TY - GEN AB - This dissertation quantitatively assesses the single-cell spatial landscape of the tumor microenvironment for three cancer types. Statistical and machine learning approaches were used to identify candidate biomarkers of various clinical parameters, which can be leveraged to improve treatment strategies for future cancer patients. Importantly, the computational methods used here are widely applicable regardless of tissue type, and they provide a framework for future quantitative assessments of biological datasets resulting from any multiplex tissue imaging assay. AD - Oregon Health and Science University AU - Blise, Katie DA - 2024-03-22 ID - 42771 KW - Tumor Microenvironment KW - Machine Learning KW - Single-Cell Analysis KW - Spatial Analysis KW - Breast Neoplasms KW - Squamous Cell Carcinoma of Head and Neck KW - spatial proteomics KW - multiplex immunohistochemistry KW - breast cancer KW - pancreatic ductal adenocarcinoma L1 - https://digitalcollections.ohsu.edu/record/42771/files/Blise.Katie.2024.pdf L2 - https://digitalcollections.ohsu.edu/record/42771/files/Blise.Katie.2024.pdf L4 - https://digitalcollections.ohsu.edu/record/42771/files/Blise.Katie.2024.pdf LA - eng LK - https://digitalcollections.ohsu.edu/record/42771/files/Blise.Katie.2024.pdf N2 - This dissertation quantitatively assesses the single-cell spatial landscape of the tumor microenvironment for three cancer types. Statistical and machine learning approaches were used to identify candidate biomarkers of various clinical parameters, which can be leveraged to improve treatment strategies for future cancer patients. Importantly, the computational methods used here are widely applicable regardless of tissue type, and they provide a framework for future quantitative assessments of biological datasets resulting from any multiplex tissue imaging assay. PB - Oregon Health and Science University PY - 2024-03-22 T1 - Quantifying the single-cell spatial landscape of cancer TI - Quantifying the single-cell spatial landscape of cancer UR - https://digitalcollections.ohsu.edu/record/42771/files/Blise.Katie.2024.pdf Y1 - 2024-03-22 ER -