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稀疏特征选择将H2A.Z鉴定为不对称自我更新分布干细胞的一种新型、模式特异性生物标志物。

Sparse feature selection identifies H2A.Z as a novel, pattern-specific biomarker for asymmetrically self-renewing distributed stem cells.

作者信息

Huh Yang Hoon, Noh Minsoo, Burden Frank R, Chen Jennifer C, Winkler David A, Sherley James L

机构信息

Division of Electron Microscopic Research, Korea Basic Science Institute, 169-148 Gwahak-ro, Yuseong-gu, Daejeon 305-806, Republic of Korea.

College of Pharmacy, Seoul National University, Seoul, Republic of Korea.

出版信息

Stem Cell Res. 2015 Mar;14(2):144-54. doi: 10.1016/j.scr.2014.12.007. Epub 2015 Jan 6.

Abstract

There is a long-standing unmet clinical need for biomarkers with high specificity for distributed stem cells (DSCs) in tissues, or for use in diagnostic and therapeutic cell preparations (e.g., bone marrow). Although DSCs are essential for tissue maintenance and repair, accurate determination of their numbers for medical applications has been problematic. Previous searches for biomarkers expressed specifically in DSCs were hampered by difficulty obtaining pure DSCs and by the challenges in mining complex molecular expression data. To identify such useful and specific DSC biomarkers, we combined a novel sparse feature selection method with combinatorial molecular expression data focused on asymmetric self-renewal, a conspicuous property of DSCs. The analysis identified reduced expression of the histone H2A variant H2A.Z as a superior molecular discriminator for DSC asymmetric self-renewal. Subsequent molecular expression studies showed H2A.Z to be a novel "pattern-specific biomarker" for asymmetrically self-renewing cells, with sufficient specificity to count asymmetrically self-renewing DSCs in vitro and potentially in situ.

摘要

长期以来,临床上一直需要对组织中分布的干细胞(DSCs)具有高特异性的生物标志物,或者用于诊断和治疗性细胞制剂(如骨髓)的生物标志物。尽管DSCs对组织维持和修复至关重要,但准确确定其数量用于医学应用一直存在问题。以前寻找在DSCs中特异性表达的生物标志物受到难以获得纯DSCs以及挖掘复杂分子表达数据的挑战的阻碍。为了识别此类有用且特异的DSC生物标志物,我们将一种新型的稀疏特征选择方法与专注于不对称自我更新(DSCs的一个显著特性)的组合分子表达数据相结合。分析确定组蛋白H2A变体H2A.Z的表达降低是DSC不对称自我更新的一种优越分子鉴别指标。随后的分子表达研究表明,H2A.Z是不对称自我更新细胞的一种新型“模式特异性生物标志物”,具有足够的特异性,能够在体外甚至可能在原位对不对称自我更新的DSCs进行计数。

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