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Related Experiment Video

Updated: Jun 27, 2025

Postoperative Ileus Murine Model
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Published on: July 12, 2024

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Risk prediction algorithms for prolonged postoperative ileus: A systematic review.

Gordon Xin Hua Liu1, Tony Milne2,3, William Xu1

  • 1Department of Surgery, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand.

Colorectal Disease : the Official Journal of the Association of Coloproctology of Great Britain and Ireland
|May 3, 2024
PubMed
Summary

Risk prediction algorithms for prolonged postoperative ileus (PPOI) after colorectal surgery show moderate discrimination but lack validation. Standardized definitions and robust validation are needed for future PPOI prediction models.

Keywords:
algorithmscolorectal surgeryileusperioperative periodpostoperative period

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Area of Science:

  • Colorectal Surgery
  • Predictive Analytics
  • Gastrointestinal Health

Background:

  • Prolonged postoperative ileus (PPOI) presents a significant clinical challenge and healthcare burden following colorectal surgery.
  • Existing risk prediction algorithms aim to identify patients at high risk for PPOI, but their comparative performance is unclear.

Approach:

  • A systematic literature search identified 11 studies involving 87,9549 participants that developed or validated PPOI risk prediction algorithms.
  • Data on study design, patient and operative characteristics, PPOI definitions, and algorithm performance were extracted and appraised using the PROBAST tool.

Key Points:

  • Commonly included variables were sex, age, and surgical approach, with reported Area Under the Curve (AUC) ranging from 0.68-0.78.
  • Significant heterogeneity existed in PPOI definitions across studies, and only three models underwent validation.
  • Most studies were retrospective and single-center, limiting generalizability.

Conclusions:

  • Current PPOI risk prediction algorithms demonstrate moderate predictive capability but suffer from a lack of external validation.
  • Future research should prioritize standardized PPOI definitions, comprehensive performance reporting, and rigorous internal and external validation methodologies.