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
试验速览
- 阶段
- 不适用
- 状态
- 尚未招募
- 发起方
- 入组人数
- 840
- 主要终点
- Sensitivity of CADx-assisted optical diagnosis for adenomatous histology
研究概览
简要总结
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.
详细描述
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.
研究设计
- 研究类型
- Observational
- 观察模型
- Cohort
- 时间视角
- Prospective
入排标准
- 年龄范围
- 45 Years 至 80 Years(Adult, Older Adult)
- 性别
- All
- 接受健康志愿者
- 否
入选标准
- •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)
排除标准
- •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)
结局指标
主要结局
Sensitivity of CADx-assisted optical diagnosis for adenomatous histology
时间窗: 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%)
Specificity of CADx-assisted optical diagnosis for adenomatous histology
时间窗: 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%)
次要结局
- NPV of CADx-assisted optical diagnosis for adenomatous histology (rectosigmoid, high confidence)(Within 14 to 45 days after polypectomy (colorectal polyp resection during the index colonoscopy), once histopathology results are available)
- Surveillance interval agreement(Outcome assessed throughout the 24-month recruitment period, with total study duration of 36 months)
- Sensitivity and specificity, rectosigmoid subset(Outcome assessed throughout the 24-month recruitment period, with total study duration of 36 months)
- CADx-assisted vs. CADx-unassisted diagnostic performance(Outcome assessed throughout the 24-month recruitment period, with total study duration of 36 months)
- High-confidence prediction rate(Outcome assessed throughout the 24-month recruitment period, with total study duration of 36 months)
- Confidence calibration(Outcome assessed throughout the 24-month recruitment period, with total study duration of 36 months)
