Deep Learning Architecture to Improve Edge Accuracy of Auto-Contouring for Head and Neck Radiotherapy.

Deep learning (DL) methods have shown great promise in auto-segmentation problems. However, for head and neck cancer, we show that DL methods fail at the axial edges of the gross tumor volume (GTV) where the segmentation is dependent on information closer to the center of the tumor. These failures may decrease trust and usage of proposed auto-contouring systems. To increase performance at the axial edges, we propose the spatially adjusted recurrent convolution U-Net (SARC U-Net). Our method uses convolutional recurrent neural networks and spatial transformer networks to push information from salient regions out to the axial edges. On average, our model increased the Sørensen-Dice coefficient (DSC) at the axial edges of the GTV by 11% inferiorly and 19.3% superiorly over a baseline 2D U-Net, which has no inherent way to capture information between adjacent slices. Over all slices, our proposed architecture achieved a DSC of 0.613, whereas a 3D and 2D U-Net achieved a DSC of 0.586 and 0.540, respectively. SARC U-Net can increase accuracy at the axial edges of GTV contours while also increasing accuracy over baseline models, creating a more robust contour.

Simulation Platform Development for Diabetes and Technology Self-Management.

BACKGROUND: Specialized education is critical for optimal insulin pump use but is not widely utilized or accessible. We aimed to (1) test the usability and acceptability of A1Control, a simulation platform supporting insulin pump education, and (2) determine predictors of performance. METHOD: Rural adult insulin pump users with type 1 diabetes (T1D) participated in a mixed methods usability study in 2 separate rounds. Participants navigated 3 simulations (ie, infusion site occlusion, hypoglycemia, exercise). Net Promoter Score (NPS) and Systems Usability Scale (SUS) were administered. Semi-structured interviews and direct observation were used to assess perceived usability, acceptability and performance. Synthetic Minority Oversampling Technique was used to fit predictive models for visualization of patterns leading to good or poor A1Control performance. RESULTS: Participants (N = 13) were 28-70 years old, 10 used automated insulin delivery and 12 used continuous glucose monitoring (CGM). Mean NPS was 9.5 (range 9-10) and positive sentiment during interviews indicated very high acceptability. SUS (mean 88.5, range 70-100) indicted a high perceived usability. CGM percent wear ≥ 94%, time spent in hypoglycemia ≤ 54 mg/dl of <0.01%, and <70 mg/dl of 0.5% predicted successful site-occlusion scenario performance with 100% accuracy. BOLUS score ≥ 2, TDD ≥ 34, and technology brand predicted exercise scenario success with 100% accuracy. There were an insufficient number of failed hypoglycemia scenarios to assess predictors. CONCLUSION: A1Control shows potential to increase access and frequency of self-management and technology education. Additional study is needed to determine sustained engagement and benefit.

The Effect of Retrograde External Iliac Artery Runoff on Aortofemoral Bypass Limb Patency.

BACKGROUND: Superficial femoral artery and profunda patency has been shown to affect aortofemoral bypass (AFB) limb patency. However, the effect of retrograde flow through the external iliac artery (EIA) is unknown and is the subject of this analysis. METHODS: Institutional AFB data from 2000 to 2017 were gathered, excluding that where Superficial femoral artery /EIA patency could not be determined. The cohort was divided into limbs with and without EIA occlusion; primary outcome was limb-based primary patency. Kaplan-Meier estimated patency; cox proportional-hazards model evaluated EIA patency while controlling for other factors. RESULTS: Over the study period, there were AFB 557 limbs in 281 patients. Of the 435 AFB limbs in 220 patients that met inclusion criteria and were included in the analysis, 162 had EIA occlusion and 273 had a patent EIA. Mean age was 69.6 ± 9.0. EIA occlusions were more common in male patients (59.9% vs. 44.6%; P = 0.001), patients with CAD (43.8% vs. 34.1%; P = 0.042), COPD (34.6% vs. 20.5%; P = 0.001), and CHF (14.8% vs. 5.9%; P = 0.002). Limbs with EIA occlusions more often underwent end-to-side proximal anastomosis (40.7% vs. 24.2%; P < 0.001) and simultaneous infrainguinal bypass (7.4% vs. 0.7%; P < 0.001). Median clinical follow-up was 4.4 years (IQR: 1.6-8.4). Five-year primary patency was 83.1% (95% CI: 74.5-90.0%) for EIA occlusion limbs and 85.9% (95% CI: 80.2-90.0%) with patent EIA limbs (P = 0.96). While controlling for other factors, EIA stenosis or occlusion did not affect primary patency. For patients with a proximal occlusion (occluded aorta, occluded common iliac, or end-to-end proximal anastomosis) and occluded SFA (N = 73), EIA occlusion had a HR of 1.92 for loss of patency, but this was not statistically significant. CONCLUSIONS: EIA patency did not influence primary patency in the overall cohort Further investigation on the topic in specific patient subgroups is warranted to determine the effect of EIA patency.

Assessing Reality Testing in Mice Through Dopamine-Dependent Associatively Evoked Processing of Absent Gustatory Stimuli.

Impairments in reality testing are core features of numerous neuropsychiatric conditions. However, relatively few animal models have been developed to assess this critical facet of neuropsychiatric illness, thus impeding our understanding of the underlying central systems and circuits. Using mice in which dominant-negative Disrupted-in-Schizophrenia-1 is expressed throughout central nervous system circuitry (DN-DISC1-PrP), the capacity for an auditory conditioned stimulus (CS) to evoke perceptual processing of an absent sucrose solution was examined. At test, during CS presentations, DN-DISC1-PrP mice consumed more water and displayed a licking profile that is more typically revealed while ingesting a sweet-tasting solution. DN-DISC1-PrP mice also displayed greater c-fos expression in the insular (gustatory) cortex when consuming water in the presence of the CS. This capacity for the CS to more readily substitute for the taste features of the absent sucrose solution in DN-DISC1-PrP mice was attenuated following systemic treatment with the antipsychotic haloperidol. Conversely, social isolation during adolescence promoted the manifestation of these effects. These results provide strong validation for using associative learning procedures to examine dopamine-mediated reality testing associated with insular cortex activation.

Enteric-coated mycophenolate sodium versus mycophenolate mofetil maintenance immunosuppression: outcomes analysis of the United Network for Organ Sharing/Organ Procurement and Transplantation Network database.

BACKGROUND: A large, retrospective database analysis was conducted to evaluate the long-term outcomes of patients who received enteric-coated mycophenolate sodium (EC-MPS) versus mycophenolate mofetil (MMF) maintenance immunosuppression at the time of discharge. METHODS: All primary kidney transplant patients who received either EC-MPS or MMF at time of discharge in the United Network for Organ Sharing/Organ Procurement and Transplantation Network database from 2004 to 2007 were included. Patients were excluded if they had received a previous kidney transplant, multiple organs, or combination therapy with everolimus at the time of discharge. Outcomes included graft failure, death-censored graft failure, and death with functioning graft, biopsy-proven acute rejection (BPAR), new-onset diabetes mellitus, and renal function. The propensity score method was used to adjust for nonrandomized treatment selection. A total of 48,458 patients were included in the analysis. RESULTS: At time of discharge, 10.4% of patients received EC-MPS (n=5057) and 89.6% received MMF (n=43,401). Propensity score-adjusted regression analysis showed that patients who received EC-MPS were at increased risk of BPAR (hazards ratio, 1.167; 95% confidence interval, 1.056-1.129; P=0.002). CONCLUSIONS: The adjusted BPAR rate difference at 3 years posttransplantation was less than 2% (13.6% vs. 11.7%); statistically significant because of the large number of patients included in the analysis, but a difference that may not be clinically meaningful. No differences in graft survival, new-onset diabetes mellitus, or renal function were observed between the treatment groups.

Oral histoplasmosis: an unusual presentation.

BACKGROUND: Histoplasmosis is a localized or systemic fungal infection which may present as an acute primary or "reactivation" infection in the setting of immunosuppression. Tumor necrosis factor alpha (TNF-alpha) antagonists, used in the management of rheumatoid arthritis and Crohn disease, have been linked to reactivation of quiescent histoplasmosis. Microscopically, granulomas are either not evident or are infrequent in histoplasmosis when associated with TNF antagonist therapy presumably due to the suppression of macrophage activity. METHODS AND RESULTS: This article describes an unusual presentation of oral histoplasmosis in a 75-year-old-woman patient on TNF-alpha antagonist, namely infliximab. Microscopically, cellular atypia resulted in a work-up to rule out lymphoma. Gomori's methenamine silver stain demonstrated Histoplasma capsulatum leading to a diagnosis of histoplasmosis. She was treated successfully with itraconozole. CONCLUSION: This is the first reported case, insofar as the authors are able to determine, of oral histoplasmosis, in a patient undergoing treatment with infliximab.