Brain metastases are common in patients with advanced melanoma and constitute a major cause of morbidity and mortality. Between 40% and 60% of melanomas harbor BRAF mutations. Selective BRAf inhibitor therapy has yielded improvement in clinical outcome; however, genetic discordance between the primary lesion and the metastatic tumor has been shown to occur. currently, the only way to characterize the genetic landscape of a brain metastasis is by tissue sampling, which carries risks and potential complications. the aim of this study was to investigate the use of radiomics analysis for non-invasive identification of BRAF mutation in patients with melanoma brain metastases, based on conventional magnetic resonance imaging (MRi) data. We applied a machine-learning method, based on MRi radiomics features for noninvasive characterization of the BRAf status of brain metastases from melanoma (BMM) and applied it to BMM patients from two tertiary neuro-oncological centers. All patients underwent surgical resection for BMM, and their BRAf mutation status was determined as part of their oncological work-up. their routine preoperative MRi study was used for radiomicsbased analysis in which 195 features were extracted and classified according to their BRAF status via a support vector machine. The BRAF status of 53 study patients, with 54 brain metastases (25 positive, 29 negative for BRAF mutation) was predicted with mean accuracy = 0.79 ± 0.13, mean precision = 0.77 ± 0.14, mean sensitivity = 0.72 ± 0.20, mean specificity = 0.83 ± 0.11 and with a 0.78 area under the receiver operating characteristic curve for positive BRAf mutation prediction. Radiomics-based noninvasive genetic characterization is feasible and should be further verified using large prospective cohorts. Melanoma is the third most common cutaneous tumor after basal cell carcinoma and squamous cell carcinoma. Melanomas account for up to 1.6% of newly diagnosed malignancies in the developed world 1. The worldwide incidence of malignant melanoma is rising, with approximately 290,000 new cases diagnosed per year, resulting in up to 60,000 mortalities 2. Systemic melanoma carries a high risk of central nervous system (CNS) spread 3. Up to 75% of stage IV patients with systemic melanoma eventually develop CNS metastases, which account for up to 50% of melanoma-related mortalities 4,5. The risk of brain metastases from melanoma (BMM) rises with disease duration. While 20-30% of patients will develop BMM in one year, 30-40% will develop BMM in 3 years 6. Identification of BRAF activating mutation as a key oncogene in approximately half of all melanomas has dramatically changed the current treatment strategy for metastatic melanoma 7-10. BRAF mutation has been assumed to be an early evolutionary event in tumor maturation, and play a central role in melanoma pathogenesis 11. At the cellular level, BRAF mutations drive oncogenic behavior of melanoma cells, leading to unrestricted cell growth, increased cell survival, and local invasion through activation of the mitogen-...