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Artificial Intelligence Assists Surgeons' Decision Making

Not Applicable
Recruiting
Conditions
Rectal Cancer
Interventions
Other: Artificial intelligence algorithm
Registration Number
NCT04999007
Lead Sponsor
Jichao Qin
Brief Summary

This study will evaluate whether artificial intelligence technique reduces the temporary ileostomy rate in patients with rectal cancer who receive anterior resection.

Detailed Description

Anastomotic leakage is a serious and life-threatening complication after anterior resection in patients with rectal cancer, and temporary ileostomy was introduced to reduce the serious consequences due to anastomotic leakage. However, whether a temporary ileostomy is applied in the surgery depends on the surgeon's experience, and there are no clinical guidelines to follow. Recently, artificial intelligence has widely been applied in medical field and produced some exciting results, and we have developed a high-performance artificial intelligence model based on 2369 rectal cancer patients, which showed good discrimination of anastomotic leakage and may reduce the temporary ileostomy rate. Hence, this randomized controlled trail will evaluate the artificial intelligence model for guiding surgical decision-making of performing a temporary ileostomy in patients with rectal cancer who receive anterior resection.

Recruitment & Eligibility

Status
RECRUITING
Sex
All
Target Recruitment
616
Inclusion Criteria
  1. Aged older than 18 years and younger than 85 years.
  2. Primary rectal adenocarcinoma confirmed by preoperative pathology result.
  3. Expected curative resection via total mesorectal excision procedure.
  4. American Society of Anesthesiologists (ASA) class I, II, or III.
  5. Written informed consent.
Exclusion Criteria
  1. Pregnant or breastfeeding women.
  2. Severe mental disorder or language communication disorder.
  3. Hartmann surgery or colostomy is performed intraoperatively.
  4. Interrupted of surgery for more than 30 minutes due to any cause.
  5. Malignant tumors with other organs

Study & Design

Study Type
INTERVENTIONAL
Study Design
PARALLEL
Arm && Interventions
GroupInterventionDescription
InterventionArtificial intelligence algorithmWhether the patients in the intervention arm will receive a temporary ileostomy depends on the risk of anastomotic leakage calculated by the artificial intelligence algorithm.
Primary Outcome Measures
NameTimeMethod
The rate of temporary ileostomy.Intraoperative period
The morbidity of anastomotic leakage.30 days

The diagnosis of anastomotic leakage is determined when the passage of fecal material from pelvic drainage tube or the water-soluble contrast agent enema and extra-rectal imaging. Alternatively, anastomotic leakage can be diagnosed when the integrity of the anastomosis is interrupted or the appearance of pelvic abscess next to the anastomosis by computerized tomography (CT) examination or secondary surgical exploration.

Secondary Outcome Measures
NameTimeMethod

Trial Locations

Locations (1)

Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology

🇨🇳

Wuhan, Hubei, China

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