Multi-omics Model for Pancreatic Cancer Screening Using cfDNA
- Conditions
- Pancreatic Cancer
- Interventions
- Diagnostic Test: A noninvasive cfDNA multi-omics assay
- Registration Number
- NCT06456281
- Lead Sponsor
- Fudan University
- Brief Summary
This is a prospective case-control study, aiming at developing a cell free DNA (cfDNA) multi-omics precise diagnostic model for screening of pancreatic cancer.
- Detailed Description
Peripheral blood samples from participants with new diagnosis of pancreatic cancers, precancerous lesions and healthy individuals will be collected to characterize the cancer-specific signatures by low-pass whole-genome sequencing and target methylation sequencing using cfDNA. An ensemble multi-omics model will be trained aided by machine learning algorithm and validated in test set. The performance of this multi-omics model distinguishing pancreatic cancer from non-cancer will be evaluated.
Recruitment & Eligibility
- Status
- RECRUITING
- Sex
- All
- Target Recruitment
- 480
- 18-75 years old
- Clinically and/or pathologically diagnosed pancreatic cancer
- No prior or undergoing any systemic or local antitumor therapy, including but not limited to surgical resection, radiochemotherapy, endocrinotherapy, targeted therapy, immunotherapy, interventional therapy, etc.
- Able to provide a written informed consent and willing to comply with all part of the protocol procedures
- Physical status score ECOG 0-1
- Pregnancy or lactating women
- Known prior or current diagnosis of other types of malignancies comorbidities
- Severe acute infection or febrile illness within 14 days prior to blood draw
- Recipients of organ transplant or prior bone marrow transplant or stem cell transplant
- Recipients of blood transfusion within 30 days prior to study blood draw
- Recipients of therapy in past 14 days prior to blood draw, including oral or IV antibiotics, glucocorticoid, azacitidine, decitabine, procainamine, hydrazine, arsenic trioxide
- Other conditions that the investigators considered are not suitable for the enrollment
Precancerous Lesions Arm
Inclusion Criteria:
- 18-75 years old
- Diagnosed with pancreatic intraepithelial tumor pancreatic intraepithelial lesions (PanINs), Intraductal papillary mucinous neoplasms (IPMN) or mucinous cystic neoplasms (MCN) by radiographical assess
- No prior or undergoing any systemic or local antitumor therapy, including but not limited to surgical resection, radiochemotherapy, endocrinotherapy, targeted therapy, immunotherapy, interventional therapy, etc.
- Able to provide a written informed consent and willing to comply with all part of the protocol procedures
Exclusion Criteria:
- Pregnancy or lactating women
- Known prior or current diagnosis of other types of malignancies comorbidities
- Severe acute infection or febrile illness within 14 days prior to blood draw
- Recipients of organ transplant or prior bone marrow transplant or stem cell transplant
- Recipients of blood transfusion within 30 days prior to study blood draw
- Recipients of therapy in past 14 days prior to blood draw, including oral or IV antibiotics, glucocorticoid, azacitidine, decitabine, procainamine, hydrazine, arsenic trioxide
- Other conditions that the investigators considered are not suitable for the enrollment
Healthy Individuals Arm
Inclusion Criteria:
- 18-75 years old
- Clinically and/or pathologically diagnosed pancreatic non-malignant disease (pancreatic intraepithelial neoplasia, pancreatic cyst and chronic pancreatitis)
- No prior or undergoing any systemic or local antitumor therapy, including but not limited to surgical resection, radiochemotherapy, endocrinotherapy, targeted therapy, immunotherapy, interventional therapy, etc.
- Able to provide a written informed consent and willing to comply with all part of the protocol procedures
Exclusion Criteria:
- Pregnancy or lactating women
- Known prior or current diagnosis of other types of malignancies comorbidities
- Severe acute infection or febrile illness within 14 days prior to blood draw
- Recipients of organ transplant or prior bone marrow transplant or stem cell transplant
- Recipients of blood transfusion within 30 days prior to study blood draw
- Recipients of therapy in past 14 days prior to blood draw, including oral or IV antibiotics, glucocorticoid, azacitidine, decitabine, procainamine, hydrazine, arsenic trioxide
- Other conditions that the investigators considered are not suitable for the enrollment
Study & Design
- Study Type
- OBSERVATIONAL
- Study Design
- Not specified
- Arm && Interventions
Group Intervention Description Precancerous lesions arm A noninvasive cfDNA multi-omics assay Participants with precancerous lesions. Healthy individuals arm A noninvasive cfDNA multi-omics assay Healthy individuals without findings of clinical significance during routine health checkups. Cancer arm A noninvasive cfDNA multi-omics assay Participants with new diagnosis of pancreatic cancer.
- Primary Outcome Measures
Name Time Method Performance of cfDNA multi-omics model for discriminating pancreatic cancer versus healthy individuals. 12 months The area under the curve (AUC), sensitivity and specificity of cfDNA multi-omics model.
- Secondary Outcome Measures
Name Time Method Performance of pre-defined model in clinical sub-groups of interest. 12 months Sensitivity of cfDNA multi-omics model for pancreatic cancer at different stages or in different pathological subtypes.
Performance of cfDNA multi-omics model for discriminating precancerous lesions versus healthy individuals. 12 months Sensitivity of cfDNA multi-omics model for discriminating precancerous lesions versus healthy individuals.
Performance of cfDNA multi-omics model for discriminating patients with pancreatic cancer and precancerous lesions versus healthy individuals. 12 months Sensitivity of cfDNA multi-omics model at specificity of 95% for discriminating patients with pancreatic cancer and precancerous lesions versus healthy individuals.
Trial Locations
- Locations (1)
Department of Pancreatic and Hepatobiliary Surgery, Fudan University Shanghai Cancer Center; Pancreatic Cancer Institute, Fudan University; 270 Dong An Road, Shanghai 200032, China
🇨🇳Shanghai, Shanghai, China