A WATERMARK-BASED SECURE MODEL FOR DATA SECURITY AGAINST SECURITY ATTACKS FOR MACHINE LEARNING ALGORITHMS

Machine Learning (ML) has been known as one of the most widely used by the decision-based application. Most of the security sensitive applications have been using DL for the improvement and betterment of outcomes while solving real-life applications. Poisoning and evasions attacks are the common examples of security attacks where the attacker deliberately inject malicious injections into the dataset to get the information of model settings and dataset. Hence, in this paper we have proposed a watermark-based secure model for ensuring data security and robustness against poisoning and evasion attacks before training and testing the DL algorithms. Our proposed model has been developed on ML algorithms e.g., eXtreme Gradient Boosting (XGBOOST) and Random Forest to ensure the data security against most common security attacks. We have evaluated proposed watermark based secure model using benchmark mechanism to show that the by introducing secure model, the performance has not been disturbed. We have computed prediction of daily cases on COVID-19 dataset and achieved similar results. Finally, our proposed model can detect significant attack detection rate even for large numbers of attacks (poisoning and evasion attacks). It is believed that our proposed model can also be implemented in other learning environment to mitigate the security issues and improve security applications. © School of Engineering, Taylor's University.

Evaluation of Lymphocyte Subtypes in COVID-19 Patients

Background: Although many aspects of the COVID-19 disease have not yet been clarified, dysregulation of the immune system may play a crucial role in the progression of the disease. In this study, the lymphocyte subsets were evaluated in patients with different severities of COVID-19. Material(s) and Method(s): In this prospective study, the frequencies of peripheral lymphocyte subsets (CD3+, CD4+, and CD8+ T cells;CD19+ and CD20+ B cells;CD16+/CD56+ NK cells, and CD4+/CD25+/FOXP3+ regulatory T cells) were evaluated in 67 patients with confirmed COVID-19 on the first day of their admission. Result(s): The mean age of patients was 51.3 +/- 14.8 years. Thirty-two patients (47.8%) were classified as severe cases, and 11 (16.4%) were categorized as critical. The frequencies of blood lymphocytes, CD3+ cells, CD25+FOXP3+ T cells, and absolute count of CD3+ T cells, CD25+FOXP3+ T cells, CD4+ T cells, CD8+ T cells, and CD16+56+ lymphocytes were lower in more severe cases compared to the milder patients. The percentages of lymphocytes, T cells, and NK cells were significantly lower in the deceased patients. (p= 0.002 and p= 0.042, p=0.006, respectively). Conclusion(s): Findings of this cohort study demonstrated that the frequencies of CD4+, CD8+, CD25+FOXP3+ T cells, and NK cells differed in the severe cases of COVID-19. Moreover, lower frequency of T cells and NK cells could be predictors of mortality in these patients.Copyright © 2022, Shaheed Beheshti University of Medical Sciences and Health Services. All rights reserved.

Diagnosis of COVID-19 by serology in admitted patients with negative RT-PCR assay

Considering the increasing prevalence and burden of coronavirus disease 2019 (COVID-19) disease and false-negative results in routine reverse transcription-polymerase chain reaction (RT-PCR) tests, additional diagnostic methods are needed to diagnose active cases of this disease. This prospective study was conducted on patients, in whom clinical and radiological symptoms/signs were in favor of COVID-19 while their first PCR test was negative. Later on, a second RT-PCR was performed and serological evaluation was carried out and results were compared with each other. Out of 707 patients who had been referred to the hospital and were clinically and radiologically suspicious of disease, 137 patients with negative RT-PCR tests entered the study. RT-PCR assay became positive for the second time in 45 (32.8%). Anti-COVID-19 IgM and IgG antibodies were positive in 83 (60.6%) and 86 (62.8%) patients, respectively. Finally, it was determined that serological test was diagnostic in 73% of patients and the diagnostic yield of serology was significantly higher after the first week of illness (54.8% in the first week and 88% after that). Taking advantage of both serological tests and RT-PCR helps in diagnosing 83.9% of cases. Based on the present study, the serology may be useful as a complementary test and in parallel to RT-PCR assay for diagnosis of COVID-19 among admitted symptomatic cases.

Promising role of Bruton's Tyrosine Kinase inhibitors in treatment of COVID-19

Severe acute respiratory syndrome coronavirus-2 has led to a widespread pandemic whose spread is astonishing, its treatment is uncertain, mortality is significant, and associated socioeconomic complications are uncontrollable. Although little is known about the pathogenesis of the disease, severe cases of COVID-19 are usually associated with cytokine release syndrome and high serum levels of inflammatory cytokines, which are thought to be the leading cause of death in these patients. Different pathways cause inflammation and the release of cytokines, one of which is the Bruton Tyrosine Kinase (BTK) pathway, which is important for the production of several anti-inflammatory cytokines. Theoretically, inhibition of BTK signaling could reduce cytokine levels and subsequent anti-inflammatory effects. The purpose of this review article is to investigate the role of B'I'K in the pathogenesis of COVID-19 disease and the possible effects of its inhibitory drugs in the treatment of this disease.

Descriptive Analysis of COVID-19 among Health Care Workers in a Tertiary Center in Iran

Background: Severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) spread widely all around the world and has infected too many healthcare workers (HCWs) as the pioneers combating coronavirus disease 2019 (COVID-19). This study aims to evaluate the symptoms and outcome of medical staff from a tertiary hospital in Tehran, Iran. Materials and Methods: The diagnoses of 29 HCWs presenting COVID-19 symptoms were confirmed by molecular and imaging studies. Epidemiologic and disease-related data were collected via phone calls and filling a questionnaire and then analyzed descriptively. Results: Eighteen (62.1%) of the affected HCWs were males. The mean age of them was 41.86 years with a lower average (38.27) for females than males. Nurses comprised 41.4% of our population. Only 2 (6.9%) patients were admitted to the respiratory care unit (RCU) (), marked as critical patients. The most presented symptoms were fever (79.3%) and dyspnea (79.3%). Overall, 55.2% of them had a longer exposure time (more than a week), which was more frequent in men than women. Conclusion: Fever was the most prevalent symptom among the study group. Even though the clinical features of COVID-19 among HCWs cannot be copiously determined by this study, it highlights the requirement for comparative studies to illustrate differences among HCWs and the general population. There might be an association between the duration of the exposure and the risk of the infection in men.

NRITLD Protocol for the Management of Outpatient Cases of COVID-19

Despite the fact that about two years have passed since the onset of the COVID-19 pandemic, there is still no curative treatment for the disease. Most cases of COVID-19 have mild or moderate illness and do not require hospitalization. This guideline released by the National Research Institute of Tuberculosis and Lung Diseases (NRITLD), Masih Daneshvari Hospital COVID-19 Expert Group to provide a treatment guide for outpatient management of COVID-19.

Trisomy 21 as a risk factor for severe illness in COVID-19: Report of two cases

COVID-19 leads to mild symptoms within the majority of infected patients, but can cause severe multiple organ failure and death. There is only limited information regarding the consequences of this new emerging infection with congenital disorders. According to the previous studies, many people with Down syndrome are considered high risk for complications related to respiratory diseases. We report two trisomy 21 patients who suffered from COVID-19 and summarize the early experience with COVID-19 and Down syndrome. The course of the disease was severe in these two cases, and our concern is close monitoring of the patients with Down syndrome for early signs of COVID-19. © 2020 NRITLD, National Research Institute of Tuberculosis and Lung Disease, Iran.

Persistence of SARS-CoV-2: a new paradigm of COVID-19 management.

Abstract: Full attention must be given to the follow-up of patients recovered from Coronavirus disease 2019, which developed in Wuhan, China in December 2019. Among the most serious issues since the emergence of the Severe Acute Respiratory Syndrome Coronavirus 2 has been whether those who had it can experience a second episode of infection and what that implies for immunity. The earlier studies on COVID-19 disease focused primarily on the epidemiological, clinical, and radiological characteristics of patients with CO-VID-19. However, conclusions of these studies still require to be warranted by more careful design, larger sample size and statistically well structured studies. COVID-19 is an under-studied infection, and several aspects of viral transmission and clinical progress remain at present unclear. There is a concern about the persistence of SARS-CoV-2 on various surfaces and in the respiratory system of patients who have survi-ved. One of the most concerning issues since the emergence of the SARS-CoV-2 is persistence in patients and whether patients can be re-infected. After hospital discharge, recovered patients were reported to have positive SARS-CoV-2 test in China, Japan, and South Korea. In addition to the persistence of the virus, SARS-CoV-2 re-infection may occur in survivors. In this paper, we focused on the evidence of persistence and re-infection of SARS-CoV-2.

A novel coronavirus disease (COVID-19): a review of host cell signaling pathways

Coronaviruses (CoVs) are the largest group of positive-sense RNA viruses. By increasing our understanding of the interactions between CoVs and the host innate immune system, we can evaluate the development and persistence of inflammation in the lungs and reduce the risk of CoV-induced lung inflammation with a new group of genetic variants. Here, we aim to discuss some recent changes in host cell factors that may be used by CoV to promote the proliferation cycle. We also discuss different host cell signaling pathways that can be considered in the host-pathogen interactions at the molecular level. The pandemic of coronavirus disease 2019 (COVID-19), caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), has created new challenges for the cultural, economic, and health infrastructures. Therefore, it is important that healthcare systems and physicians recognize a global integrated framework for monitoring the progression of COVID-19 to develop targeted therapies that can potentially save human lives.