Spatial profiling technologies illuminate the tumor microenvironment

O Elhanani, R Ben-Uri, L Keren - Cancer cell, 2023 - cell.com
The tumor microenvironment (TME) is composed of many different cellular and acellular
components that together drive tumor growth, invasion, metastasis, and response to …

Profiling cell identity and tissue architecture with single-cell and spatial transcriptomics

GS Gulati, JP D'Silva, Y Liu, L Wang… - … Reviews Molecular Cell …, 2024 - nature.com
Single-cell transcriptomics has broadened our understanding of cellular diversity and gene
expression dynamics in healthy and diseased tissues. Recently, spatial transcriptomics has …

[HTML][HTML] Organization of the human intestine at single-cell resolution

JW Hickey, WR Becker, SA Nevins, A Horning… - Nature, 2023 - nature.com
The intestine is a complex organ that promotes digestion, extracts nutrients, participates in
immune surveillance, maintains critical symbiotic relationships with microbiota and affects …

Graph deep learning for the characterization of tumour microenvironments from spatial protein profiles in tissue specimens

Z Wu, AE Trevino, E Wu, K Swanson, HJ Kim… - Nature Biomedical …, 2022 - nature.com
Multiplexed immunofluorescence imaging allows the multidimensional molecular profiling of
cellular environments at subcellular resolution. However, identifying and characterizing …

An end-to-end workflow for multiplexed image processing and analysis

J Windhager, VRT Zanotelli, D Schulz, L Meyer… - Nature …, 2023 - nature.com
Multiplexed imaging enables the simultaneous spatial profiling of dozens of biological
molecules in tissues at single-cell resolution. Extracting biologically relevant information …

Unsupervised discovery of tissue architecture in multiplexed imaging

J Kim, S Rustam, JM Mosquera, SH Randell… - Nature …, 2022 - nature.com
Multiplexed imaging and spatial transcriptomics enable highly resolved spatial
characterization of cellular phenotypes, but still largely depend on laborious manual …

SOTIP is a versatile method for microenvironment modeling with spatial omics data

Z Yuan, Y Li, M Shi, F Yang, J Gao, J Yao… - Nature …, 2022 - nature.com
The rapidly develo** spatial omics generated datasets with diverse scales and modalities.
However, most existing methods focus on modeling dynamics of single cells while ignore …

Graph Fourier transform for spatial omics representation and analyses of complex organs

Y Chang, J Liu, Y Jiang, A Ma, YY Yeo, Q Guo… - Nature …, 2024 - nature.com
Spatial omics technologies decipher functional components of complex organs at cellular
and subcellular resolutions. We introduce Spatial Graph Fourier Transform (SpaGFT) and …

NIPMAP: niche-phenotype map** of multiplex histology data by community ecology

A El Marrahi, F Lipreri, Z Kang, L Gsell, A Eroglu… - Nature …, 2023 - nature.com
Advances in multiplex histology allow surveying millions of cells, dozens of cell types, and
up to thousands of phenotypes within the spatial context of tissue sections. This leads to a …

Multiplex protein imaging in tumour biology

N de Souza, S Zhao, B Bodenmiller - Nature Reviews Cancer, 2024 - nature.com
Tissue imaging has become much more colourful in the past decade. Advances in both
experimental and analytical methods now make it possible to image protein markers in …