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AI-Assisted Optical Diagnosis (CADx) for Diminutive Colorectal Polyps (CADxGIG)

Prospective Multicenter Validation of an Artificial Intelligence-Assisted Optical Diagnosis Strategy (CADx) for the Real-Time Characterization of Diminutive Colorectal Polyps: A STARD-Compliant Diagnostic Accuracy Study

This study evaluates whether an artificial intelligence system (GI Genius, Medtronic), already approved by Health Canada, can help doctors accurately identify, in real time during colonoscopy, which small colorectal polyps (5 mm or less) need to be monitored (adenomas) versus those that do not (for example, hyperplastic polyps). For each small polyp found, the endoscopist will first record a diagnosis without the help of the artificial intelligence system, then activate the system and record a second diagnosis after seeing its assessment. Both diagnoses will be compared to the final result from standard pathology testing, which remains the reference standard. This is an observational diagnostic accuracy study: it does not change any clinical care. All polyps continue to be removed and sent for pathology analysis as usual, whether or not the artificial intelligence system agrees with the doctor. The study will take place during colonoscopies already scheduled for standard clinical reasons (screening, surveillance, or diagnostic work-up), with no additional visits, blood draws, imaging, or sedation. Approximately 840 participants will be enrolled across three Canadian centres (Santé Québec - CHUM, McGill University Health Centre, and St. Paul's Hospital, Vancouver). The goal is to determine whether this AI-assisted approach helps doctors reach the internationally recognized performance thresholds (at least 80% sensitivity and 80% specificity) needed to support clinical adoption of real-time optical diagnosis, which could eventually reduce unnecessary pathology testing.

연구 개요

상태

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상세 설명

Colonoscopy with polypectomy is the cornerstone of colorectal cancer (CRC) screening and prevention. The majority of polyps detected during colonoscopy are diminutive (≤5 mm) and carry a very low risk of harbouring advanced pathology. In Canada, over 1.9 million colonoscopies are performed annually, and sending all diminutive polyps for histopathological examination (at a cost of approximately $150-$300 CAD per specimen) generates a substantial economic burden with limited benefit for cancer prevention.

Two international guideline frameworks define the performance thresholds required for clinical adoption of optical diagnosis strategies for diminutive colorectal polyps. The ASGE PIVI initiative (2011) established (1) ≥90% negative predictive value (NPV) for adenomatous histology among diminutive rectosigmoid polyps diagnosed with high confidence ("diagnose-and-leave" threshold), and (2) ≥90% agreement between optical-diagnosis-based and pathology-based post-polypectomy surveillance intervals ("resect-and-discard" threshold). The more recent ESGE SODA position statement (2022) adopted sensitivity and specificity as the foundational, prevalence-independent performance measures for high-confidence real-time characterization of colorectal neoplasia, applicable across all colonic locations: sensitivity ≥90% and specificity ≥80% for the rectosigmoid subset, and sensitivity ≥80% and specificity ≥80% across all diminutive colorectal polyps regardless of location.

The investigators' research group has previously conducted several single-centre studies evaluating early-generation, Health Canada-approved computer-aided diagnosis (CADx) systems in routine clinical practice, generating one of the largest real-world CADx implementation datasets in the literature (868 patients, 1,660 diminutive polyps). These studies consistently demonstrated suboptimal overall diagnostic accuracy (62.7%-66.4%), attributable to restricted training datasets and limited polyp-classification capabilities in early-generation devices. GI Genius (Medtronic), the newer-generation, Health Canada-approved CADx module evaluated in this study, was trained on a larger and more diverse dataset of annotated endoscopic images and videos. Whether this translates into measurable gains in diagnostic performance sufficient to meet international competence thresholds has not been established in an independent, prospective, multicentre study, and is the question this study addresses.

This is a prospective, three-centre diagnostic accuracy study conducted in accordance with the Standards for Reporting Diagnostic Accuracy Studies (STARD 2015). It is a single-arm study validating a CADx-assisted optical-diagnosis strategy - rather than autonomous or standalone CADx performance - in which the endoscopist's final CADx-assisted optical diagnosis constitutes the primary index test. For each diminutive polyp (≤5 mm) identified during an already-scheduled elective colonoscopy, the following sequential steps are performed: (1) the endoscopist records a CADx-unassisted optical diagnosis (adenoma, hyperplastic polyp, or other) and confidence level (high or low), which is electronically locked before any device output is viewed; (2) the CADx module is activated and displays its own characterization of the polyp; (3) the endoscopist records a final CADx-assisted optical diagnosis and confidence level, remaining free to agree or disagree with the device; (4) a research assistant documents polyp size, morphology (Paris classification), and colonic location; and (5) the polyp is resected per standard technique and sent for histopathological examination, which serves as the reference standard. This sequential-locking design - recording and locking the unassisted diagnosis before CADx activation - is the study's key strategy for minimizing contamination bias between the two diagnostic strategies, and allows each polyp to generate two paired diagnostic data points (CADx-unassisted and CADx-assisted) compared against a single histopathological reference standard.

The study will enroll consecutive patients aged 45-80 years undergoing elective colonoscopy (screening, surveillance, or diagnostic indication) at three Canadian academic centres: Santé Québec - CHUM (Montreal), the McGill University Health Centre (MUHC/CUSM, Montreal), and St. Paul's Hospital (Vancouver), who provide written informed consent before the colonoscopy and before sedation.

Inclusion criteria: signed informed consent obtained before the colonoscopy and before sedation; age 45-80 years; indication for elective colonoscopy (screening, surveillance, or diagnostic); and at least one diminutive polyp (≤5 mm) detected during the procedure, which is required for inclusion in the analytic cohort (consented patients in whom no eligible polyp is detected are documented as screen failures and do not contribute to the primary analysis).

Exclusion criteria: known inflammatory bowel disease; active colitis; coagulopathy or thrombocytopenia (INR ≥1.5 or platelets <50×10⁹/L); familial polyposis syndrome; American Society of Anesthesiologists (ASA) classification >III; emergency colonoscopy; and inadequate bowel preparation (Boston Bowel Preparation Scale <6).

All staff gastroenterologists and gastroenterology trainees performing elective colonoscopies at participating centres are eligible to participate as endoscopists, with no additional optical-diagnosis training provided, reflecting real-world implementation conditions.

The primary objective is to determine the sensitivity and specificity of CADx-assisted optical diagnosis for adenomatous histology among all diminutive colorectal polyps, benchmarked against the ESGE SODA competence thresholds (sensitivity ≥80%, specificity ≥80%), using histopathology as the reference standard. Secondary objectives include: the NPV of CADx-assisted diagnosis among high-confidence diminutive rectosigmoid polyps (ASGE PIVI threshold ≥90%); agreement between CADx-assisted and pathology-based surveillance interval recommendations (ASGE PIVI threshold ≥90%); sensitivity and specificity for the rectosigmoid subset (ESGE SODA threshold: sensitivity ≥90%, specificity ≥80%); a paired comparison of CADx-assisted versus CADx-unassisted diagnostic performance; diagnostic confidence calibration; and the proportion of CADx-assisted diagnoses made with high confidence. Prespecified exploratory subgroup analyses will evaluate diagnostic performance by polyp size (≤3 mm vs. 4-5 mm), morphology, colonic location, endoscopist experience level, patient biological sex, and study centre. A tertiary/exploratory objective is an integrated health economic evaluation - combining a decision tree and a state-transition Markov model, from both health-system and societal perspectives - assessing the cost-effectiveness of a possible future CADx-assisted "resect-and-discard"/"diagnose-and-leave" strategy compared with universal histopathological examination, with results reported per the CHEERS 2022 checklist.

A minimum of 826 patients is required to evaluate both co-primary outcomes (sensitivity and specificity) with an overall power of 80%, accounting for intra-patient clustering of polyps (design effect 1.3, based on an average of 1.91 diminutive polyps per patient and an intraclass correlation of 0.3). A recruitment target of 840 patients (approximately 1,605 diminutive polyps), enrolled evenly across the three centres (280 per centre) over an expected 24-month recruitment period, has been set to exceed this minimum. Sensitivity and specificity will be estimated using generalized linear mixed models with a logit link and a random effect for patient, to account for clustering of polyps within patients; each one-sided hypothesis test (H₀: sensitivity or specificity ≤80%) will be conducted at α=0.025, with study success requiring rejection of both null hypotheses. Prespecified sensitivity analyses include a per-protocol analysis, a high-confidence-only analysis aligned with formal ESGE SODA competence assessment, a reclassification of serrated lesions as neoplastic, models incorporating a random effect for endoscopist, and a temporal analysis for learning-curve or fatigue effects. No interim analyses are planned; all analyses will be conducted after complete enrolment.

There is no increased risk to participants beyond the standard risks of colonoscopy, since all polyps are resected according to usual clinical practice regardless of study participation, and no additional procedures (blood sampling, imaging, additional sedation, or follow-up visits) are performed for research purposes. This is an investigator-initiated study (Sponsor-Investigator: Dr. Daniel von Renteln, CHUM/CRCHUM); Medtronic Canada provides the GI Genius CADx equipment on loan for the study period, together with related installation and technical support only, and has no role in study design, recruitment, data collection, endpoint adjudication, statistical analysis, interpretation, or publication decisions.

연구 유형

관찰

등록 (추정된)

840

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연구 연락처 백업

참여기준

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비확률 샘플

연구 인구

Consecutive patients aged 45-80 years undergoing elective colonoscopy (screening, surveillance, or diagnostic) at three Canadian academic centres (CHUM, CUSM, St. Paul's Hospital), providing written informed consent before the procedure and before sedation. Patients become eligible for the analytic cohort if at least one diminutive polyp (≤5 mm) is detected during colonoscopy; those without an eligible polyp are recorded as screen failures. Key exclusions: inflammatory bowel disease, active colitis, coagulopathy/thrombocytopenia, familial polyposis syndrome, ASA >III, emergency colonoscopy, or inadequate bowel preparation. Target: 840 patients (~1,605 diminutive polyps) across the three centres over 24 months.

설명

Inclusion Criteria:

  • Signed informed consent, obtained before the colonoscopy and before sedation
  • Age 45-80 years
  • Indication for elective colonoscopy (screening, surveillance, or diagnostic)
  • At least one diminutive polyp (≤5 mm) detected during the procedure (required for inclusion in the analytic cohort; consented patients without an eligible polyp are documented as screen failures)

Exclusion Criteria:

  • Known inflammatory bowel disease
  • Active colitis
  • Coagulopathy or thrombocytopenia (INR ≥1.5 or platelets <50×10⁹/L)
  • Familial polyposis syndrome
  • American Society of Anesthesiologists classification >III
  • Emergency colonoscopy
  • Inadequate bowel preparation (Boston Bowel Preparation Scale <6)

공부 계획

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

연구는 어떻게 설계됩니까?

디자인 세부사항

코호트 및 개입

그룹/코호트
개입 / 치료
Diminutive Colorectal Polyps - CADx-Assisted Optical Diagnosis
Consecutive patients aged 45-80 undergoing elective colonoscopy (screening, surveillance, or diagnostic) at CHUM, CUSM, and St. Paul's Hospital who provide written informed consent before the colonoscopy and before sedation, and in whom at least one diminutive polyp (≤5 mm) is detected during the procedure. For each diminutive polyp, the endoscopist first records a CADx-unassisted optical diagnosis and confidence level (electronically locked before device activation), then activates the GI Genius CADx module, and records a final CADx-assisted optical diagnosis and confidence level after viewing the device-provided characterization. All polyps are resected and sent for histopathological examination, which serves as the reference standard.
Computer-aided diagnosis (CADx) device recently approved by Health Canada, used to provide real-time optical characterization of diminutive colorectal polyps (≤5 mm) during colonoscopy. For each diminutive polyp detected, the endoscopist first records a CADx-unassisted optical diagnosis (electronically locked before device activation), then activates the GI Genius CADx module, which displays a device-provided characterization. The endoscopist then records a final CADx-assisted optical diagnosis, which may agree or disagree with the device output. The study evaluates the CADx-assisted optical-diagnosis strategy (endoscopist + device combined) rather than autonomous or standalone CADx performance.

연구는 무엇을 측정합니까?

주요 결과 측정

결과 측정
측정값 설명
기간
Sensitivity of CADx-assisted optical diagnosis for adenomatous histology
기간: Within 14 to 45 days after polypectomy (colorectal polyp resection during the index colonoscopy), once histopathology results are available
Number of correct adenomatous optical diagnoses divided by the number of histologically confirmed adenomas, among all diminutive (≤5 mm) colorectal polyps, benchmarked against the ESGE SODA threshold (≥80%)
Within 14 to 45 days after polypectomy (colorectal polyp resection during the index colonoscopy), once histopathology results are available
Specificity of CADx-assisted optical diagnosis for adenomatous histology
기간: Within 14 to 45 days after polypectomy (colorectal polyp resection during the index colonoscopy), once histopathology results are available
Number of correct non-adenomatous optical diagnoses divided by the number of histologically confirmed non-adenomas, among all diminutive (≤5 mm) colorectal polyps, benchmarked against the ESGE SODA threshold (≥80%)
Within 14 to 45 days after polypectomy (colorectal polyp resection during the index colonoscopy), once histopathology results are available

2차 결과 측정

결과 측정
측정값 설명
기간
NPV of CADx-assisted optical diagnosis for adenomatous histology (rectosigmoid, high confidence)
기간: Within 14 to 45 days after polypectomy (colorectal polyp resection during the index colonoscopy), once histopathology results are available
Benchmark : ASGE PIVI ≥90%.
Within 14 to 45 days after polypectomy (colorectal polyp resection during the index colonoscopy), once histopathology results are available
Surveillance interval agreement
기간: Outcome assessed throughout the 24-month recruitment period, with total study duration of 36 months
Proportion of patients with agreement between CADx-assisted and pathology-based surveillance interval recommendations (ASGE PIVI ≥90%).
Outcome assessed throughout the 24-month recruitment period, with total study duration of 36 months
Sensitivity and specificity, rectosigmoid subset
기간: Outcome assessed throughout the 24-month recruitment period, with total study duration of 36 months
ESGE SODA Recommendation 1 (sensitivity ≥90%, specificity ≥80%)
Outcome assessed throughout the 24-month recruitment period, with total study duration of 36 months
CADx-assisted vs. CADx-unassisted diagnostic performance
기간: Outcome assessed throughout the 24-month recruitment period, with total study duration of 36 months
Paired within-polyp comparison of adenoma sensitivity/specificity
Outcome assessed throughout the 24-month recruitment period, with total study duration of 36 months
High-confidence prediction rate
기간: Outcome assessed throughout the 24-month recruitment period, with total study duration of 36 months
Proportion of CADx-assisted diagnoses made with high confidence
Outcome assessed throughout the 24-month recruitment period, with total study duration of 36 months
Confidence calibration
기간: Outcome assessed throughout the 24-month recruitment period, with total study duration of 36 months
Adenoma sensitivity/specificity among high- vs. low-confidence diagnoses, for both CADx-assisted and unassisted strategies
Outcome assessed throughout the 24-month recruitment period, with total study duration of 36 months

기타 결과 측정

결과 측정
측정값 설명
기간
Health economic outcome
기간: Outcomes assessed throughout the 24-month recruitment period, with total study duration of 36 months
Incremental cost-effectiveness of the CADx-assisted strategy vs. universal histopathological examination
Outcomes assessed throughout the 24-month recruitment period, with total study duration of 36 months
Subgroup diagnostic performance
기간: Outcome assessed throughout the 24-month recruitment period, with total study duration of 36 months
By polyp size (≤3 mm vs. 4-5 mm), morphology (Paris classification), colonic location, endoscopist experience, patient sex, and centre
Outcome assessed throughout the 24-month recruitment period, with total study duration of 36 months

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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 (추정된)

2026년 8월 1일

기본 완료 (추정된)

2029년 8월 1일

연구 완료 (추정된)

2029년 8월 1일

연구 등록 날짜

최초 제출

2026년 7월 24일

QC 기준을 충족하는 최초 제출

2026년 7월 29일

처음 게시됨 (실제)

2026년 7월 31일

연구 기록 업데이트

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2026년 7월 31일

QC 기준을 충족하는 마지막 업데이트 제출

2026년 7월 29일

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2026년 7월 1일

추가 정보

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개별 참가자 데이터(IPD) 계획

개별 참가자 데이터(IPD)를 공유할 계획입니까?

아니요

IPD 계획 설명

Individual participant data collected in this study will not be made publicly available. Patient data are coded and stored securely in compliance with institutional privacy policies at all three participating sites (CHUM, CUSM, St. Paul's Hospital). While the protocol allows for retention of study data for future research purposes (e.g., further characterization of polyp features or continued AI model development), this secondary use is limited to the study's own research team and governed by the original research ethics board approval, rather than through open public sharing of individual-level data. No data-sharing repository, external access mechanism, or de-identification/sharing procedure for external investigators is specified in the protocol.

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예

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아니

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구독하다