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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.

研究概览

详细说明

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.

研究类型

观察性的

注册 (估计的)

840

联系人和位置

本节提供了进行研究的人员的详细联系信息,以及有关进行该研究的地点的信息。

学习联系方式

研究联系人备份

参与标准

研究人员寻找符合特定描述的人,称为资格标准。这些标准的一些例子是一个人的一般健康状况或先前的治疗。

资格标准

适合学习的年龄

  • 成人
  • 年长者

接受健康志愿者

不

取样方法

非概率样本

研究人群

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.

描述

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)

学习计划

本节提供研究计划的详细信息,包括研究的设计方式和研究的衡量标准。

研究是如何设计的?

设计细节

队列和干预

团体/队列
干预/治疗
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.

研究衡量的是什么?

主要结果指标

结果测量
措施说明
大体时间
Sensitivity of CADx-assisted optical diagnosis for adenomatous histology
大体时间: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
大体时间: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

次要结果测量

结果测量
措施说明
大体时间
NPV of CADx-assisted optical diagnosis for adenomatous histology (rectosigmoid, high confidence)
大体时间: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
大体时间: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
大体时间: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
大体时间: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
大体时间: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
大体时间: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

其他结果措施

结果测量
措施说明
大体时间
Health economic outcome
大体时间: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
大体时间: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

合作者和调查者

在这里您可以找到参与这项研究的人员和组织。

出版物和有用的链接

负责输入研究信息的人员自愿提供这些出版物。这些可能与研究有关。

一般刊物

有用的网址

研究记录日期

这些日期跟踪向 ClinicalTrials.gov 提交研究记录和摘要结果的进度。研究记录和报告的结果由国家医学图书馆 (NLM) 审查,以确保它们在发布到公共网站之前符合特定的质量控制标准。

研究主要日期

学习开始 (估计的)

2026年8月1日

初级完成 (估计的)

2029年8月1日

研究完成 (估计的)

2029年8月1日

研究注册日期

首次提交

2026年7月24日

首先提交符合 QC 标准的

2026年7月29日

首次发布 (实际的)

2026年7月31日

研究记录更新

最后更新发布 (实际的)

2026年7月31日

上次提交的符合 QC 标准的更新

2026年7月29日

最后验证

2026年7月1日

更多信息

与本研究相关的术语

计划个人参与者数据 (IPD)

计划共享个人参与者数据 (IPD)?

不

IPD 计划说明

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.

药物和器械信息、研究文件

研究美国 FDA 监管的药品

不

研究美国 FDA 监管的设备产品

是的

在美国制造并从美国出口的产品

不

此信息直接从 clinicaltrials.gov 网站检索,没有任何更改。如果您有任何更改、删除或更新研究详细信息的请求,请联系 register@clinicaltrials.gov. clinicaltrials.gov 上实施更改,我们的网站上也会自动更新.

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