Multiomic-Based Molecular Landscape of FaDu Xenograft Tumors in Mice after a Combinatorial Treatment with Radiation and an HSP90 Inhibitor Identifies Adaptation-Induced Targets of Resistance and Therapeutic Intervention.
Michelle A BylickyUma T ShankavaramMolykutty J AryankalayilSunita ChopraSarwat NazAnastasia L SowersRajani ChoudhuriValerie CalvertEmanuel F PetricoinIris EkeJames B MitchellC Norman ColemanPublished in: Molecular cancer therapeutics (2024)
Treatments involving radiation and chemotherapy alone or in combination have improved patient survival and quality of life. However, cancers frequently evade these therapies due to adaptation and tumor evolution. Given the complexity of predicting response based solely on the initial genetic profile of a patient, a predetermined treatment course may miss critical adaptation that can cause resistance or induce new targets for drug and immunotherapy. To address the timescale for these evasive mechanisms, using a mouse xenograft tumor model, we investigated the rapidity of gene expression (mRNA), molecular pathway, and phosphoproteome changes after radiation, an HSP90 inhibitor, or combination. Animals received radiation, drug, or combination treatment for 1 or 2 weeks and were then euthanized along with a time-matched untreated group for comparison. Changes in gene expression occur as early as 1 week after treatment initiation. Apoptosis and cell death pathways were activated in irradiated tumor samples. For the HSP90 inhibitor and combination treatment at weeks 1 and 2 compared with Control Day 1, gene-expression changes induced inhibition of pathways including invasion of cells, vasculogenesis, and viral infection among others. The combination group included both drug-alone and radiation-alone changes. Our data demonstrate the rapidity of gene expression and functional pathway changes in the evolving tumor as it responds to treatment. Discovering these phenotypic adaptations may help elucidate the challenges in using sustained treatment regimens and could also define evolving targets for therapeutic efficacy.
Keyphrases
- gene expression
- cell death
- emergency department
- machine learning
- squamous cell carcinoma
- type diabetes
- cell proliferation
- radiation therapy
- cell cycle arrest
- heat shock protein
- high glucose
- skeletal muscle
- combination therapy
- heat stress
- case report
- binding protein
- endothelial cells
- mass spectrometry
- single cell
- gestational age
- deep learning
- electronic health record
- adverse drug
- smoking cessation
- big data
- wild type