Publications

Skampardoni, Ioanna, Erus, Guray, Nasrallah, Ilya M, Yang, Zhijian, Duggan, Michael R, Walker, Keenan A, Getka, Alexander, Baik, Kyunglok, Melhem, Randa, Govindarajan, Sindhuja T, others. “Coupled cross-sectional and longitudinal non-negative matrix factorization reveals dominant brain aging trajectories in 48,949 individuals”. Nature Communications, 2026.

Vlontzou, Maria Eleftheria, Athanasiou, Maria, Dalakleidi, Kalliopi V, Skampardoni, Ioanna, Davatzikos, Christos, Nikita, Konstantina. “A comprehensive interpretable machine learning framework for mild cognitive impairment and Alzheimer’s disease diagnosis”. Scientific Reports, vol. 15, pp. 8410, 2025.

Skampardoni, Ioanna, Erus, Guray, Nasrallah, Ilya M, Yang, Zhijian, Baik, Kyunglok, Shou, Haochang, Nikita, Konstantina, Davatzikos, Christos. “Dominant Trajectories of Aging-related Brain Atrophy Identified in 48,949 Individuals via a coupled Cross-sectional and Longitudinal Non-negative Matrix Factorization”. Alzheimer's \& Dementia, vol. 21, pp. e101668, 2025.

Skampardoni, Ioanna, Nasrallah, Ilya M, Abdulkadir, Ahmed, Wen, Junhao, Melhem, Randa, Mamourian, Elizabeth, Erus, Guray, Doshi, Jimit, Singh, Ashish, Yang, Zhijian, others. “Genetic and Clinical Correlates of AI-Based Brain Aging Patterns in Cognitively Unimpaired Individuals”. JAMA psychiatry, vol. 81, pp. 456--467, 2024.