Clinical trial · Observational
Multimodal Machine Learning Characterization of Solid Tumors
Multimodal PET/MRI Machine Learning Approaches for Characterization of Solid Tumors
NCT04687969CI-TRIAL-00112245completedClinicalTrials.gov clinicaltrialsProvenance
- Source
- ClinicalTrials.gov
- Retrieved
- Sep 8, 2026
- Layer
- normalized (units and labels harmonized; values unchanged)
- Run
- ING-CLINICALTRIALS-20260908-000001
Summary
Brief summary (as posted)
This research study wants to develop advanced imaging methods to more accurately characterize prostate cancer or solid tumor aggressiveness. This observational study involves \[18F\]DCFPyL positron emission tomography and magnetic resonance imaging (PET/MRI)
Conditions
Conditions (6)
Free-text conditions as registered, with the CancerIndex entity they were reconciled to and the match type.
| Condition (as posted) | Mapped entity | Match | Confidence |
|---|---|---|---|
| Adenocarcinoma of Prostate | Prostate Adenocarcinoma | ALIAS | 0.90 |
| Glioma | Glioma | ONTOLOGY_EXACT | 0.98 |
| Hepatocellular Carcinoma (HCC) | Hepatocellular Carcinoma | ONTOLOGY_EXACT | 0.85 |
| Prostate Cancer | Malignant Prostate Neoplasm | CURATED_EXACT | 0.92 |
| Radical Prostatectomy | — | UNRESOLVED | — |
| Renal Cell Carcinoma (RCC) | Renal Cell Carcinoma | CURATED_BROADER | 0.80 |
Interventions
Interventions (2)
| Intervention | Type | Mapped drug | Match |
|---|---|---|---|
| [18F]DCFPyL | Drug | — | UNRESOLVED |
| PET/MRI scanner | Radiation | — | UNRESOLVED |
Design
Arms and outcomes
Arms (2)
- label
- COHORT A: PROSTATE CANCER PATIENTS
- description
- Primary prostate cancer patients scheduled to undergo radical prostatectomy. * Twenty five (25) prostate cancer patients will undergo two \[18F\]DCFPyL PET/MRI scans and * Sixty (60) additional prostate cancer patients will undergo one \[18F\]DCFPyL PET/MRI scan.
- interventionNames
- Drug: [18F]DCFPyL
- Radiation: PET/MRI scanner
- label
- COHORT B: SOLID TUMOR PATIENTS
- description
- Patients with known or suspected solid tumors (hepatocellular carcinoma, glioma, clear cell renal carcinoma). Up to fifty (50) patients will undergo up to three \[18F\]DCFPyL PET/MRI scans
- interventionNames
- Drug: [18F]DCFPyL
- Radiation: PET/MRI scanner
Primary outcomes (1)
- measure
- Diagnostic value of multimodal imaging in primary prostate cancer patients
Eligibility
Eligibility (as posted)
- Sex
- All
- Minimum age
- 18 Years
Show eligibility criteria text
Inclusion Criteria:
* Participants must meet the following criteria on screening examination to be eligible to participate in the study:
* Must have primary prostate cancer (e.g. adenocarcinoma of prostate) and deemed a candidate for radical prostatectomy as part of standard clinical care for Cohort A.
* Must have evidence or be suspected of having HCC, Glioma and RCC for enrollment in Cohort B.
* Age ≥18 years.
\--- Because no dosing or adverse event data are currently available on the use of \[18F\]DCFPyL in participants \<18 years of age, children are excluded from this study, but will be eligible for future pediatric trials.
* Participants must have adequate kidney function for gadolinium-based contrast administration as assessed by:
* estimated or measured glomerular filtration rate (GFR) ≥ 60 mL/min/1.73 m2 for repeated administrations.
* a single dose will be administered to subjects with a GFR between 30-60 mL/min/1.73 m2. Investigators will not repeat the gadolinium-based contrast agent administration until the renal function improves and the GFR is higher than 60 cc/min/1.73 m2. These subjects will not undergo examinations on consecutive days even if the renal function improves.
* Patient must be able to undergo MRI and PET scans.
* Ability to understand and the willingness to sign a written informed consent document.
Exclusion Criteria:
* History of allergic reactions attributed to compounds of similar chemical or biologic composition to the PET radiotracer, \[18F\]DCFPyL.
* Participants determined by the investigator(s) to be clinically unsuitable for the study.
* Patients who are not suitable to undergo MRI or PET or use gadolinium contrast due to:
* Presence of ferromagnetic implants or implanted medical devices in body (i.e. cardiac pacemaker, aneurysm clips, surgical clips, prostheses, artificial hearts, valves with steel parts, metal fragments, shrapnel, metallic tattoos anywhere on the body. tattoos near the eye, or steel implants)
* Claustrophobia
* Research-related radiation exposure exceeding current Massachusetts General Hospital (MGH) Radiology Department guidelines (i.e. 50 millisievert in the prior 12 months)
* Inability to lie comfortably on bed inside the PET/MRI scanner
* Body weight of \> 300 lbs (weight limit of the MRI table)
* Reduced renal function as determined by creatinine or GFR values defined above obtained within 30 days prior to registration
* PregnancyReferences
Publications (0)
Data not yet available
No reference posted for this study.