Best practices for single-cell analysis across modalities

L Heumos, AC Schaar, C Lance, A Litinetskaya… - Nature Reviews …, 2023 - nature.com
Recent advances in single-cell technologies have enabled high-throughput molecular
profiling of cells across modalities and locations. Single-cell transcriptomics data can now …

Macrophage diversity in cancer revisited in the era of single-cell omics

RY Ma, A Black, BZ Qian - Trends in immunology, 2022 - cell.com
Tumor-associated macrophages (TAMs) have multiple potent functions in cancer and, thus,
represent important therapeutic targets. These diverse functions highlight the heterogenous …

Pan-cancer single-cell landscape of tumor-infiltrating T cells

L Zheng, S Qin, W Si, A Wang, B **ng, R Gao, X Ren… - Science, 2021 - science.org
INTRODUCTION Cancer immunotherapies that target tumor-specific T cells have benefited
many cancer patients, but the clinical efficacy varies greatly among different cancer types …

[HTML][HTML] A pan-cancer single-cell transcriptional atlas of tumor infiltrating myeloid cells

S Cheng, Z Li, R Gao, B **ng, Y Gao, Y Yang, S Qin… - Cell, 2021 - cell.com
Tumor-infiltrating myeloid cells (TIMs) are key regulators in tumor progression, but the
similarity and distinction of their fundamental properties across different tumors remain …

[HTML][HTML] From Louvain to Leiden: guaranteeing well-connected communities

VA Traag, L Waltman, NJ Van Eck - Scientific reports, 2019 - nature.com
Community detection is often used to understand the structure of large and complex
networks. One of the most popular algorithms for uncovering community structure is the so …

Generalizing RNA velocity to transient cell states through dynamical modeling

V Bergen, M Lange, S Peidli, FA Wolf, FJ Theis - Nature biotechnology, 2020 - nature.com
RNA velocity has opened up new ways of studying cellular differentiation in single-cell RNA-
sequencing data. It describes the rate of gene expression change for an individual gene at a …

The single-cell transcriptional landscape of mammalian organogenesis

J Cao, M Spielmann, X Qiu, X Huang, DM Ibrahim… - Nature, 2019 - nature.com
Mammalian organogenesis is a remarkable process. Within a short timeframe, the cells of
the three germ layers transform into an embryo that includes most of the major internal and …

Single-nucleus and spatial transcriptome profiling of pancreatic cancer identifies multicellular dynamics associated with neoadjuvant treatment

WL Hwang, KA Jagadeesh, JA Guo, HI Hoffman… - Nature …, 2022 - nature.com
Pancreatic ductal adenocarcinoma (PDAC) is a highly lethal and treatment-refractory
cancer. Molecular stratification in pancreatic cancer remains rudimentary and does not yet …

SCENIC+: single-cell multiomic inference of enhancers and gene regulatory networks

C Bravo González-Blas, S De Winter, G Hulselmans… - Nature …, 2023 - nature.com
Joint profiling of chromatin accessibility and gene expression in individual cells provides an
opportunity to decipher enhancer-driven gene regulatory networks (GRNs). Here we present …

Current best practices in single‐cell RNA‐seq analysis: a tutorial

MD Luecken, FJ Theis - Molecular systems biology, 2019 - embopress.org
Single‐cell RNA‐seq has enabled gene expression to be studied at an unprecedented
resolution. The promise of this technology is attracting a growing user base for single‐cell …