Challenges in unsupervised clustering of single-cell RNA-seq data

VY Kiselev, TS Andrews, M Hemberg - Nature Reviews Genetics, 2019 - nature.com
Single-cell RNA sequencing (scRNA-seq) allows researchers to collect large catalogues
detailing the transcriptomes of individual cells. Unsupervised clustering is of central …

[HTML][HTML] Stem cells and the differentiation hierarchy in mammary gland development

NY Fu, E Nolan, GJ Lindeman… - Physiological …, 2020 - journals.physiology.org
The mammary gland is a highly dynamic organ that undergoes profound changes within its
epithelium during puberty and the reproductive cycle. These changes are fueled by …

A single‐cell RNA expression atlas of normal, preneoplastic and tumorigenic states in the human breast

B Pal, Y Chen, F Vaillant, BD Capaldo, R Joyce… - The EMBO …, 2021 - embopress.org
To examine global changes in breast heterogeneity across different states, we determined
the single‐cell transcriptomes of> 340,000 cells encompassing normal breast, preneoplastic …

Single-cell transcriptional diversity is a hallmark of developmental potential

GS Gulati, SS Sikandar, DJ Wesche, A Manjunath… - Science, 2020 - science.org
Single-cell RNA sequencing (scRNA-seq) is a powerful approach for reconstructing cellular
differentiation trajectories. However, inferring both the state and direction of differentiation is …

Cell clustering for spatial transcriptomics data with graph neural networks

J Li, S Chen, X Pan, Y Yuan, HB Shen - Nature Computational Science, 2022 - nature.com
Spatial transcriptomics data can provide high-throughput gene expression profiling and the
spatial structure of tissues simultaneously. Most studies have relied on only the gene …

[HTML][HTML] A human breast atlas integrating single-cell proteomics and transcriptomics

GK Gray, CMC Li, JM Rosenbluth, LM Selfors… - Developmental cell, 2022 - cell.com
The breast is a dynamic organ whose response to physiological and pathophysiological
conditions alters its disease susceptibility, yet the specific effects of these clinical variables …

Profiling human breast epithelial cells using single cell RNA sequencing identifies cell diversity

QH Nguyen, N Pervolarakis, K Blake, D Ma… - Nature …, 2018 - nature.com
Breast cancer arises from breast epithelial cells that acquire genetic alterations leading to
subsequent loss of tissue homeostasis. Several distinct epithelial subpopulations have been …

Novel dynamics of human mucociliary differentiation revealed by single-cell RNA sequencing of nasal epithelial cultures

S Ruiz García, M Deprez, K Lebrigand… - …, 2019 - journals.biologists.com
The upper airway epithelium, which is mainly composed of multiciliated, goblet, club and
basal cells, ensures proper mucociliary function and can regenerate in response to assaults …

Batch alignment of single-cell transcriptomics data using deep metric learning

X Yu, X Xu, J Zhang, X Li - Nature communications, 2023 - nature.com
Abstract scRNA-seq has uncovered previously unappreciated levels of heterogeneity. With
the increasing scale of scRNA-seq studies, the major challenge is correcting batch effect …

Two distinct epithelial-to-mesenchymal transition programs control invasion and inflammation in segregated tumor cell populations

KK Youssef, N Narwade, A Arcas, A Marquez-Galera… - Nature Cancer, 2024 - nature.com
Epithelial-to-mesenchymal transition (EMT) triggers cell plasticity in embryonic development,
adult injured tissues and cancer. Combining the analysis of EMT in cell lines, embryonic …