From Pixels to Prognosis: Artificial Intelligence and Machine Learning Models in Brain Tumour Mutation Prediction Authors Quratulain Tariq Department of Neurosurgery, Shaukat Khanum Memorial Cancer Hospital and Research Centre, Lahore, Pakistan Eisha Abid Ali Medical Student, University College of Medicine and Dentistry, Lahore, Pakistan, Saad bin Anis Department of Neurosurgery, Shaukat Khanum Memorial Cancer Hospital and Research Centre, Lahore, Pakistan Irfan Yousaf Department of Neurosurgery, Shaukat Khanum Memorial Cancer Hospital and Research Centre, Lahore, Pakistan Ahmer Nasir Baig Department of Neurosurgery, Shaukat Khanum Memorial Cancer Hospital and Research Centre, Lahore, Pakistan Muhammad Shahzad Shamim Department of Neurosurgery, Aga Khan University Hospital, Karachi, Pakistan DOI: https://doi.org/10.47391/JPMA.25-05 Abstract Brain tumours are a leading cause of death and disability,impacting individuals across all ages, genders, andethnicities. They are primarily diagnosed using MRI but aprecise diagnosis is dependent on the molecular biologyof the tumour studied on the pathological specimen.Artificial intelligence and machine learning are forgingnew paths through diagnostic obstacles, offering theintriguing benefits of non-invasive diagnosis, patternrecognition, and outcome prediction from imaging data.Here, we present a literature review on the role ofmachine learning in tumour mutations using imagingalone.Keywords: brain tumor, artificial intelligence, machinelearning, tumor mutation. Downloads Full Text Article Published 2024-12-23 How to Cite Quratulain Tariq, Eisha Abid Ali, Saad bin Anis, Irfan Yousaf, Ahmer Nasir Baig, & Muhammad Shahzad Shamim. (2024). From Pixels to Prognosis: Artificial Intelligence and Machine Learning Models in Brain Tumour Mutation Prediction. Journal of the Pakistan Medical Association, 75(1), 140–141. https://doi.org/10.47391/JPMA.25-05 More Citation Formats ACM ACS APA ABNT Chicago Harvard IEEE MLA Turabian Vancouver Download Citation Endnote/Zotero/Mendeley (RIS) BibTeX Issue Vol. 75 No. 1 (2025): JANUARY Section EVIDENCE BASED NEURO-ONCOLOGY License Copyright (c) 2024 Journal of the Pakistan Medical Association This work is licensed under a Creative Commons Attribution 4.0 International License.