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Updated: Jul 13, 2025

Analysis of Human T Cell Activity in an Allogeneic Co-Culture Setting of Pre-Treated Tumor Cells
Published on: March 7, 2025
Oncogenic context shapes the fitness landscape of tumor suppression
Lily M Blair1, Joseph M Juan1, Lafia Sebastian1
1D2G Oncology, Mountain View, CA, USA.
Abstract:
Tumors acquire alterations in oncogenes and tumor suppressor genes in an adaptive walk through the fitness landscape of tumorigenesis. However, the interactions between oncogenes and tumor suppressor genes that shape this landscape remain poorly resolved and cannot be revealed by human cancer genomics alone. Here, we use a multiplexed, autochthonous mouse platform to model and quantify the initiation and growth of more than one hundred genotypes of lung tumors across four oncogenic contexts: KRAS G12D, KRAS G12C, BRAF V600E, and EGFR L858R. We show that the fitness landscape is rugged-the effect of tumor suppressor inactivation often switches between beneficial and deleterious depending on the oncogenic context-and shows no evidence of diminishing-returns epistasis within variants of the same oncogene. These findings argue against a simple linear signaling relationship amongst these three oncogenes and imply a critical role for off-axis signaling in determining the fitness effects of inactivating tumor suppressors.
Insights
Tumor suppressor gene inactivation effects vary with oncogene context, revealing a complex cancer fitness landscape. This highlights crucial off-axis signaling in tumor development, not just linear pathways.
Area of Science:
- Oncology
- Cancer Genomics
- Systems Biology
Background:
- Tumorigenesis involves oncogene and tumor suppressor gene alterations.
- Interactions shaping the cancer fitness landscape are poorly understood.
- Human cancer genomics alone cannot fully resolve these complex interactions.
Purpose of the Study:
- To model and quantify lung tumor initiation and growth across diverse oncogenic contexts.
- To investigate the fitness landscape of tumorigenesis.
- To elucidate the role of tumor suppressor gene inactivation in different oncogenic backgrounds.
Main Methods:
- Utilized a multiplexed, autochthonous mouse model.
- Generated and analyzed over one hundred lung tumor genotypes.
- Focused on four key oncogenic contexts: KRAS G12D, KRAS G12C, BRAF V600E, and EGFR L858R.
Main Results:
- Demonstrated a rugged cancer fitness landscape where tumor suppressor inactivation effects are context-dependent.
- Observed no diminishing-returns epistasis within variants of the same oncogene.
- Found that oncogene interactions are not simply linear.
Conclusions:
- The fitness landscape of tumorigenesis is complex and context-specific.
- Tumor suppressor gene function is critically influenced by the specific oncogene driving tumor initiation.
- Off-axis signaling pathways play a significant role in determining the fitness impact of tumor suppressor inactivation.
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