A dataset of deep learning performance from cross-base data encoding on MNIST and MNIST-C.

Effective data representation in machine learning and deep learning is paramount. For an algorithm or neural network to capture patterns in data and be able to make reliable predictions, the data must appropriately describe the problem domain. Although there exists much literature on data preprocessing for machine learning and data science applications, novel data representation methods for enhancing machine learning model performance remain highly absent within the literature.

GpsB interacts with FtsZ in multiple species and may serve as an accessory Z-ring anchor.

Bacterial cytokinesis commences when a tubulin-like GTPase, FtsZ, forms a Z-ring to mark the division site. Synchronized movement of Z-ring filaments and peptidoglycan synthesis along the axis of division generates a division septum to separate the daughter cells. Thus, FtsZ needs to be linked to the peptidoglycan synthesis machinery.

Delayed Diagnosis and Treatment of Rare Fungal Peritoneal Dialysis-Associated Peritonitis.

Fungal peritonitis is a somewhat rare yet serious complication associated with peritoneal dialysis (PD). It requires prompt diagnosis and treatment to prevent unnecessary morbidity and mortality. We present an unusual presentation that highlights the consequences of delayed diagnosis and management and propose methods for improving care for patients receiving peritoneal dialysis.

FtsZ and PBP4 bind to the conformationally dynamic N-terminal domain of GpsB.

In the Firmicutes phylum, GpsB is a membrane associated protein that coordinates peptidoglycan synthesis with cell growth and division. Although GpsB has been studied in several bacteria, the structure, function, and interactome of GpsB is largely uncharacterized. To address this knowledge gap, we solved the crystal structure of the N-terminal domain of GpsB, which adopts an atypical, asymmetric dimer, and demonstrates major conformational flexibility that can be mapped to a hinge region formed by a three-residue insertion exclusive to .

The Role of Procalcitonin in Predicting Failure of Non-operative Management in Bowel Obstructions.

Procalcitonin has been investigated as a marker for bowel ischemia. This study examined the role of procalcitonin in predicting failure of non-operative management (NOM) in bowel obstructions. Patients with bowel obstructions at a single center from August 2022 to January 2023 were prospectively enrolled (n = 79).