Here, we performed a multicenter, age- and sex-matched study to compare the efficiency of various machine learning algorithms in the prediction of COVID-19 fatal outcomes and to develop sensitive, specific, and robust artificial intelligence tools for the prompt triage of patients with severe COVID-19 in the intensive care unit setting. In a challenge against other established machine learning algorithms (decision trees, random forests, extra trees, neural networks, k-nearest neighbors, and gradient boosting: XGBoost, LightGBM, and CatBoost) and multivariate logistic regression as a reference, neural networks demonstrated the highest sensitivity, sufficient specificity, and excellent robustness. Further, neural networks based on coronary artery disease/chronic heart failure, stage 3-5 chronic kidney disease, blood urea nitrogen, and C-reactive protein as the predictors exceeded 90% sensitivity and 80% specificity, reaching AUROC of 0.
View Article and Find Full Text PDFBiochem Mosc Suppl B Biomed Chem
May 2022
The review summarizes literature data on molecular and biochemical mechanisms of nonspecific protection of respiratory epithelium. The special attention is paid to comprehensive analysis of up-to-date data on the activity of the lactoperoxidase system expressed on the surface of the respiratory epithelium which provides the generation of hypothiocyanate and hypoiodite in the presence of locally produced or inhaled hydrogen peroxide. Molecular mechanisms of production of active compounds with antiviral and antibacterial effects, expression profiles of enzymes, transporters and ion channels involved in the generation of hypothiocyanite and hypoiodite in the mucous membrane of the respiratory system in physiological and pathological conditions (inflammation) are discussed.
View Article and Find Full Text PDFAn association between high serum calcium/phosphate and cardiovascular events or death is well-established. However, a mechanistic explanation of this correlation is lacking. Here, we examined the role of calciprotein particles (CPPs), nanoscale bodies forming in the human blood upon its supersaturation with calcium and phosphate, in cardiovascular disease.
View Article and Find Full Text PDFThe review focuses on molecular and biochemical mechanisms of nonspecific protection of respiratory epithelium. The authors provide a comprehensive analysis of up-to-date data on the activity of the lactoperoxidase system expressed on the surface of the respiratory epithelium which provides the generation of hypothiocyanate and hypoiodite in the presence of locally produced or inhaled hydrogen peroxide. Molecular mechanisms of production of active compounds with antiviral and antibacterial effects, expression profiles of enzymes, transporters and ion channels involved in the generation of hypothiocyanite and hypoiodate in the mucous membrane of the respiratory system in physiological and pathological conditions (inflammation) are discussed.
View Article and Find Full Text PDFMost healthcare-associated infections (HCAIs) develop due to the colonisation of patients and healthcare workers by multidrug-resistant organisms (MDRO). Here, we investigated whether the particulate matter from the ventilation systems (Vent-PM) of health facilities can harbour MDRO and other microbes, thereby acting as a potential reservoir of HCAIs. Dust samples collected in the ventilation grilles and adjacent air ducts underwent a detailed analysis of physicochemical properties and biodiversity.
View Article and Find Full Text PDFis a frequent cause of health care-associated infections and has led to multiple outbreaks. Here, we report the draft genome of a multidrug-resistant strain 189 which was isolated in 2012 as a predominant clone in a neonatal hospital in Kemerovo.
View Article and Find Full Text PDFCalcium phosphate bions (CPB) are biomimetic mineralo-organic nanoparticles which represent a physiological mechanism regulating the function, transport and disposal of calcium and phosphorus in the human body. We hypothesised that CPB may be pathogenic entities and even a cause of cardiovascular calcification. Here we revealed that CPB isolated from calcified atherosclerotic plaques and artificially synthesised CPB are morphologically and chemically indistinguishable entities.
View Article and Find Full Text PDFAim: During the last decade it became obvious that viruses belonging to Mimiviridae and Marseilleviridae families (order Megavirales), may be potential causative agents of pneumonia. Thus, we have performed a review of the association of Mimiviridae, Marseilleviridae, and virophages with pneumonia, particularly healthcare-associated pneumonia, and other infections of the respiratory tract.
Results And Discussion: According to the analysis of the published articles, viruses belonging to Mimiviridae family can be potential agents of both community-acquired and healthcare-associated pneumonia.
Valvular calcification precedes the development of valvular stenosis and may represent an important early phenotype for valvular heart disease. It is known that development of valvular calcification is likely to occur among members of a family. However, the knowledge about the role of genomic predictive markers in valvular calcification is still elusive.
View Article and Find Full Text PDFIn the last decade, a growing interest has been devoted to the evaluation of the impact of single nucleotide polymorphisms (SNP) on cancer risk. According to the results of multiple studies, among the genes that have a considerable influence on cancer risk are those encoding pattern recognition receptors, cytokines, and antioxidant defense enzymes. Nonetheless, the effect of numerous SNPs within these genes on cancer risk has been scarcely investigated.
View Article and Find Full Text PDFKemerovo is an industrial region of the Russian Federation characterized by highly developed mining, chemical, metallurgical and power industries. Many of the factories were closed down due to the socioeconomical crisis in the early 90's, and economic potential of the survivors has also decreased significantly. Paradoxically, this has led to the improvement of the ecological situation in the region and elimination of exposure to many chemical carcinogens.
View Article and Find Full Text PDFColorectal cancer remains one of the most widespread malignancies in the world. However, there is a lack of comprehensive studies considering colorectal cancer risk factors among Russian populations, particularly in Siberia. The aim of this investigation was to determine the impact of various lifestyle, dietary, family, and socioeconomical factors on colorectal cancer risk in South-East Siberia.
View Article and Find Full Text PDFZh Mikrobiol Epidemiol Immunobiol
December 2012
According to the data of the International Agency for Research on Cancer (IARC), at least 6 virus species (HPV, EBV, HHV-8/KSHV, HTLV-1, HBV, HCV), 4 helminthes species (Schistosoma haematobium and japonicum, Opisthorchis viverrini, Clonorchis sinensis) and I bacterium species (Helicobacter pylori) have been proved to be capable of causing the development of cancer. The analysis of the data available shows that Merkel cell polyomavirus (MCV), herpes simplex virus (HSV), John Cunningham polyomavirus (JCV), monkey virus 40 (SV40), cytomegalovirus (CMV), xenotropic murine leukemia virus (XMRV), Helicobacter bilis and hepaticus, Campylobacter jejuni, Fusobacterium varium, enteropathogenic Escherichia coli, enterotoxigenic Bacteroides fragilis, Bacteroides vulgatus, Prevotella spp., Streptococcus bovis and anginosus, Treponema denticola, Salmonella typhi, paratyphi and typhimurium, Borrelia burgdorferi, Bartonella spp.
View Article and Find Full Text PDFCalcifying nanoparticles (CNPs) (nanobacteria, nanobacteria-like particles, nanobes) were discovered over 25 years ago; nevertheless, their nature is still obscure. To date, nobody has been successful in credibly determining whether they are the smallest self-replicating life form on Earth, or whether they represent mineralo-protein complexes without any relation to living organisms. Proponents of both theories have a number of arguments in favor of the validity of their hypotheses.
View Article and Find Full Text PDFZh Mikrobiol Epidemiol Immunobiol
January 2012
Evolution of key terms used in epidemiology of nosocomial infections is discussed. A modern point of view on terminology and comparison of Russian terms with foreign analogues are presented.
View Article and Find Full Text PDFZh Mikrobiol Epidemiol Immunobiol
September 2011
Perspectives of malignant neoplasm prophylaxis based on molecular biology achievements are discussed. Gene variants critical to development of hereditary cancer syndromes, genes modulating malignant neoplasm development risk without hereditary cancer syndrome development, and genes determining tendency of individuals for different malignant neoplasm progress risk increasing lifestyle factors are examined. Molecular epidemiology by using large scale population analysis of cancerogenesis linked genetic polymorphisms prevalence allows determination of risk groups at the most earlier stages of cell transformation or even before the onset of cell malignization and development of goal-based prophylaxis measures based on polymorphism and corresponding cancer type.
View Article and Find Full Text PDFAim: Epidemiological analysis of mortality due to infectious endocarditis (IE) and the disease evolution.
Material And Methods: A retrospective analysis was made of 109 IE lethal outcomes for 1987-1996 basing on the results of autopsies performed in Kemerovo prosectorium.
Results: A significant trend to a rise in death rate of IE was registered.
Zh Mikrobiol Epidemiol Immunobiol
January 1992
The authors present the critical analysis of the existing situation in the spread of purulent septic infections in surgical hospitals of the USSR and the state of epidemiological surveillance. Considering this situation to be highly unfavorable, the authors propose a number of urgent organizational measures (the inclusion of hospital epidemiologists into the medical staff of large clinics, the system of training in this problem). The article deals with the specific features of the epidemiological process in purulent septic infections and the main principles of the organization of the epidemiological surveillance system for this group of infections.
View Article and Find Full Text PDFGrud Serdechnososudistaia Khir
December 1990
The authors conducted an epidemiologic analysis of hospital pyoseptic infections on the basis of study of the outcomes of 1,517 operations on the heart and the results of bacteriologic tests. A high frequency of secondary infectious endocarditis in acquired heart diseases was revealed, which allows operations in this group of patients to be related to the category of "conventionally clean" and shows that the proper antiseptic regimen must be organized during the operation without fail. The valves of the heart in 59.
View Article and Find Full Text PDFZh Mikrobiol Epidemiol Immunobiol
May 1987
The authors have analyzed the results of epidemiologic diagnosis of suppurative-septic hospital infections after surgery, that helped them develop a preventive system permitting a decrease of the incidence rate of suppurative-septic infections in surgery 1.8-fold within a year. The main features of the epidemic process in suppurative-septic infections is described.
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