Scientific ReportsCancer BiologyPeer-reviewed journal article
Breast cancer through the lens of whole transcriptome spatial imaging
Claire WilliamsiD, Yi CuiiD, Michael J. Patrick, Giang Ong, Terence C. TheiseniD, Megan Vandenberg, Joseph BeechemiD, Patrick J. DanaheriD
Abstract
Using the worlds first transcriptome-scale spatial imaging of a breast tumor, we assessed what could be learned about one patients disease. We cataloged heterogeneity across 3 morphological regions, 9 spatial domains, 37 cell types, and 1692 pathways. Then, employing a new algorithm for spatially stratified differential expression, we tested >2 million hypotheses about cell types behavior across space. We measured how CD8+ T cells change upon entering the tumor, how cancer cells adapt to nutrient-poor microenvironments, how tumor glycolysis impacts nearby healthy cells, and how low-proliferation zones of the tumor are distinct. We found several instances of druggable biology: the tumors heterogeneity and invasion programs suggested aggressiveness independent of traditional grading; PDCD1 expression and exhaustion limited T-cell activity; cancer cells engaged angiogenic signaling but struggled to proliferate in hypoxic regions; and a tumor subcluster up-regulated lipid metabolism. These findings demonstrate the insights obtainable through spatial profiling of individual tumors.
- organism: human
- assay: spatial transcriptomics
- research focus: cell-cell communication
- research focus: differential expression
- approach: deep learning
- Citations
- 0
- FWCI
- 0.00
- Field percentile
- top 40%
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