000009296 001__ 9296 000009296 005__ 20240124114320.0 000009296 0247_ $$2DOI$$a10.6083/xg94hq17g 000009296 037__ $$aETD 000009296 245__ $$aDevelopment of computational tools for analysis of biological image data 000009296 260__ $$bOregon Health and Science University 000009296 269__ $$a2021 000009296 336__ $$aDissertation 000009296 502__ $$bM.S. 000009296 520__ $$aIn order to improve treatment for a variety of forms of cancer, improved basic understanding of tumor microenvironments is needed. In this thesis, I review the state of the art MTI analysis methods (Chapter 1) and present two projects that address specifc MTI analysis challenges. 000009296 542__ $$fIn copyright - single owner 000009296 650__ $$aMachine Learning$$011449 000009296 650__ $$aPancreatic Neoplasms$$023517 000009296 650__ $$aData Analysis$$012923 000009296 650__ $$aSpatial Analysis$$040030 000009296 6531_ $$anoninfiltrating intraductal carcinoma 000009296 6531_ $$apancreatic ductal carcinomas 000009296 691__ $$aSchool of Medicine$$041369 000009296 692__ $$aDepartment of Biomedical Engineering$$041397 000009296 7001_ $$aGray, Elliot M. 000009296 8564_ $$9e64d0330-cd11-471b-9cab-06bdb01166aa$$s31690459$$uhttps://digitalcollections.ohsu.edu/record/9296/files/Gray.Elliot.2021.pdf 000009296 905__ $$a/rest/prod/xg/94/hq/17/xg94hq17g 000009296 909CO $$ooai:digitalcollections.ohsu.edu:9296$$pstudent-work 000009296 980__ $$aTheses and Dissertations