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Deciphering the Cluster-Specific Marker Genes via Integration of Single Cell RNA Sequencing Datasets | IEEE Conference Publication | IEEE Xplore

Deciphering the Cluster-Specific Marker Genes via Integration of Single Cell RNA Sequencing Datasets


Abstract:

Experimental data from brain tissues are critical for tackling the problems in brain development and revealing the underlying mechanisms of disease states. However, obtai...Show More

Abstract:

Experimental data from brain tissues are critical for tackling the problems in brain development and revealing the underlying mechanisms of disease states. However, obtaining the brain tissue is a major challenge. Human brain organoids hold remarkable promise for this goal, but they suffer from substantial organoid-to-organoid variability. We performed a data-driven analysis on single-cell RNA-sequencing data using 17775 cells isolated from 2 individual organoids. The main goal was to accurately integrate the data coming from unmatched datasets, cluster the cells based on their similarity levels and predict the differentially expressed genes per cell types to reveal novel brain cell types and markers. This research opens a way to map human brain cells and develop novel and precise machine learning algorithms for accurate scRNA-Seq data analysis.
Date of Conference: 11-13 October 2023
Date Added to IEEE Xplore: 31 October 2023
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Conference Location: Sivas, Turkiye
Computational Applied Science Engineering, Kadir Has University, Istanbul, Turkey
Molecular Biology and Genetics Department, Kadir Has University, Istanbul, Turkey
Computer Engineering Department, Kadir Has University, Istanbul, Turkey
Computer Engineering Department, Kadir Has University, Istanbul, Turkey
Computer Engineering Department, Kadir Has University, Istanbul, Turkey

Computational Applied Science Engineering, Kadir Has University, Istanbul, Turkey
Molecular Biology and Genetics Department, Kadir Has University, Istanbul, Turkey
Computer Engineering Department, Kadir Has University, Istanbul, Turkey
Computer Engineering Department, Kadir Has University, Istanbul, Turkey
Computer Engineering Department, Kadir Has University, Istanbul, Turkey

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