Department of Biotechnology, Faculty of Advanced Science and Technology, University of Isfahan, Isfahan, Iran.
Department of Biotechnology, Faculty of Advanced Science and Technology, University of Isfahan, Isfahan, Iran.
J Biotechnol. 2020 Jan 20;308:56-62. doi: 10.1016/j.jbiotec.2019.11.002. Epub 2019 Nov 6.
Alkaline phosphatase (ALP) and acid phosphatase (ACP) are two important phosphatase enzymes that play fundamental roles in Gram-negative bacteria. Additionally, they are useful for various biotechnological and industrial applications. In the present study, different aspects of bacterial ALPs and ACPs such as pseudo amino acid composition (PseAAC), amino acid composition, dipeptide composition, physicochemical properties, secondary structures and structural motifs were studied. The binding affinity of the phosphomonoesters to ALP and ACP enzymes was predicted by docking, and the activity of ALPs and ACPs were measured using colorimetric assay. ROC curve statistical analysis the machine learning algorithms were applied for classification of these two phosphatase protein groups. The results indicated that the physicochemical properties of ALPs and ACPs were not significantly different, although the aliphatic index and Extinction coefficient of motifs of these two enzymes were significantly different. Classification based on the concept of PseAAC and dipeptide composition also indicated high accuracy. The result of docking demonstrated that the binding free energy of ALPs was less than ACPs and the experimental results demonstrated that the activity of ACPs was more than ALPs. In conclusion, there is a relationship between efficiency and PseAAC and dipeptide compositions of these two enzymes.
碱性磷酸酶 (ALP) 和酸性磷酸酶 (ACP) 是两种重要的磷酸酶,在革兰氏阴性菌中起着基础性的作用。此外,它们在各种生物技术和工业应用中也很有用。在本研究中,研究了细菌 ALP 和 ACP 的不同方面,如伪氨基酸组成 (PseAAC)、氨基酸组成、二肽组成、理化性质、二级结构和结构基序。通过对接预测了磷酸单酯对 ALP 和 ACP 酶的结合亲和力,并通过比色法测定了 ALP 和 ACP 的活性。应用 ROC 曲线统计分析了机器学习算法,用于对这两种磷酸酶蛋白组进行分类。结果表明,ALP 和 ACP 的理化性质没有显著差异,尽管这两种酶的脂肪指数和基序消光系数有显著差异。基于 PseAAC 和二肽组成概念的分类也表明具有很高的准确性。对接结果表明,ALP 的结合自由能小于 ACP,实验结果表明 ACP 的活性大于 ALP。总之,这两种酶的效率与 PseAAC 和二肽组成之间存在关系。