Cancer genomic alterations and microenvironmental features encode synergistic interactions with disease outcomes

dc.contributor.authorBayati, Masroor
dc.contributor.authorKlein, Zoe P.
dc.contributor.authorBahcheli, Alxander T.
dc.contributor.authorSlobodyanyuk, Mykhaylo
dc.contributor.authorTo, Jeffrey
dc.contributor.authorCheng, Kevin C. L.
dc.contributor.authorMishra, Jigyansa
dc.contributor.authorPellegrina, Diogo
dc.contributor.authorGuevara Hover, Kissy
dc.contributor.authorMcIntosh, Chris
dc.contributor.authorEt. al.
dc.date.accessioned2025-09-22T08:58:57Z
dc.date.available2025-09-22T08:58:57Z
dc.date.issued2025
dc.description.abstractOncogenesis, tumor progression and therapy response are shaped by somatic alterations in the cancer genome and features of the tumor immune microenvironment (TME). How interactions between these two systems influence tumor evolution and clinical outcomes remains incompletely understood. To address this challenge, we developed the multi-omics analysis framework PACIFIC that systematically integrates genetic cancer drivers and infiltration profiles of immune cells to find pairwise combinations of drivers and TME characteristics that jointly associate with clinical outcomes. By analyzing 8500 primary tumor samples of 26 cancer types, we report 34 immunogenomic interactions (IGXs) in 13 cancer types in which context-specific combinations of genomic alterations and immune cell levels were significantly correlated with patient survival. Subsets of tumor samples defined by some IGXs were characterized by tumor-intrinsic and microenvironmental metrics of immunogenicity and differential expression of immunotherapy target genes. In luminal-A breast cancer, an IGX involving MEN1 deletion combined with reduced levels of neutrophils associated with lower progression-free survival and deregulation of immune signaling pathways, as observed in two independent cancer genomics datasets. These results showcase the ability of PACIFIC to integrate complex multi-omics datasets with clinical information, enabling the identification of clinically relevant immunogenomic interactions. Such interactions provide a rich set of hypotheses for mechanistic studies and the development of biomarkers and therapeutic targets. Implications: Co-occurrence patterns of cancer drivers and TME characteristics highlight synergistic interactions with prognostic potential.
dc.description.filiationUEMspa
dc.description.impact4.7 Q2 JCR 2024; 1.748 Q1 SJR 2024; No data IDR 2023
dc.description.sponsorshipDiscovery Grant RGPIN2023-04646
dc.description.sponsorshipProject Grant PJT-162410
dc.description.sponsorshipProject Grant PJT-197925
dc.description.sponsorshipOtra financianción en página 16: 10.1158/1541-7786.MCR-25-0475
dc.identifier.citationBayati, M., Klein, Z. P., Bahcheli, A. T., Slobodyanyuk, M., To, J., Cheng, K. C. L., Mishra, J., Pellegrina, D., Guevara-Hoyer, K., McIntosh, C., Bhat, M., & Reimand, J. (2025). Cancer genomic alterations and microenvironmental features encode synergistic interactions with disease outcomes. Molecular Cancer Research. https://doi.org/10.1158/1541-7786.MCR-25-0475
dc.identifier.doi10.1158/1541-7786.MCR-25-0475
dc.identifier.issn1557-3125
dc.identifier.issn1541-7786
dc.identifier.urihttps://hdl.handle.net/11268/16166
dc.language.isoeng
dc.peerreviewedSi
dc.relation.publisherversionhttps://doi.org/10.1158/1541-7786.MCR-25-0475
dc.rightsAttribution-NonCommercial-NoDerivatives 4.0 Internationalen
dc.rights.accessRightsopen access
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/4.0/
dc.subject.sdgGoal 3: Ensure healthy lives and promote well-being for all at all ages
dc.subject.sdgGoal 13: Take urgent action to combat climate change and its impacts
dc.subject.unescoCáncer
dc.subject.unescoEfectos de las actividades humanas
dc.subject.unescoInmunología
dc.titleCancer genomic alterations and microenvironmental features encode synergistic interactions with disease outcomes
dc.typejournal article
dc.type.hasVersionVoR
dspace.entity.typePublication

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