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Updated: Jun 4, 2025

VDJ-Seq: Deep Sequencing Analysis of Rearranged Immunoglobulin Heavy Chain Gene to Reveal Clonal Evolution Patterns of B Cell Lymphoma
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CGRclust:混沌游戏表示用于未标记的DNA序列的双重对比集群

Fatemeh Alipour1, Kathleen A Hill2, Lila Kari3

  • 1School of Computer Science, University of Waterloo, Waterloo, Canada. falipour@uwaterloo.ca.

BMC genomics
|December 19, 2024
PubMed
概括

本研究介绍了CGRclust,这是一种使用混乱游戏表示 (CGR) 和卷积神经网络 (CNN) 的新型无监督DNA序列聚类方法. CGRclust提供了准确,可扩展和无对齐的DNA序列分类,没有标签,优于现有的方法,特别是病毒基因组.

关键词:
没有对齐的DNA序列比较.混沌游戏表示 (CGR)卷积神经网络是一种卷积神经网络.DNA 序列聚类 DNA 序列聚类数据增强数据增强分类学分类 分类学分类.双胞胎对比学习学习没有监督的学习学习.

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