Aneurysm wall enhancement (AWE) has the potential to be used as an imaging biomarker for the risk stratification of intracranial aneurysms (IAs). Radiomics provides a refined approach to quantify and further characterize AWE's textural features. This study examines the performance of AWE quantification combined with clinical information in detecting symptomatic IAs. Ninety patients harboring 104 IAs (29 symptomatic and 75 asymptomatic) underwent high-resolution magnetic resonance imaging (HR-MRI). The assessment of AWE was performed using two different methods: 3D-AWE mapping and composite radiomics-based score (RadScore). The dataset was split into training and testing subsets. The testing set was used to build two different nomograms using each modality of AWE assessment combined with patients' clinical information and aneurysm morphological data. Finally, each nomogram was evaluated on an independent testing set. A total of 22 radiomic features were significantly different between symptomatic and asymptomatic IAs. The 3D-AWE mapping nomogram achieved an area under the curve (AUC) of 0.77 (63% accuracy, 78% sensitivity, and 58% specificity). The RadScore nomogram exhibited a better performance, achieving an AUC of 0.83 (77% accuracy, 89% sensitivity, and 73% specificity). The comprehensive analysis of IAs with the quantification of AWE data through radiomic analysis, patient clinical information, and morphological aneurysm metrics achieves a high accuracy in detecting symptomatic IA status., Competing Interests: Declarations. Ethical Approval: Institutional Review Board number 202310190 was obtained for this retrospective analysis. Informed consent was not required for the study. Conflict of Interest: The authors declare no competing interests. Disclosures: SSV, AS, DJO, ES, SS, AG: None EIL: Board Membership: Stryker, NeXtGen Biologics, MedX Health, Cog-nition Medical, EndoStream; Consultancy: Claret Medical, GLG Con-sulting, Guidepoint, Imperative Care, Medtronic, Rebound Therapeu-tics, StimMed; Employment: University at Buffalo Neurosurgery Inc;Expert Testimony: renders medical/legal opinions as an expert witness;Stock/Stock Options: NeXtGen Biologics, Cognition Medical, RapidMedical, Claret Medical, Imperative Care, Rebound Therapeutics,StimMed AHS: inancial interest/investor/stock options/ownership: Adona Medical, Inc., Amnis Therapeutics, BlinkTBI, Inc.,Boston Scientific Corp. (for purchase of Claret Medical), BuffaloTechnology Partners, Inc., Cardinal Consultants, LLC, CerebrotechMedical Systems, Inc., Cognition Medical, Endostream Medical,Ltd, Imperative Care, Inc., International Medical Distribution Part-ners, Neurovascular Diagnostics, Inc., Q’Apel Medical, Inc., RadicalCatheter Technologies, Inc., Rebound Therapeutics Corp. (purchased2019 by Integra Lifesciences, Corp.), Rist Neurovascular, Inc., SenseDiagnostics, Inc., Serenity Medical, Inc., Silk Road Medical, Spin-naker Medical, Inc., StimMed, Synchron, Three Rivers Medical, Inc.,Vastrax, LLC, VICIS, Inc., Viseon, Inc.; consultant/advisory board:Amnis Therapeutics, Boston Scientific, Canon Medical Systems USA,Inc., Cerebrotech Medical Systems, Inc., Cerenovus, Corindus, Inc.,Endostream Medical, Ltd, Imperative Care, Inc., Integra LifeSciencesCorp., Medtronic, MicroVention, Minnetronix Neuro, Inc., North-west University—DSMB Chair for HEAT Trial, Penumbra, Q’ApelMedical, Inc., Rapid Medical, Rebound Therapeutics Corp., SerenityMedical, Inc., Silk Road Medical, StimMed, Stryker, Three RiversMedical, Inc., VasSol, W.L. Gore & Associates; national PI/steeringcommittees: Cerenovus LARGE trial and ARISE II trial, MedtronicSWIFT PRIME and SWIFT DIRECT trials, MicroVention FRED Trialand CONFIDENCE study, MUSC POSITIVE trial, Penumbra 3D Sep-arator trial, COMPASS trial, INVEST trial; research grants: co-inves-tigator, NIH/NINDS 1R01NS091075 Virtual Intervention of Intracra-nial Aneurysms; role: co-principal investigator, NIH-NINDS R21NS109575-01 Optimizing Approaches to Endovascular Therapy ofAcute Ischemic Stroke VMT: Financial interest/investor/stockoptions/ownership: Neurovascular Diagnostics, Inc., QAS.AI, Inc.;Consultant/advisory board: Canon Medical Systems USA; Researchgrants: Principal investigator, National Science Foundation Award No.1746694 and NIH NINDS award R43 NS115314-0; awardee of a Brain Aneurysm Foundation grant, a Center for Advanced Technology grant, and a Cummings Foundation grant EAS: Consultant for Medtronic, Microvention, Cerenovus, iSchemaView, and Rapid Medical, (© 2024. The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature.)