bioRxivCancer Biology
Mitogen-activated protein kinase activity drives cell trajectories in colorectal cancer
F. Uhlitz, P. Bischoff, S. Peidli, A. Sieber, B. Obermayer, E. Blanc, A. Trinks, M. Luethen, Y. Ruchiy, T. Sell, S. Mamlouk, R. Arsie, T.-T. Wei, K. Klotz-Noack, R. Schwarz, B. Sawitzki, C. Kamphues, D. Beule, M. Landthaler, C. Sers, D. Horst, N. Bluthgen, M. Morkel
Abstract
In colorectal cancer, oncogenic mutations transform a hierarchically organized and homeostatic epithelium into invasive cancer tissue lacking visible organization. We sought to define colorectal cancer cell types and signals controlling their development. More than 30,000 epithelial single cell transcriptomes of tumors and matched non-cancerous tissues of twelve colorectal cancer patients were clustered into six patient-overarching groups defined by differential activities of oncogenic signaling pathways such as mitogen-activated protein kinase and oncogenic traits such as replication stress. RNA metabolic labeling and assessment of RNA velocity in patient-derived organoids revealed developmental trajectories of colorectal cancer cells organized along a mitogen-activated protein kinase activity gradient. This was in contrast to normal colon organoid cells developing along graded Wnt activity. Experimental targeting of EGFR-BRAF-MEK in cancer organoids affected signaling and gene expression contingent on predictive KRAS/BRAF mutations and induced cell plasticity overriding default developmental trajectories, providing a basis for non-genetic resistance to targeted therapies.
- organism: human
- assay: scRNA-seq
- research focus: trajectory inference
- approach: deep learning
- approach: statistical model
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