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Full-Text Articles in Genetics and Genomics
Sccad: Cluster Decomposition-Based Anomaly Detection For Rare Cell Identification In Single-Cell Expression Data, Yunpei Xu, Shaokai Wang, Qilong Feng, Jiazhi Xia, Yaohang Li, Hong-Dong Li, Jianxin Wang
Sccad: Cluster Decomposition-Based Anomaly Detection For Rare Cell Identification In Single-Cell Expression Data, Yunpei Xu, Shaokai Wang, Qilong Feng, Jiazhi Xia, Yaohang Li, Hong-Dong Li, Jianxin Wang
Computer Science Faculty Publications
Single-cell RNA sequencing (scRNA-seq) technologies have become essential tools for characterizing cellular landscapes within complex tissues. Large-scale single-cell transcriptomics holds great potential for identifying rare cell types critical to the pathogenesis of diseases and biological processes. Existing methods for identifying rare cell types often rely on one-time clustering using partial or global gene expression. However, these rare cell types may be overlooked during the clustering phase, posing challenges for their accurate identification. In this paper, we propose a Cluster decomposition-based Anomaly Detection method (scCAD), which iteratively decomposes clusters based on the most differential signals in each cluster to effectively separate …
Dynamics Of Trophoblast Differentiation In Peri-Implantation–Stage Human Embryos, Rachel C. West, Hao Ming, Deirdre M. Logsdon, Jiangwen Sun, Sandeep K. Rajput, Rebecca A. Kile, William B. Schoolcraft, R. Michael Roberts, Rebecca L. Krisher, Zongliang Jiang, Ye Yuan
Dynamics Of Trophoblast Differentiation In Peri-Implantation–Stage Human Embryos, Rachel C. West, Hao Ming, Deirdre M. Logsdon, Jiangwen Sun, Sandeep K. Rajput, Rebecca A. Kile, William B. Schoolcraft, R. Michael Roberts, Rebecca L. Krisher, Zongliang Jiang, Ye Yuan
Computer Science Faculty Publications
Single-cell RNA sequencing of cells from cultured human blastocysts has enabled us to define the transcriptomic landscape of placental trophoblast (TB) that surrounds the epiblast and associated embryonic tissues during the enigmatic day 8 (D8) to D12 peri-implantation period before the villous placenta forms. We analyzed the transcriptomes of 3 early placental cell types, cytoTB (CTB), syncytioTB (STB), and migratoryTB (MTB), picked manually from cultured embryos dissociated with trypsin and were able to follow sublineages that emerged from proliferating CTB at the periphery of the conceptus. A unique form of CTB with some features of STB was detectable at D8, …