Clinical Evaluation of Deep Learning and Atlas-Based Auto-Contouring of Bladder and Rectum for Prostate Radiation Therapy

PurposeAuto-contouring may reduce workload, interobserver variation, and time associated with manual contouring of organs at risk. Manual contouring remains the standard due in part to uncertainty around the time and workload savings after accounting for the review and editing of auto-contours. This preliminary study compares a standard manual contouring workflow with 2 auto-contouring workflows (atlas and deep learning) for contouring the bladder and rectum in patients with prostate cancer.Methods and MaterialsThree contouring workflows were defined based on the initial contour-generation method including manual (MAN), atlas-based auto-contour (ATLAS), and deep-learning auto-contour (DEEP). For each workflow, initial contour generation was retrospectively performed on 15 patients with prostate cancer. Then, radiation oncologists (ROs) edited each contour while blinded to the manner in which the initial contour was generated. Workflows were compared by time (both in initial contour generation and in RO editing), contour similarity, and dosimetric evaluation.ResultsMean durations for initial contour generation were 10.9 min, 1.4 min, and 1.2 min for MAN, DEEP, and ATLAS, respectively. Initial DEEP contours were more geometrically similar to initial MAN contours. Mean durations of the RO editing steps for MAN, DEEP, and ATLAS contours were 4.1 min, 4.7 min, and 10.2 min, respectively. The geometric extent of RO edits was consistently larger for ATLAS contours compared with MAN and DEEP. No differences in clinically relevant dose-volume metrics were observed between workflows.ConclusionAuto-contouring software affords time savings for initial contour generation; however, it is important to also quantify workload changes at the RO editing step. Using deep-learning auto-contouring for bladder and rectum contour generation reduced contouring time without negatively affecting RO editing times, contour geometry, or clinically relevant dose–volume metrics. This work contributes to growing evidence that deep-learning methods are a clinically viable solution for organ-at-risk contouring in radiation therapy.     

Participant experiences in a feasibility trial of supervised exercise training in adults with venous leg ulcers: A qualitative study

Exercise training can improve lower‐limb cutaneous microvascular reactivity in adults with venous leg ulceration; however, there is a lack of research on patients' views about the acceptability and feasibility of exercise interventions. The aim of this study was to explore participants' experiences of the trial “Exploring the Feasibility of Implementing a Supervised Exercise Training and Compression Hosiery Intervention in Patients with Venous Ulceration” (FISCU). Semi‐structured face‐to‐face and telephone interviews were used to investigate participants' experiences (n = 16) of taking part in the FISCU trial. Data were analysed using thematic analysis. Three overarching themes were identified, along with 11 sub‐themes: (a) sedentary cautious living (because of pain and reduced mobility, treatment and perceived control, and advice to rest and be careful), (b) key components of the exercise trial (including motivation, an individualised intervention supervised by a specialist exercise professional, and satisfaction with the intervention), and (c) benefits of exercise (physical benefits and healing, psychological well‐being, positive impact on comorbidities, and an improved self‐management strategy). This study found that an exercise intervention was viewed by participants as positive, acceptable, and feasible while living with a venous leg ulcer. An individualised and supervised exercise programme was key to build confidence to exercise.     

Cross‐country evidence on the social determinants of the post‐socialist mortality crisis in Europe: a review and performance‐based hierarchy of variables

An unprecedented mortality crisis befell the former socialist countries between 1989 and 1995, representing one of the greatest demographic shocks of the period after the Second World War. While it is likely that country‐level variation in the post‐socialist mortality crisis in Eastern Europe can be explained by a constellation of political and socio‐economic factors, no comprehensive review of the existing scholarly attempts at explaining these factors exists. We review 39 cross‐national multi‐variable peer reviewed studies of social determinants of mortality in post‐socialist Europe in order to assess the social factors behind the post‐socialist mortality crisis, determine the gaps in the existing literature and to make suggestions for future research. We propose a novel methodology to determine the relative importance of variables based on the ratio of significant to insignificant findings for each variable. The literature identifies inequality, welfare payments, religious composition, democracy, economic performance and unemployment as the leading factors that have a significant influence on mortality outcomes. Existing cross‐country studies fail to establish a definitive connection between mortality and diets, drinking patterns, liberalisation, trust, health expenditure and war. We also point out that the level of analysis is not a neutral methodological choice but might influence the results themselves.     

Late-onset stress symptomatology (LOSS) scale – short form: development and validation

Objectives: Late-onset stress symptomatology (LOSS) is a phenomenon observed in older combat veterans who experience increased combat-related thoughts, feelings, and reminiscences corresponding with the changes and challenges of aging. Previously, we developed the LOSS Scale to assess LOSS. This paper describes the development and validation of a LOSS Scale short form (LOSS-SF) to screen veterans in various settings who may be actively re-examining their past wartime experiences.

Method: Three studies examined the reliability and validity of the LOSS-SF in separate samples of male combat veterans age 55 and older (total N = 346). Veterans were administered measures via telephone and mail survey. Correlation and regression analyses examined the reliability and validity of the LOSS-SF.

Results: The LOSS-SF exhibited strong internal consistency (alpha = .93), test-retest reliability (2 week interval on average; r = .88), and good concurrent validity with the LOSS Scale (r = .81). Convergent and divergent validity were supported by the pattern of correlations between the LOSS-SF and other construct measures.

Conclusion: The LOSS-SF is a reliable and valid measure to quickly assess thoughts, feelings, and reminiscences about past combat experiences in older veterans and identify those veterans in distress who may benefit from psychological interventions..     

Spontaneous Retroperitoneal and Rectus Sheath Hemorrhage—Management,Risk Factors and Outcomes

World Journal of Surgery - Spontaneous retroperitoneal and rectus sheath hemorrhage (SRRSH) is associated with high mortality in the literature, but studies on the subject are lacking. The...