Regulation of MicroRNA Machinery and Development by Interspecies S-Nitrosylation

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Patient contrastive learning: A performant,expressive, and practical approach to electrocardiogram modeling

Supervised machine learning applications in health care are often limited due to a scarcity of labeled training data. To mitigate the effect of small sample size, we introduce a pre-training approach, Patient Contrastive Learning of Representations (PCLR), which creates latent representations of electrocardiograms (ECGs) from a large number of unlabeled examples using contrastive learning. The resulting representations are expressive, performant, and practical across a wide spectrum of clinical tasks. We develop PCLR using a large health care system with over 3.2 million 12-lead ECGs and demonstrate that training linear models on PCLR representations achieves a 51% performance increase, on average, over six training set sizes and four tasks (sex classification, age regression, and the detection of left ventricular hypertrophy and atrial fibrillation), relative to training neural network models from scratch. We also compared PCLR to three other ECG pre-training approaches (supervised pre-training, unsupervised pre-training with an autoencoder, and pre-training using a contrastive multi ECG-segment approach), and show significant performance benefits in three out of four tasks. We found an average performance benefit of 47% over the other models and an average of a 9% performance benefit compared to best model for each task. We release PCLR to enable others to extract ECG representations at https://github.com/broadinstitute/ml4h/tree/master/model_zoo/PCLR.     

Cholesterol organization in membranes at low concentrations: effects of curvature stress and membrane thickness

Cholesterol is often found distributed nonrandomly in domains in biological and model membranes and has been reported to be distributed heterogeneously among various intracellular membranes. Although a large body of literature exists on the organization of cholesterol in plasma membranes or membranes with high cholesterol content, very little is known about organization of cholesterol in membranes containing low amounts of cholesterol. Using a fluorescent cholesterol analog (25-[N-[(7-nitrobenz-2-oxa-1,3-diazol-4-yl)-methyl]amino]-27-norcholesterol, or NBD-cholesterol), we have previously shown that cholesterol may exhibit local organization even at very low concentrations in membranes, which could possibly be attributable to transbilayer tail-to-tail dimers. This is supported by similar observations reported by other groups using cholesterol or dehydroergosterol, a naturally occurring fluorescent cholesterol analog which closely mimics cholesterol. In this paper, we have tested the basic features of cholesterol organization in membranes at low concentrations using spectral features of dehydroergosterol. More importantly, we have investigated the role of membrane surface curvature and thickness on transbilayer dimer arrangement of cholesterol using NBD-cholesterol. We find that dimerization is not favored in membranes with high curvature. However, cholesterol dimers are observed again if the curvature stress is relieved. Further, we have monitored the effect of membrane thickness on the dimerization process. Our results show that the dimerization process is stringently controlled by a narrow window of membrane thickness. Interestingly, this type of local organization of NBD-cholesterol at low concentrations is also observed in sphingomyelin-containing membranes. These results could be significant in membranes that have very low cholesterol content, such as the endoplasmic reticulum and the inner mitochondrial membrane, and in trafficking and sorting of cellular cholesterol.     

Impact of hypoglycemia and diabetes on CNS: correlation of mitochondrial oxidative stress with DNA damage

Oxidative stress plays an important role in tissue damage caused by hypoglycemia and diabetes, which may be the result of deterioration in glucose homeostasis caused by these metabolic disorders. The present study examined the effects of insulin-induced hypoglycemia and streptozotocin induced diabetes on mitochondrial lipid peroxidation and antioxidant enzymes from different brain regions, namely, cerebral hemispheres, cerebellum, brain stem and diencephalon. In situ localization of DNA single strand breaks (SSBs) were also studied by DNA polymerase-I mediated biotin dATP labeled nick translation method after inducing hypoglycemia and diabetes. Significant decrease in mitochondrial catalase, manganese superoxide-dismutase (Mn-SOD) and reduced glutathione (GSH) content and increase in the lipid peroxidation (LPx) and glutathione peroxidase (GPx) activity was observed under these metabolic stress conditions with more pronounced effects in hypoglycemic group. We conclude that during severe energy deprivation following hypoglycemia and diabetes, mitochondrial free radicals scavenger system is down regulated, which leads to reactive oxygen species (ROS) generation. High levels of ROS in turn activate the processes leading to DNA damage. DNA SSBs, which indicates nuclear disintegration is an important feature of neuronal cell death.     

Insecticidal activity associated with the outer membrane vesicles of Xenorhabdus nematophilus

Xenorhabdus nematophilus secretes a large number of proteins into the culture supernatant as soluble proteins and also as large molecular complexes associated with the outer membrane. Transmission electron micrographs of X. nematophilus cells showed that there was blebbing of the outer membrane from the surface of the bacterium. The naturally secreted outer membrane vesicles (OMVs) were purified from the culture supernatant of X. nematophilus and analyzed. Electron microscopy revealed a vesicular organization of the large molecular complexes, whose diameters varied from 20 to 100 nm. A sodium dodecyl sulfate-polyacrylamide gel electrophoresis profile of the vesicles showed that in addition to outer membrane proteins, several other polypeptides were also present. The membrane vesicles contained lipopolysaccharide, which appeared to be of the smooth type. Live cells of X. nematophilus and the OMV proteins derived from them exhibited oral insecticidal activity against neonatal larvae of Helicoverpa armigera. The proteins present in the OMVs are apparently responsible for the biological activity of the OMVs. The soluble proteins left after removal of the OMVs and the outer membrane proteins also showed low levels of oral toxicity to H. armigera neonatal larvae. The OMV protein preparations were cytotoxic to Sf-21 cells in an in vitro assay. The OMV proteins showed chitinase activity. This is the first report showing toxicity of outer membrane blebs secreted by the insect pathogen X. nematophilus into the extracellular medium.     

Isolation and characterization of plant growth-promoting strain Pantoea NII-186. From Western Ghat Forest soil, India

Aims:  To isolate plant growth-promoting bacterium from Western Ghat forests in India.
Methods and Results:  A Gram-negative, rod shaped, cream white coloured strain Pantoea NII-186 isolated from Western Ghat soil sample. The taxonomic position of the bacterium was confirmed by sequencing of 16S rRNA and phylogenetic analysis. A strain grew at a wide range of temperature ranging from 5–40°C, but optimum growth was observed at 28–30°C. It showed multiple plant growth-promoting attributes such as phosphate solubilization activity, indole acetic acid (IAA) production, siderophore production and HCN production. It was able to solubilize (28 μg of Ca₃PO₄ ml⁻¹ day⁻¹), and produce IAA (59 μg) at 28°C. The solubilization of insoluble phosphate was associates with a drop in the pH of the culture medium. Pantoea sp. NII-186 tolerate to different environmental stresses like 5–40°C, 0–7% salt concentration and 4–12 pH range.
Conclusions:  The 16S rRNA gene sequence confirmed that the isolate NII-186 was belongs to Pantoea genus and showed considerable differences in physiological properties with previously reported species of this genus. Isolate NII-186 possessed multiple attributes of plant growth-promoting activity.
Significance and Impact of the Study:  Hence in the context it is proposed that Pantoea sp. NII-186, could be deployed as an inoculant to attain the desired plant growth-promoting activity in agricultural environment.