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훈련생 폴립 실패율에 대한 인공 지능의 영향

2026년 9월 23일 업데이트: Northwestern University

직렬 대장내시경 설계를 사용하여 훈련생 폴립 누락률에 대한 컴퓨터 지원 감지의 영향

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.

연구 개요

상세 설명

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.

연구 유형

중재적

등록 (실제)

180

단계

  • 해당 없음

연락처 및 위치

이 섹션에서는 연구를 수행하는 사람들의 연락처 정보와 이 연구가 수행되는 장소에 대한 정보를 제공합니다.

연구 장소

    • Illinois
      • Chicago, Illinois, 미국, 60611
        • Northwestern Memorial Hospital

참여기준

연구원은 적격성 기준이라는 특정 설명에 맞는 사람을 찾습니다. 이러한 기준의 몇 가지 예는 개인의 일반적인 건강 상태 또는 이전 치료입니다.

자격 기준

공부할 수 있는 나이

18년 이상 (성인, 고령자)

건강한 자원 봉사자를 받아들입니다

아니

연구 대상 성별

모두

설명

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)

공부 계획

이 섹션에서는 연구 설계 방법과 연구가 측정하는 내용을 포함하여 연구 계획에 대한 세부 정보를 제공합니다.

연구는 어떻게 설계됩니까?

디자인 세부사항

  • 주 목적: 방지
  • 할당: 무작위
  • 중재 모델: 병렬 할당
  • 마스킹: 없음(오픈 라벨)

무기와 개입

참가자 그룹 / 팔
개입 / 치료
활성 비교기: Colonoscopy with AI

Trainee using AI during colonoscopy inspection

Use of Computer-Aided Detection During Colonoscopy

활성 비교기: Colonoscopy without AI

Trainee not using AI during colonoscopy inspection

Colonoscopy without Computer-Aided Detection (AI)

연구는 무엇을 측정합니까?

주요 결과 측정

결과 측정
측정값 설명
기간
Neoplastic polyp miss rate
기간: 1 week

Proportion of neoplastic (adenomas or serrated polyps) missed during trainee inspection

1 week

2차 결과 측정

결과 측정
측정값 설명
기간
Adenoma miss rate
기간: 1 week

Proportion of adenomas missed during trainee inspection

1 week
Serrated polyp miss rate
기간: 1 week

Proportion of serrated polyps missed during trainee inspection

1 week

공동 작업자 및 조사자

여기에서 이 연구와 관련된 사람과 조직을 찾을 수 있습니다.

수사관

  • 수석 연구원: Rajesh Keswani, MD, Northwestern Medicine

연구 기록 날짜

이 날짜는 ClinicalTrials.gov에 대한 연구 기록 및 요약 결과 제출의 진행 상황을 추적합니다. 연구 기록 및 보고된 결과는 공개 웹사이트에 게시되기 전에 특정 품질 관리 기준을 충족하는지 확인하기 위해 국립 의학 도서관(NLM)에서 검토합니다.

연구 주요 날짜

연구 시작 (실제)

2024년 9월 10일

기본 완료 (실제)

2026년 8월 25일

연구 완료 (실제)

2026년 9월 1일

연구 등록 날짜

최초 제출

2024년 10월 30일

QC 기준을 충족하는 최초 제출

2024년 11월 4일

처음 게시됨 (실제)

2024년 11월 6일

연구 기록 업데이트

마지막 업데이트 게시됨 (실제)

2026년 9월 28일

QC 기준을 충족하는 마지막 업데이트 제출

2026년 9월 23일

마지막으로 확인됨

2026년 9월 1일

추가 정보

이 연구와 관련된 용어

개별 참가자 데이터(IPD) 계획

개별 참가자 데이터(IPD)를 공유할 계획입니까?

아니요

IPD 계획 설명

No clear benefit in sharing this data

약물 및 장치 정보, 연구 문서

미국 FDA 규제 의약품 연구

아니

미국 FDA 규제 기기 제품 연구

예

미국에서 제조되어 미국에서 수출되는 제품

아니

이 정보는 변경 없이 clinicaltrials.gov 웹사이트에서 직접 가져온 것입니다. 귀하의 연구 세부 정보를 변경, 제거 또는 업데이트하도록 요청하는 경우 register@clinicaltrials.gov. 문의하십시오. 변경 사항이 clinicaltrials.gov에 구현되는 즉시 저희 웹사이트에도 자동으로 업데이트됩니다. .

구독하다