深度学习揭示了某些CCM异形作为转录因子
Jacob Croft1, Liyuan Gao2, Victor Sheng2
1Department of Molecular & Translational Medicine (MTM), Texas Tech University Health Science Center El Paso (TTUHSCEP), El Paso, TX 79905, USA.
Frontiers in bioscience (Landmark edition)
|February 29, 2024
概括
大脑洞穴形蛋白 (CCM) 可以作为转录因子,调节基因表达. 这项研究确定了8种具有这种新功能的CCM异型,挑战了现有研究.
科学领域:
- 分子生物学分子生物学
- 遗传学 是一个遗传学.
- 生物信息学是一种生物信息学.
背景情况:
- 大脑洞腔形 (CCM) 是与中风风险相关的血管异常.
- 家庭性CCM包括KRIT1 (CCM1),MGC4607 (CCM2) 和PDCD10 (CCM3) 基因.
- CCM蛋白在细胞核和细胞质之间穿,这表明它们在基因调节中的作用.
研究的目的:
- 调查CCM蛋白是否作为转录因子 (TF) 起作用.
- 为了识别具有TF能力的特定CCM异型.
主要方法:
- 使用了一个深度学习 (DL) 算法与一个有偏见的支持向量机 (SVM) 模型.
- 分析了CCM基因异型,表现出核细胞质的穿.
主要成果:
- 在CCM1,CCM2和CCM3中确定了11种CCM异型.
- 在8种CCM1和CCM2异型中确认了转录因子功能.
- 这是CCM异型体作为TFs的首次鉴定.
结论:
- CCM 蛋白质具有双重作用,既作为信号组成部分,又作为转录因子.
- 这一发现扩大了CCM蛋白的已知功能,超出了内皮细胞信号传递的范围.
- 挑战了CCM的既定观点,仅在血管生成相关的信号级联中.
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