单细胞系学揭示了癌症和健康组织内的进化速率的变化
Nico Borgsmüller1,2, Monica Valecha3,4, Jack Kuipers1,2
1Department of Biosystems Science and Engineering, ETH Zurich, 4058 Basel, Switzerland.
Cell genomics
|September 18, 2023
概括
细胞系表现出不同的进化速率,可以通过使用单细胞DNA测序的新Poisson Tree (PT) 测试来检测. 这种方法在许多样本中确定了与驱动突变相关的加速癌症血统.
科学领域:
- 基因组学就是基因组学.
- 进化生物学 进化生物学
- 计算生物学 计算生物学
背景情况:
- 细胞系在发育过程中积累体质突变,这可能导致疾病.
- 身体进化速率因选择,突变速率变化和微观环境差异等因素而有所不同.
研究的目的:
- 开发一种统计方法,用于检测细胞系之间的不同进化速率.
- 将这种方法应用于来自健康和癌症样本的单细胞DNA测序 (scDNA-seq) 数据.
主要方法:
- 开发了Poisson Tree (PT) 测试,一种统计方法.
- 在scDNA-seq数据中利用了家族遗传信号.
- 将PT测试应用于24个健康和癌症scDNA-seq数据集.
主要成果:
- 在15个癌症中的11个和9个健康的scDNA-seq数据集中的5个中,PT测试拒绝了恒定的进化速率.
- 在六个癌症数据集中确定了驱动基因的亚克隆突变,解释了特定血统的加速进化.
- 证明细胞系在癌症和健康组织中经常以不同的速度进化.
结论:
- 单细胞DNA测序对于研究体的进化是有效的.
- 组织中的细胞系往往表现出异质的进化速率.
- PT测试是分析细胞群的进化动态的一个有价值的工具.
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