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114/11/10 Computational Challenges and Applications of Single-Cell RNA Sequencing in Cancer Research

時間:114年11月10日(星期一) 19:10 - 21:00

 

 

地點:大仁樓301

 

 

主持人:紀明德老師

 

 

演講者:臺灣師範大學 陳翔瀚教授

 

 

演講題目:Computational Challenges and Applications of Single-Cell RNA Sequencing in Cancer Research

 

 

演講綱要:Single-cell RNA sequencing (scRNA-seq) has transformed our ability to study cellular heterogeneity, but it also presents major computational challenges, including doublet detection, batch effect correction, clustering, and cell type annotation. In this presentation, I will briefly introduce the workflow of scRNA-seq and highlight recent advances addressing these issues. Among these, I will emphasize our work on developing a robust cell-typing tool. Beyond computational innovations, I will also present our application of scRNA-seq to breast cancer, focusing on different cancer subtypes. By analyzing both immune and non-immune cell populations, we identified therapy-responsive subgroups and characterized the tumor microenvironment under standard and experimental treatments. Together, these studies demonstrate how combining novel computational methods with applied scRNA-seq analyses can yield deeper biological insights and support the advancement of precision oncology.

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