- ICH GCP
- US Clinical Trials Registry
- Clinical Trial NCT07103863
- Original Trial
Multimodal Radiomics Model (18F-FAPI PET/CT + CMR) for AL Cardiac Amyloidosis Prognosis (AL-CA)
A Prospective Study on the Prognostic Assessment of Light Chain Type Cardiac Amyloidosis (AL-CA) Based on Multimodal Fusion Radiomics Model of 18F-FAPI PET/CT and 3D CMR
Goal of the Study:
The goal of this prospective observational study is to develop and validate a novel, non-invasive method for predicting the prognosis of patients with light-chain cardiac amyloidosis (AL-CA). This method integrates advanced multi-modal imaging techniques and artificial intelligence (radiomics) to provide early and accurate assessment of treatment response and survival outcomes.
Main Question:
Can a multi-modal radiomics model, based on the fusion of [¹⁸F]FAPI PET/CT (assessing fibroblast activation) and 3D Cardiac MRI (CMR) (assessing structural damage) imaging data, accurately predict 12-month all-cause mortality and dynamically track disease progression in patients with AL-CA receiving standard care?
Participants:
Population: Patients diagnosed with AL-CA (confirmed by endomyocardial biopsy or extracardiac biopsy plus specific cardiac criteria: NT-proBNP >332 pg/mL, mean left ventricular wall thickness >12 mm, excluding hypertension/other causes).
Setting: Single-center study at Beijing Anzhen Hospital, Capital Medical University.
Number: 49 patients (calculated sample size accounting for dropouts).
Key Criteria:
Inclusion: Confirmed AL-CA diagnosis, receiving standard AL-CA treatment (chemotherapy e.g., Daratumumab-based regimen + supportive cardiac care).
Exclusion: Active infection, advanced malignancy (life expectancy <12 months), severe cognitive impairment/immobility affecting imaging compliance/follow-up.
Study Design & Procedures:
Design: Single-center prospective cohort study.
Intervention: Participants receive standard-of-care treatment for AL-CA as per guidelines (chemotherapy regimen based on Daratumumab, Bortezomib, Cyclophosphamide, Dexamethasone; tailored cardiac support including diuretics, rate control, anticoagulation if needed).
Procedures:
Baseline: Upon enrollment, participants undergo comprehensive assessment: [¹⁸F]FAPI PET/CT scan, 3D CMR scan, blood tests (NT-proBNP, troponin, free light chains, etc.), clinical staging (Mayo 2012), functional assessment (NYHA class), quality of life questionnaire (KCCQ).
Imaging: Specialized software (Siemens True D) performs cross-platform fusion of PET/CT and 3D CMR images. Radiomics features are extracted from the fused images using dedicated software (Siemens FeAture Explorer).
Follow-up:
Clinical: Every 3 months (symptoms, medication adherence, adverse events, lab tests including NT-proBNP).
Imaging: Repeat [¹⁸F]FAPI PET/CT and 3D CMR scans at 6 months post-baseline. Radiomics features are extracted again.
Endpoints: Primary endpoint is 12-month all-cause mortality. Secondary endpoints include re-hospitalization rates and changes in NYHA class. Follow-up continues until the 12-month endpoint for all participants.
Data Analysis: Machine learning (LASSO-Cox regression) is used to select key radiomics features from baseline and 6-month scans and integrate them with quantitative imaging parameters (FAPI uptake volume, SUVmax, LGE burden, ECV) and clinical data to build prognostic models predicting 12-month survival.
- Comparison:
Researchers will compare the predictive performance of the developed multi-modal radiomics model against:
- Traditional clinical biomarkers: NT-proBNP levels and Mayo Clinic staging.
- Standard quantitative imaging parameters alone: Such as myocardial FAPI uptake volume, SUVmax, or CMR-derived extracellular volume (ECV) measured at baseline and 6 months.
The goal is to demonstrate superior accuracy in predicting 12-month all-cause mortality using the integrated radiomics approach.
Study Overview
Status
Conditions
Study Type
Enrollment (Estimated)
Contacts and Locations
Study Locations
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北京市
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Beijing, 北京市, China, 100029
- Beijing Anzhen Hospital
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Participation Criteria
Eligibility Criteria
Ages Eligible for Study
- Child
- Adult
- Older Adult
Accepts Healthy Volunteers
Sampling Method
Study Population
Study Design
- Study Type: Single-center prospective cohort study (evaluating the prognostic value of radiomics parameters under standardized treatment).
- Study Population: Patients with suspected or confirmed cardiac light-chain amyloidosis (AL-CA) via endocardial or extracardiac biopsy who are admitted to the Department of Hematology, Beijing Anzhen Hospital, from Feburary 2025 to August 2028.
Description
Inclusion Criteria:
- Pathologically confirmed AL cardiac amyloidosis (AL-CA) by endocardial biopsy;
- Pathologically confirmed AL-CA by extracardiac (bone marrow, adipose tissue, tongue muscle, etc.) biopsy, with serum N-terminal pro-brain natriuretic peptide (NT-proBNP) > 332 pg/mL, left ventricular mean wall thickness > 12 mm, and exclusion of hypertension and other secondary causes of left ventricular hypertrophy;
- Receiving standard AL-CA treatment regimens (including chemotherapy and supportive therapy).
Exclusion Criteria:
- Complicated with active infection or advanced malignant tumor (expected survival time < 12 months);
- Presence of severe cognitive impairment, limited mobility, or other conditions that affect compliance with imaging examinations or the completeness of follow-up.
Study Plan
How is the study designed?
Design Details
Cohorts and Interventions
Group / Cohort |
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Rationale: AL-CA: Clearly identifies the disease population (Light-chain Cardiac Amyloidosis). Mul
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What is the study measuring?
Primary Outcome Measures
Outcome Measure |
Time Frame |
|---|---|
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12-month survival
Time Frame: 12 months
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12 months
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Collaborators and Investigators
Sponsor
Investigators
- Principal Investigator: wei dong, MD,PHD, Beijing Anzhen Hospital
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 (Actual)
Study Record Updates
Last Update Posted (Actual)
Last Update Submitted That Met QC Criteria
Last Verified
More Information
Terms related to this study
Additional Relevant MeSH Terms
Other Study ID Numbers
- BeijingAnzhen dongwei
- High Level research funding (Other Grant/Funding Number: Beijing Anzhen Hospital)
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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