Tumor microenvironment governs the prognostic landscape of immunotherapy for head and neck squamous cell carcinoma: A computational model-guided analysis

Bhattacharya, P.; Linnenbach, A.; South, A. P.; Martinez-Outschoorn, U.; Curry, J. M.; Johnson, J. M.; Harshyne, L. A.; Mahoney, M. G.; Luginbuhl, A. J.; Vadigepalli, R.

doi:10.1101/2024.09.26.615149

bioRxiv · 10.1101/2024.09.26.615149

Tumor microenvironment governs the prognostic landscape of immunotherapy for head and neck squamous cell carcinoma: A computational model-guided analysis

Bhattacharya, P.·Linnenbach, A.·South, A. P.·Martinez-Outschoorn, U.·Curry, J. M.·Johnson, J. M.·Harshyne, L. A.·Mahoney, M. G.·Luginbuhl, A. J.·Vadigepalli, R.

View original source ↗Export metadata ↓

Abstract

Immune checkpoint inhibition (ICI) has emerged as a critical treatment strategy for squamous cell carcinoma of the head and neck (HNSCC) that halts the immune escape of the tumor cells. Increasing evidence suggests that the onset, progression, and lack of/no response of HNSCC to ICI are emergent properties arising from the interactions within the tumor microenvironment (TME). Deciphering how the diversity of cellular and molecular interactions leads to distinct HNSCC TME subtypes subsequently governing the ICI response remains largely unexplored. We developed a cellular-molecular model of the HNSCC TME that incorporates multiple cell types, cellular states, and transitions, and molecularly mediated paracrine interactions. An exhaustive simulation of the HNSCC TME network shows that distinct mechanistic balances within the TME give rise to the five clinically observed TME subtypes such as immune/non-fibrotic, immune/fibrotic, fibrotic only and immune/fibrotic desert. We predict that the cancer-associated fibroblast, beyond a critical proliferation rate, drastically worsens the ICI response by hampering the accessibility of the CD8+ killer T cells to the tumor cells. Our analysis reveals that while an Interleukin-2 (IL-2) + ICI combination therapy may improve response in the immune desert scenario, Osteopontin (OPN) and Leukemia Inhibition Factor (LIF) knockout with ICI yields the best response in a fibro-dominated scenario. Further, we predict Interleukin-8 (IL-8), and lactate can serve as crucial biomarkers for ICI-resistant HNSCC phenotypes. Overall, we provide an integrated quantitative framework that explains a wide range of TME-mediated resistance mechanisms for HNSCC and predicts TME subtype-specific targets that can lead to an improved ICI outcome.

Source connections

Published article ↗

Explore related subjects

cancer biology Preprint

Keep this discovery

Explore connections, maps & timelines

BibTeX RIS

Bhattacharya, P., Linnenbach, A., South, A. P., Martinez-Outschoorn, U., Curry, J. M., Johnson, J. M., Harshyne, L. A., Mahoney, M. G., Luginbuhl, A. J., Vadigepalli, R.. 2024-09-27. Tumor microenvironment governs the prognostic landscape of immunotherapy for head and neck squamous cell carcinoma: A computational model-guided analysis. https://doi.org/10.1101/2024.09.26.615149

Cite the original work for its findings. Save a collection to share your selection of sources.

KEEP EXPLORING

Related preprints

bioRxiv2026

Tet2-Clonal Hematopoiesis Promotes Whereas Dnmt3a-CH Inhibits Breast Cancer Progression During Aging

Clonal hematopoiesis of indeterminate potential (CHIP) driven by somatic mutations in blood cells increases with age and is associated with adverse outcomes in cancer patients. How CHIP mutations influence solid tumor progression remains unclear. Using inducible murine models of Dnmt3a- or Tet2-mutant CHIP combined with orthotopic syngeneic breast cancer models, we demonstrate that upon aging Dnmt3a-mutant CHIP prevents whereas Tet2-mutant CHIP drives breast cancer progression. Dnmt3a-mutant immune infiltrates established interferon-mediated MHCIIhigh tumor-associated macrophages (TAMs) that supported cytotoxic CD8+ T cell-mediated tumor rejection. In contrast, Tet2-mutant TAMs exhibited an inflammatory, immunosuppressive phenotype characterized by increased IL-1 and CXCL2 production, reduced MHCII expression, and impaired T cell recruitment and activation. Therapeutic blockade of IL-1R1 or CXCR2 reduced tumor progression in aged Tet2-mutant CHIP mice and partially restored anti-tumor immunity. These findings establish that the effects of CHIP on cancer are mutation- and age-dependent and identify IL-1/CXCL2-driven inflammation as a therapeutic vulnerability of tumor-promoting Tet2-mutant CHIP.

cancer biology↗

bioRxiv2026

Single Nucleus Profiling Reveals Rewired Tumor-Immune-Stromal Cell Communication in Plasmacytoid Urothelial Carcinoma

Plasmacytoid urothelial carcinoma (PUC) is an aggressive histologic subtype of bladder cancer associated with worse patient outcomes and therapeutic response compared to conventional urothelial carcinoma (CUC). While recent work has demonstrated metastatic lymph nodes from PUC tumors have an inflamed phenotype, how the tumor microenvironment (TME) and crosstalk between tumor, stromal, and immune cells in primary PUC bladder tumors differs from those in CUC remains poorly understood. The impact of these differences on response to immunotherapy is also unknown. To understand TME differences between CUC and PUC and their impact on cell signaling, we performed single nucleus RNA sequencing on PUC and CUC tumors, as well as Xenium spatial transcriptomics on a mixed CUC / PUC tumor. We identified increased signaling between PUC-enriched, CDH1-low urothelial cells, immunosuppressive lipid-associated macrophages, and SFRP2+/CTHRC1+ fibroblasts in PUC tumors compared to CUC. Spatial transcriptomics identified increased macrophage infiltration in PUC histology and colocalization of PUC tumor cells, immunosuppressive macrophages, and SFRP2+ fibroblasts. Taken together, this study delineates PUC architecture and demonstrates interplay CDH1-low tumor cells, EMT, and immunosuppressive macrophages, identifying possible therapeutic vulnerabilities in PUC.

cancer biology↗

bioRxiv2026

The Phospholipase A2 Activity of Peroxiredoxin 6 Protects Hepatocarcinoma Cells Against Ferroptosis and Mitophagy Impairment

Peroxiredoxin 6 (PRDX6) is a moonlighting protein that plays a key role in regulating redox homeostasis and lipid metabolism through its unique dual peroxidase and calcium-independent phospholipase A2 (iPLA2) activities. Here, we generated a stable HepG2 cell line harboring a D140A mutation to selectively ablate iPLA2 activity, and we compared its phenotype with that of wild-type (WT) and PRDX6-knockout (KO) cells. D140A exhibited low ROS leves, similar to WT cells, confirming that oxidative stress is due to peroxidase deficiency. In contrast, D140A cells displayed higher lipid peroxidation than WT cells, though significantly lower than that of KO cells. Furthermore, the D140A mutant mirrored the KO phenotype regarding intracellular ferrous iron accumulation, impaired lipid droplet biogenesis, and the downregulation of the key ferroptosis regulator GPX4. Mechanistically, integrated proteomic, lipidomic, and enzymatic analyses revealed that a deficiency in iPLA2 activity of PRDX6 disrupted the release of key lipid species necessary for cell structure and signaling. Consequently, organelles involved in lipid synthesis and trafficking, such as peroxisomes, endoplasmic reticulum, mitochondria and lipid droplet, were affected. Specifically, we found that mitochondria exhibited a reduction in cristae and a diminished capacity for mitophagy and autophagy, which ultimately makes cells much more susceptible to erastin-induced ferroptotic cell death. Taken together, our findings demonstrate that PRDX6 iPLA2 activity uniquely coordinates organelle lipid homeostasis and mitophagy to protect cancer cells from ferroptotic cell death. Consequently, the use of iPLA2 inhibitors such as MJ33, which decreased PRDX6 iPLA2 activity to a level comparable to the mutant D140A, could represent a promising therapeutic strategy for inducing ferroptotic cell death in hepatocellular carcinoma.

cancer biology↗