Background The concept of cost-effectiveness is necessary for optimal utilization of limited health care resources. However, few studies have assessed the cost-effectiveness of palliative care using quality-adjusted life years (QALYs), considered common outcomes in health economics. Objective We aimed to perform a cost-effectiveness analysis of palliative care for terminal cancer patients by using QALYs. Design A retrospective cohort study was performed. Setting/Patients We included 401 patients with stage IV cancer, who were hospitalized and died at a Japanese general hospital during the period April 2014 to March 2019. Methods Using the hospital database, we compared the total admission costs and QALYs based on pain levels of patients admitted to the palliative care (PC) department with those of patients admitted to other usual care (UC) departments. Patients in each group were matched through propensity scores to reduce bias. Bootstrapping estimated the 95% confidence intervals (95% CIs) and the probability that PC was more cost-effective than UC. Results After matching, 128 patients in each group were selected. Converting 1 U.S. dollar (USD) to 100 Japanese yen, PC reduced mean total admission costs by 1732 USD (95% CI 1584-1879) and improved mean health benefits by 0.0028 QALYs (95% CI 0.0025-0.0032) compared with UC. Based on the Japanese cost-effectiveness threshold, there was an 82% probability that PC was more cost-effective than UC. Conclusions Our results indicated that admission of terminal cancer patients to the PC department was associated with improvement in cost-effectiveness. This finding could support the introduction of palliative care for terminal cancer patients. Our study was approved at St. Luke's International University (receipt number 18-R061 and at the Graduate School of Pharmaceutical Sciences, The Univesity of Tokyo (receipt number 31-29).Dimensionality reduction is an important first step in the analysis of single-cell RNA-sequencing (scRNA-seq) data. In addition to enabling the visualization of the profiled cells, such representations are used by many downstream analyses methods ranging from pseudo-time reconstruction to clustering to alignment of scRNA-seq data from different experiments, platforms, and laboratories. Both supervised and unsupervised methods have been proposed to reduce the dimension of scRNA-seq. However, all methods to date are sensitive to batch effects. When batches correlate with cell types, as is often the case, their impact can lead to representations that are batch rather than cell-type specific. To overcome this, we developed a domain adversarial neural network model for learning a reduced dimension representation of scRNA-seq data. The adversarial model tries to simultaneously optimize two objectives. The first is the accuracy of cell-type assignment and the second is the inability to distinguish the batch (domain). We tested the method by using the resulting representation to align several different data sets. As we show, by overcoming batch effects our method was able to correctly separate cell types, improving on several prior methods suggested for this task. Analysis of the top features used by the network indicates that by taking the batch impact into account, the reduced representation is much better able to focus on key genes for each cell type.Purpose To report outcomes of muscle transplantation for recurrent/residual strabismus. Retrospective, multicentric, observational study. Methods We retrospectively reviewed records of all patients operated at three institutes who underwent transplantation of the resected muscle for re-operations for residual/recurrent strabismus from January 1, 2018, to December 31, 2019. Data were collected regarding age, gender, visual acuity, type of strabismus, fixation preference, associated amblyopia, the surgical procedure performed, preoperative and postoperative primary position deviation, limitation of ductions, associated intra-operative and post-operative complications. Surgical success was defined as heterotropia less than or equal to 8 PD, and cosmetic success was defined as manifest deviation ≤12 PD (at 6 weeks follow up). Results During this period, we identified records of seven patients (5 men 2 women, median age 24 years) who underwent muscle transplantation for residual/recurrent strabismus. Six patients ted postoperative diplopia. Conclusions This study describes the feasibility and successful use of muscle transplantation procedure to correct residual/recurrent strabismus, with or without re-recession, especially in patients planned for surgery in one eye. However, larger prospective studies with longer follow-ups will be needed to establish long-term outcomes and correction achieved from this procedure, and comparison with other approaches for reoperations. Bilateral internal thoracic artery (BITA) bypass can enable more complete arterial revascularization procedures. Minimally invasive cardiac surgery (MICS) can offer significant patient benefits. New minimally invasive technology for sternal retraction and tissue manipulation is needed to enable ergonomic and reliable minimally invasive ITA harvesting. https://www.selleckchem.com/products/shield-1.html The goal of this research was to develop technology and techniques, along with experimental testing and training models, for a sternal-sparing approach to in situ BITA harvesting through a small subxiphoid access site. This study focused on optimizing custom equipment and methods for subxiphoid BITA harvesting initially in a porcine model (19 pig carcasses, 36 ITAs) and subsequently in 7 cadavers (14 ITAs). Fifty consecutive ITAs were successfully harvested using this remote access approach. The last 20 ITA specimens harvested from the porcine model were explanted and measured; the average length of the free ITA grafts was 12.8 ± 0.9 cm (range 10.8 to 14.2 cm) with a mean time of 23.3 ± 5.2 minutes (range 13 to 25 minutes) for each harvest. Early results demonstrate that both ITAs can be reliably harvested in a skeletonized fashion in situ through sternal-sparing, small subxiphoid access in 2 experimental models. This innovative approach warrants further exploration toward facilitating complete arterial revascularization and the further adoption of minimally invasive coronary artery bypass graft surgery. Early results demonstrate that both ITAs can be reliably harvested in a skeletonized fashion in situ through sternal-sparing, small subxiphoid access in 2 experimental models. This innovative approach warrants further exploration toward facilitating complete arterial revascularization and the further adoption of minimally invasive coronary artery bypass graft surgery.