A novel deep learning technique for medical image analysis using improved optimizer.

Application of Convolutional neural network in spectrum of Medical image analysis are providing benchmark outputs which converges the interest of many researchers to explore it in depth. Latest preprocessing technique Real ESRGAN (Enhanced super resolution generative adversarial network) and GFPGAN (Generative facial prior GAN) are proving their efficacy in providing high resolution dataset. Objective: Optimizer plays a vital role in upgrading the functioning of CNN model. Different optimizers like Gradient descent, Stochastic Gradient descent, Adagrad, Adadelta and Adam etc. are used for classification and segmentation of Medical image but they suffer from slow processing due to their large memory requirement. Stochastic Gradient descent suffers from high variance and is computationally expensive. Dead neuron problem also proves to detrimental to the performance of most of the optimizers. A new optimization technique Gradient Centralization is providing the unparalleled result in terms of generalization and execution time. Method: Our paper explores the next factor which is the employment of new optimization technique, Gradient centralization (GC) to our integrated framework (Model with advanced preprocessing technique). Result and conclusion: Integrated Framework of Real ESRGAN and GFPGAN with Gradient centralization provides an optimal solution for deep learning models in terms of Execution time and Loss factor improvement.

Better Social-emotional Behavior in Young Nepali Children is Associated with Household Wealth, Child Age, and Family Participation in a Community Development Intervention.

Background Mental health and behavior problems are under-recognized in low- and middleincome countries, especially in young children. Early identification of these problems could encourage governments to address the shortages of child mental health professionals and promote early intervention programs to help children achieve their full developmental potential. Objective Describe the social-emotional development of young rural Nepali children; explore risk factors for poor development. Method The study was embedded in a longitudinal intervention trial comparing control households with those who received training in family nutrition+livestock management (Partial Package) or family nutrition+livestock management+community mobilization (Full Package). At midline, enumerators completed a 145-item household questionnaire, child anthropometry, and Administered the Ages and Stages Questionnaire-Social-Emotional (ASQ-SE) to all enrolled children age 33-47 months (n=310). Bivariate and regression analyses examined the relationship of child and household risk factors to administered the Ages and Stages QuestionnaireSocial-Emotional scores. Result Administered the Ages and Stages Questionnaire-Social-Emotional scores were below age cutoffs in 24% of children, suggesting worse social-emotional development. In bivariate analyses and the adjusted linear regression model, older child age, greater household wealth, and Full Package Intervention status were all associated with better social-emotional development scores. Partial Package Intervention status was associated with worse scores. Conclusion The Administered the Ages and Stages Questionnaire-Social-Emotional is a potential tool to assess child social-emotional development in the context of household and community level interventions. Further work is necessary to validate the administered the Ages and Stages Questionnaire-Social-Emotional and similar tools in Nepal, and to better understand the prevalence of challenges to optimal socialemotional development in young children in order to use this information to design and monitor needed interventions.

Determination of 17 organophosphate pesticide residues in mango by modified QuEChERS extraction method using GC-NPD/GC-MS and hazard index estimation in Lucknow, India.

A total of 162 samples of different varieties of mango: Deshehari, Langra, Safeda in three growing stages (Pre-mature, Unripe and Ripe) were collected from Lucknow, India, and analyzed for the presence of seventeen organophosphate pesticide residues. The QuEChERS (Quick, Easy, Cheap, Effective, Rugged and Safe) method of extraction coupled with gas chromatography was validated for pesticides and qualitatively confirmed by gas chromatography-mass spectrometry. The method was validated with different concentrations of mixture of seventeen organophosphate pesticides (0.05, 0.10, 0.50 mg kg(-1)) in mango. The average recovery varied from 70.20% to 95.25% with less than 10% relative standard deviation. The limit of quantification of different pesticides ranged from 0.007 to 0.033 mg kg(-1). Out of seventeen organophosphate pesticides only malathion and chlorpyriphos were detected. Approximately 20% of the mango samples have shown the presence of these two pesticides. The malathion residues ranged from ND-1.407 mg kg(-1) and chlorpyriphos ND-0.313 mg kg(-1) which is well below the maximum residues limit (PFA-1954). In three varieties of mango at different stages from unpeeled to peeled sample reduction of malathion and chlorpyriphos ranged from 35.48%-100% and 46.66%-100% respectively. The estimated daily intake of malathion ranged from 0.032 to 0.121 µg kg(-1) and chlorpyriphos ranged from zero to 0.022 µg kg(-1) body weight from three different stages of mango. The hazard indices ranged from 0.0015 to 0.0060 for malathion and zero to 0.0022 for chlorpyriphos. It is therefore indicated that seasonal consumption of these three varieties of mango may not pose any health hazards for the population of Lucknow, city, India because the hazard indices for malathion and chlorpyriphos residues were below to one.

Flower-shaped ZnO nanoparticles synthesized by a novel approach at near-room temperatures with antibacterial and antifungal properties.

Due to enormous applications of metal oxide nanoparticles in research and health-related applications, metal oxide nanoparticles are increasingly being developed through cheaper and more user-friendly approaches. We have formulated a simple route to synthesize zinc oxide nanoparticles (ZNPs) by a sol-gel method at near-room temperatures 25°C, 35°C, 55°C, and 75°C. The results are analyzed by X-ray diffraction, scanning electron microscopy with energy-dispersive X-ray spectroscopy, and ultraviolet-visible absorption spectroscopy. The effect of different temperature conditions (25°C-75°C) on the particulate sizes (23.7-88.8 nm), pH levels (11.7-11.9), and morphologies (slender needle-broad arrow) of flower-shaped ZNP colonies is studied. A possible mechanism depicting the growth rates at different temperatures and of different facets, mainly towards the <0 0 0 I> and <0 I I 0> planes of the ZNPs has also been discussed. The values of λmax (293-298 nm) suggest that ZNPs prepared at 55°C are the most effective ultraviolet B absorbers, and that they can be used in sunscreens. Highly significant antimicrobial activity against medically important Gram-positive (Staphylococcus aureus) and Gram-negative (Escherichia coli) bacteria and fungi (Candida albicans) by these ZNPs was also revealed. As S. aureus and C. albicans are responsible for many contagious dermal infections such as abscesses, furuncles, carbuncles, cellulitis, and candidiasis, we can postulate that our fabricated ZNPs may be useful as antimicrobial agents in antiseptic creams and lotions for the treatment of skin diseases.

A modified Lumry-Eyring analysis for the determination of the predominant mechanism underlying the diminution of protein aggregation by glycerol.

Aggregation of aspartate-ß-semialdehyde dehydrogenase (ASD) was analyzed by applying modified Lumry-Eyring with nucleated polymerization (LENP) model. Intrinsic nucleation time scales were determined. In absence of glycerol, ASD undergoes concentration and time-dependent polymerization into low-molecular weight soluble aggregates and thereafter condensation into insoluble aggregates. In the presence of increasing solvent glycerol concentration, the aggregation becomes more and more nucleation dominated, with slower polymerization to low-molecular weights soluble aggregates, without any condensation into insoluble aggregates. Effective nucleus size as well as the number of monomers in each irreversible growth event were sensitive to the changes in solvent glycerol concentration. Glycerol-directed diminution of aggregation appears to be largely due to the inhibition of rearrangement (decreased nucleation rearrangement rate coefficient, K r,x ) because of compaction induced due to preferential hydration, thus, preventing the soluble aggregates from locking into irreversible soluble nuclei. Appreciably decreased K r,x (as compared to nucleation dissociation constant, K d,x ), appears to be responsible for increased nucleus size at higher solvent glycerol concentration. This study explains how modified LENP model can be applied to determine the predominant mechanism responsible for the diminution of aggregation by polyhydric alcohols (glycerol).

Synthesis, characterization and anti-inflammatory activity of some 1, 3,4 -oxadiazole derivatives.

A series of five-membered heterocyclic rings were synthesized by the reaction between benzoyl chloride and various chlolro-nitro-benzoyl chlorides and semi carbazide to form (C1- C7) compounds and was tested for their anti-inflammatory activity determined by rat-paw-oedema method. All the synthesis compounds have been characterized by (1)HNMR, IR and Mass spectral data. The compounds were purified by column chromatography. All synthesized derivatives were determined by the carrageenan-induced rat-paw-oedema model for anti-inflammatory activity. The entire compound gives good response for the anti-inflammatory activity: [3-Chloro-N-[5-(3-Chloro-phenyl)-[1,3,4] oxadiazole-2yl] benzamide (C4), and [4-Nitro-N-[5-(4-Nitro-phenyl)-[1,3,4] oxadiazole-2yl] benzamide (C7). For this activity, indometacin was used as a standard drug and compared to new synthesized drugs. Some new synthesized drugs have shown better activities for the anti-inflammation.

Nano-titanium dioxide induces genotoxicity and apoptosis in human lung cancer cell line, A549.

The increased inhaled application of titanium dioxide nanoparticles (TiO(2) NPs) increases the potential pulmonary health risks. The present investigations were carried out to study the TiO(2) NPs-induced apoptosis, oxidative stress and genotoxicity in the human lung cancer cell line, A549, a widely used cell system for pulmonary toxicity studies. Tetrazolium bromide salt and lactate dehydrogenase release assays were used to study the cytotoxicity. The genotoxicity studies were carried out using cytokinesis block micronucleus assay. Apoptosis was confirmed by the formation of apoptotic bodies and altered expression (messenger RNA (mRNA) and protein) of markers such as P(53), P(21), Bax, Bcl(2) and cleaved caspase-3. Cells exposed to TiO(2) NPs (10 and 50 µg/ml) for 6-24 h shows significant induction in oxidative stress, that is, the production of reactive oxygen species and malondialdehyde and decrease in the activity of catalase and glutathione. TiO(2) NPs exposure also induces the formation of apoptotic bodies and micronucleus as marker of genotoxicity. A significant up-regulation in the expression of apoptosis markers such as P(53), P(21) and cleaved caspase-3 was observed, while the levels were down-regulated for Bcl(2) at both mRNA and protein levels. TiO(2) NPs exposure could not pose significant effects on Bax expression. Data indicate that nano-TiO(2) induces oxidative stress, genotoxicity and apoptosis in human lung cancer cell line, A549. Our result also identifies the mechanisms involved in TiO(2) NP-induced changes in A549 cells. Perhaps, reporting for the first time, the association of TiO(2) NPs-induced genotoxicity and apoptosis at transcriptional and translational level in the human lung cancer cell line, A549 cells.

Monitoring of pesticide residues in market basket samples of vegetable from Lucknow City, India: QuEChERS method.

The study was conducted on 20 vegetables including leafy, root, modified stem, and fruity vegetables like bitter gourd, jack fruit, french-bean, onion, colocassia, pointed gourd, capsicum, spinach, potato, fenugreek seeds, carrot, radish, cucumber, beetroot, brinjal, cauliflower, cabbage, tomato, okra, and bottle gourd. Forty-eight pesticides including 13 organochlorines (OCs), 17 organophosphates (OPs), 10 synthetic pyrethriods (SPs), and eight herbicides (H) pesticides were analyzed. A total number of 60 samples, each in triplicates, were analyzed using Quick, Easy, Cheap, Effective, Rugged, and Safe method. The quantification was done by GC-ECD/NPD. The recovery varies from 70.22% to 96.32% with relative standard deviation (RSD) of 15%. However the limit of detection ranged from 0.001-0.009 mg kg(-1)for OCs, SPs, OPs, and H, respectively. Twenty-three pesticides were detected from total 48 analyzed pesticides in the samples with the range of 0.005-12.35 mg kg(-1). The detected pesticides were: Σ-HCH, Dicofol, Σ-Endosulfan, Fenpropathrin, Permethrin-II, ß-cyfluthrin-II, Fenvalerate-I, Dichlorvos, Dimethoate, Diazinon, Malathion, Chlorofenvinfos, Anilophos, and Dimethachlor. In some vegetables like radish, cucumber, cauliflower, cabbage, and okra, the detected pesticides (Σ-HCH, Permethrin-II, Dichlorvos, and Chlorofenvinfos) were above maximum residues limit (MRL) (PFA 1954). However, in other vegetables the level of pesticide residues was either below detection limit or MRL.

Smoking enhances asbestos-induced genotoxicity, relative involvement of chromosome 1: a study using multicolor FISH with tandem labeling.

Several experimental and epidermological studies have indicated augmentation of asbestos induced diseases by cigarette smoke by the mechanisms, which are still unknown. To determine whether smoking affects genetic system of the cells and further modifies asbestos induced genotoxicity, whole blood from non-smokers and smokers was exposed to asbestos fibres separately in vitro and micronucleus test was performed. The number of micronuclei was found to be significantly higher (P<0 05) in cases of smoker's lymphocytes, asbestos exposed non-smokers lymphocytes as well as asbestos exposed smokers lymphocytes, as compared with unexposed non-smokers lymphocytes. Further we investigated involvement of chromosome 1 in the damaging process using multicolor FISH technique. FISH is fast and reliable method, distinguishing both structural and numerical alterations. The centric/pericentric regions of chromosome 1 (cen-q12) were labeled, as the pericentric heterochromatin region 1 (q12) is quite large, highly repetitive and prone to breakage. Multicolor FISH assay suggested that the genetic damage by asbestos fibres mainly involve chromosome 1 but in case of cigarette smoking the damage is not strictly connected to chromosome 1 only, but also involves damage to other chromosomes. Further the study suggested that smoking makes genetic system of the cells more vulnerable to the deleterious effects of asbestos.

Kerosene soot genotoxicity: enhanced effect upon co-exposure with chrysotile asbestos in Syrian hamster embryo fibroblasts.

Epidemiological and experimental studies have suggested an enhancement of asbestos-induced bronchogenic carcinoma by cigarette smoke. Further, our recent experimental and epidemiological studies have indicated that besides smoking, several other compounds including kerosene soot may accelerate disease processes in asbestos-exposed animals as well as in the humans. Incomplete combustion of kerosene oil generates large volumes of soot, which contains various polycyclic aromatic hydrocarbons and aliphatic compounds. As reported earlier, exposure to kerosene soot is known to cause biochemical and pathological changes in the pulmonary tissue, which may cause cardiopulmonary disorders. In this study we investigated genotoxic effects caused by kerosene soot and chrysotile asbestos as well as co-exposure of kerosene soot and chrysotile using Syrian hamster embryo fibroblasts (SHE). The micronucleus assay revealed a significant increase of induced micronuclei (MN), (P

Occupational and Environmental Factors Enhancing the Genotoxicity of Asbestos.

Epidemiological and experimental studies have suggested the enhancement of asbestos-induced disease processes by simultaneous exposure to kerosene, its soot, and cigarette smoke in asbestos-exposed animals as well as in humans. To determine the influence of these factors on the genotoxic potential of asbestos, a micronucleus test was performed in Syrian hamster embryo fibroblasts (SHE) and human lymphocytes. To observe the specific chromosomal damages, multicolor fluorescence in situ hybridization (FISH) was done in the lymphocytes from smokers and nonsmokers exposed in vitro to asbestos. Significantly higher numbers of micronuclei were observed in SHE cells after combined treatment with chrysotile and kerosene soot (111 micronuclei/1000 cells) in comparison to chrysotile and kerosene soot separately. Kinetochore staining revealed mainly clastogenic effects in all the cases. In human lymphocytes exposed in cultures to chrysotile and crocidolite the numbers of micronuclei were found higher in smokers than nonsmokers. Multicolor FISH assay suggested that asbestos fibers inflict high damage within 1q12 and in the region between 1cen and 1q12 of chromosome 1. In the exposed population of an asbestos cement factory, the highest genetic damage was found in the blood lymphocytes of exposed smokers. The study suggests that smokers occupationally exposed to asbestos and domestically to kerosene soot are at higher risk for the early development of asbestos-induced diseases.

Chrysotile-mediated imbalance in the glutathione redox system in the development of pulmonary injury.

A significant depletion in the content of glutathione (GSH) and alteration in GSH redox system enzymes were observed in the lung of chrysotile-exposed animals (5 mg) during different developmental stages of asbestosis. In the alveolar macrophages (AM) of exposed animals, the depletion in GSH started from day 1 and reached a maximum at day 16, whereas in lung tissue the maximum depletion was observed when fibrosis has matured. It appears that cellular GSH depletion triggers oxidative stress in the system as observed from increased thiobarbituric acid reactive substance (TBARS) production and alteration in the activities of glutathione peroxidase (GPx), glutathione reductase (GR), glucose 6-phosphate dehydrogenase (G6PD) and glutathione S-transferase (GST), the enzymes regulating oxidative tone. The depletion in GSH was also observed in red blood cells (RBC) of the exposed animals reaching a maximum when fibrosis matured. Thus the observed depletion in GSH, ascorbic acid and alteration in GSH redox system enzymes may be involved in fibrosis and carcinogenesis induced by chrysotile.