Skin3D: Detection and longitudinal tracking of pigmented skin lesions in 3D total-body textured meshes

We present an automated approach to detect and longitudinally track skin lesions on 3D total-body skin surface scans. The acquired 3D mesh of the subject is unwrapped to a 2D texture image, where a trained objected detection model, Faster R-CNN, localizes the lesions within the 2D domain. These detected skin lesions are mapped back to the 3D surface of the subject and, for subjects imaged multiple times, we construct a graph-based matching procedure to longitudinally track lesions that considers the anatomical correspondences among pairs of meshes and the geodesic proximity of corresponding lesions and the inter-lesion geodesic distances.We evaluated the proposed approach using 3DBodyTex, a publicly available dataset composed of 3D scans imaging the coloured skin (textured meshes) of 200 human subjects. We manually annotated locations that appeared to the human eye to contain a pigmented skin lesion as well as tracked a subset of lesions occurring on the same subject imaged in different poses. Our results, when compared to three human annotators, suggest that the trained Faster R-CNN detects lesions at a similar performance level as the human annotators. Our lesion tracking algorithm achieves an average matching accuracy of 88% on a set of detected corresponding pairs of prominent lesions of subjects imaged in different poses, and an average longitudinal accuracy of 71% when encompassing additional errors due to lesion detection. As there currently is no other large-scale publicly available dataset of 3D total-body skin lesions, we publicly release over 25,000 3DBodyTex manual annotations, which we hope will further research on total-body skin lesion analysis.     

Associations between adolescents’ experience of general practitioners and health outcomes in England: a cross-sectional study of national data

BackgroundAdolescence is a key stage of the life course when lifelong health behaviours and attitudes to health care can be established. Poor experience of consultations with a general practitioner (GP) is common among adolescents, but little is known about whether poor experience in this group is associated with worse health status or outcomes. This study aimed to investigate this association with data from the 2014 Health Behaviour in School-Aged Children (HBSC) survey (England).MethodsWe used logistic regression to analyse data for 5335 participants aged 10–17 years in the HBSC survey. Four aspects of recent GP experience were studied: feeling at ease, being treated with respect, quality of GP explanation, and feeling able to talk about personal matters. Five dichotomised measures of health status or outcome were used (ever self-harmed; fair or poor self-reported health; frequent [at least weekly] low mood, sleeping problems, or headaches). We adjusted for participants’ sex, age, ethnicity, and family affluence score. Of 5178 participants, 1187 (23%) had not visited their GP within the past year and were excluded from the analysis.FindingsOf 3991 adolescents, 3632 (91%) felt treated with respect, 2091 (52%) could talk about personal matters, 1600 (40%) were satisfied with explanations, and 1221 (31%) felt at ease. Participants who reported poor experience of GP care were more likely to have poor health outcomes than were those who reported a good experience. For example, adolescents who did not feel at ease with their GP were more likely to report self-harm (adjusted odds ratio [AOR] 2·65, 95% CI 1·69–4·15; fair or poor health 1·64, 1·28–2·10; low mood 1·51, 1·25–1·82) and sleeping problems (1·41, 1·19–1·66). All GP indicators were associated with self-harm (AOR range 1·64–2·70; quality of GP explanation p=0·006, all others p<0·001) and feeling low (1·46–2·11, all p<0·001). The association with GP experience was less consistent for the other three health outcomes.InterpretationThis cross-sectional, observational study demonstrates that young people who report worse health symptoms, typically also report a poor experience of care. Further research is needed to investigate whether GP experience influences health outcomes—suggesting that improving GP experience might improve health outcomes in this group—or whether poor health status leads to more negative perceptions of care.FundingNone.     

广州地区健康体检人群睡眠模式及其与糖尿病关系的分析

  目的  了解广州地区成年人睡眠模式的特征，并探讨睡眠模式对糖尿病（diabetes mellitus，DM）患病的影响。  方法  回顾性分析2012年11月至2013年12月在广东省人民医院参加体检的5 666名广州市职工的生活方式调查和体检资料。采用潜在类别分析（latent class analysis，LCA）对人群睡眠的潜在模式及分布特征进行探索性分析，通过多因素Logistic回归模型分析睡眠模式与DM的关系。  结果  LCA识别出5种睡眠模式，分别为“睡眠时间过短伴失眠”（类别1，5.6%）、“睡眠不足伴日间功能轻度减退”（类别2，20.4%）、“睡眠状况良好”（类别3，47.7%）、“睡眠不足伴日间功能障碍”（类别4，4.7%）、“睡眠不足伴夜间睡眠质量差”（类别5，21.6%）。调整相关混杂因素后，与类别3相比，类别1（OR=2.28，95%CI:1.51~3.43，P<0.001）、类别4（OR=2.48，95%CI:1.54~4.00，P<0.001）和类别5（OR=1.31，95%CI:1.01~1.71，P=0.045）人群罹患DM的风险升高。  结论  成年人群的睡眠因素之间存在关联，并表现为不同的睡眠模式；不良睡眠模式可增加DM患病风险。     

Effect of a Simple Exercise Program on Hospitalization-Associated Disability in Older Patients: A Randomized Controlled Trial

ObjectiveHospitalization-associated disability [HAD, ie, the loss of ability to perform ≥1 basic activities of daily living (ADLs) independently at discharge] is a frequent condition among older patients. The present study assessed whether a simple inpatient exercise program decreases HAD incidence in acutely hospitalized very old patients.DesignIn this randomized controlled trial (Activity in Geriatric Acute Care) participants were assigned to a control or intervention group and were assessed at baseline, admission, discharge, and 3 months thereafter.Setting and ParticipantsIn total, 268 patients (mean age 88 years, range 75–102) admitted to an acute care for older patients unit of a public hospital were randomized to a control (n = 125) or intervention (exercise) group (n = 143).MethodsBoth groups received usual care, and patients in the intervention group also performed simple supervised exercises (walking and rising from a chair, for a total duration of ∼20 minutes/day). We measured ADL function (Katz index) and incident HAD at discharge and after 3 months (primary outcome) and Short Physical Performance Battery, ambulatory capacity, number of falls, rehospitalization, and death during a 3-month follow-up (secondary outcomes).ResultsMedian duration of hospitalization was 7 days (interquartile range 4 days). The intervention group had a lower risk of HAD with reference to both baseline [odds ratio (OR) 0.36; 95% confidence interval (CI) 0.17–0.76, P = .007] and admission (OR 0.29; 95% CI 0.10–0.89, P = .030). A trend toward an improved ADL function at discharge vs admission was found in the intervention group compared with controls (OR 0.32; 95% CI ‒0.04 to 0.68; P = .083). No between-group differences were noted for the other endpoints (all P > .05).Conclusion and ImplicationsA simple inpatient exercise program decreases risk of HAD in acutely hospitalized, very old patients.