A Liquid Biopsy Assay For The Non-Invasive Early Detection of Advanced Adenomas and Colorectal Cancer
试验速览
- 阶段
- 不适用
- 状态
- 招募中
- 发起方
- 入组人数
- 2,000
- 试验地点
- 8
- 主要终点
- Sensitivity
研究概览
简要总结
This study aims to develop a highly sensitive, specific, and cost-effective blood assay for early detection of colorectal adenomas and cancer, using advanced machine learning and state-of-the-art biological analyses.
详细描述
Colorectal cancer (CRC) is a significant global health concern, ranking third in diagnosis and second in mortality. Despite being potentially preventable, it remains a leading cause of cancer-related deaths. Traditional screening methods like fecal immunochemical testing (FIT) have shown benefits in reducing late-stage diagnoses but have not effectively prevented CRC incidence. This is because tests like FIT can effectively detect the cancers, but not the precursor lesions, called adenomas. On the other hand, endoscopy-first approaches offer higher sensitivity for such adenomas and, therefore, lower the risk of developing CRC but face challenges such as invasiveness, cost, and patient compliance.
Non-invasive tests are more appealing to patients than invasive tests and can increase participation rates. Biomarker studies have shown promise, but existing tests lack sensitivity for early-stage CRC and advanced adenomas (AAs). This is likely because they assume the same analyte can detect both CRC and AAs, which may not be accurate due to differences in analyte release and the biological changes that occur during the adenoma-carcinoma sequence.
This study proposes developing an innovative liquid biopsy test tailored for AAs and CRC to address this. An ideal screening test should be minimally invasive, highly sensitive, and cost-effective. This test would optimize patient compliance and resource allocation by detecting both conditions from a single blood draw. More specifically, circulating microRNA (miRNA) analysis shows promise: tests based on cell-free microRNA (cf-miRNA) have demonstrated high sensitivity, while those based on exosome-derived microRNA (exo-miRNA) offer high specificity. Therefore, combining both analytes in a single test could maximize sensitivity and specificity.
This study will develop a non-invasive blood test for AA and CRC in four phases:
- Genome-wide profiling of cf-miRNA and exo-miRNA and selecting the best candidates for biomarker panels.
- Utilizing machine learning to identify promising candidates and train algorithms for detecting AAs and CRC separately, based on results from quantitative polymerase chain reaction (qPCR) analysis.
- Combining these algorithms to create detection signatures for both conditions.
- Independently validating these signatures using diverse cohorts to ensure broad applicability and compare the effectiveness of the blood assay to standard care through retrospective and prospective studies.
研究设计
- 研究类型
- Observational
- 观察模型
- Case Control
- 时间视角
- Retrospective
入排标准
- 年龄范围
- 18 Years 至 —(Adult, Older Adult)
- 性别
- All
- 接受健康志愿者
- 是
入选标准
- •All individuals included in the study need to have had a colonoscopy at the time of blood sampling.
- •Received standard diagnostic and staging (as necessary) procedures as per local guidelines, and at least one sample was drawn before receiving any curative-intent treatment.
- •Received standard pathological and endoscopic diagnosis and assessment for cohort assignment.
排除标准
- •Hereditary colorectal cancer syndromes (identified through genetic testing).
- •Inflammatory bowel diseases.
- •Lack of written informed consent.
研究组 & 干预措施
Non-disease controls (Discovery cohort)
Individuals who underwent colonoscopy and were found not to have any adenomas or cancer.
Low-risk Adenoma (Discovery cohort)
Individuals who underwent colonoscopy and were found to only have low-risk adenomas, defined as all of the following:
- 1 to 4 adenomas at most.
- All adenomas have low-grade dysplasia at most.
- All adenomas are <10 mm in diameter
Advanced Adenoma (Discovery cohort)
Individuals who underwent colonoscopy and were found to have high-risk adenomas, defined as one or more of the following:
- 5 or more adenomas.
- One or more adenomas have high-grade dysplasia.
- One or more adenomas are >10 mm in diameter
Colorectal Cancer (Discovery cohort)
Individuals who underwent colonoscopy and were found to have colorectal cancer.
Low-risk Adenoma (Validation cohort)
Individuals who underwent colonoscopy and were found to only have low-risk adenomas, defined as:
- 1 to 4 adenomas at most.
- All adenomas have low-grade dysplasia at most.
- All adenomas are <10 mm in diameter.
干预措施: DENEB (Diagnostic Test)
Advanced Adenoma (Validation cohort)
Individuals who underwent colonoscopy and were found to have high-risk adenomas, defined as one or more of the following:
- 5 or more adenomas.
- One or more adenomas have high-grade dysplasia.
- One or more adenomas are >10 mm in diameter.
干预措施: DENEB (Diagnostic Test)
Colorectal Cancer (Validation cohort)
Individuals who underwent colonoscopy and were found to have colorectal cancer.
干预措施: DENEB (Diagnostic Test)
Advanced Adenoma (Training cohort)
Individuals who underwent colonoscopy and were found to have high-risk adenomas, defined as one or more of the following:
- 5 or more adenomas.
- One or more adenomas have high-grade dysplasia.
- One or more adenomas are >10 mm in diameter.
干预措施: DENEB (Diagnostic Test)
Colorectal Cancer (Training cohort)
Individuals who underwent colonoscopy and were found to have colorectal cancer.
干预措施: DENEB (Diagnostic Test)
Non-disease controls (Validation cohort)
Individuals who underwent colonoscopy and were found not to have any adenomas or cancer.
干预措施: DENEB (Diagnostic Test)
Low-risk Adenoma (Training cohort)
Individuals who underwent colonoscopy and were found to only have low-risk adenomas, defined as:
- 1 to 4 adenomas at most.
- All adenomas have low-grade dysplasia at most.
- All adenomas are <10 mm in diameter.
干预措施: DENEB (Diagnostic Test)
Non-disease controls (Training cohort)
Individuals who underwent colonoscopy and were found not to have any adenomas or cancer.
干预措施: DENEB (Diagnostic Test)
结局指标
主要结局
Sensitivity
时间窗: Through study completion, an average of 1 year
True positive rate: the probability of a positive test result, conditioned on the individual truly being positive
次要结局
- Proportion of correct predictions (true positives and true negatives) among the total number of cases (i.e., accuracy)(Through study completion, an average of 1 year)
- Specificity(Through study completion, an average of 1 year)
