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利用无监督人工智能进行比较基因组学研究揭示了 的高 CG 频率。

Comparative genomics of using unsupervised AI reveals a high CG frequency.

机构信息

Primate Research Institute, Kyoto University, Inuyama-shi, Japan

Amphibian Research Center, Hiroshima University, Hiroshima-shi, Japan.

出版信息

Life Sci Alliance. 2021 Mar 12;4(5). doi: 10.26508/lsa.202000905. Print 2021 May.

Abstract

The Japanese wrinkled frog () is unique in having both XX-XY and ZZ-ZW types of sex chromosomes within the species. The genome sequencing and comparative genomics with other frogs should be important to understand mechanisms of turnover of sex chromosomes within one species or during a short period. In this study, we analyzed the newly sequenced genome of using a batch-learning self-organizing map which is unsupervised artificial intelligence for oligonucleotide compositions. To clarify genome characteristics of , we compared its short oligonucleotide compositions in all 1-Mb genomic fragments with those of other six frog species (, , , , , and ). In , we found an Mb-level large size of repeat sequences having a high identity with the W chromosome of the African bullfrog (). Our study concluded that has unique genome characteristics with a high CG frequency, and its genome is assumed to heterochromatinize a large size of genome via methylataion of CG.

摘要

日本皱皮蛙()在种内具有 XX-XY 和 ZZ-ZW 两种类型的性染色体,这是独一无二的。与其他青蛙进行基因组测序和比较基因组学研究对于理解一个物种或短时间内性染色体的更替机制应该很重要。在这项研究中,我们使用批量学习自组织图(一种无监督的人工智能用于寡核苷酸组成)分析了新测序的基因组。为了阐明的基因组特征,我们将其所有 1-Mb 基因组片段中的短寡核苷酸组成与其他六种青蛙物种(、、、、和)进行了比较。我们发现,有一个 Mb 级别的大量重复序列,与非洲牛蛙()的 W 染色体具有高度同源性。我们的研究得出结论,具有独特的基因组特征,CG 频率较高,其基因组通过 CG 的甲基化被假定为异染色质化。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/efc0/7994367/ec6919e9e037/LSA-2020-00905_Fig1.jpg

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