Predicting incident cardiovascular disease among African-American adults: A deep learning approach to evaluate social determinants of health in the Jackson heart study.

The present study sought to leverage machine learning approaches to determine whether social determinants of health improve prediction of incident cardiovascular disease (CVD). Participants in the Jackson Heart study with no history of CVD at baseline were followed over a 10-year period to determine first CVD events (i.e., coronary heart disease, stroke, heart failure). Three modeling algorithms (i.e., Deep Neural Network, Random Survival Forest, Penalized Cox Proportional Hazards) were used to evaluate three feature sets (i.e., demographics and standard/biobehavioral CVD risk factors [FS1], FS1 combined with psychosocial and socioeconomic CVD risk factors [FS2], and FS2 combined with environmental features [FS3]) as predictors of 10-year CVD risk. Contrary to hypothesis, overall predictive accuracy did not improve when adding social determinants of health. However, social determinants of health comprised eight of the top 15 predictors of first CVD events. The social determinates of health indicators included four socioeconomic factors (insurance status and types), one psychosocial factor (discrimination burden), and three environmental factors (density of outdoor physical activity resources, including instructional and water activities; modified retail food environment index excluding alcohol; and favorable food stores). Findings suggest that whereas understanding biological determinants may identify who is currently at risk for developing CVD and in need of secondary prevention, understanding upstream social determinants of CVD risk could guide primary prevention efforts by identifying where and how policy and community-level interventions could be targeted to facilitate changes in individual health behaviors.

Cross-shift study of acute respiratory effects in cement production workers.

Cement dust exposure is associated with increased respiratory impairment. As the major occupational hazard in the cement production industry is cement particles, our aim was to more thoroughly examine the acute effects of occupational exposure to cement dust on the respiratory system. A cross-shift study was conducted in a cement factory in Iran. 100 high exposed workers from production and packing sections and 100 low exposed from office workers were included. Environmental total dust was measured in each section. Assessment of lung function was done by pre and post shift spirometry. At the end of the day shift, acute respiratory symptoms were recorded. The means of total dust among high and low exposed workers were 16.55 mg/m3 and 0.9 mg/m3, respectively. The most common acute respiratory symptoms in high exposed workers were stuffy nose (52%) and shortness of breath (49%). A statistically significant post shift reduction in PEF, FEV1, FEF 25-75, FVC and FEV1/ FVC was demonstrated in high exposed group. Multivariate linear regression showed a significant relationship between the percentage of the cross-shift decrease in spirometric indices and exposure to cement dust. We detected significant relationship between exposure to cement dust and acute respiratory symptoms and pulmonary function indices. Effective dust-control measures and preparing a suitable strategy for respiratory protection are highly recommended.

Metastatic carcinoma to the cervical nodes from an unknown head and neck primary site: Is there a need for neck dissection?

BACKGROUND: The aim of the study was to evaluate the outcomes and patterns of failure in patients with metastatic carcinoma to cervical lymph nodes from an unknown head and neck primary origin, who were treated curatively with radiotherapy, with or without neck dissection. METHODS: The study included 61 patients referred to the McGill University Hospital Centers from 1987 to 2002. The median age was 57 years, with male to female ratio of 4:1. Distribution of patients by N status was as follows: N1, 16 patients (26%); N2a, 18 (30%); N2b, 13 (22%); N2c, 7 (11%); and N3, 7 (11%). Twenty patients underwent neck dissection (11 radical, 9 functional) and 41 patients had biopsy (9 fine-needle aspiration and 32 excisional biopsy). All patients received radiotherapy. The median dose to the involved node(s) was 64 Gy, and 60 Gy to the rest of the neck. Treatment of the neck was bilateral in 50 patients (82%) and ipsilateral in 11 (18%). The minimum duration of the follow-up was 12 months, with the median of 32 months. RESULTS: The 5- and 8-year overall survival for the whole population was 79% and 67%, respectively. There was no statistically significant difference in the 8-year actuarial overall survival (64.8% and 67.6%, respectively, p = .64) and local relapse-free survival (75% vs 74.5%, respectively, p = .57), among patients who had biopsy versus those who had neck dissection. CONCLUSION: In our experience, definitive radiotherapy to the neck and the potential mucosal sites, whether preceded by neck dissection or not, is effective to achieve a good local control rate in the unknown primary cancer of the head and neck. The indication for neck dissection, in particular for early nodal stage, is controversial.