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利用底物硬度通过机械转导-极性蛋白轴促进干细胞不对称分裂及其贝叶斯回归分析

Leveraging Substrate Stiffness to Promote Stem Cell Asymmetric Division via Mechanotransduction-Polarity Protein Axis and Its Bayesian Regression Analysis.

作者信息

Das Ankita, Adhikary Shreya, Chowdhury Amit Roy, Barui Ananya

机构信息

Centre for Healthcare Science and Technology, Indian Institute of Engineering Science and Technology, Shibpur, Howrah, India.

Department of Aerospace Engineering and Applied Mechanics, Indian Institute of Engineering Science and Technology, Shibpur, Howrah, India.

出版信息

Rejuvenation Res. 2022 Apr;25(2):59-69. doi: 10.1089/rej.2021.0039.

Abstract

Asymmetric division of stem cells is an evolutionarily conserved process in multicellular organisms responsible for maintaining cellular fate diversity. Symmetric-asymmetric division pattern of mesenchymal stem cells (MSCs) is regulated by both biochemical and biophysical cues. However, modulation of mechanotransduction pathway by varying scaffold properties and their adaptation to control stem cell division fate is not widely established. In this study, we explored the interplay between the mechanotransduction pathway and polarity protein complex in stem cell asymmetry under varied biophysical stimuli. We hypothesize that variation of scaffold stiffness will impart mechanical stimulus and control the cytoskeleton assembly through RhoA, which will lead to further downstream activation of polarity-related cell signaling and asymmetric division of MSCs. To establish the hypothesis, umbilical cord-derived MSCs were cultured on polycaprolactone/collagen scaffolds with varied stiffness, and expression levels of several important genes (viz., Yes-associated protein [YAP], transcriptional coactivator with PDZ-binding motif [TAZ], LATS1, LATS2, Par3, Par6, PRKC1 [homolog of aPKC] and RhoA), and biomarkers (viz. YAP, TAZ, F-actin, Numb) were assessed. Support vector machine polarity index was employed to understand the polarization status of the MSCs cultured on varied scaffold stiffness. Furthermore, the Bayesian logistic regression model was employed for classifying the asymmetric division of MSCs cultured on different scaffold stiffnesses that showed 91% accuracy. This study emphasizes the vital role of scaffold properties in modulating the mechanotransduction signaling pathway of MSCs and provides mechanistic basis for adopting facile method to control stem cell division pattern toward improving tissue engineering outcome.

摘要

干细胞的不对称分裂是多细胞生物中一种进化上保守的过程,负责维持细胞命运的多样性。间充质干细胞(MSC)的对称 - 不对称分裂模式受生化和生物物理线索的调节。然而,通过改变支架特性来调节机械转导途径及其对控制干细胞分裂命运的适应性尚未得到广泛确立。在本研究中,我们探讨了在不同生物物理刺激下,机械转导途径与极性蛋白复合物在干细胞不对称性中的相互作用。我们假设支架刚度的变化将施加机械刺激,并通过RhoA控制细胞骨架组装,这将导致极性相关细胞信号的进一步下游激活以及MSC的不对称分裂。为了验证这一假设,将脐带源的MSC培养在具有不同刚度的聚己内酯/胶原蛋白支架上,并评估了几个重要基因(即Yes相关蛋白[YAP]、含PDZ结合基序的转录共激活因子[TAZ]、LATS1、LATS2、Par3、Par6、PRKC1[非典型蛋白激酶C的同源物]和RhoA)以及生物标志物(即YAP、TAZ、F - 肌动蛋白、Numb)的表达水平。采用支持向量机极性指数来了解在不同支架刚度上培养的MSC的极化状态。此外,采用贝叶斯逻辑回归模型对在不同支架刚度上培养的MSC的不对称分裂进行分类,准确率达91%。本研究强调了支架特性在调节MSC机械转导信号通路中的重要作用,并为采用简便方法控制干细胞分裂模式以改善组织工程结果提供了机制基础。

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