Non-invasive Evaluation of Lymphoma Patients Based on Artificial Intelligence and PET/MRI
18F-FDG PET/MR imaging protocol integrating advanced MR vascular imaging sequences, along with computerized quantitative methods for data analysis, is expected to serve as an objective tool for assessment of lymphoma patients. The aim of this prospective study is to develop an automatic artificial intelligence-based tool for the assessment of early response to treatment and evaluation of residual masses in patients with lymphoma. Specific objectives are:
- To evaluate the added value of 18F-FDG PET/MRI compared with PET/CT in imaging lymphoma.
- To optimize PET/MR imaging protocol for lymphoma assessment.
- To develop an automated tool for staging patients with lymphoma.
- To develop an automated method for early prediction of response to therapy and prognosis in patients with lymphoma.
- To develop an automated non-invasive tool for discriminating benign from active residual masses at end of treatment in patients with lymphoma.
Study Overview
Status
Status
Conditions
Conditions
Intervention / Treatment
Intervention / Treatment
Study Type
Study Type
Enrollment (Anticipated)
Enrollment
Phase
Phase
- Not Applicable
Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
Accepts Healthy Volunteers
Genders Eligible for Study
Description
Inclusion Criteria:
- patients with newly diagnosed hodgkin's, aggressive non-hodgkin's and follicular lymphoma (for whom the PET/CT is the imaging modality of choice)/
- Patients aged 18 years or older of both sexes.
- Patients treated at Tel-Aviv Sourasky Medical center.
Exclusion Criteria:
- pregnancy,
- contraindication to MRI or to intravenous gadolinium injection.
Study Plan
How is the study designed?
Design Details
- Primary Purpose: Diagnostic
- Allocation: N/A
- Interventional Model: Single Group Assignment
- Masking: None (Open Label)
Number of Arms
Arms and Interventions
Participant Group / ArmParticipant Group / Arm |
Intervention / TreatmentIntervention / Treatment |
|---|---|
|
Experimental: Lymphoma Patients
|
Patients will undergo 18F-FDG PET/CT scans before therapy initiation, interim after 2/3 treatment cycles and end of treatment after therapy completion, as part of their routine evaluation, as well as additional follow-up scans, as clinically indicated and requested by referring physicians. Given signed written informed-consent forms, patients will undergo at each time point, immediately after completion of PET/CT, a PET/MR scan, following the same single injection of 18F-FDG. Standard preparation and acquisition protocols for FDG PET imaging will be employed. PET/MR imaging will include conventional sequences as T1, T2, diffusion weighted imaging, and advanced vascular imaging (DCE-MRI). |
What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Patients that preform 18F-FDG PET/MRI and the routinely PET/CT
Time Frame: 1 year
|
Patients that preform 18F-FDG PET/MRI and the routinely PET/CT, and the investigators optimize PET/MRI imaging protocol, and to develop an automated artificial intelligence-based tool for assessment of early response to treatment in patients with lymphoma.
|
1 year
|
Collaborators and Investigators
Sponsor
Sponsor
Study record dates
Study Major Dates
Study Start (Anticipated)
Study Start
Primary Completion (Anticipated)
Primary Completion
Study Completion (Anticipated)
Study Completion
Study Registration Dates
First Submitted
First Submitted
First Submitted That Met QC Criteria
First Submitted That Met QC Criteria
First Posted (Actual)
First Posted
Study Record Updates
Last Update Posted (Actual)
Last Update Posted
Last Update Submitted That Met QC Criteria
Last Update Submitted That Met QC Criteria
Last Verified
Last Verified
More Information
Terms related to this study
Additional Relevant MeSH Terms
Other Study ID Numbers
Other Study ID Numbers
- TASMC-19-ES-0556-CTIL
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
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