serious complication following PD, significantly impacting patient survival. Understanding and predicting the risk of late PPH is crucial for improving postoperative outcomes. Current models often lack external validation and clinical applicability.

Data Highlights

CohortLate PPH RateMedian Survival (months)
Training7.7%20.7
Validation7.6%35.2

Key Findings

  • Late PPH occurred in 7.7% of the training cohort and 7.6% of the validation cohort.
  • Median survival for patients with late PPH was 20.7 months compared to 35.2 months for those without (P = 0.009).
  • The common hepatic artery was the most frequent site of hemorrhage, accounting for 22.6% of cases.
  • Independent risk factors for late PPH included BMI, preoperative total bilirubin, preoperative prothrombin time, and clinically relevant postoperative pancreatic fistula.
  • The predictive model achieved concordance indices of 0.863 in the training cohort and 0.825 in the validation cohort.

Clinical Implications

The developed risk-scoring model allows clinicians to stratify patients into low- and high-risk groups for late PPH, facilitating targeted monitoring and preventive strategies. Utilizing routine clinical variables enhances the model's applicability in everyday practice.

Conclusion

The study created and validated a risk-scoring model for late PPH after PD.

Related Resources & Content

  1. Author(s)/Org, Source, Year -- Title
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  4. BMJ Open Gastroenterology, 2023 -- Development and internal validation of the AGATE hybrid score for pre-endoscopic risk stratification in acute upper gastrointestinal bleeding: a single-centre, retrospective cohort study
  5. Postpancreatectomy hemorrhage (PPH)–An International Study Group of Pancreatic Surgery (ISGPS) definition - Surgery, 2007
  6. Hemorrhage Sites and Mitigation Strategies After Pancreaticoduodenectomy, 2024
  7. ISGPS Consensus on PPH Definitions and Grading
  8. Contemporary Risk Data and Prognostic Signals for Late PPH
  9. Management Consensus and Practice Standards for Late PPH

Original Source(s)

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