GlioGrade
GlioGrade is the world first’s virtual tool that can instantaneously and non invasively classify brain cancers into their type and grade from just an MRI scan.
By uploading an MRI slice best representative of the tumor to our virtual tool, neurosurgeons, neurologists, and pathologists alike can instantaneously determine its type and grade based on WHO 2021 standards.
Our Machine Learning pipeline consists of a preprocessing stage, where noise is removed from MRI images, followed by two Machine Learning models, both leveraging convolutional neural networks.
- The Glioma Typing model classifies gliomas into astrocytoma, oligodendroglioma, glioblastoma, and Other, and achieved a validation accuracy of 93%.
- The Glioma Grading Model classifies gliomas into grades II, III, and IV, and achieved a validation accuracy of 95%.
GlioGrade has been implemented in 3 clinics, including one by a prominent neuropathologist at UT Southwestern Medical Center, and received stellar feedback on its applicability in providing crucial preliminary information to decide treatment plans.
Demo
About Us
Pavan Nathani
Pavan, a senior at Centennial High School in Frisco, Texas, is extremely passionate about medicine and wants to use his love for technology to bring about change in healthcare. He one day hopes to become a prominent neurosurgeon. He loves playing basketball, horseback riding, and spending time with animals. His diverse interests help him connect with his community to foster change for the benefit of society
Avnith Vijayram
Avnith is a senior at Thomas Jefferson High School for Science and Technology in Alexandria, VA and is passionate about the intersection of computer science and medicine. He believes in the power of artificial intelligence to solve real world problems and make healthcare more equitable and accessible. Outside of academics, his hobbies include chess, badminton, and listening to music.
Anurag Perakalapudi
Anurag is a senior at Thomas Jefferson High School for Science and Technology. He loves Computer Science and Machine Learning specifically. He also enjoys sports, reading books, baking, and stargazing. He hopes to create an impactful change in the world and his community one step at a time.
See our Interview on ShoutoutDFW!
Contact Us
If you are interested in using our tool, please contact us at [email protected] or the form below. We will send you the software package and you can follow the user guide below upon installation.