Project C2

Mapping the fitness landscapes of metastasizing cancers

2022 – 2025 The influence of stroma-metastasis interaction on tumor evolution
2018 – 2021 Predicting the constrained evolution of tumors

Andreas Beyer, CECAD and U Cologne | web | email

Axel Hillmer, U Cologne | web | email

In this project, we will characterize adaptive processes of a tumor enabling its establishment as a metastasis and predict the seeding probability as a function of the cell’s mutations and the tumor environment. By single-nucleus RNA-sequencing, we will characterize the transcriptomic state of cancer cells, immune cells, and stromal cells of both the primary tumor and the metastasis. Using systems-scale computational modelling, we will infer adaptive responses of cancer cells to their environment and adaptive responses of stromal cells to the tumor.

Publications

Analysis of Limited Proteolysis-Coupled Mass Spectrometry Data

Nagel, L., Grossbach, J., Cappelletti, V., Dörig, C., Picotti, P., & Beyer, A., Molecular & Cellular Proteomics, 24(4), 100934, 07. Mar 2025, 10.1016/j.mcpro.2025.100934

Predicting the next move: Tracking the complexity of lung cancer evolution and metastasis

Lorenz, C., Hillmer, A. M., & Brägelmann, J, Signal Transduction and Targeted Therapy, 8(1), 09. Aug 2023, 10.1038/s41392-023-01567-5

Genetic effects on molecular network states explain complex traits

Weith, M., Großbach, J., Clement-Ziza, M., Gillet, L., Rodríguez-López, M., Marguerat, S., Workman, C. T., Picotti, P., Bähler, J., Aebersold, R., & Beyer, A, Molecular Systems Biology, 19(8), 24. Jul 2023, 10.15252/msb.202211493

Global, in situ analysis of the structural proteome in individuals with Parkinson's disease to identify a new class of biomarker

Mackmull, M.-T., Nagel, L., Sesterhenn, F., Muntel, J., Grossbach, J., Stalder, P., Bruderer, R., Reiter, L., Van De Berg, W. D. J., De Souza, N., Beyer, A., & Picotti, P., Nature Structural & Molecular Biology, 29(10), 978–989, 12. Oct 2022, 10.1038/s41594-022-00837-0

The impact of genomic variation on protein phosphorylation states and regulatory networks

Grossbach J., Gillet L., Clément-Ziza M., Schmalohr C.L., Schubert O.T., Schütter M., Mawer J.S.P, Barnes C., Bludau I., Weith M., Tessarz P., Graef M., Aebersold R., Beyer A., Molecular Systems Biology, 16. May 2022, 10.15252/msb.202110712

Convergent network effects along the axis of gene expression during prostate cancer progression

Charmpi, K., Guo, T., Zhong, Q. et al., Beyer A., Genome Biol, 21 302, 14. Dec 2020, 10.1186/s13059-020-02188-9

Pyruvate kinase variant of fission yeast tunes carbon metabolism, cell regulation, growth and stress resistance

Kamrad S., Grossbach J., Rodríguez‐López M., Mülleder M., Townsend S.J, Cappelletti V., Stojanovski G., Correia‐Melo C., Picotti P., Beyer A., Ralser M., Bähler J., Mol Syst Biol (2020)16:e9270, 01. Apr 2020, 10.15252/msb.20199270

Multi-region proteome analysis quantifies spatial heterogeneity of prostate tissue biomarkers

Guo T., Li L., Zhong Q., Rupp N.J., Charmpi K., Wong C.E., Wagner U., Rueschoff J.H., Jochum W., Fankhauser C.D., Saba K., Poyet C., Wild P.J., Aebersold R., Beyer A., Life Science Alliance, 29. May 2018, 10.26508/lsa.201800042

regNet: an R package for network-based propagation of gene expression alterations

Seifert M., Beyer A., Bioinformatics Volume 34 Issue 2:308–311, 15. Jan 2018, 10.1093/bioinformatics/btx544

Detection of COPB2 as a KRAS synthetic lethal partner through integration of functional genomics screens

Christodoulou E.G., Yang H., Lademann F., Pilarsky C., Beyer A., Schroeder M., Oncotarget 8:34283-34297, 10. March 2017, 10.18632/oncotarget.16079