000010096 001__ 10096
000010096 005__ 20240125143604.0
000010096 0247_ $$2DOI$$a10.6083/h415pb25z
000010096 037__ $$aIR
000010096 245__ $$aRadiomics and the future of precision oncology: the relationship between solid tumor imaging properties and biopsy data
000010096 260__ $$bOregon Health and Science University
000010096 269__ $$a2023
000010096 336__ $$aCapstone
000010096 502__ $$gMedicine (Undergraduate Medical Education)
000010096 502__ $$bM.D.
000010096 520__ $$aRadiomics is an emerging field that focuses on expanding the role of human image interpretation to incorporate computer vision, artificial intelligence and machine learning. The goal is to gather statistical relationships of tumors as derived from various imaging modalities, including computed tomography (CT), and provide a deeper understanding of the properties that define a tumor in contrast with normal tissue. This could explain diagnostic and prognostic attributes of disease and predict an individual's unique response to treatment. The overall aim of this work was to develop a workflow for radiomic analysis and identify variables during biopsy procedures that could provide insight into the composition of a patient's tumor burden and predict response to treatment. The study found that several variables, including kurtosis, gray level variance, volume, sedation time, and procedure complications could play a role in determining prognosis.
000010096 540__ $$fCC BY
000010096 650__ $$aPrognosis$$024646
000010096 650__ $$aBiopsy$$015582
000010096 650__ $$aOncology Service, Hospital$$029187
000010096 650__ $$aMasks$$021850
000010096 650__ $$aRadiomics
000010096 6531_ $$akurtosis
000010096 691__ $$aSchool of Medicine$$041369
000010096 7001_ $$aNacharaju, Deepthi$$uOregon Health and Science University$$041354
000010096 7201_ $$aGuimaraes, Alexander$$uOregon Health and Science University$$041354$$7Personal$$eMentor
000010096 7201_ $$aJohnson, Brett$$uOregon Health and Science University$$041354$$7Personal$$eCo-PI
000010096 7201_ $$aGray, Joe$$uOregon Health and Science University$$041354$$7Personal$$eCo-PI
000010096 8564_ $$97c87559f-8827-419a-867b-dbd1252169ed$$s760303$$uhttps://digitalcollections.ohsu.edu/record/10096/files/Nacharaju.Deepthi.2023.pdf
000010096 905__ $$a/rest/prod/h4/15/pb/25/h415pb25z
000010096 909CO $$ooai:digitalcollections.ohsu.edu:10096$$pstudent-work
000010096 980__ $$aScholarly Project Capstones