Functional and spatial proteomics profiling reveals intra- and intercellular signaling crosstalk in colorectal cancer
C. Plattner, G. Lamberti, P. Blattmann, A. Kirchmair, D. Rieder, Z. Loncova, G. Sturm, S. Scheidl, M. E. Ijsselsteijn, G. Fotakis, A. Noureen, R. Lisandrelli, N. Boeck, N. Nemati, A. Krogsdam, S. Daum, F. E. Finotello, A. Somarakis, A. Schaefer, D. Wilflingseder, M. Gonzalez Acera, D. Oefner, L. A. Huber, H. Clevers, C. Becker, , Z. Trajanoski
Abstract
BackgroundDespite major advances in the development of targeted therapies, precision (immuno)oncology approaches for patients with colorectal cancer continue to lag behind other solid cancers. Functional precision oncology - a strategy that is based on perturbing primary tumor cells from cancer patients with drugs - could provide an alternate road forward to personalize treatment. MethodsWe extend here the functional precision oncology paradigm to measuring phosphoproteome landscapes using patient-derived organoids (PDOs). We first employed steady-state multi-omics (exome sequencing, RNA sequencing, and proteomics) and single-cell characterization of the PDOs. The PDOs were then perturbed with kinase inhibitors (MEKi, PI3Ki, mTORi, TBKi, BRAFi, and TAKi), and large-scale phosphoproteomics profiling using data-independent acquisition was carried out. Further, we used imaging mass-cytometry-based single-cell proteomic profiling of the primary tumors to characterize cellular composition of the tumor-microenvironment (TME) and to quantify heterocellular signaling crosstalk. ResultsWe show that kinase inhibitors induce profound off-target effects resulting in a crosstalk with oncogenic and immune-related pathways. Reconstruction of the topologies of the kinase networks revealed that the patient-specific rewiring of the central EGFR-RAS-MAPK network is unaffected by mutations. Moreover, we show non-genetic heterogeneity of the PDOs and patient- and inhibitor-specific upregulation of stemness and differentiation genes by kinase inhibitors. We complemented our functional profiling by spatial proteomics profiling of the primary tumors using imaging mass cytometry. We quantify spatial heterocellular crosstalk and tumor-immune cell interactions, showing an avoidance of PD1+ immune cells and PD-L1+ tumor cells. ConclusionsCollectively, we provide a multi-modal framework for inferring tumor cell intrinsic signaling and external signaling from the TME to inform precision (immuno)-oncology in colorectal cancer.
02 /Specification & Classification
Click any tag to browse matching papersReproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Deciphering functional tumor-immune crosstalk through highly multiplexed imaging and deep visual proteomics
Xiang Zheng, Andreas Mund, Matthias Mann·Molecular CellPeer-reviewed·Jan 14, 2025
- Coordinated cellular neighborhoods orchestrate antitumoral immunity at the colorectal cancer invasive front
C. M. Schürch, S. S. Bhate, … G. P. Nolan·bioRxiv·Aug 24, 2019
- Spike-in enhanced phosphoproteomics uncovers synergistic signaling responses to MEK inhibition in colon cancer cells
Mirjam van Bentum, Bertram Klinger, … Matthias Selbach·Nature CommunicationsPeer-reviewed·May 26, 2025
- Prospective pan-cancer phosphoproteomics at clinical scale extends therapeutic options in precision oncology
Annika Schneider, Julia Wortmann, … Bernhard Küster·bioRxiv·Jul 9, 2026
- Mitogen-activated protein kinase activity drives cell trajectories in colorectal cancer
F. Uhlitz, P. Bischoff, … M. Morkel·bioRxiv·Jan 10, 2020
- Cyclin-dependent kinase 9 inhibitors as oncogene signaling modulators in combination with targeted therapy for the treatment of colorectal cancer
Mahshid Mohammadi, Muzaffer Ahmed Bhat, … Chaoyuan Kuang·bioRxiv·Aug 13, 2025