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 …

Exploring tissue architecture using spatial transcriptomics

A Rao, D Barkley, GS França, I Yanai - Nature, 2021 - nature.com
Deciphering the principles and mechanisms by which gene activity orchestrates complex
cellular arrangements in multicellular organisms has far-reaching implications for research …

Spatially informed cell-type deconvolution for spatial transcriptomics

Y Ma, X Zhou - Nature biotechnology, 2022 - nature.com
Many spatially resolved transcriptomic technologies do not have single-cell resolution but
measure the average gene expression for each spot from a mixture of cells of potentially …

Spatial components of molecular tissue biology

G Palla, DS Fischer, A Regev, FJ Theis - Nature Biotechnology, 2022 - nature.com
Methods for profiling RNA and protein expression in a spatially resolved manner are rapidly
evolving, making it possible to comprehensively characterize cells and tissues in health and …

Screening cell–cell communication in spatial transcriptomics via collective optimal transport

Z Cang, Y Zhao, AA Almet, A Stabell, R Ramos… - Nature …, 2023 - nature.com
Spatial transcriptomic technologies and spatially annotated single-cell RNA sequencing
datasets provide unprecedented opportunities to dissect cell–cell communication (CCC) …

Museum of spatial transcriptomics

L Moses, L Pachter - Nature methods, 2022 - nature.com
The function of many biological systems, such as embryos, liver lobules, intestinal villi, and
tumors, depends on the spatial organization of their cells. In the past decade, high …

Spatial omics and multiplexed imaging to explore cancer biology

SM Lewis, ML Asselin-Labat, Q Nguyen, J Berthelet… - Nature …, 2021 - nature.com
Understanding intratumoral heterogeneity—the molecular variation among cells within a
tumor—promises to address outstanding questions in cancer biology and improve the …

Spatial transcriptomics at subspot resolution with BayesSpace

E Zhao, MR Stone, X Ren, J Guenthoer… - Nature …, 2021 - nature.com
Recent spatial gene expression technologies enable comprehensive measurement of
transcriptomic profiles while retaining spatial context. However, existing analysis methods …

Spatially informed clustering, integration, and deconvolution of spatial transcriptomics with GraphST

Y Long, KS Ang, M Li, KLK Chong, R Sethi… - Nature …, 2023 - nature.com
Spatial transcriptomics technologies generate gene expression profiles with spatial context,
requiring spatially informed analysis tools for three key tasks, spatial clustering, multisample …

Deciphering spatial domains from spatially resolved transcriptomics with an adaptive graph attention auto-encoder

K Dong, S Zhang - Nature communications, 2022 - nature.com
Recent advances in spatially resolved transcriptomics have enabled comprehensive
measurements of gene expression patterns while retaining the spatial context of the tissue …