Proteogenomics refines the molecular classification of chronic lymphocytic leukemia

Herbst, S. A.; Vesterlund, M.; Helmboldt, A. J.; Jafari, R.; Siavelis, I.; Stahl, M.; Schitter, E.; Liebers, N.; Brinkmann, B.; Czernilofsky, F.; Roider, T.; Bruch, P.-M.; Iskar, M.; Kittai, A.; Huang, Y.; Lu, J.; Richter, S.; Mermelekas, G.; Umer, H. M.; Knoll, M.; Kolb, C.; Lenze, A.; Cao, X.; Oesterholm, C.; Wahnschaffe, L.; Herling, C.; Scheinost, S.; Ganzinger, M.; Mansouri, L.; Kriegsmann, K.; Kriegsmann, M.; Anders, S.; Zapatka, M.; Del Poeta, G.; Zucchetto, A.; Bomben, R.; Gattei, V.; Dreger, P.; Woyach, J.; Herling, M.; Mueller-Tidow, C.; Rosenquist, R.; Stilgenbauer, S.; Zenz, T.; Hu

doi:10.1101/2022.03.01.481539

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bioRxiv · 10.1101/2022.03.01.481539

Proteogenomics refines the molecular classification of chronic lymphocytic leukemia

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Abstract

Cancer heterogeneity at the proteome level may explain differences in therapy response and prognosis beyond the currently established genomic and transcriptomic based diagnostics. The relevance of proteomics for disease classifications remains to be established in clinically heterogeneous cancer entities such as chronic lymphocytic leukemia (CLL). Here, we characterized the proteome and transcriptome in-depth alongside genetic and ex-vivo drug response profiling in a clinically well annotated CLL discovery cohort (n= 68). Unsupervised clustering of the proteome data revealed six subgroups. Five of these proteomic groups were associated with genetic features, while one group was only detectable at the proteome level. This new group was characterized by accelerated disease progression, high spliceosomal protein abundances associated with aberrant splicing, and low B cell receptor signaling protein abundances (ASB-CLL). We developed classifiers to identify ASB-CLL based on its characteristic proteome or splicing signature in two independent cohorts (n= 165, n= 169) and confirmed that ASB-CLL comprises about 20 % of CLL patients. The inferior overall survival observed in ASB-CLL was independent of both TP53- and IGHV mutation status. Our multi-omics analysis refines the classification of CLL and highlights the potential of proteomics to improve cancer patient stratification beyond genetic and transcriptomic profiling. Single sentence summaryWe performed the largest proteogenomic analysis of CLL, linked proteomic profiles to clinical outcomes, and discovered a new poor outcome subgroup (ASB-CLL).

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Herbst, S. A., Vesterlund, M., Helmboldt, A. J., Jafari, R., Siavelis, I., Stahl, M., Schitter, E., Liebers, N., Brinkmann, B., Czernilofsky, F., Roider, T., Bruch, P.-M., Iskar, M., Kittai, A., Huang, Y., Lu, J., Richter, S., Mermelekas, G., Umer, H. M., Knoll, M., Kolb, C., Lenze, A., Cao, X., Oesterholm, C., Wahnschaffe, L., Herling, C., Scheinost, S., Ganzinger, M., Mansouri, L., Kriegsmann, K., Kriegsmann, M., Anders, S., Zapatka, M., Del Poeta, G., Zucchetto, A., Bomben, R., Gattei, V., Dreger, P., Woyach, J., Herling, M., Mueller-Tidow, C., Rosenquist, R., Stilgenbauer, S., Zenz, T., Hu. 2022-03-04. Proteogenomics refines the molecular classification of chronic lymphocytic leukemia. https://doi.org/10.1101/2022.03.01.481539

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