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1.
Acad Radiol ; 26(1): 30-37, 2019 01.
Article in English | MEDLINE | ID: mdl-29566994

ABSTRACT

RATIONALE AND OBJECTIVES: To (1) apply a quantitative volumetric textural analysis (VTA) to colorectal masses at CT colonography (CTC) for the differentiation of malignant and benign lesions and to (2) compare VTA with human performance. MATERIALS AND METHODS: A validated, quantitative VTA method was applied to 63 pathologically proven colorectal masses (mean size, 4.2 cm; range, 3-8 cm) at noncontrast CTC in 59 adults (mean age, 66.5 years; range, 45.9-91.6 years). Fifty-one percent (32/63) of the masses were invasive adenocarcinoma, and the remaining 49% (31/63) were large benign adenomas. Three readers with CTC experience independently assessed the likelihood of malignancy using a 5-point scale (1 = definitely benign, 2 = probably benign, 3 = indeterminate, 4 = probably malignant, 5 = definitely malignant). Areas under the curve (AUCs) and accuracy levels were compared. RESULTS: VTA achieved optimal sensitivity of 83.6% vs 91.7% for human readers (P = .034), with specificities of 87.5% and 77.4%, respectively (P = .007). No significant difference in overall accuracy was seen between VTA and human readers (85.5% vs 84.7%, P = .753). The AUC for differentiating benign and malignant lesions was 0.936 for VTA and 0.917 for human readers. Intraclass correlation coefficient among the human readers was 0.76, indicating good to excellent agreement. CONCLUSION: VTA demonstrates excellent performance for distinguishing benign from malignant colorectal masses (≥3 cm) at CTC, comparable yet potentially complementary to experienced human performance.


Subject(s)
Adenocarcinoma/diagnostic imaging , Adenoma/diagnostic imaging , Colonography, Computed Tomographic , Colorectal Neoplasms/diagnostic imaging , Colorectal Neoplasms/pathology , Image Processing, Computer-Assisted/methods , Adenocarcinoma/pathology , Adenoma/pathology , Aged , Aged, 80 and over , Area Under Curve , Female , Humans , Male , Middle Aged , ROC Curve
2.
Pancreas ; 45(7): 961-6, 2016 08.
Article in English | MEDLINE | ID: mdl-26745861

ABSTRACT

OBJECTIVES: Approximately two thirds of patients will remain on insulin therapy after total pancreatectomy with islet autotransplant (TPIAT) for chronic pancreatitis. We investigated the relationship between measured pancreas volume on computerized tomography or magnetic resonance imaging and features of chronic pancreatitis on imaging, with subsequent islet isolation and diabetes outcomes. METHODS: Computerized tomography or magnetic resonance imaging was reviewed for pancreas volume (Vitrea software) and presence or absence of calcifications, atrophy, and dilated pancreatic duct in 97 patients undergoing TPIAT. Relationship between these features and (1) islet mass isolated and (2) diabetes status at 1-year post-TPIAT were evaluated. RESULTS: Pancreas volume correlated with islet mass measured as total islet equivalents (r = 0.50, P < 0.0001). Mean islet equivalents were reduced by more than half if any one of calcifications, atrophy, or ductal dilatation were observed. Pancreatic calcifications increased the odds of insulin dependence 4.0 fold (1.1, 15). Collectively, the pancreas volume and 3 imaging features strongly associated with 1-year insulin use (P = 0.07), islet graft failure (P = 0.003), hemoglobin A1c (P = 0.0004), fasting glucose (P = 0.027), and fasting C-peptide level (P = 0.008). CONCLUSIONS: Measures of pancreatic parenchymal destruction on imaging, including smaller pancreas volume and calcifications, associate strongly with impaired islet mass and 1-year diabetes outcomes.


Subject(s)
Islets of Langerhans Transplantation/methods , Magnetic Resonance Imaging/methods , Pancreas/diagnostic imaging , Pancreas/surgery , Pancreatectomy/methods , Tomography, X-Ray Computed/methods , Adolescent , Adult , Autografts , Female , Humans , Linear Models , Male , Middle Aged , Organ Size , Pancreas/pathology , Pancreatitis, Chronic/diagnostic imaging , Pancreatitis, Chronic/surgery , Preoperative Period , Treatment Outcome , Young Adult
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