58 research outputs found

    Delta radiomic patterns on serial bi-parametric MRI are associated with pathologic upgrading in prostate cancer patients on active surveillance: preliminary findings

    Get PDF
    ObjectiveThe aim of this study was to quantify radiomic changes in prostate cancer (PCa) progression on serial MRI among patients on active surveillance (AS) and evaluate their association with pathologic progression on biopsy.MethodsThis retrospective study comprised N = 121 biopsy-proven PCa patients on AS at a single institution, of whom N = 50 at baseline conformed to the inclusion criteria. ISUP Gleason Grade Groups (GGG) were obtained from 12-core TRUS-guided systematic biopsies at baseline and follow-up. A biopsy upgrade (AS+) was defined as an increase in GGG (or in number of positive cores) and no upgrade (AS−) was defined when GGG remained the same during a median period of 18 months. Of N = 50 patients at baseline, N = 30 had MRI scans available at follow-up (median interval = 18 months) and were included for delta radiomic analysis. A total of 252 radiomic features were extracted from the PCa region of interest identified by board-certified radiologists on 3T bi-parametric MRI [T2-weighted (T2W) and apparent diffusion coefficient (ADC)]. Delta radiomic features were computed as the difference of radiomic feature between baseline and follow-up scans. The association of AS+ with age, prostate-specific antigen (PSA), Prostate Imaging Reporting and Data System (PIRADS v2.1) score, and tumor size was evaluated at baseline and follow-up. Various prediction models were built using random forest (RF) classifier within a threefold cross-validation framework leveraging baseline radiomics (Cbr), baseline radiomics + baseline clinical (Cbrbcl), delta radiomics (CΔr), delta radiomics + baseline clinical (CΔrbcl), and delta radiomics + delta clinical (CΔrΔcl).ResultsAn AUC of 0.64 ± 0.09 was obtained for Cbr, which increased to 0.70 ± 0.18 with the integration of clinical variables (Cbrbcl). CΔr yielded an AUC of 0.74 ± 0.15. Integrating delta radiomics with baseline clinical variables yielded an AUC of 0.77 ± 0.23. CΔrΔclresulted in the best AUC of 0.84 ± 0.20 (p < 0.05) among all combinations.ConclusionOur preliminary findings suggest that delta radiomics were more strongly associated with upgrade events compared to PIRADS and other clinical variables. Delta radiomics on serial MRI in combination with changes in clinical variables (PSA and tumor volume) between baseline and follow-up showed the strongest association with biopsy upgrade in PCa patients on AS. Further independent multi-site validation of these preliminary findings is warranted

    Clinical, imaging, endoscopic findings, and management of patients with CMV colitis: a single-institute experience

    No full text
    WOS: 000532194200005PubMed: 31955314Purpose To evaluate clinical, laboratory, imaging, endoscopic findings, treatment, and outcomes of patients with CMV colitis. Methods the electronic medical records of 652 patients who had an impression of colitis of unspecified etiology via endoscopic findings between 2011 and 2019 were retrospectively reviewed. There were 9 patients with biopsy-proven CMV colitis and associated CT imaging performed within 1 month of diagnosis. Demographic data, past medical history, symptoms, laboratory, imaging, endoscopic and biopsy findings, colitis-related adverse events, treatment, and management were recorded. Results Within the group of 9 patients (2 men; median age, 60 years), all were in an immunosuppressed state (8/9 on immunosuppressive medication regimen and 1/9 with untreated AIDS). Presenting symptoms of CMV colitis included bloody stools (9/9), abdominal pain (7/9), and diarrhea (7/9). the most common imaging findings were pericolonic stranding (9/9) and bowel wall thickening (9/9). Endoscopic evaluation noted inflammation (9/9), ulceration (9/9), and erythema (8/9) as the most prevalent impressions. As determined by both imaging and endoscopy, the sigmoid colon was most commonly affected. Patients were treated with valganciclovir alone (3/9) or ganciclovir followed by valganciclovir (6/9). Outcomes included perforated colon (1/9), persistent colitis (3/9), discharge to hospice (1/9), and resolution (4/9). Conclusions CMV colitis is generally associated with an immunosuppressed state. Imaging and endoscopic findings can mimic inflammatory, ischemic, and infectious colitides. However, CMV colitis should be included in the differential diagnosis in immunocompromised adults who present to emergency department with bloody stools, acute abdominal pain or diarrhea, and have bowel wall thickening and pericolonic stranding on imaging
    • …
    corecore