Impact of Artificial Intelligence on Trainee Polyp Miss Rates

November 4, 2024 updated by: Rajesh Keswani, Northwestern University

Impact of Computer Aided Detection on Trainee Polyp Miss Rates Using a Tandem Colonoscopy Design

Based on prior studies, trainee and practicing gastroenterologists miss pre-cancerous polyps (adenomas and serrated polyps) during colonoscopy. The use of computer-aided detection (CADe) systems, a form of artificial intelligence (AI) has been shown to help identify colorectal lesions for practicing gastroenterologists. However, less is known how AI impacts polyp detection for trainees.

The investigators are conducting a tandem colonoscopy study wherein a portion of the colon is examined first by the trainee and then the attending physician. For each procedure, randomization will occur which will determine whether or not the trainee will utilize AI for their examination of the colon. At the end of the study, the investigators will determine whether AI helps trainees miss fewer polyps during colonoscopy. The investigators will also conduct interviews with trainees to understand how AI impacts colonoscopy training.

Study Overview

Detailed Description

Quality metrics in colonoscopy are useful in determining endoscopist performance. The adenoma detection rate (ADR) has historically been the primary colonoscopy quality indicator of interest, whereby those with a higher ADR have lower rates of interval colon cancers. Other important parameters include the adenoma miss rate (AMR) and the sessile serrated polyp miss rate (SMR).

The AMR among practicing gastroenterologists is estimated at around 25% based on tandem-colonoscopy studies, while the SMR may be even higher. Prior tandem colonoscopy studies have also shown that gastroenterology trainees have an AMR between 30-41% and an SMR between 56-86%. As missed polyps may grow into colorectal cancers over time, efforts must be dedicated to reducing AMR and SMR.

In 2021, the Food and Drug Administration (FDA) approved the first computer-aided detection (CADe) system, (GI-Genius; Medtronic, Minneapolis, MN) for identifying colorectal lesions in the United States. An initial tandem colonoscopy study among experienced endoscopists using this CADe system showed a reduction in AMR from 32.4% to 15.5%. However, it is unknown whether trainees would have a similar reduction in polyp miss rates.

CADe has been introduced into gastroenterology trainee education in a largely unstructured fashion and trainees' perception of CADe's impact on training is largely unknown. Presently, trainees and attendings complete colonoscopies with and without CADe. It is at the discretion of attendings whether CADe is used for a procedure regardless of whether or not a trainee is involved.

In this single center study, all Northwestern gastroenterology trainees will be invited to participate in the trial. First year gastroenterology trainees will initiate participation after 6 months of endoscopic training (approximately 100 colonoscopies completed). Trainees will be complete an hour-long meeting with the study team. The study protocol will be explained in detail and written informed consent will be obtained from the trainees.

The medical records of patients scheduled for ambulatory screening or surveillance colonoscopy during select endoscopy blocks will be screened in advance for inclusion in the study. Participants will be prospectively enrolled.

On the day of the patient's scheduled colonoscopy, a member of the study team will obtain written informed consent for both the colonoscopy and participation in the research study in a private bay in the pre-endoscopy area. The patient will then be transported to the procedure room and sedated. Sedation method (monitored anesthesia care or moderate sedation) will be determined prior to the scheduled appointment. If the patient is to receive moderate sedation, fentanyl and midazolam will be administered in incremental doses per the standard of care. Once the patient is sedated, the fellow and attending will perform the insertion as is standard for a colonoscopy in which a fellow is participating. Once the cecum is reached, the patient will then be randomized to whether the initial inspection of the right colon by the fellow is performed with or without the assistance of CADe in a 1:1 randomization. The fellow withdrawal (pass #1) will start. The fellow, with or without the use of CADe based on randomization, will identify polyps independently of the attending and remove them with attending assistance as appropriate until they feel that they have performed a complete examination of colonic mucosa from the cecum to the splenic flexure. During pass #1, the supervising attending will not provide verbal cues regarding the identification of colon polyps as would typically occur during colonoscopies performed by a fellow, however, the fellow can request attending assistance at any time. Additionally, the attending will provide standard assistance with insertion and polypectomy techniques. While gastroenterology fellow participation in colonoscopy with attending supervision is standard at an academic medical center, pass #1 will be considered "research" for the purposes of this study as the attending will not be providing verbal cues regarding polyp detection as the purpose of this study is to quantify trainee miss rates independent of attending input.

Once the fellow completes pass #1, the attending physician will reinsert the colonoscope to the cecum and perform a second withdrawal (pass #2) with the assistance of the CADe system. A second proximal withdrawal time for pass #2 will be recorded until the splenic flexure is again reached and the attending feels that the colonic mucosa has been fully examined. Any polyps identified and resected by the attending physician during pass #2 will be considered "missed polyps."

The fellow and attending will then complete the exam from the splenic flexure to the rectum with the assistance of CADe, both providers identifying and resecting polyps as necessary, as is standard when a fellow performs colonoscopy with attending supervision.

Study Type

Interventional

Enrollment (Estimated)

180

Phase

  • Not Applicable

Contacts and Locations

This section provides the contact details for those conducting the study, and information on where this study is being conducted.

Study Contact

Study Contact Backup

Study Locations

Participation Criteria

Researchers look for people who fit a certain description, called eligibility criteria. Some examples of these criteria are a person's general health condition or prior treatments.

Eligibility Criteria

Ages Eligible for Study

  • Adult
  • Older Adult

Accepts Healthy Volunteers

No

Description

Inclusion Criteria:

  • Adult patients referred for screening or surveillance colonoscopy

Exclusion Criteria:

  • Patients referred for polypectomy or diagnostic colonoscopy
  • Patients with prior right colon surgery
  • Prolonged insertion time (>20 minutes)
  • Poor bowel preparation (Boston Bowel Preparation Score less than or equal to 6)

Study Plan

This section provides details of the study plan, including how the study is designed and what the study is measuring.

How is the study designed?

Design Details

  • Primary Purpose: Prevention
  • Allocation: Randomized
  • Interventional Model: Parallel Assignment
  • Masking: None (Open Label)

Arms and Interventions

Participant Group / Arm
Intervention / Treatment
Active Comparator: Colonoscopy with AI
Trainee using AI during colonoscopy inspection
Use of Computer-Aided Detection During Colonoscopy
Active Comparator: Colonoscopy without AI
Trainee not using AI during colonoscopy inspection
Colonoscopy without Computer-Aided Detection (AI)

What is the study measuring?

Primary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Neoplastic polyp miss rate
Time Frame: 1 week
Proportion of neoplastic (adenomas or serrated polyps) missed during trainee inspection
1 week

Secondary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Adenoma miss rate
Time Frame: 1 week
Proportion of adenomas missed during trainee inspection
1 week
Serrated polyp miss rate
Time Frame: 1 week
Proportion of serrated polyps missed during trainee inspection
1 week

Collaborators and Investigators

This is where you will find people and organizations involved with this study.

Investigators

  • Principal Investigator: Rajesh Keswani, MD, Northwestern Medicine

Study record dates

These dates track the progress of study record and summary results submissions to ClinicalTrials.gov. Study records and reported results are reviewed by the National Library of Medicine (NLM) to make sure they meet specific quality control standards before being posted on the public website.

Study Major Dates

Study Start (Actual)

September 10, 2024

Primary Completion (Estimated)

December 1, 2025

Study Completion (Estimated)

September 1, 2026

Study Registration Dates

First Submitted

October 30, 2024

First Submitted That Met QC Criteria

November 4, 2024

First Posted (Actual)

November 6, 2024

Study Record Updates

Last Update Posted (Actual)

November 6, 2024

Last Update Submitted That Met QC Criteria

November 4, 2024

Last Verified

November 1, 2024

More Information

Terms related to this study

Additional Relevant MeSH Terms

Other Study ID Numbers

  • STU00221977

Plan for Individual participant data (IPD)

Plan to Share Individual Participant Data (IPD)?

NO

IPD Plan Description

No clear benefit in sharing this data

Drug and device information, study documents

Studies a U.S. FDA-regulated drug product

No

Studies a U.S. FDA-regulated device product

Yes

product manufactured in and exported from the U.S.

No

This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.

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