2024
Cross-continental environmental and genome-wide association study on children and adolescent anxiety and depression
Thapaliya B, Ray B, Farahdel B, Suresh P, Sapkota R, Holla B, Mahadevan J, Chen J, Vaidya N, Perrone-Bizzozero N, Benegal V, Schumann G, Calhoun V, Liu J. Cross-continental environmental and genome-wide association study on children and adolescent anxiety and depression. Frontiers In Psychiatry 2024, 15: 1384298. PMID: 38827440, PMCID: PMC11141390, DOI: 10.3389/fpsyt.2024.1384298.Peer-Reviewed Original ResearchEarly life stressAdolescent anxietyLife stressMega-analysisCognitive Development StudyHypothalamic-pituitary-adrenal axisSupport IndexAssociated with anxietyRisk of anxietyExternalizing disordersAdolescent brainGenome-wide association studiesGenetic vulnerabilityAnxietyGenome-wide association analysisPublic health concernDepressionMental healthLinear mixed-effects modelsEnvironmental factorsMixed-effects modelsAssociation studiesTissue enrichment analysisGenetic associationGenomic significance
2023
Objective Assessment of the Bias Introduced by Baseline Signals in XAI Attribution Methods
Dolci G, Cruciani F, Galazzo I, Calhoun V, Menegaz G. Objective Assessment of the Bias Introduced by Baseline Signals in XAI Attribution Methods. 2023, 00: 266-271. DOI: 10.1109/metroxraine58569.2023.10405708.Peer-Reviewed Original ResearchAttribute valuesMulti-channel architectureMulti-dimensional dataIntegrated Gradients methodDeep networksBaseline signalGradient methodMulti-modalMagnetic resonance imaging volumesPost-hoc methodAttribution methodsAttribute mapsImage volumesAssociation studiesReference baselineXAICNNAttributesAlzheimer's disease patientsUsersBaseline