Pravesh Parekh
"A machine-learning approach using brain functional and structural connectivity metrics for differentiating patients with schizophrenia from healthy subjects"
My thesis work is aimed at the use of multimodal neuroimaging data (functional and structural MRI) to investigate properties of brain networks, which can be used for classification of patients with neuropsychiatric disorders and healthy subjects, using schizophrenia as a model phenotype. The work encompasses the characterization of functional and structural brain networks using graph theory, and the training of machine learning algorithms to find those set of network properties which lead to robust classification. Through this work, we expect to gain insight about brain pathology by reverse inference. You can follow the project on ResearchGate.
My thesis advisers are Prof. (Dr.) John P. John (from NIMHANS) and Dr. Kaushik K. Majumdar (from the Indian Statistical Institute, Bangalore) |
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Ph.D. Scholar, Department of Psychiatry, NIMHANS
Junior Research Fellow (Neuroimaging) Accelerator program for discovery in brain disorders using stem cells (ADBS): A multi-center project combining molecular, cellular, stem cells, and neuroimaging research on patients with various psychiatric conditions (dementia, schizophrenia, bipolar, depression, and addiction) 1. Parekh, P., Shukla, A., Dcruz, M., Suhas, S., Andrade, C., 2018. Wisconsin card sorting test performance impairment in schizophrenia: Flaws in a report. Indian J Psychiatry 60, 155–156. https://doi.org/10.4103/psychiatry.IndianJPsychiatry_31_18
2. John, J.P., Parekh, P., Halahalli, H.N., Menon, S., Kutty, B.M., 2017. Auditory Verbal Hallucinations in Schizophrenia: A Model for Aberrant Self-consciousness, in: Self, Culture and Consciousness. Springer, Singapore, pp. 123–149. https://doi.org/10.1007/978-981-10-5777-9_8 3. Parekh, P., John, J.P., Menon, S., Halahalli, H.N., Kutty, B.M., 2016. Functional connectivity patterns underlying the experience of auditory verbal hallucinations in patients with schizophrenia. bioRxiv 62992. doi:10.1101/062992 [Preprint] National Institute of Advanced Studies (NIAS) - Mani Bhaumik short term research fellow
[December 2014 - April 2015; August 2015 - October 2015] During this time, I worked with Prof. (Dr.) Sangeetha Menon and Prof. (Dr.) John P. John on the investigation of neural correlates of hallucinations (as a model of aberrant consciousness) in patients with schizophrenia. (doi:10.1101/062992 [Preprint]) E-mail: [email protected]
Twitter: @ParekhPravesh |