- ICH GCP
- US Clinical Trials Registry
- Clinical Trial NCT07224750
A Noninvasive and Screening miRNA Signature for Gastrointestinal Cancer (MiGIC)
Gastrointestinal (GI) cancers remain a major global health burden, largely due to the lack of effective and accessible early screening strategies. Current diagnostic approaches-including endoscopy, computed tomography (CT), and magnetic resonance imaging (MRI)-are either invasive, resource-intensive, or insufficiently sensitive for detecting early-stage disease, and are therefore not suitable for population-wide screening or for simultaneously identifying multiple GI tumor types. As a result, many patients are diagnosed at advanced stages, when therapeutic options are limited and prognosis is poor.
Circulating microRNAs (miRNAs) offer a promising alternative, as they are stable in peripheral blood and reflect tumor-related molecular alterations. In this study, the investigators aim to develop and validate a robust, noninvasive miRNA-based signature capable of distinguishing GI cancers from non-malignant controls. By integrating multi-cohort datasets and applying machine learning-based feature selection and predictive modeling, the investigators will construct a screening panel optimized for reproducibility, scalability, and early-stage detection. This noninvasive miRNA signature has the potential to support accessible, cost-effective, and clinically practical population-level screening for GI cancers, ultimately facilitating earlier diagnosis and improving outcomes for participants.
Study Overview
Status
Detailed Description
This study will establish a comprehensive, retrospective, international multi-center cohort consisting of peripheral blood samples from participants with major gastrointestinal cancers-including hepatocellular carcinoma (HCC), cholangiocarcinoma (CCA), pancreatic ductal adenocarcinoma (PDAC), esophageal squamous cell carcinoma (ESCC), gastric cancer (GC), and colorectal cancer (CRC)-as well as non-malignant controls. Small RNA sequencing will be performed to generate high-resolution circulating miRNA expression profiles.
During the discovery phase, the investigators will conduct rigorous preprocessing, normalization, batch effect correction, and differential expression analyses to identify circulating miRNAs associated with malignant transformation across GI cancer types. Machine learning-based feature selection (e.g., LASSO, mRMR, ensemble methods) and classifier development (e.g., SVM, Random Forest, XGBoost) will then be used to derive a minimal yet robust miRNA panel capable of optimally distinguishing cancer from non-cancer.
During the modeling and evaluation phase, the identified miRNA signature will undergo multi-center training and validation across international cohorts to ensure robustness across geographic regions, sequencing platforms, and clinical demographics. Beyond binary classification, the investigators will assess the panel's ability to discriminate among specific GI cancer subtypes, thereby supporting differential diagnosis and tumor-origin inference. Model performance will be evaluated using AUROC, sensitivity at clinically meaningful specificity thresholds, early-stage detection capability, and calibration in independent validation cohorts.
Through this sequential discovery → modeling → multi-center validation framework, the investigators aim to develop a noninvasive circulating miRNA panel that (1) accurately distinguishes cancer from non-cancer individuals and (2) differentiates among multiple gastrointestinal cancer types, thereby providing a clinically scalable solution for early cancer detection and population-level screening.
Study Type
Enrollment (Estimated)
Contacts and Locations
Study Contact
- Name: Junyong Weng, PhD
- Phone Number: 06263151444
- Email: juweng@coh.org
Study Locations
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California
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Duarte, California, United States, 91010
- Recruiting
- City of Hope Nat Medical Ctr
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Contact:
- Ajay Goel, PhD
- Phone Number: 626-359-8111
- Email: ajgoel@coh.org
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Participation Criteria
Eligibility Criteria
Ages Eligible for Study
- Adult
- Older Adult
Accepts Healthy Volunteers
Sampling Method
Study Population
Description
Inclusion Criteria:
- Adults aged 18 years or older at the time of blood sample collection.
- Patients with a confirmed diagnosis of one of the following gastrointestinal cancers: Hepatocellular carcinoma (HCC), Cholangiocarcinoma (CCA), Pancreatic ductal adenocarcinoma (PDAC), Esophageal squamous cell carcinoma (ESCC), Gastric cancer (GC), Colorectal cancer (CRC), Non-cancer control participants, including healthy volunteers or patients with benign gastrointestinal conditions.
- Availability of retrospective blood samples collected according to institutional protocols.
- Willingness to allow use of de-identified clinical and demographic data for research purposes.
Exclusion Criteria:
- other active malignancies; insufficient sample quality/volume; recent chemotherapy/radiotherapy/surgery; any condition preventing reliable participation.
Study Plan
How is the study designed?
Design Details
Cohorts and Interventions
Group / Cohort |
|---|
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Hepatocellular Carcinoma cohort
Patients diagnosed with hepatocellular carcinoma (HCC) confirmed by clinical, imaging, and/or histopathological criteria.
Blood samples collected retrospectively from multiple international centers.
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Cholangiocarcinoma cohort
Patients diagnosed with cholangiocarcinoma (CCA), including intrahepatic and extrahepatic subtypes, confirmed clinically and/or histopathologically.
Blood samples collected retrospectively from multiple international centers.
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Pancreatic Ductal Adenocarcinoma cohort
Patients diagnosed with pancreatic ductal adenocarcinoma (PDAC), confirmed by standard diagnostic criteria.
Samples collected from multiple international centers.
|
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Esophageal Squamous Cell Carcinoma cohort
Patients diagnosed with esophageal squamous cell carcinoma (ESCC).
Blood samples collected retrospectively from international collaborating centers.
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Gastric Cancer cohort
Patients diagnosed with gastric cancer (GC), confirmed clinically and/or histopathologically.
Samples collected from multiple international centers.
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Colorectal Cancer cohort
Patients diagnosed with colorectal cancer (CRC), confirmed by standard diagnostic methods.
Blood samples collected retrospectively from multiple international centers.
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Non-cancer / Healthy control group
Non-cancer individuals, including healthy volunteers and patients with benign gastrointestinal conditions.
Blood samples collected from international centers and matched for age and sex where possible.
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What is the study measuring?
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
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Diagnostic Accuracy of miRNA Panel
Time Frame: At baseline (pre-treatment blood sample).
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Sensitivity, specificity, and area under the receiver operating characteristic curve (AUROC) for distinguishing GI cancer patients from non-cancer controls.
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At baseline (pre-treatment blood sample).
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Collaborators and Investigators
Sponsor
Investigators
- Principal Investigator: Ajay Goel, PhD, City of Hope Medical Center
Publications and helpful links
General Publications
- Bray F, Laversanne M, Sung H, Ferlay J, Siegel RL, Soerjomataram I, Jemal A. Global cancer statistics 2022: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin. 2024 May-Jun;74(3):229-263. doi: 10.3322/caac.21834. Epub 2024 Apr 4.
- Goddard KAB, Feuer EJ, Mandelblatt JS, Meza R, Holford TR, Jeon J, Lansdorp-Vogelaar I, Gulati R, Stout NK, Howlader N, Knudsen AB, Miller D, Caswell-Jin JL, Schechter CB, Etzioni R, Trentham-Dietz A, Kurian AW, Plevritis SK, Hampton JM, Stein S, Sun LP, Umar A, Castle PE. Estimation of Cancer Deaths Averted From Prevention, Screening, and Treatment Efforts, 1975-2020. JAMA Oncol. 2025 Feb 1;11(2):162-167. doi: 10.1001/jamaoncol.2024.5381.
Study record dates
Study Major Dates
Study Start (Actual)
Primary Completion (Estimated)
Study Completion (Estimated)
Study Registration Dates
First Submitted
First Submitted That Met QC Criteria
First Posted (Estimated)
Study Record Updates
Last Update Posted (Actual)
Last Update Submitted That Met QC Criteria
Last Verified
More Information
Terms related to this study
Keywords
Additional Relevant MeSH Terms
- Neoplasms by Site
- Neoplasms
- Neoplasms by Histologic Type
- Digestive System Neoplasms
- Digestive System Diseases
- Gastrointestinal Diseases
- Stomach Diseases
- Head and Neck Neoplasms
- Liver Diseases
- Neoplasms, Glandular and Epithelial
- Adenocarcinoma
- Liver Neoplasms
- Esophageal Diseases
- Carcinoma
- Neoplasms, Squamous Cell
- Carcinoma, Squamous Cell
- Esophageal Neoplasms
- Esophageal Squamous Cell Carcinoma
- Stomach Neoplasms
- Carcinoma, Hepatocellular
- Gastrointestinal Neoplasms
- Cholangiocarcinoma
Other Study ID Numbers
- 23228/MiGIC
Plan for Individual participant data (IPD)
Plan to Share Individual Participant Data (IPD)?
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.
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