Leveraging pre-trained machine learning models for islet quantification in type 1 diabetes.

Human islets display a high degree of heterogeneity in terms of size, number, architecture, and endocrine cell-type compositions. An ever-increasing number of immunohistochemistry-stained whole slide images (WSIs) are available through the online pathology database of the Network for Pancreatic Organ donors with Diabetes (nPOD) program at the University of Florida (UF). We aimed to develop an enhanced machine learning-assisted WSI analysis workflow to utilize the nPOD resource for analysis of endocrine cell heterogeneity in the natural history of type 1 diabetes (T1D) in comparison to donors without diabetes.

Unique structural features in a deep-sea CYP51 relate to high pressure adaptation.

Cytochromes P450 (CYP) form one of the largest enzyme superfamilies on Earth, with similar structural fold but biological functions varying from synthesis of physiologically essential compounds to metabolism of myriad xenobiotics. Here we determined the crystal structures of Coryphaenoides armatus and human sterol 14α-demethylases (CYP51s). Both structures reveal elements that imply elevated conformational flexibility, uncovering molecular basis for faster catalytic rates, lower substrate selectivity, and resistance to inhibition.

Do errors in the GHQ-12 response options matter?

Background: The twelve item General Health Questionnaire (GHQ-12) is a widely used measure of psychological wellbeing. Because there are seven different sets of response options across the twelve items, there is scope for transcription errors to occur when researchers assemble their study materials. The impact of such errors might be more important if they occur in the first set of response options than if they occur later in the questionnaire, once participants have become aware that options to the right of the GHQ-12 response sets always indicate worse wellbeing.

Cytochromes b5 Occurrence in Viruses Belonging to the Order Megavirales.

Cytochrome b5 is a small electron transport protein that is found in animals, plants, fungi and photosynthetic proteobacteria where it plays key metabolic roles in energy production, lipid and sterol biosynthesis and cytochrome P450 biochemistry. Previously it was shown that a gene encoding a soluble and functional cytochrome b5 protein was encoded in the large double stranded DNA virus OtV2 that infects the unicellular marine green alga , the smallest free-living eukaryote described to-date. This single gene represented a unique finding in the virosphere.