Predicting drug shortages using pharmacy data and machine learning.

Drug shortages are a global and complex issue having negative impacts on patients, pharmacists, and the broader health care system. Using sales data from 22 Canadian pharmacies and historical drug shortage data, we built machine learning models predicting shortages for the majority of the drugs in the most-dispensed interchangeable groups in Canada. When breaking drug shortages into four classes (none, low, medium, high), we were able to correctly predict the shortage class with 69% accuracy and a kappa value of 0.

Shared histological and immunohistological findings in two patients with generalized vitiligo associated with autoimmune atrophic gastritis.

The prevalence of autoimmune atrophic gastritis (AAG) in vitiligo patients was estimated at about 15%. In both conditions, a release of specific antibodies and an autoimmune destruction of target cells (melanocytes in vitiligo, parietal cells (PC) in AAG) mediated by CD8-T lymphocytes was demonstrated to perform a comparative histological study of vitiligo skin and AAG mucosa. In two patients with concomitant vitiligo and AAG, biopsies from the vitiligo lesions and gastric mucosa from corpus fundus were performed.

Varicella-zoster virus in actively spreading segmental vitiligo skin: Pathological, immunochemical, and ultrastructural findings (a first and preliminary study).

Segmental vitiligo (SV) is a unilateral subtype of vitiligo which is clinically characterized by a cutaneous depigmentation and histologically by a melanocyte loss from the epidermis and hair follicle reservoirs. To date, its pathogenesis remains a mystery. In many cases, this skin depigmentation shares several clinical features and dysfunctions with herpes zoster (HZ).

Treatment of gaseous emissions from tire manufacturing industry using lab-scale biofiltration pilot units.

Continuously seeking the improvement of environmental protection, the limitation of exhaust emissions is of significance for the tire manufacturing industry. The aim of this study is to assess the potential of biofiltration for the treatment of such gaseous emissions. This work highlights that biofiltration is able to remove both hydrophilic and hydrophobic compounds within a single pilot unit of biofiltration.