Purpose To propose automatic segmentation algorithm (AUS) for corneal microlayers on optical coherence tomography (OCT) images. Methods Eighty-two corneal OCT scans were obtained from 45 patients with normal and abnormal corneas. Three testing data sets totaling 75 OCT images were randomly selected. Initially, corneal epithelium and endothelium microlayers are estimated using a corneal mask and locally refined to obtain final segmentation. Flat-epithelium and flat-endothelium images are obtained and vertically projected to locate inner corneal microlayers. Inner microlayers are estimated by translating epithelium and endothelium microlayers to detected locations then refined to obtain final segmentation. Images were segmented by trained manual operators (TMOs) and by the algorithm to assess repeatability (i.e., intraoperator error), reproducibility (i.e., interoperator and segmentation errors), and running time. A random masked subjective test was conducted by corneal specialists to subjectively grade the segmentation algorithm. Results Compared with the TMOs, the AUS had significantly less mean intraoperator error (0.53 ± 1.80 vs. 2.32 ± 2.39 pixels; P < 0.0001), it had significantly different mean segmentation error (3.44 ± 3.46 vs. 2.93 ± 3.02 pixels; P < 0.0001), and it had significantly less running time per image (0.19 ± 0.07 vs. 193.95 ± 194.53 seconds; P < 0.0001). The AUS had insignificant subjective grading for microlayer-segmentation grading (4.94 ± 0.32 vs. 4.96 ± 0.24; P = 0.5081), but it had significant subjective grading for regional-segmentation grading (4.96 ± 0.26 vs. 4.79 ± 0.60; P = 0.025). Conclusions The AUS can reproduce the manual segmentation of corneal microlayers with comparable accuracy in almost real-time and with significantly better repeatability. Translational Relevance The AUS can be useful in clinical settings and can aid the diagnosis of corneal diseases by measuring thickness of segmented corneal microlayers.
Health care has changed since the decline in mortality caused by infectious diseases as well as chronic and non-contagious diseases, with a direct impact on the cost of public health and individual health care. We must now transition from traditional reactive medicine based on symptoms, diagnosis and treatment to a system that targets the disease before it occurs and, if it cannot be avoided, treats the disease in a personalized manner. Precision Medicine is that new way of thinking about medicine. In this paper, we performed a thorough review of the literature to present an updated review on the subject, discussing the impact of the use of genetics and genomics in the care process as well as medical education, clinical research and ethical issues. The Precision Medicine model is expanded upon in this article to include its principles of prediction, prevention, personalization and participation. Finally, we discuss Precision Medicine in various specialty fields and how it has been implemented in developing countries and its effects on public health and medical education.
Background Considering evidence on competency-based curricula and the benefits of volunteering, this study highlights innovative ideas to improve medical education during the COVID-19 pandemic. We investigated the motivations and perceptions of competencies developed as leadership and management skills in medical students who joined the COVID-19 Volunteering Program in a Brazilian medical school. Methods We performed a cross-sectional, qualitative study involving medical students from the University of São Paulo, Brazil. They were invited to participate in an institutional Volunteering Program during the pandemic and filled out online application forms, including sociodemographic fields and two open-ended questions about their motivation to volunteer and perceptions of their own competencies. At the end of the program, students who were involved in management-related activities were also invited to participate in focus group interviews to track their perceptions about volunteering in this area. Data were submitted to descriptive and content analysis methods. All participants provided informed consent with electronic signatures. Results A total of 286 medical students subscribed to the Volunteering Program: 171 (60%) were men, 152 (53%) were enrolled in their 5th year of medical school, and 158 (55%) were 23-25 years old. One hundred and twelve (44%) students reported that they were motivated by altruistic reasons, 95 (37%) reported duty and 47 (19%) prioritized academic interests. Concerning CanMEDS competencies, 91 (36%) students’ responses matched the Scholar component, followed by 51 (20%) with Collaborator, 49 (20%) with Professional, 32 (13%) with Communicator, 17 (7%) with Leader and 11 (4%) with Health Advocate. In focus groups, students reported the importance of management and leadership skills as a curricular component, motivations to volunteer, and acquired skills from volunteering in management and leadership-related activities, thereby indicating the development of resilient attitudes. Conclusions Students who participated in the School of Medicine of University of Sao Paulo (FMUSP) Volunteering Program reported being motivated to help others (altruistic reasons) and to serve society as future health professionals (duty). Knowledge and work-related competencies prevailed over leadership or soft skills, emphasizing the importance of including such activities in the curriculum. Participating in management-related activities could help develop a more resilient attitude toward medical training. Volunteering programs offer students opportunities to develop competencies essential for their roles as future health professionals. Thus, we should think about including such activities in the curricular structure.
Groups of voluntary or professional artists have been formed in order to visit patients in hospitals around the world, as clowns, using humor as a tool to promote the care and recovery process. There are few studies on this topic in the scientific literature. Thus, construction of a theoretical field that is able to support this activity is only just beginning. Therefore, we conducted a bibliographic review based on 33 papers about different clown groups acting in different hospitals worldwide, in order to better comprehend how these visits take place and how they can effectively achieve good results. It was observed that these encounters can establish deep relationships that are capable of creating new meanings for the hospital environment, empowering patients and serving as a relationship model for all the healthcare staff involved.
In addition to IOP elevation, WDT was associated with significant changes of hemodynamic parameters and retinal ganglion cell function in young healthy subjects. As these represent risk factors for glaucoma, their assessment upon WDT might increase its predictive power for glaucoma development.
Purpose To disclose, using an ex vivo study, the histopathological mechanism behind the in vivo thickening of the Endothelium/Descemet’s membrane complex (En/DM) observed in rejected corneal grafts (RCGs). Methods Descemet’s membrane (DM), endothelium (En), and retrocorneal membranes (RCM) make up the total En/DM thickness. These layers are non-differentiable by HD-OCT; therefore, the source of the thickening is unclear from an in vivo perspective. A retrospective ex vivo study (from September 2015 to December 2015) was conducted to measure the thicknesses of DM, En, and RCM in 54 corneal specimens (31 RCGs and 23 controls) using light microscopy. Controls were globes with posterior melanoma without corneal involvement. Results There were 54 corneas examined ex vivo with mean age 58.1 ± 12.2 in controls and 51.7 ± 27.9 years in rejected corneal grafts. The ex vivo study uncovered the histopathological mechanism of En/DM thickening to be secondary to significant thickening (p<0.001) of DM (6.5 ± 2.4 μm) in rejected corneal grafts compared to controls (3.9 ± 1.5 μm). Conclusions Our ex vivo study shows Descemet’s membrane is responsible for the thickening of the En/DM in RCGs observed in vivo by HD-OCT and not the endothelium or retrocorneal membrane.
The current pandemic of COVID-19 caused thousands of deaths and healthcare professionals struggle to properly manage infected patients. This review summarizes information about SARS-CoV-2 receptor binding dynamics and intricacies, lung autopsy findings, immune response patterns, evidence-based explanations for the immune response, and COVID-19-associated hypercoagulability.
OBJECTIVES: The increasing demand for medical specialties with flexible working hours has been associated with the important role of quality of life as a determining factor when choosing a career in medicine, which might change the motivations for pursuing a career in ophthalmology. We aim to identify the main determinants of ophthalmology as a career choice as well as the reasons that motivated previous generations to follow this path. METHODS: Responses to self-administered online questionnaires were analyzed. RESULTS: A total of 225 responses were analyzed, including those of baby boomers (21), generation X (48), generation Y (131) and generation Z (25). Although the main reasons for choosing ophthalmology as a career are the same for all the generations in this study (flexible working hours, self-satisfaction from helping people improve their vision and the possibility of performing surgical procedures), some reasons for this career choice are more important to the younger generations (short-term results and short procedures), and some are more important to the older generations (the influence of an ophthalmologist in the family). CONCLUSION: The main reasons for choosing ophthalmology as a career are essentially the same over time. The differences in secondary motivations could be explained by generational differences.
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