Shahbaaz Mohd, Bisetty Krishna, Ahmad Faizan, Hassan Md Imtaiyaz
Department of Chemistry, Durban University of Technology, Durban 4000, South Africa.
Center for Interdisciplinary Research in Basic Sciences, Jamia Millia Islamia, Jamia Nagar, New Delhi 110025, India.
Comput Biol Chem. 2015 Dec;59 Pt A:67-80. doi: 10.1016/j.compbiolchem.2015.09.007. Epub 2015 Sep 18.
Mycoplasma pneumoniae type 2a strain 309 is a simplest known bacterium and is the primary cause of community acquired pneumonia in the children. It mainly causes severe atypical pneumonia as well as several other non-pulmonary manifestations such as neurological, hepatic, hemolytic anemia, cardiac diseases and polyarthritis. The size of M. pneumoniae genome (Accession number: NC_016807.1) is relatively smaller as compared to other bacteria and contains 707 functional proteins, in which 204 are classified as hypothetical proteins (HPs) because of the unavailability of experimentally validated functions. The functions of the HPs were predicted by integrating a variety of protein classification systems, motif discovery tools as well as methods that are based on characteristic features obtained from the protein sequence and metabolic pathways. The probable functions of 83HPs were predicted successfully. The accuracy of the diverse tools used in the adopted pipeline was evaluated on the basis of statistical techniques of Receiver Operating Characteristic (ROC), which indicated the reliability of the functional predictions. Furthermore, the virulent HPs present in the set of 83 functionally annotated proteins were predicted by using the Bioinformatics tools and the conformational behaviours of the proteins with highest virulence scores were studied by using the molecular dynamics (MD) simulations. This study will facilitate in the better understanding of various drug resistance and pathogenesis mechanisms present in the M. pneumoniae and can be utilized in designing of better therapeutic agents.
2a型肺炎支原体菌株309是已知最简单的细菌,是儿童社区获得性肺炎的主要病因。它主要引起严重的非典型肺炎以及其他一些非肺部表现,如神经、肝脏、溶血性贫血、心脏疾病和多关节炎。与其他细菌相比,肺炎支原体基因组(登录号:NC_016807.1)的大小相对较小,包含707种功能蛋白,其中204种被归类为假设蛋白(HPs),因为缺乏经过实验验证的功能。通过整合多种蛋白质分类系统、基序发现工具以及基于从蛋白质序列和代谢途径获得的特征的方法,对HPs的功能进行了预测。成功预测了83种HPs的可能功能。根据接受者操作特征(ROC)的统计技术,对所采用流程中使用的各种工具的准确性进行了评估,这表明了功能预测的可靠性。此外,通过使用生物信息学工具预测了83种功能注释蛋白中存在的毒性HPs,并通过分子动力学(MD)模拟研究了毒力得分最高的蛋白的构象行为。这项研究将有助于更好地理解肺炎支原体中存在的各种耐药性和发病机制,并可用于设计更好的治疗药物。