Type: Oral
Session: 622. Lymphoma Biology—Non-Genetic Studies: Mechanisms of Lymphomagenesis, Progression, and Response
Hematology Disease Topics & Pathways:
Leukemia, Diseases, CLL, Non-Hodgkin Lymphoma, DLBCL, Biological Processes, Lymphoid Malignancies, proteomics
Proteins are the primary cellular biological effectors. Proteome composition is highly dependent on regulatory mechanisms located both upstream and downstream translation (transcriptional regulation, post-translational modifications, protein metabolism). Thus, the analysis of the genome and the transcriptome only allows a putative extrapolation of the expressed proteome. Proteomic studies have been performed in the context of de novo DLBCLs (Fornecker et al. Sci Rep. 2019), unravelling a set of proteins associated with refractoriness. In CLL, it showed different profiles according to IGHV mutational status after B-Cell Receptor activation (Perrot et al. Blood 2011). No proteomic study of RS has been carried out to date.
RS sample selection was performed across 7 French institutions affiliated to the FILO (French Innovative Leukemia Organization). A total of 49 fresh frozen biopsies were collected, including 28 de novo DLBCLs and 21 RS, mostly treated with first line R-CHOP. All biopsies were centrally reviewed. RS samples were characterized, with data on CLL-RS clonal relationship and mutational status for a 13-gene panel representing the most frequently mutated genes in CLL. Only DLBCL subtype RS samples with at least 50% tumor purity (range 50-95%) and a minimum 10 mg weight were selected. Peptide measurements were performed using liquid chromatography coupled with tandem mass spectrometry, according to published methods (Muller et al. Sci Rep. 2018). Stringent quality controls were applied to ensure sample integrity, abundance accuracy and overall reproducibility. Proteome reconstruction at peptide and at protein level was achieved with a specifically devised pipeline involving conditional filtering, full normalization, categorization and imputation of missing values. These tools made use of the R/Bioconductor DEP package (Zhang et al. Nat Protoc. 2018). Supervised (Bayesian linear models) and unsupervised (hierarchical clustering, K-means, PCA) analyses were further applied to identify differential protein signatures. These were functionally annotated with ReactomePA (Yu et al. Mol Biosyst. 2016) for pathways and STRING (Szklarczyk et al. Nucleic Acids Res. 2019) for association networks.
Extended proteomics analysis identified 1,772 proteins, among which 191 were differentially expressed (False Discovery Rate/FDR < 0.05) in RS samples compared to de novo DLBCLs, with 82 increased and 109 decreased proteins. Hierarchical clustering revealed a highly correlated expression profile of these top candidates and clearly separated the 21 RS and the 28 de novo DLBCL samples (Figure 1). Sample distribution was independent from chemosensitivity/resistance, for DLBCL samples, and also unrelated to GCB/Non-GCB phenotype according to Hans algorithm, Epstein-Barr virus positivity or tumor purity. Functional interactome is an in silico protein-protein interaction network built on published data from the literature and available in public databases. The functional interactome computed from the 82 proteins overexpressed in RS showed a strongly enriched association network (protein-protein interactions; p-value < 1e-16), with an over-representation in BCR pathway, VEGF signaling, JAK-STAT pathway and Interleukin-12, Rho GTPase, and actin coiling (FDR < 0.05; Figure 1). Proteins underexpressed in RS (109) also displayed highly associated interactions (p-value < 1e-16) with a main node including proteins involved in cell death regulation, extracellular matrix organization, regulation of Insulin Growth Factor, and signaling by receptor tyrosine kinase (FDR < 0.05; Figure 1).
Here we performed proteomics on a 49-sample cohort of 28 de novo DLBCLs and 21 RS, which revealed a specific and differential signature in RS. This includes increased expression of targets within the druggable signaling pathways BCR and JAK-STAT. Furthermore the decrease in proteins involved in cell death regulation and extracellular matrix organization suggests resistance mechanisms to apoptosis and immune system in RS.
Disclosures: Dartigeas: Janssen: Honoraria; Roche: Honoraria; Gilead: Other: non-financial support. Tausch: AbbVie: Consultancy, Honoraria, Research Funding; Roche: Consultancy, Honoraria, Research Funding; Janssen-Cilag: Consultancy, Honoraria, Research Funding. Leblond: AstraZeneca: Consultancy, Honoraria; Lilly: Consultancy; Janssen: Consultancy, Honoraria, Research Funding, Speakers Bureau; Amgen: Honoraria; Gilead: Honoraria, Speakers Bureau; AbbVie: Consultancy, Honoraria, Other: Travel/accommodations/expenses, Research Funding, Speakers Bureau; Roche: Consultancy, Honoraria, Other: Travel/accommodations/expenses, Research Funding, Speakers Bureau. Thieblemont: Hospira: Research Funding; Amgen: Consultancy, Honoraria, Membership on an entity's Board of Directors or advisory committees, Other: TRAVEL, ACCOMMODATIONS, EXPENSES (paid by any for-profit health care company); Bristol-Myers Squibb: Consultancy, Other: TRAVEL, ACCOMMODATIONS, EXPENSES (paid by any for-profit health care company); Cellectis: Consultancy, Honoraria, Membership on an entity's Board of Directors or advisory committees, Other: TRAVEL, ACCOMMODATIONS, EXPENSES (paid by any for-profit health care company), Speakers Bureau; Roche: Consultancy, Honoraria, Membership on an entity's Board of Directors or advisory committees, Other: TRAVEL, ACCOMMODATIONS, EXPENSES (paid by any for-profit health care company), Research Funding; Celgene: Consultancy, Honoraria, Membership on an entity's Board of Directors or advisory committees, Other: TRAVEL, ACCOMMODATIONS, EXPENSES (paid by any for-profit health care company); Incyte: Honoraria; Kite, a Gilead Company: Consultancy, Honoraria, Membership on an entity's Board of Directors or advisory committees, Other: TRAVEL, ACCOMMODATIONS, EXPENSES (paid by any for-profit health care company); Novartis: Consultancy, Honoraria, Membership on an entity's Board of Directors or advisory committees, Other: travel support; AbbVie: Consultancy, Honoraria, Membership on an entity's Board of Directors or advisory committees, Other: TRAVEL, ACCOMMODATIONS, EXPENSES (paid by any for-profit health care company); Bayer: Honoraria. Stilgenbauer: Mundipharma: Consultancy, Honoraria, Other, Research Funding; Novartis: Consultancy, Honoraria, Other, Research Funding; Pharmacyclics: Consultancy, Honoraria, Other, Research Funding; Gilead: Consultancy, Honoraria, Other: travel support, Research Funding; Genentech: Consultancy, Honoraria, Other: travel support, Research Funding; Genzyme: Consultancy, Honoraria, Other: travel support, Research Funding; F. Hoffmann-LaRoche: Consultancy, Honoraria, Other: travel support, Research Funding; Celgene: Consultancy, Honoraria, Other: travel support, Research Funding; Boehringer-Ingelheim: Consultancy, Honoraria, Other: travel support, Research Funding; GlaxoSmithKline: Consultancy, Honoraria, Other: travel support, Research Funding; Amgen: Consultancy, Honoraria, Other: travel support, Research Funding; AbbVie: Consultancy, Honoraria, Other: travel support, Research Funding; Janssen-Cilag: Consultancy, Honoraria, Other: travel support, Research Funding. Guieze: abbvie: Honoraria, Other: advisory board, travel funds; janssen cilag: Honoraria, Other: advisory board, travel funds; roche: Other: travle funds; gilead: Honoraria, Other: travel funds; astrazanecka: Honoraria, Other: advisory board. Perrot: Amgen, BMS/Celgene, Janssen, Sanofi, Takeda: Consultancy, Honoraria, Research Funding. Feugier: astrazeneca: Consultancy, Honoraria, Research Funding; abbvie: Consultancy, Honoraria, Research Funding; roche: Consultancy, Honoraria, Research Funding; gilead: Consultancy, Honoraria, Research Funding; janssen: Consultancy, Honoraria, Research Funding. Broséus: AstraZeneca: Consultancy, Honoraria; Janssen: Honoraria, Research Funding; Novartis: Honoraria, Research Funding; Gilead: Honoraria.
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