Nature Communications · 2021 · 68 citations · 41 references
MedicineCancer BiologyOncologyCancer ImmunologyTumor ImmunologyTumor MicroenvironmentTumor ImagingTumor Immune MicroenvironmentTumor-infiltrating LymphocytesKras G12c InhibitionKras InhibitorsMass CytometryMicroenvironmental RemodelingMultiplexed ImagingSegmentationTumor Microenvironment CharacterizationTumor Microenvironment Imaging
Mouse models are critical in pre-clinical studies of cancer therapy, allowing dissection of mechanisms through chemical and genetic manipulations that are not feasible in the clinical setting. In studies of the tumour microenvironment (TME), multiplexed imaging methods can provide a rich source of information. However, the application of such technologies in mouse tissues is still in its infancy. Here we present a workflow for studying the TME using imaging mass cytometry with a panel of 27 antibodies on frozen mouse tissues. We optimise and validate image segmentation strategies and automate the process in a Nextflow-based pipeline (imcyto) that is scalable and portable, allowing for parallelised segmentation of large multi-image datasets. With these methods we interrogate the remodelling of the TME induced by a KRAS G12C inhibitor in an immune competent mouse orthotopic lung cancer model, highlighting the infiltration and activation of antigen presenting cells and effector cells.
41
Laurens van der Maaten, Geoffrey E. Hinton · Journal of Machine Learning Research · 2008 · 35.7K citations
Dimensionality reduction for visualizing single-cell data using UMAP
Étienne Becht, Leland McInnes, John Healy et al. · Nature Biotechnology · 2018 · 5.8K citations
Visualization and analysis of gene expression in tissue sections by spatial transcriptomics
Patrik L. Ståhl, Fredrik Salmén, Sanja Vicković et al. · Science · 2016 · 3.9K citations
Simultaneous epitope and transcriptome measurement in single cells
Marlon Stoeckius, Christoph Hafemeister, William Stephenson et al. · Nature Methods · 2017 · 3.3K citations · Full text
Data-Driven Phenotypic Dissection of AML Reveals Progenitor-like Cells that Correlate with Prognosis
Jacob Levine, Erin F. Simonds, Sean C. Bendall et al. · Cell · 2015 · 2.6K citations · Full text