Gene Expression Patterns and Phenotypic Associations in Chondrogenesis: Insights into Skeletal Dysplasia Nosology

B. Karaosmanoğlu, M. S. Ozisin, Gozde Imren, E. Taşkıran
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Abstract

The differentiation of mesenchymal stem cells (MSCs) into chondrocytes, known as chondrogenesis, is a complex process that plays a fundamental role in cartilage formation and skeletal development. This study elucidates the transcriptional dynamics and phenotypic correlations at various stages of chondrogenesis (early, mid, and late) using RNA-seq data. We focused on the differential expression of transcription factors (TFs) and RNA-binding proteins (RBPs). We identified critical genes during their highest expression periods and generated heatmaps to visualize these temporal patterns. Additionally, we conducted a comprehensive analysis of skeletal dysplasia nosology genes, determining their highest expression periods and phenotypic implications using the DisGeNET database. Our findings reveal that early-stage (D1) gene expression is linked to craniofacial development and limb formation anomalies, primarily involving genes responsible for extracellular matrix (ECM) organization and signal transduction. Mid-stage (D7) genes are associated with cartilage matrix composition and skeletal growth, highlighting roles in chondrocyte proliferation and matrix deposition. Late-stage (D21) genes are implicated in bone mineral density, cartilage integrity, and joint formation, ensuring the maturation and functionality of cartilage tissue. This study provides a detailed analysis of gene expression regulators and their phenotypic correlations during chondrogenesis, offering insights into the molecular mechanisms driving cartilage development and skeletal dysplasias. Understanding these temporal gene expression patterns enhances our knowledge of chondrogenesis and aids in developing targeted therapies for cartilage-related diseases. These findings underscore the significance of time-point analyses in capturing the dynamic regulation of gene expression throughout the differentiation process.
软骨形成过程中的基因表达模式和表型关联:骨骼发育不良命名的启示
间充质干细胞(MSCs)分化成软骨细胞(称为软骨形成)是一个复杂的过程,在软骨形成和骨骼发育中起着基础性作用。本研究利用RNA-seq数据阐明了软骨形成不同阶段(早期、中期和晚期)的转录动态和表型相关性。我们重点研究了转录因子(TFs)和 RNA 结合蛋白(RBPs)的差异表达。我们确定了最高表达期的关键基因,并生成了热图以直观显示这些时间模式。此外,我们还利用 DisGeNET 数据库对骨骼发育不良命名基因进行了全面分析,确定了它们的最高表达期和表型影响。我们的研究结果表明,早期(D1)基因的表达与颅面发育和肢体形成异常有关,主要涉及负责细胞外基质(ECM)组织和信号转导的基因。中期(D7)基因与软骨基质组成和骨骼生长有关,突出了软骨细胞增殖和基质沉积的作用。晚期(D21)基因与骨矿物质密度、软骨完整性和关节形成有关,确保软骨组织的成熟和功能。本研究详细分析了软骨形成过程中的基因表达调控因子及其表型相关性,为了解驱动软骨发育和骨骼发育不良的分子机制提供了见解。对这些时间基因表达模式的了解增强了我们对软骨形成的认识,有助于开发针对软骨相关疾病的靶向疗法。这些发现强调了时间点分析在捕捉整个分化过程中基因表达动态调控方面的重要性。
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