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Multimodal Deep Learning Signature for Evaluation of Response to Bevacizumab in Patient With Colorectal Cancer Liver Metastasis

Multimodal Deep Learning Signature for Evaluation of Response to Bevacizumab in Patient With Colorectal Cancer Liver Metastasis

Status
Not yet recruiting
Phases
Unknown
Study type
Observational
Source
ClinicalTrials.gov
Registry ID
NCT05354674
Enrollment
302
Registered
2022-04-29
Start date
2023-09-01
Completion date
2028-07-01
Last updated
2023-07-13

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Colorectal Cancer, Liver Metastases

Keywords

colorectal cancer liver metastasis, bevacizumab, radiomics, multimodal

Brief summary

Establishment and validation of the deep learning signature of bevacizumab efficacy in initially unresectable CRLM patients

Detailed description

Initially unresectable CRLM patients were included in this study. The tumor response was assessed by local MDT group. The signature will classified patients into responder or non-responder group. We will administer mFOLFOX6+bevacizumab regimen to responders, and FOLFOXIRI regimen to non-responders.

Interventions

DRUGBevacizumab

AEM A:The specialist's decision to add bevacizumab to chemotherapy will be based on their own judgment ARM B:The patient's PET/CT imaging, pathology, and clinical information were input into the signature, and the FOLFOX+Bevacizumab regimen was selected when the output label was 1. FOLFOXIRI chemotherapy regimen was selected when the output label was 0

Sponsors

Fudan University
Lead SponsorOTHER

Study design

Observational model
COHORT
Time perspective
PROSPECTIVE

Eligibility

Sex/Gender
ALL
Age
18 Years to 79 Years
Healthy volunteers
No

Inclusion criteria

Age 18-75 years; Histologically proven colorectal adenocarcinoma; Simultaneous liver-limited metastases; Initially unresectable liver metastases determined by a local MDT; Life expectancy of \> 3 months; RAS mutation and BRAF V600E wild-type; ECOG 0-1; Available PET/CT imaging before treatment; Available colonoscopy biopsy specimens before treatment

Exclusion criteria

Previous systemic treatment for metastatic disease; Previous surgery for metastatic disease; Extrahepatic metastases; Unresectable primary tumor; Major cardiovascular events (myocardial infarction, severe/unstable angina, congestive heart failure, CVA) within 12 months before randomisation; Acute or subacute intestinal obstruction; Second primary malignancy within the past 5 years; Drug or alcohol abuse; No legal capacity or limited legal capacity; Pregnant or lactating women; Uncontrolled hypertension, or unsatisfactory blood pressure control with ≥3 antihypertensive drugs; Peripheral neuropathy;

Design outcomes

Primary

MeasureTime frameDescription
response rate6 monthsresponse rate will be assessed by local MDT every two months
progression free survival3 yearsprogression free survival will be assessed by local MDT every two months during

Secondary

MeasureTime frameDescription
overall survival5 yearsoverall survival will be assessed by researchers every two months during treatment, and telephone follow-up every three month after treatment

Countries

China

Contacts

Primary ContactJianmin Xu, Dr.
xujmin@aliyun.com+86-021-64041990
Backup ContactWenju Chang, Dr.
chang.wenju@zs-hospital.sh.cn+86-021-64041990

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Feb 10, 2026