Gliomas, which originate from glial cells, are considered the most aggressive type of brain tumor... more Gliomas, which originate from glial cells, are considered the most aggressive type of brain tumors. Currently, glioma research efforts are focused mainly on high-grade gliomas. This project aims to analyze lower-grade gliomas (LGG) in MRI and extend the understanding of LGGs. LGG segmentation, which outlines tumors in MRIs, is crucial to developing effective treatment plans. However, segmentation performed manually by radiologists is tedious, time-consuming, and often leads to inter-observer variability. Another unexplored area of LGG research is genomic subtypes. These subtypes can play a large factor in how LGGs can be treated, however there is currently no noninvasive method of identifying these subtypes. Recent studies suggest that LGG shape features have a correlation with genomic subtypes and should be investigated as a viable factor in LGG treatment options. This presents a need for additional research as most LGGs eventually develop into high-grade gliomas. The specific aims...
Gliomas, which originate from glial cells, are considered the most aggressive type of brain tumor... more Gliomas, which originate from glial cells, are considered the most aggressive type of brain tumors. Currently, glioma research efforts are focused mainly on high-grade gliomas. This project aims to analyze lower-grade gliomas (LGG) in MRI and extend the understanding of LGGs. LGG segmentation, which outlines tumors in MRIs, is crucial to developing effective treatment plans. However, segmentation performed manually by radiologists is tedious, time-consuming, and often leads to inter-observer variability. Another unexplored area of LGG research is genomic subtypes. These subtypes can play a large factor in how LGGs can be treated, however there is currently no noninvasive method of identifying these subtypes. Recent studies suggest that LGG shape features have a correlation with genomic subtypes and should be investigated as a viable factor in LGG treatment options. This presents a need for additional research as most LGGs eventually develop into high-grade gliomas. The specific aims...
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Papers by Rohit Paradkar