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1.
Rafael K. de Andrades Márcio Dorn Daniel S. Farenzena Luis C. Lamb 《Expert systems with applications》2013,40(13):5210-5218
The Medical and Pharmaceutical industries have shown high interest in the precise engineering of protein hormones and enzymes that perform existing functions under a wide range of conditions. Proteins are responsible for the execution of different functions in the cell: catalysis in chemical reactions, transport and storage, regulation and recognition control. Computational Protein Design (CPD) investigates the relationship between 3-D structures of proteins and amino acid sequences and looks for all sequences that will fold into such 3-D structure. Many computational methods and algorithms have been proposed over the last years, but the problem still remains a challenge for Mathematicians, Computer Scientists, Bioinformaticians and Structural Biologists. In this article we present a new method for the protein design problem. Clustering techniques and a Dead-End-Elimination algorithm are combined with a SAT problem representation of the CPD problem in order to design the amino acid sequences. The obtained results illustrate the accuracy of the proposed method, suggesting that integrated Artificial Intelligence techniques are useful tools to solve such an intricate problem. 相似文献
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从组学水平分析富硒条件下酿酒酵母菌(Saccharomyces cerevisiae)内在分子机制,为酿酒酵母菌富硒研究及富硒基因的挖掘利用提供理论依据。该研究以不加硒培养的酿酒酵母菌作为对照组Kb,以加20μg/mL硒培养的酿酒酵母菌为实验组Se,利用Illumina高通量测序平台对两组进行转录组测序,通过生物信息学方法对数据进行分析处理。结果表明,转录组测序共获得6 445个Unigenes,分别有1 401个(21.74%)、3 665个(56.87%)、5 630个(87.35%)、6 112个(94.83%)、6 077个(94.29%)、5 059个(78.49%) Unigenes被注释到GO、KEGG、COG、NR、Swiss Prot和Pfam数据库,共有6 150个(95.42%) Unigenes得到注释。在GO功能注释中,共得到41个GO功能小类,在KEGG代谢通路分析时,获得了113条KEGG通路。该转录组测序数据质量高,结果覆盖面广,为酿酒酵母菌富硒基因挖掘和研究提供了一定的理论参考。 相似文献
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目的对不同基因型的丙型肝炎病毒(HCV)的E1、E2蛋白进行生物信息学比较分析,以找出重要的生物信息学数据。方法从Gene Bank中获取不同基因型HCV的E1、E2蛋白核苷酸与氨基酸序列,运用DNA Star,ClustalX,Bio Edit等国际通用的软件进行氨基酸和核苷酸的序列比对,计算核苷酸和氨基酸同源性。在线软件TMHMM v2.0分析E1、E2蛋白跨膜区。AntheProt5.0软件分析二级结构。结果 E1氨基酸起始于aa 193—aa196和终止于aa 382—aa 383,E2蛋白氨基酸起始于aa 384和终止于aa 744—aa 754。不同基因型间E1、E2蛋白基因核苷酸同源性为59.7%-77.0%,氨基酸同源性为60.6%-82.8%。E1、E2蛋白存在3个跨膜区:E1存在2个跨膜区,位于aa 273—aa 293和aa 363—aa 383;E2蛋白存在1个跨膜区,位于aa 723—aa 744。二级结构分析发现不同型HCV E1、E2蛋白富含α螺旋(21%-30%),β折叠(26%-36%)和卷曲结构(43%-48%)。结论HCV E1、E2核苷酸和氨基酸序列表现为较大的异质性,其蛋白跨膜区富含α螺旋,胞外区以β折叠为主。 相似文献
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Chuanyang Liu Lu Min Jingyu Kuang Chushu Zhu Xinyuan Qiu Xiaomin Wu Tianyi Zhang Sisi Xie Lingyun Zhu 《International journal of molecular sciences》2022,23(12)
The pivotal roles of miRNAs in carcinogenesis, metastasis, and prognosis have been demonstrated recently in various cancers. This study intended to investigate the specific roles of hsa-miR-654-5p in lung cancer, which is, in general, rarely discussed. A series of closed-loop bioinformatic functional analyses were integrated with in vitro experimental validation to explore the overall biological functions and pan-cancer regulation pattern of miR-654-5p. We found that miR-654-5p abundance was significantly elevated in LUAD tissues and correlated with patients’ survival. A total of 275 potential targets of miR-654-5p were then identified and the miR-654-5p-RNF8 regulation axis was validated in vitro as a proof of concept. Furthermore, we revealed the tumor-suppressing roles of miR-654-5p and demonstrated that miR-654-5p inhibited the lung cancer cell epithelial-mesenchymal transition (EMT) process, cell proliferation, and migration using target-based, abundance-based, and ssGSEA-based bioinformatic methods and in vitro validation. Following the construction of a protein–protein interaction network, 11 highly interconnected hub genes were identified and a five-genes risk scoring model was developed to assess their potential prognostic ability. Our study does not only provide a basic miRNA-mRNA-phenotypes reference map for understanding the function of miR-654-5p in different cancers but also reveals the tumor-suppressing roles and prognostic values of miR-654-5p. 相似文献
7.
Feng Zhang Kumar Ganesan Yan Li Jianping Chen 《International journal of molecular sciences》2022,23(17)
Potential drug toxicities and drug interactions of redundant compounds of plant complexes may cause unexpected clinical responses or even severe adverse events. On the other hand, super-additivity of drug interactions between natural products and synthetic drugs may be utilized to gain better performance in disease management. Although without enough datasets for prediction model training, based on the SwissSimilarity and PubChem platforms, for the first time, a feasible workflow of prediction of both toxicity and drug interaction of plant complexes was built in this study. The optimal similarity score threshold for toxicity prediction of this system is 0.6171, based on an analysis of 20 different herbal medicines. From the PubChem database, 31 different sections of toxicity information such as “Acute Effects”, “NIOSH Toxicity Data”, “Interactions”, “Hepatotoxicity”, “Carcinogenicity”, “Symptoms”, and “Human Toxicity Values” sections have been retrieved, with dozens of active compounds predicted to exert potential toxicities. In Spatholobus suberectus Dunn (SSD), there are 9 out of 24 active compounds predicted to play synergistic effects on cancer management with various drugs or factors. The synergism between SSD, luteolin and docetaxel in the management of triple-negative breast cancer was proved by the combination index assay, synergy score detection assay, and xenograft model. 相似文献
8.
Malgorzata Kardynska Jaroslaw Smieja Pawel Paszek Krzysztof Puszynski 《International journal of molecular sciences》2022,23(12)
Mathematical modeling of signaling pathways and regulatory networks has been supporting experimental research for some time now. Sensitivity analysis, aimed at finding model parameters whose changes yield significantly altered cellular responses, is an important part of modeling work. However, sensitivity methods are often directly transplanted from analysis of technical systems, and thus, they may not serve the purposes of analysis of biological systems. This paper presents a novel sensitivity analysis method that is particularly suited to the task of searching for potential molecular drug targets in signaling pathways. Using two sample models of pathways, p53/Mdm2 regulatory module and IFN--induced JAK/STAT signaling pathway, we show that the method leads to biologically relevant conclusions, identifying processes suitable for targeted pharmacological inhibition, represented by the reduction of kinetic parameter values. That, in turn, facilitates subsequent search for active drug components. 相似文献
9.
Carter J. Wilson Wing-Yiu Choy Mikko Karttunen 《International journal of molecular sciences》2022,23(9)
The development of AlphaFold2 marked a paradigm-shift in the structural biology community. Herein, we assess the ability of AlphaFold2 to predict disordered regions against traditional sequence-based disorder predictors. We find that AlphaFold2 performs well at discriminating disordered regions, but also note that the disorder predictor one constructs from an AlphaFold2 structure determines accuracy. In particular, a naïve, but non-trivial assumption that residues assigned to helices, strands, and H-bond stabilized turns are likely ordered and all other residues are disordered results in a dramatic overestimation in disorder; conversely, the predicted local distance difference test (pLDDT) provides an excellent measure of residue-wise disorder. Furthermore, by employing molecular dynamics (MD) simulations, we note an interesting relationship between the pLDDT and secondary structure, that may explain our observations and suggests a broader application of the pLDDT for characterizing the local dynamics of intrinsically disordered proteins and regions (IDPs/IDRs). 相似文献
10.
Cancer stem cells (CSC) play one of the crucial roles in the pathogenesis of various cancers, including colorectal cancer (CRC). Although great efforts have been made regarding our understanding of the cancerogenesis of CRC, CSC involvement in CRC development is still poorly understood. Using bioinformatics and RNA-seq data of normal mucosa, colorectal adenoma, and carcinoma (n = 106) from GEO and TCGA, we identified candidate CSC genes and analyzed pathway enrichment analysis (PEI) and protein–protein interaction analysis (PPI). Identified CSC-related genes were validated using qPCR and tissue samples from 47 patients with adenoma, adenoma with early carcinoma, and carcinoma without and with lymph node metastasis and were compared to normal mucosa. Six CSC-related genes were identified: ANLN, CDK1, ECT2, PDGFD, TNC, and TNXB. ANLN, CDK1, ECT2, and TNC were differentially expressed between adenoma and adenoma with early carcinoma. TNC was differentially expressed in CRC without lymph node metastases whereas ANLN, CDK1, and PDGFD were differentially expressed in CRC with lymph node metastases compared to normal mucosa. ANLN and PDGFD were differentially expressed between carcinoma without and with lymph node metastasis. Our study identified and validated CSC-related genes that might be involved in early stages of CRC development (ANLN, CDK1, ECT2, TNC) and in development of metastasis (ANLN, PDGFD). 相似文献