TY - GEN N2 - In order to improve treatment for a variety of forms of cancer, improved basic understanding of tumor microenvironments is needed. In this thesis, I review the state of the art MTI analysis methods (Chapter 1) and present two projects that address specifc MTI analysis challenges. DO - 10.6083/xg94hq17g DO - DOI AB - In order to improve treatment for a variety of forms of cancer, improved basic understanding of tumor microenvironments is needed. In this thesis, I review the state of the art MTI analysis methods (Chapter 1) and present two projects that address specifc MTI analysis challenges. T1 - Development of computational tools for analysis of biological image data DA - 2021 AU - Gray, Elliot M. L1 - https://digitalcollections.ohsu.edu/record/9296/files/Gray.Elliot.2021.pdf PB - Oregon Health and Science University PY - 2021 ID - 9296 L4 - https://digitalcollections.ohsu.edu/record/9296/files/Gray.Elliot.2021.pdf KW - Machine Learning KW - Pancreatic Neoplasms KW - Data Analysis KW - Spatial Analysis KW - noninfiltrating intraductal carcinoma KW - pancreatic ductal carcinomas TI - Development of computational tools for analysis of biological image data Y1 - 2021 L2 - https://digitalcollections.ohsu.edu/record/9296/files/Gray.Elliot.2021.pdf LK - https://digitalcollections.ohsu.edu/record/9296/files/Gray.Elliot.2021.pdf UR - https://digitalcollections.ohsu.edu/record/9296/files/Gray.Elliot.2021.pdf ER -