Surrogate Modeling for Bayesian Optimization Beyond a Single Gaussian Process.

Bayesian optimization (BO) has well-documented merits for optimizing black-box functions with an expensive evaluation cost. Such functions emerge in applications as diverse as hyperparameter tuning, drug discovery, and robotics. BO hinges on a Bayesian surrogate model to sequentially select query points so as to balance exploration with exploitation of the search space.

Pyruvate dehydrogenase kinase regulates vascular inflammation in atherosclerosis and increases cardiovascular risk.

Aims: Recent studies have revealed a close connection between cellular metabolism and the chronic inflammatory process of atherosclerosis. While the link between systemic metabolism and atherosclerosis is well established, the implications of altered metabolism in the artery wall are less understood. Pyruvate dehydrogenase kinase (PDK)-dependent inhibition of pyruvate dehydrogenase (PDH) has been identified as a major metabolic step regulating inflammation.

Disruption of GPR35 Signaling in Bone Marrow-Derived Cells Does Not Influence Vascular Inflammation and Atherosclerosis in Hyperlipidemic Mice.

G-protein-coupled receptor-35 (GPR35) has been identified as a receptor for the tryptophan metabolite kynurenic acid (KynA) and suggested to modulate macrophage polarization in metabolic tissues. Whether GPR35 can influence vascular inflammation and atherosclerosis has however never been tested. Lethally irradiated mice were randomized to receive or wild type (WT) bone marrow transplants and fed a high cholesterol diet for eight weeks to develop atherosclerosis.

Evidence that a deviation in the kynurenine pathway aggravates atherosclerotic disease in humans.

Background: The metabolism of tryptophan (Trp) along the kynurenine pathway has been shown to carry strong immunoregulatory properties. Several experimental studies indicate that this pathway is a major regulator of vascular inflammation and influences atherogenesis. Knowledge of the role of this pathway in human atherosclerosis remains incomplete.

Simultaneous Diagnosis of Emphysematous Osteomyelitis and Emphysematous Pyelonephritis in a Diabetic Patient.

BACKGROUND Emphysematous osteomyelitis of the spine is characterized by intravertebral or intraosseous air. Emphysematous pyelonephritis (EP) is the infection of the renal parenchyma and perirenal tissues caused by gas forming microorganisms and thus is characterized by gas formation. Prompt diagnosis and initiation of necessary treatment is crucial, as both entities are associated with high mortality rates.