Air quality forecasting using artificial neural networks with real time dynamic error correction in highly polluted regions

Air pollution is an important issue, especially in megacities across the world. There are emission sources within and also in the regions around these cities, which cause fluctuations in air quality based on prevailing meteorological conditions. Short term air quality forecasting is used not to just possibly mitigate forthcoming high air pollution episodes, but also to plan for reduced exposures of residents. In this study, a model using Artificial Neural Networks (ANN) has been developed to forecast pollutant concentration of PM₁₀, PM_2.5, NO₂, and O₃ for the current day and subsequent 4 days in a highly polluted region (32 different locations in Delhi). The model has been trained using meteorological parameters and hourly pollution concentration data for the year 2018 and then used for generating air quality forecasts in real-time. It has also been equipped with Real Time Correction (RTC), to improve the quality of the forecasts by dynamically adjusting the forecasts based on the model performance during the past few days. The model without RTC performs decently, but with RTC the errors are further reduced in forecasted values. The utility of the model has been demonstrated in real-time and model validations were performed for the whole year of 2018 and also independently for 2019. The model shows very good performance for all the pollutants on several evaluation metrics. Coefficient of correlations for various pollutants varies from 0.79-0.88 to 0.49-0.68 between the Day0 to Day4 forecasts. Lowest deterioration of performance was observed for ozone over the four days of forecasts. Use of RTC further improves the model performance for all pollutants.

Arterio-venous differences in amino acids, glucose, lactate and fatty acids in burn patients; effect of ornithine alpha-ketoglutarate

The study concerns two groups of seven burn patients matched for age, weight and total burn surface. Both groups received conventional enteral nutrition, while one was given a 10 g/day alpha-ketoglutarate ornithine (OKG) supplement. Femoral venous and arterial blood was taken from day 2 to day 13 post-burn in order to determine levels of amino acids, nonesterified fatty acids (NEFA), glucose and lactate. In the control group large negative arterio-venous differences (DeltaA-V) were observed in amino acid and lactate levels whereas they were significantly lower with regard to Hyp, Gly, Lys and Ala in the OKG-treated group. DeltaA-V was near zero for glucose and NEFA in both groups. These results support the view that OKG-therapy limits the output of amino acids in the leg and that glucose and NEFA do not constitute the main fuel in muscle.

Bio-prospective potential of Pleurotus djamor and Pleurotus florida mycelial extracts towards Gram positive and Gram negative microbial pathogens causing infectious disease

BACKGROUND

The emergence of resistance to commonly used antibiotics by human infections occurred mostly due to their overuse, that prompted individuals to pursue novel and innovative treatments. The phytochemical characteristics, antibacterial activity, and cytotoxicity of MCF7 cells were evaluated in two Pleurotus spp. mycelial extracts in this work.

METHODS

Pleurotus djamor and Pleurotus florida mycelial extracts from pure cultures were tested for antibacterial activity by a well-diffusion assay and antimicrobial activity against mold fungi was evaluated for biomass inhibition. Mycelial extracts were obtained from dichloromethane extracts and their biophysical characteristics are analyzed by UV-vis spectrum and FTIR analysis. By spraying detection reagents onto TLC plates, the chemicals in dichloromethane extraction of chosen mushroom fungus mycelia were identified. Using the MTT test, the cytotoxic effect of dichloromethane extracts of selected mushroom fungi was evaluated on MCF7 Cell lines.

RESULTS

Mycelial extracts of P. djamor and P. florida exhibited significant antimicrobial effect on the bacterial and fungal pathogens tested. Dichloromethane mycelial extracts were obtained using soxhlet extraction which response positive for various phytochemical analysis. Detection of metabolites in thin layer chromatography using spray reagents documented one of few first accounts on flavonoids, anthroquinone and terpenoid compounds in P. djamor and P. florida. P. djamor and P. florida had dose-dependent antiproliferative activity against MCF7 cells, with an inhibitory impact of 55.72% and 64.47% percent at 125 μg/mL, respectively.

CONCLUSION

The study has reported the identification with the potent biological activity of some of the key bioactive components present in DCM extracts from the mycelia of P. djamor and P. florida.

Facial artery and atherosclerosis

We have performed a study about the incidence of the atherosclerotic phenomenon in the human facial artery, having observed an increase with aging. We also have researched the role of the smooth muscle cells in its genesis, with morphological, ultrastructural and immunohistochemical techniques.

Rifled carotid: Internal carotid artery thrombosis from prolonged carrying of a military rifle

BACKGROUND

Traumatic carotid artery thrombosis is uncommon and it usually results from penetrating injuries and less commonly secondary to blunt trauma. It can lead to delayed clinical presentation, which leads to delay in the diagnosis. Soldiers in combat scenario also can present with such an illness, which results from varied modes of injuries. Our case illustrates an unusual cause of carotid thrombosis.

CASE PRESENTATION

Our patient is a 37-year-old soldier who developed neck pain and headache following a 5 km training run with rifle on the shoulder and subsequently developed left upper limb weakness and evaluation revealed extracranial right internal carotid thrombosis. He was managed with anticoagulants and antiplatelets with complete resolution of the thrombosis and complete recovery of the weakness.

CONCLUSION

Blunt trauma to the neck in the form of carrying a rifle for a prolonged duration can result in injury to the carotid vessels leading to delayed neurological presentation. Educating the troops regarding such a mode of illness will prevent such a catastrophic nature of vascular injury resulting in ischaemic stroke.