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Preoperative risk prediction for intraductal papillary mucinous neoplasms by quantitative CT image analysis
- Source :
- HPB : the official journal of the International Hepato Pancreato Biliary Association. 21(2)
- Publication Year :
- 2017
-
Abstract
- Background Intraductal papillary mucinous neoplasms (IPMNs) are radiographically identifiable potential precursor lesions of pancreatic adenocarcinoma. While resection is recommended when main duct dilation is present, management of branch duct IPMN (BD-IPMN) remains controversial. This study sought to evaluate whether preoperative quantitative imaging features of BD-IPMNs could distinguish low-risk disease (low- and intermediate-grade dysplasia) from high-risk disease (high-grade dysplasia and invasive carcinoma). Methods Patients who underwent resection between 2005 and 2015 with pathologically proven BD-IPMN and a preoperative CT scan were included in the study. Quantitative image features were extracted using texture analysis and a novel quantitative mural nodularity feature developed for the study. Significant features on univariate analysis were combined with clinical variables to build a multivariate prediction model. Results Within the study group of 103 patients, 76 (74%) had low-risk disease and 27 (26%) had high-risk disease. Quantitative imaging features were prognostic of low-vs. high-risk disease. The model based only on clinical variables achieved an AUC of 0.67 and 0.79 with the addition of quantitative imaging features. Conclusion Quantitative image analysis of BD-IPMNs is a novel method that may enable risk stratification. External validation may provide a reliable non-invasive prognostic tool for clinicians.
- Subjects :
- Male
medicine.medical_specialty
Databases, Factual
Pancreatic Intraductal Neoplasms
Risk Assessment
Article
03 medical and health sciences
0302 clinical medicine
Pancreatectomy
Predictive Value of Tests
Risk Factors
Multidetector Computed Tomography
medicine
Humans
Aged
Retrospective Studies
Univariate analysis
Neoplasm Grading
Hepatology
business.industry
Gastroenterology
Retrospective cohort study
Middle Aged
medicine.disease
Pancreatic Neoplasms
Treatment Outcome
Feature (computer vision)
Dysplasia
030220 oncology & carcinogenesis
Predictive value of tests
Adenocarcinoma
030211 gastroenterology & hepatology
Female
Radiology
Risk assessment
business
Subjects
Details
- ISSN :
- 14772574
- Volume :
- 21
- Issue :
- 2
- Database :
- OpenAIRE
- Journal :
- HPB : the official journal of the International Hepato Pancreato Biliary Association
- Accession number :
- edsair.doi.dedup.....3f40d7ed24910584c228175b5046e034