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Tumor fibrosis plays an important role in chemotherapy resistance in pancreatic ductal adenocarcinoma (PDAC), however there remains a contradiction in the prognostic value of fibrosis. We aimed to investigate the relationship between tumor fibrosis and survival in patients with PDAC, classify patients into high- and low-fibrosis groups, and develop and validate a CT-based radiomics model to non-invasively predict fibrosis before treatment.
This retrospective, bicentric study included 295 pretreated patients with PDAC. Tumor fibrosis was assessed using the collagen fraction (CF). Clinical-pathological variables were gathered, and radiological features were evaluated by three radiologists in consensus. The patients were followed up at 1, 3, 6, and 9 months postoperatively and every 3-6 months thereafter. All follow-up examinations included carbohydrate antigen 19-9 (CA 19-9) measurements and imaging (contrast-enhanced CT, contrast-enhanced MRI, ultrasonography, or positron emission tomography). The overall survival (OS) and disease-free survival (DFS) were also recorded. Cox regression analysis was used to evaluate the associations of CF with OS and DFS. Receiver operating characteristic (ROC) analyses were used to determine the rounded threshold of CF. An integrated model (IM) was developed by incorporating selected radiomic features and clinical-radiological characteristics. The predictive performance was validated in the test cohort (Center 2). It was hypothesized that tumor fibrosis could be classified into two survival-graded groups and that the incorporation of radiomics features and clinical-radiological features would help predict the status of fibrosis. Thus, the association between fibrosis and overall survival (OS)/disease-free survival (DFS) was determined, and the patients with PDAC were divided into high- and low-CF groups in this study. In addition, a CT-based radiomics model was developed and validated to non-invasively predict fibrosis before treatment in patients with PDAC from two centers. It was hypothesized that the performance of the integrated model would be superior to that of the clinical-radiological model.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| high fibrosis group | No intervention had been adminstered during treatment of patients. |
| |
| low fibrosis group | No intervention had been adminstered during treatment of patients. |
|
| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| surgery | Procedure | Patients with suspected pancreatic cancer who underwent contrast-enhanced CT and pathological examinations after the surgery. |
|
| Measure | Description | Time Frame |
|---|---|---|
| fibrosis | percentage | after the surgery |
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Inclusion Criteria:
Exclusion Criteria:
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Patients with suspected pancreatic tumors who underwent contrast-enhanced CT and pathological examinations at Center 1 and Center 2 were eligible for inclusion in this study.
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| Name | Affiliation | Role |
|---|---|---|
| Shi-Ting Feng, MD | First Affiliated Hospital, Sun Yat-Sen University | Study Director |
| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| Shi Siya | Guangzhou | Guangdong | 510000 | China |
All data generated for this study are from the corresponding author upon reasonable request.
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| ID | Term |
|---|---|
| D010190 | Pancreatic Neoplasms |
| ID | Term |
|---|---|
| D004067 | Digestive System Neoplasms |
| D009371 | Neoplasms by Site |
| D009369 | Neoplasms |
| D004701 | Endocrine Gland Neoplasms |
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| ID | Term |
|---|---|
| D013514 | Surgical Procedures, Operative |
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Tumor tissue specimens were fixed in 10% formalin and processed routinely. The tumor area with the richest fibrosis was selected, sectioned at a thickness of 4 μm, and stained using Masson's trichrome stain. The collagen fraction (CF), a quantitative substitute for fibrosis, was analyzed using ImageJ software.
| D004066 |
| Digestive System Diseases |
| D010182 | Pancreatic Diseases |
| D004700 | Endocrine System Diseases |