According to the World Health Organization (WHO), the coronavirus (COVID-19) pandemic is putting even the best healthcare systems across the world under tremendous pressure. The early detection of this type of virus will help in relieving the pressure of the healthcare systems. Chest X-rays has been playing a crucial role in the diagnosis of diseases like Pneumonia. As COVID-19 is a type of influenza, it is possible to diagnose using this imaging technique. With rapid development in the area of Machine Learning (ML) and Deep learning, there had been intelligent systems to classify between Pneumonia and Normal patients. This paper proposes the machine learning-based classification of the extracted deep feature using ResNet152 with COVID-19 and Pneumonia patients on chest X-ray images. SMOTE is used for balancing the imbalanced data points of COVID-19 and Normal patients. This non-invasive and early prediction of novel coronavirus (COVID-19) by analyzing chest X-rays can further be used to predict the spread of the virus in asymptomatic patients. The model is achieving an accuracy of 0.973 on Random Forest and 0.977 using XGBoost predictive classifiers. The establishment of such an approach will be useful to predict the outbreak early, which in turn can aid to control it effectively.

Cellular reprogramming involves profound alterations in genome-wide gene expression that is precisely controlled by a hypothetical epigenetic code. Small molecules have been shown to artificially induce epigenetic modifications in a sequence independent manner. Recently, we showed that specific DNA binding hairpin pyrrole-imidazole polyamides (PIPs) could be conjugated with chromatin modifying histone deacetylase inhibitors like SAHA to epigenetically activate certain pluripotent genes in mouse fibroblasts. In our steadfast progress to improve the efficiency of SAHA-PIPs, we identified a novel compound termed, δ that could dramatically induce the endogenous expression of Oct-3/4 and Nanog. Genome-wide gene analysis suggests that in just 24 h and at nM concentration, δ induced multiple pluripotency-associated genes including Rex1 and Cdh1 by more than ten-fold. δ treated MEFs also rapidly overcame the rate-limiting step of epithelial transition in cellular reprogramming by switching “” the complex transcriptional gene network.

Considering the essential role of chromatin remodeling in gene regulation, their directed modulation is of increasing importance. To achieve gene activation by epigenetic modification, we synthesized a series of pyrrole-imidazole polyamide conjugates (PIPs) that can bind to predetermined DNA sequences, and attached them with suberoylanilide hydroxamic acid (SAHA), a potent histone deacetylase inhibitor. As histone modification is associated with pluripotency, these new types of conjugates, termed SAHA-PIPs, were screened for their effect on the expression of induced pluripotent stem cell (iPSC) factors. We found certain SAHA-PIPs that could differentially up-regulate the endogenous expression of Oct-3/4, Nanog, Sox2, Klf4 and c-Myc. SAHA and other SAHA-PIPs did not show such induction; this implies a role for PIPs and their sequence specificity in this differential gene activation. Chromatin immunoprecipitation analysis suggested that SAHA-PIP-mediated gene induction proceeds by histone H3 Lys9 and Lys14 acetylation and Lys4 trimethylation, which are epigenetic features associated with transcriptionally active chromatin.

The influential role of the epigenome in orchestrating genome-wide transcriptional activation instigates the demand for the artificial genetic switches with distinct DNA sequence recognition. Recently, we developed a novel class of epigenetically active small molecules called SAHA-PIPs by conjugating selective DNA binding pyrrole-imidazole polyamides (PIPs) with the histone deacetylase inhibitor SAHA. Screening studies revealed that certain SAHA-PIPs trigger targeted transcriptional activation of pluripotency and germ cell genes in mouse and human fibroblasts, respectively. Through microarray studies and functional analysis, here we demonstrate for the first time the remarkable ability of thirty-two different SAHA-PIPs to trigger the transcriptional activation of exclusive clusters of genes and noncoding RNAs. QRT-PCR validated the microarray data, and some SAHA-PIPs activated therapeutically significant genes like KSR2. Based on the aforementioned results, we propose the potential use of SAHA-PIPs as reagents capable of targeted transcriptional activation.

Germ cell gene switch: The dynamic epigenome coordinates the timely genome‐wide transcriptional activation that governs interindividual diversity, for example, in germ cells, which differ from somatic cells through their ability to undergo meiosis. Now, an epigenetically active synthetic small molecule can trigger unusual activation of the typically conserved PIWI gene that regulates the meiotic process in a human somatic cell.

Recently, the versatility of N-methylpyrrole (Py)-N-methylimidazole (Im) polyamide conjugates, which have been developed from the DNA-binding antibiotics distamycin A and netropsin, has been shown. These synthetic small molecules can permeate cells to bind with duplex DNA in a sequence-specific manner, and hence can influence gene expression in vivo. Accordingly, several reports demonstrating the sequence specificity and biological activity of Py-Im polyamides have accumulated. However, the benefits of Py-Im polyamides, in particular those conjugated with fluorophores, has been overlooked. Moreover, clear directions for the employment of these attractive artificial small molecules have not yet been shown. Here, we present a detailed overview of the current and prospective applications of Py-Im polyamide-fluorophore conjugates, including sequence-specific recognition with fluorescence emission properties, and their potential roles in biological imaging.

Synthetic ligands capable of recognizing the specific DNA sequences inside human mitochondria and modulating gene transcription are in increasing demand because of the surge in evidence linking mitochondrial genome and diseases. In the work described herein, we created a new type of mitochondria-specific synthetic ligand, termed MITO-PIPs, by conjugating a mitochondria-penetrating peptide with pyrrole-imidazole polyamides (PIPs). The designed MITO-PIPs showed specific localization inside mitochondria in HeLa cells and recognized the target DNA in a sequence-specific manner. Furthermore, MITO-PIPs that inhibit the binding of mitochondrial transcription factor A to the light-strand promoter (LSP) also triggered targeted transcriptional suppression. The tunability of PIPs' properties suggests the potential of the MITO-PIPs as potent modulators of not only mitochondrial gene transcription but also its DNA mutations.

Diabetic cardiomyopathy is associated with increased oxidative stress and inflammation. Mammalian 14-3-3 proteins are dimeric phosphoserine-binding proteins that participate in signal transduction and regulate several aspects of cellular biochemistry. The aim of the study presented here was to clarify the role of 14-3-3 protein in the mitogen activated protein kinase (MAPK) and nuclear factor-kB (NF-ĸB) signaling pathway after experimental diabetes by using transgenic mice with cardiac-specific expression of a dominant-negative 14-3-3 protein mutant (DN 14-3-3). Significant p-p38 MAPK activation in DN 14-3-3 mice compared to wild type mice (WT) after diabetes induction and with a corresponding up regulation of its downstream effectors, p-MAPK activated protein kinase 2 (MAPKAPK-2). Marked increases in cardiac hypertrophy, fibrosis and inflammation were observed with a corresponding up-regulation of atrial natriuretic peptide, osteopontin, connective tissue growth factor, tumor necrosis factor α, interleukin (IL)-1β, IL-6 and cellular adhesion molecules. Moreover, reactive oxygen species, left ventricular expression of NADPH oxidase subunits, p22 phox, p67 phox, and Nox4, and lipid peroxidation levels were significantly increased in diabetic DN 14-3-3mice compared to diabetic WT mice. Furthermore, myocardial NF-ĸB activation, inhibitor of kappa B-α degradation and mRNA expression of proinflammatory cytokines were significantly increased in DN 14-3-3 mice compared to WT mice after diabetes induction. In conclusion, our data suggests that depletion of 14-3-3 protein induces cardiac oxidative stress, inflammation and remodeling after experimental diabetes induction mediated through p38 MAPK, MAPKAPK-2 and NF-ĸB signaling.