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Modeling of Hemodynamics in a Vascular Bioprosthesis 血管生物假体的血流动力学建模
Q3 Mathematics Pub Date : 2021-02-09 DOI: 10.17537/2021.16.15
P. Onishchenko, Yu. N. Zakharov, V. Borisov, K. Klyshnikov, E. Ovcharenko, Yu. Kudravceva, Y. Shokin
The study of blood flow in vascular bioprostheses is a rather complicated task, since the shape of the inner surface of the bioprosthesis is variable, due to xenogenic origin. Because of this, vortex zones can occur inside the vascular bioprosthesis. In addition, the flow structure may contain sections where the flow velocity is abnormally high. It is all the more difficult to assess the nature of the course when using this vascular bioprosthesis as a shunt. A numerical comparison of the blood flow in a bioprosthesis connected to the main vascular bed using the «end-to-end» and «end-to-side» methods (bypass) taking into account the heart rate and blood pressure was performed. It is shown that, due to the nonlinearity of the initial bioprosthesis geometry, the implantation method affects the blood flow. Because of this, vortex zones arise and, with certain combinations of parameters, the effects of «separation» of vortices.
研究血管生物假体的血流是一项相当复杂的任务,因为生物假体的内表面形状是可变的,由于异种来源。因此,漩涡区可以在血管生物假体内部出现。此外,流动结构可能包含流速异常高的部分。当使用这种血管生物假体作为分流器时,评估过程的性质变得更加困难。在考虑心率和血压的情况下,采用“端到端”和“端到端”方法(旁路)对连接到主血管床的生物假体中的血流进行了数值比较。结果表明,由于初始生物假体几何形状的非线性,植入方法会影响血流。因此,出现了涡区,并且在某些参数的组合下,产生了涡的“分离”效应。
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引用次数: 1
Study of the Perception of Written Speech Using Functional Tomography Based On Electroencephalography Data 基于脑电图数据的功能断层扫描研究书面语言感知
Q3 Mathematics Pub Date : 2021-01-11 DOI: 10.17537/2021.16.1
M. Ustinin, S. Rykunov, A. Boyko, E. Tarasov, I. V. Zhuravlev, M. Polikarpov, T. A. Ryabov, I. A. Filatov, A. Yurenya, V. Panchenko
The spectral and spatial characteristics of the electroencephalograms recorded during the perception of written speech were studied. For the experimental study, four groups were formed, each containing 100 words: words with a positive emotional rating, words with a negative emotional rating, words with concrete meanings, and words with abstract meanings. A separate experiment was conducted for each group with the subjects. Words were represented by white text on a black background, each word was presented for 1000 ms, after the presentation of the stimulus there was a pause of 500 ms. Brain activity was recorded using an electroencephalograph with 19 leads, arranged according to the 10–20 scheme. For detailed quantitative analysis of this activity, method of functional tomography of the brain, based on electroencephalography data, was used. This method is based on the Fourier transform of multichannel encephalographic data and the localization of individual spectral components. The method makes it possible to single out and stably localize in space various spectral features of the brain activity studied in experiments on speech research. The frequency band from 8 to 30 Hz was analyzed; for all spectral components in this band, the inverse problem was solved in the approximation of an equivalent current dipole in a single-layer spherical conductor, without any restrictions on the position of the source. As a result, three-dimensional maps of activity were built - the functional structures of the brain. The presentation of these functional structures on magnetic resonance imaging allows one to study the frequency and spatial characteristics of responses to various speech stimuli.
研究了书面语言感知过程中所记录的脑电图的频谱和空间特征。在实验研究中,分为四组,每组100个单词:具有积极情绪评级的单词、具有消极情绪评级的单词、具有具体含义的单词和具有抽象含义的单词。对每一组受试者进行单独的实验。单词用黑色背景上的白色文字表示,每个单词呈现1000毫秒,刺激呈现后暂停500毫秒。脑活动记录使用脑电图仪19导联,按照10-20方案安排。为了对这种活动进行详细的定量分析,使用了基于脑电图数据的脑功能断层扫描方法。该方法基于多通道脑电图数据的傅里叶变换和单个频谱分量的定位。该方法使语音研究实验中所研究的大脑活动的各种频谱特征在空间中被挑选出来并稳定定位成为可能。对8 ~ 30 Hz频段进行了分析;对于该波段的所有谱分量,逆问题在单层球形导体中近似求解等效电流偶极子,而不受源位置的限制。结果,大脑活动的三维地图——大脑的功能结构——得以建立。这些功能结构在磁共振成像上的表现使人们能够研究对各种言语刺激的反应的频率和空间特征。
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引用次数: 0
Correlation of the Brain Compartments in the Attention Deficit and Hyperactivity Disorder Calculated by the Method of Virtual Electrodes from Magnetic Encephalography Data 利用脑磁图数据的虚拟电极计算注意缺陷与多动障碍脑区相关性
Q3 Mathematics Pub Date : 2020-12-31 DOI: 10.17537/2020.15.471
M. Ustinin, A. Boyko, S. Rykunov
New method to study the correlation of the human brain compartments based on the magnetic encephalography data analysis was proposed. The time series for the correlation analysis are generated by the method of virtual electrodes. First, the multichannel time series of the subject with confirmed attention deficit and hyperactivity disorder are transformed into the functional tomogram - spatial distribution of the magnetic field sources structure on the discrete grid. This structure is provided by the inverse problem solution for all elementary oscillations, found by the Fourier transform. Each frequency produces the elementary current dipole located in the node of the 3D grid. The virtual electrode includes the part of space, producing the activity under study. The time series for this activity is obtained by the summation of the spectral power of all sources, covered by the virtual electrode. To test the method, in this article we selected ten basic compartments of the brain, including frontal lobe, parietal lobe, occipital lobe and others. Each compartment was included in the virtual electrode, obtained from the subjects' MRI. We studied the correlation between compartments in the frequency bands, corresponding to four brain rhythms: theta, alpha, beta, and gamma. The time series for each electrode were calculated for the period of 300 seconds. The correlation coefficient between power series was calculated on the 1 second epoch and then averaged. The results were represented as matrices. The method can be used to study correlations of the arbitrary parts of the brain in any spectral band.
提出了一种基于脑磁图数据分析研究脑区相关性的新方法。利用虚电极法生成相关分析所需的时间序列。首先,将被确诊为注意缺陷和多动障碍的受试者的多通道时间序列转换为离散网格上磁场源结构的功能层析图-空间分布;这个结构是由傅立叶变换得到的所有初等振荡的反问题解提供的。每个频率产生位于三维网格节点的基本电流偶极子。虚拟电极包含空间部分,产生所研究的活性。该活度的时间序列由虚拟电极覆盖的所有源的光谱功率的总和获得。为了验证该方法,在本文中,我们选择了大脑的十个基本隔室,包括额叶、顶叶、枕叶等。每个隔室都包含在虚拟电极中,从受试者的MRI中获得。我们研究了与四种大脑节律相对应的频段间的相关性:θ、α、β和γ。计算每个电极在300秒内的时间序列。在1秒历元计算幂级数之间的相关系数,然后求平均值。结果用矩阵表示。该方法可用于研究大脑任意部分在任何光谱波段的相关性。
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引用次数: 0
RDBMS and NOSQL Based Hybrid Technology for Transcriptome Data Structuring and Processing 基于RDBMS和NOSQL的转录组数据结构和处理混合技术
Q3 Mathematics Pub Date : 2020-12-28 DOI: 10.17537/2020.15.455
A. M. Mukhin, M. Genaev, D. Rasskazov, S. Lashin, D. Afonnikov
The transcriptome sequencing experiment (RNA-seq) has become almost a routine procedure for studying both model organisms and crops. As a result of bioinformatics processing of such experimental output, huge heterogeneous data are obtained, representing nucleotide sequences of transcripts, amino acid sequences, and their structural and functional annotation. It is important to present the data obtained to a wide range of researchers in the form of databases. This article proposes a hybrid approach to creating molecular genetic databases that contain information about transcript sequences and their structural and functional annotation. The essence of the approach consists in the simultaneous storing both structured and weakly structured data in the database. The technology was used to implement a database of transcriptomes of agricultural plants. This paper discusses the features of implementing this approach and examples of generating both simple and complex queries to such a database in the SQL language. The OORT database is freely available at https://oort.cytogen.ru/.
转录组测序实验(RNA-seq)几乎已成为研究模式生物和作物的常规方法。对这些实验输出进行生物信息学处理,获得了大量异构数据,包括转录本的核苷酸序列、氨基酸序列及其结构和功能注释。将获得的数据以数据库的形式呈现给广泛的研究人员是很重要的。本文提出了一种混合方法来创建包含转录序列及其结构和功能注释信息的分子遗传数据库。该方法的本质在于同时在数据库中存储结构化和弱结构化数据。该技术被用于建立农业植物转录组数据库。本文讨论了实现这种方法的特点,以及用SQL语言为这种数据库生成简单和复杂查询的示例。OORT数据库可在https://oort.cytogen.ru/免费获得。
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引用次数: 1
Coding Structure for the ORF1ab, S, M and N Coronavirus Genes ORF1ab、S、M和N冠状病毒基因的编码结构
Q3 Mathematics Pub Date : 2020-12-25 DOI: 10.17537/2020.15.441
M. Chaley, Zh.S. Tyulko, V. Kutyrkin
Spectral-statistical approach was applied to comparative analysis of coronavirus genomes from the four genus Alphacoronavirus, Betacoronavirus (including new SARS-CoV-2 virus), Gammacoronavirus and Deltacoronavirus. This analysis was done from the point of view of 3-regularity and latent triplet profile periodicity existence in the coding sequences of four structural genes: ORF1ab encoding transcriptase; S-gene of glycoprotein forming spikes; M-gene of membrane protein; N-gene of nucleoprotein. A whole number of the genomes analyzed was equal to 3410. Gene numbers in each of the four groups in the study respectively were the same. In the result, practically, in the CDSs of all analyzed genes of ORF1ab, S and N the latent profile triplet periodicity was revealed and high value of 3-regularity index, being a quality estimate of coding triplet structure conservation, was determined. On the contrary, for coding structure of M-genes a tendency was revealed to diffuse up to homogeneity for 60 % of the genes in the genomes of alphacoronaviruses analyzed and for 67 % of the genes of the gammacoronaviruses. Tendency of the such structure diffusion, being accompanied by decrease of 3-regularity index average value in comparison with other genes, while the triplet profile periodicity remains saved, was also noted for M-genes of SARS-CoV-2 viruses. Probably, this tendency reflects a significance of M-genes variability in coronavirus adaptation to the novel hosts of genus. Analysis of 3-profile periodicity matrices of the four groups of SARS-CoV-2 genes considered in the work, for the viruses isolated in Europe, Asia and USA, did not revealed their significant difference, that is allowing to propose a single source of this virus propagation.
采用光谱统计方法对甲型冠状病毒、倍冠状病毒(包括新型SARS-CoV-2病毒)、伽玛冠状病毒和德尔塔冠状病毒4个属的冠状病毒基因组进行比较分析。从的角度分析做了3-regularity和潜在的三联体周期性存在四个结构基因的编码序列:ORF1ab编码转录酶;糖蛋白形成穗的s基因;膜蛋白m基因;核蛋白的n基因。被分析的基因组总数为3410个。研究中四组的基因数量都是相同的。结果表明,在ORF1ab、S和N基因的cds分析中,发现了潜在的三联体结构周期性,并确定了3-正则指数的高值,作为编码三联体结构保守性的质量评价。相反,对于m基因的编码结构,在所分析的甲型冠状病毒基因组中,60%的基因和67%的伽玛冠状病毒基因组中,有扩散到同质性的趋势。SARS-CoV-2病毒的m基因也有这种结构扩散的趋势,与其他基因相比,3-正则指数平均值降低,而三联体谱的周期性保持不变。这种趋势可能反映了m基因变异在冠状病毒适应新宿主中的重要意义。在欧洲、亚洲和美国分离的病毒中,对工作中考虑的四组SARS-CoV-2基因的3-profile周期性矩阵进行分析,未发现它们的显著差异,这允许提出该病毒传播的单一来源。
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引用次数: 1
Conserved Peptides Recognition by Ensemble of Neural Networks for Mining Protein Data – LPMO Case Study 基于集成神经网络的蛋白质数据挖掘中的保守肽识别- LPMO案例研究
Q3 Mathematics Pub Date : 2020-12-22 DOI: 10.17537/2020.15.429
G. Dotsenko, A. Dotsenko
Mining protein data is a recent promising area of modern bioinformatics. In this work, we suggested a novel approach for mining protein data – conserved peptides recognition by ensemble of neural networks (CPRENN). This approach was applied for mining lytic polysaccharide monooxygenases (LPMOs) in 19 ascomycete, 18 basidiomycete, and 18 bacterial proteomes. LPMOs are recently discovered enzymes and their mining is of high relevance for biotechnology of lignocellulosic materials. CPRENN was compared with two conventional bioinformatic methods for mining protein data – profile hidden Markov models (HMMs) search (HMMER program) and peptide pattern recognition (PPR program combined with Hotpep application). The maximum number of hypothetical LPMO amino acid sequences was discovered by HMMER. Profile HMMs search proved to be more sensitive method for mining LPMOs than conserved peptides recognition. Totally, CPRENN found 76 %, 67 %, and 65 % of hypothetical ascomycete, basidiomycete, and bacterial LPMOs discovered by HMMER, respectively. For AA9, AA10, and AA11 families which contain the major part of all LPMOs in the carbohydrate-active enzymes database (CAZy), CPRENN and PPR + Hotpep found 69–98 % and 62–95 % of amino acid sequences discovered by HMMER, respectively. In contrast with PPR + Hotpep, CPRENN possessed perfect precision and provided more complete mining of basidiomycete and bacterial LPMOs.
蛋白质数据挖掘是现代生物信息学的一个新兴领域。在这项工作中,我们提出了一种新的挖掘蛋白质数据保守肽的方法-神经网络集成识别(CPRENN)。该方法应用于19种子囊菌、18种担子菌和18种细菌蛋白质组中水解多糖单加氧酶(LPMOs)的研究。LPMOs是近年来发现的一种酶,其开发与木质纤维素材料的生物技术具有重要意义。比较了两种传统的生物信息学方法——隐马尔可夫模型(hmm)搜索(hmm程序)和肽模式识别(结合Hotpep应用程序的PPR程序)。假设LPMO氨基酸序列数量最多的是由HMMER发现的。与保守肽识别相比,hmm搜索是一种更为敏感的LPMOs挖掘方法。总的来说,CPRENN分别发现了HMMER发现的假想子囊菌、担子菌和细菌LPMOs的76%、67%和65%。对于碳水化合物活性酶数据库(CAZy)中包含大部分LPMOs的AA9、AA10和AA11家族,CPRENN和PPR + Hotpep分别发现了HMMER发现的69 - 98%和62 - 95%的氨基酸序列。与PPR + Hotpep相比,CPRENN具有完美的精度,对担子菌和细菌LPMOs的挖掘更完整。
{"title":"Conserved Peptides Recognition by Ensemble of Neural Networks for Mining Protein Data – LPMO Case Study","authors":"G. Dotsenko, A. Dotsenko","doi":"10.17537/2020.15.429","DOIUrl":"https://doi.org/10.17537/2020.15.429","url":null,"abstract":"\u0000Mining protein data is a recent promising area of modern bioinformatics. In this work, we suggested a novel approach for mining protein data – conserved peptides recognition by ensemble of neural networks (CPRENN). This approach was applied for mining lytic polysaccharide monooxygenases (LPMOs) in 19 ascomycete, 18 basidiomycete, and 18 bacterial proteomes. LPMOs are recently discovered enzymes and their mining is of high relevance for biotechnology of lignocellulosic materials. CPRENN was compared with two conventional bioinformatic methods for mining protein data – profile hidden Markov models (HMMs) search (HMMER program) and peptide pattern recognition (PPR program combined with Hotpep application). The maximum number of hypothetical LPMO amino acid sequences was discovered by HMMER. Profile HMMs search proved to be more sensitive method for mining LPMOs than conserved peptides recognition. Totally, CPRENN found 76 %, 67 %, and 65 % of hypothetical ascomycete, basidiomycete, and bacterial LPMOs discovered by HMMER, respectively. For AA9, AA10, and AA11 families which contain the major part of all LPMOs in the carbohydrate-active enzymes database (CAZy), CPRENN and PPR + Hotpep found 69–98 % and 62–95 % of amino acid sequences discovered by HMMER, respectively. In contrast with PPR + Hotpep, CPRENN possessed perfect precision and provided more complete mining of basidiomycete and bacterial LPMOs.\u0000","PeriodicalId":53525,"journal":{"name":"Mathematical Biology and Bioinformatics","volume":"11 1","pages":"429-440"},"PeriodicalIF":0.0,"publicationDate":"2020-12-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86661026","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Assessing Diagnostic Accuracy of Quantitative Data in Biomedical Studies Using Descriptive Statistics and Standardized Mean Difference 使用描述性统计和标准化平均差评估生物医学研究中定量数据的诊断准确性
Q3 Mathematics Pub Date : 2020-12-17 DOI: 10.17537/2020.15.416
A. A. Glazkov, D. Kulikov, P. Glazkova
ROC analysis is the most used method for analyzing the diagnostic accuracy of quantitative data in biomedical research. ROC analysis generates a curve describing the frequencies of true positive and false positive results for different degrees of the analyzed variable. However, in many publications devoted to the application of quantitative diagnostic methods, this analysis is not carried out: researchers report only analysis of statistical significance for the groups difference. In meta-analyses, the estimated parameter is the effect size expressed through standardized mean difference. The article describes the approach, which allows performing ROC analysis using cumulative normal distribution functions for studied and controlling groups. The proposed approach can be used to evaluate the diagnostic accuracy of quantitative variables on the base of one of the sets of descriptive statistics (mean and standard deviation, or median and quartiles) or the value of standardized mean difference. Examples of application of the proposed approach on model data, on data from literature sources, as well as on the authors' own observations are given as an example of assessment of diagnostic accuracy of quantitative variables analyzed in the microcirculation studies in various diseases. The results presented in the article can be used by medical and biological specialists to assess the diagnostic accuracy of various quantitative variables without access to primary data.
ROC分析是生物医学研究中最常用的定量数据诊断准确性分析方法。ROC分析生成一条曲线,描述被分析变量的不同程度的真阳性和假阳性结果的频率。然而,在许多致力于定量诊断方法应用的出版物中,没有进行这种分析:研究人员只报告了组间差异的统计显著性分析。在meta分析中,估计参数是通过标准化平均差表示的效应大小。本文描述了该方法,该方法允许对研究组和对照组使用累积正态分布函数进行ROC分析。所提出的方法可用于评估定量变量的诊断准确性基于一组描述性统计(均值和标准差,或中位数和四分位数)或标准化平均差值。所提出的方法应用于模型数据、文献资料以及作者自己的观察的例子,作为评估各种疾病的微循环研究中所分析的定量变量的诊断准确性的一个例子。医学和生物学专家可以使用文章中提出的结果来评估各种定量变量的诊断准确性,而无需获得原始数据。
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引用次数: 1
Rational Design of Potential Bcr-Abl Tyrosine Kinase Inhibitors by the Methods of Molecular Modeling 基于分子模拟的Bcr-Abl酪氨酸激酶抑制剂合理设计
Q3 Mathematics Pub Date : 2020-12-09 DOI: 10.17537/2020.15.396
A. M. Anrdrianov, Yuri V. Kornoushenko, A. D. Karpenko, I. P. Bosko, Zh. V. Ignatovich, E. Koroleva
Discovery of the nature of inhibiting cancer processes by small organic molecules has changed the principles of the development of drug compounds for antitumor therapy. Recent achievements in this area are associated with the design of small-molecule protein kinase inhibitors, organic compounds exhibiting directed pathogenetic action. In this study, in silico design of 38 potential anti-cancer compounds with multikinase profile was carried out based on the derivatives of 2-arylaminopyrimidine. Evaluation of inhibitory activity potential of these compounds against the native and mutant (T315I) forms of Bcr-Abl tyrosine kinase, an enzyme that plays a key role in the pathogenesis of chronic myeloid leukemia characterized by uncontrolled growth myeloid cells in peripheral blood and bone marrow, was performed using molecular modeling tools. As a result, 5 top-ranking compounds that exhibit, according to the calculated data, a high-affinity binding to the native and mutant Bcr-Abl tyrosine kinase were identified. The designed compounds were shown to form good scaffolds for the development of novel potent antitumor drugs.
通过小有机分子抑制癌症过程的发现改变了抗肿瘤治疗药物化合物开发的原则。这一领域的最新成就与小分子蛋白激酶抑制剂的设计有关,这些有机化合物表现出直接的致病作用。本研究以2-芳基氨基嘧啶衍生物为基础,进行了38种具有多激酶谱的潜在抗癌化合物的计算机设计。这些化合物对Bcr-Abl酪氨酸激酶的天然和突变(T315I)形式的抑制活性潜力进行了评估,Bcr-Abl酪氨酸激酶是一种酶,在慢性髓性白血病的发病机制中起关键作用,其特征是外周血和骨髓中髓细胞不受控制的生长。结果,根据计算数据,鉴定出5个与天然和突变Bcr-Abl酪氨酸激酶具有高亲和力结合的前5位化合物。所设计的化合物为开发新型强效抗肿瘤药物提供了良好的支架。
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引用次数: 1
Application of Molecular Dynamics and Monte-Carlo Methods near the Critical Points 分子动力学和蒙特卡罗方法在临界点附近的应用
Q3 Mathematics Pub Date : 2020-12-09 DOI: 10.17537/2020.15.394
N. Balabaev, V. Lakhno
The applicability of molecular dynamics and Monte-Carlo methods near the phase transition is discussed on the example of DNA melting.
以DNA熔化为例,讨论了分子动力学和蒙特卡罗方法在相变附近的适用性。
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引用次数: 1
Transmission of Acute Respiratory Infections in a City: Agent-Based Approach 城市急性呼吸道感染的传播:基于主体的方法
Q3 Mathematics Pub Date : 2020-12-08 DOI: 10.17537/2020.15.338
A. Vlad, T. E. Sannikova, A. Romanyukha
An incidence curve of acute respiratory infections in Moscow hasthree picks between September and April and reaches its maximum in January-February The emergence of new strains of influenza A could account for onlyone pick a year The most cases of common cold are caused by ubiquitous lowpathogenic viruses In order to simulate weekly fluctuation of incidence rate ofacute respiratory illnesses we developed an agent-based model It contains 10 millions agents with such attributes as sex, age, social status, levels of specific immune memory and lists of contacts Each agent can contact with members of its household, colleagues or classmates Through such contacts susceptible agent can be infected with one of seven circulating respiratory viruses Viruses differ in their immunologic properties and assume to present influenza A virus, influenza B virus, parainfluenza, adenovirus, coronavirus, rhinovirus and respiratory syncytial virus The rate of transmission depends on duration of contact, vulnerability of susceptible agent, infectivity of infected agent and air temperature Proposed network of social interactions proved to be sufficiently detailed as it provided good fitting for observed incidence rate including periods of school holidays and winter public holidays Additionally, the estimates of basic reproductive rate for the viruses confirm that all these viruses except new strains of influenza A are relatively harmless and unable to cause significant growth of acute respiratory infections morbidity © 2020 All Rights Reserved
莫斯科急性呼吸道感染的发病率曲线在9月至4月之间有三个拐点,在1月至2月达到最大值甲型流感新毒株的出现每年只能占一个拐点,大多数普通感冒病例是由普遍存在的低致病性病毒引起的。为了模拟急性呼吸道疾病发病率的每周波动,我们开发了一个基于agent的模型,该模型包含1000万个具有性别、年龄、社会地位、特定免疫记忆水平和接触者名单每个病原体可与其家庭成员、同事或同学接触,通过这些接触,易感病原体可感染七种循环呼吸道病毒中的一种。病毒的免疫特性不同,可能呈现甲型流感病毒、乙型流感病毒、副流感病毒、腺病毒、冠状病毒、传播速度取决于接触时间、易感病原体的易感性、受感染病原体的传染性和气温。所提出的社会互动网络被证明是足够详细的,因为它很好地拟合了观察到的发病率,包括学校假期和冬季公共假期。此外,对病毒基本繁殖率的估计证实,除甲型流感新毒株外,所有这些病毒都相对无害,不会造成急性呼吸道感染发病率的显著增长©2020版权所有
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引用次数: 10
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