Kevin Nguyen, MD, PhD

Germani E, Bhagwat N, Dugré M, Gau R, Montillo AA, Nguyen KP, Sokolowski A, Sharp M, Poline JB, Glatard T. Predicting Parkinson's disease trajectory using clinical and functional MRI features: A reproduction and replication study. PLoS One. 2025; 20(2):e0317566.

Mellema CJ, Nguyen KP, Treacher A, Andrade AX, Pouratian N, Sharma VD, O'Suileabhain P, Montillo AA. Longitudinal prognosis of Parkinson's outcomes using causal connectivity. Neuroimage Clin. 2024; 42:103571.

Nguyen KP, Treacher AH, Montillo AA. Adversarially-Regularized Mixed Effects Deep Learning (ARMED) Models Improve Interpretability, Performance, and Generalization on Clustered (non-iid) Data. IEEE Trans Pattern Anal Mach Intell. 2023 Jul; 45(7):8081-8093.

Nguyen KP, Raval V, Minhajuddin A, Carmody T, Trivedi MH, Dewey RB, Montillo AA. BLENDS: Augmentation of Functional Magnetic Resonance Images for Machine Learning Using Anatomically Constrained Warping. Brain Connect. 2023 03; 13(2):80-88.

Raval V, Nguyen KP, Pinho M, Dewey RB, Trivedi M, Montillo AA. Pitfalls and Recommended Strategies and Metrics for Suppressing Motion Artifacts in Functional MRI. Neuroinformatics. 2022 10; 20(4):879-896.

Mellema CJ, Nguyen KP, Treacher A, Montillo A. Reproducible neuroimaging features for diagnosis of autism spectrum disorder with machine learning. Sci Rep. 2022 02 23; 12(1):3057.

Nguyen KP, Chin Fatt C, Treacher A, Mellema C, Cooper C, Jha MK, Kurian B, Fava M, McGrath PJ, Weissman M, Phillips ML, Trivedi MH, Montillo AA. Patterns of Pretreatment Reward Task Brain Activation Predict Individual Antidepressant Response: Key Results From the EMBARC Randomized Clinical Trial. Biol Psychiatry. 2022 03 15; 91(6):550-560.

Nguyen KP, Raval V, Treacher A, Mellema C, Yu FF, Pinho MC, Subramaniam RM, Dewey RB, Montillo AA. Predicting Parkinson's disease trajectory using clinical and neuroimaging baseline measures. Parkinsonism Relat Disord. 2021 04; 85:44-51.

Mellema CJ, Treacher A, Nguyen KP, Montillo A. Architectural configurations, atlas granularity and functional connectivity with diagnostic value in Autism Spectrum Disorder. Proc IEEE Int Symp Biomed Imaging. 2020 Apr; 2020:1022-1025.

Raval V, Nguyen KP, Mellema C, Montillo A. Improved motion correction for functional MRI using an omnibus regression model. Proc IEEE Int Symp Biomed Imaging. 2020 Apr; 2020:1044-1047.

Raval V, Nguyen KP, Gerald A, Dewey RB, Montillo A. Prediction of Individual Progression Rate in Parkinson's Disease Using Clinical Measures and Biomechanical Measures of Gait and Postural Stability. Proc IEEE Int Conf Acoust Speech Signal Process. 2020 May; 2020:1319-1323.

Nguyen KP, Fatt CC, Treacher A, Mellema C, Trivedi MH, Montillo A. Anatomically-Informed Data Augmentation for Functional MRI with Applications to Deep Learning. Proc SPIE Int Soc Opt Eng. 2020 Feb; 11313.

Nguyen KP, Fatt CC, Treacher A, Mellema C, Trivedi MH, Montillo A. Predicting Response to the Antidepressant Bupropion using Pretreatment fMRI. Predict Intell Med. 2019 10; 11843:53-62.

Nguyen KP, Fatt CC, Mellema C, Trivedi MH, Montillo A. Sensitivity of derived clinical biomarkers to rs-fMRI preprocessing software versions. Proc IEEE Int Symp Biomed Imaging. 2019 Apr; 2019:1581-1584.