Schedule
MINDS SEMINAR
MINDS Seminar Series | Chul Moon (Southern Methodist University) - Using Persistent Homology Topological Features to Characterize Medical Images: Case Studies on Lung and Brain Cancers
MINDS SEMINAR
period : 2022-11-22 ~ 2022-11-22
time : 10:00:00 ~ 11:00:00
개최 장소 : Online streaming (Zoom)
Topic : Using Persistent Homology Topological Features to Characterize Medical Images: Case Studies on Lung and Brain Cancers
개요
Date | 2022-11-22 ~ 2022-11-22 | Time | 10:00:00 ~ 11:00:00 |
Speaker | Chul Moon | Affiliation | Southern Methodist University |
Place | Online streaming (Zoom) | Streaming link | ID : 688 896 1076 / PW : 54321 |
Topic | Using Persistent Homology Topological Features to Characterize Medical Images: Case Studies on Lung and Brain Cancers | ||
Contents | Tumor shape is a key factor that affects tumor growth and metastasis. We propose a topological feature computed by persistent homology to characterize tumor progression from digital pathology and radiology images and examine its effect on the time-to-event data. The proposed model enables interpretable inference about the association between topological shape features and survival risks. Two case studies are conducted using 133 lung cancer and 77 brain tumor patients. The results of both studies show that the topological features predict survival prognosis after adjusting clinical variables, and the predicted high-risk groups have worse survival outcomes than the low-risk groups. Also, the topological shape features found to be positively associated with survival hazards are irregular and heterogeneous shape patterns, which are known to be related to tumor progression. |
MinDS
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2022-10-04 10:25 ·
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