Principal Component Analysis Provides Insights on the Evolutionary Divergence of Conotoxins

Akira Kikuchi, L. Tayo
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引用次数: 1

Abstract

Conotoxins are fast-evolving and highly diverse small, structured peptides found in venoms of predatory marine gastropods of the genus Conus. They are diverse yet exhibit superior stability, potency, and selectivity for various target receptors and subtypes; hence, they were proven valuable probes for drug discovery studies and models for protein evolution. The data structure of conotoxin peptide sequences in each gene superfamily was analyzed. Feature extraction showed diet- and geographical region-specific gene superfamilies. Using fast-Fourier transform (FFT) and principal component analysis (PCA), data structures indicated patterns of sequence similarity in conopeptides isolated in the same diet type. Clusters based on diet are prominent in the PCA plots and dendrograms. PCA clustering, node grouping, and feature extraction suggest the increasing role of dietary preference, providing insights on the driving force that pushed conotoxins to diverge and diversify.
主成分分析提供了Conotoxins进化分化的见解
Conotoxins是一种快速进化和高度多样化的小结构肽,发现于Conus属的掠食性海洋腹足动物的毒液中。它们种类繁多,但对各种靶受体和亚型具有优越的稳定性、效力和选择性;因此,它们被证明是药物发现研究和蛋白质进化模型的有价值的探针。分析了各基因超家族中螺毒素肽序列的数据结构。特征提取显示饮食和地理区域特异性基因超家族。利用快速傅里叶变换(FFT)和主成分分析(PCA),数据结构显示了从同一饲料类型中分离的conop肽序列相似性模式。基于饮食的聚类在主成分分析图和树状图中很突出。PCA聚类、节点分组和特征提取表明,饮食偏好的作用越来越大,为推动concontoxins分化和多样化的驱动力提供了见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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