Kevin Nguyen, MD, PhD
RESIDENT
Radiology
School of Medicine

Education & Training

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• MD UT Southwestern 06/2024
• PhD Biomedical Engineering UT Southwestern 08/2022
• BS Biomedical Engineering Yale College 05/2016

Publications (14)

Top publication keywords:
SertralineCalcium PhosphatesMagnetic Resonance ImagingFunctional NeuroimagingSupranuclear Palsy, ProgressiveMachine LearningNerve NetCerebral CortexParkinson DiseaseNeuroimagingDepressive Disorder, MajorDisease ProgressionBrainCerebellumBupropion

• Predicting Parkinson's disease trajectory using clinical and functional MRI features: A reproduction and replication study.
  PloS one 2025 Germani E, Bhagwat N, Dugré M, Gau R, Montillo AA, Nguyen KP, Sokolowski A, Sharp M, Poline JB, Glatard T
• Longitudinal prognosis of Parkinson's outcomes using causal connectivity.
  NeuroImage. Clinical 2024 Mellema CJ, Nguyen KP, Treacher A, Andrade AX, Pouratian N, Sharma VD, O'Suileabhain P, Montillo AA
• Adversarially-Regularized Mixed Effects Deep Learning (ARMED) Models Improve Interpretability, Performance, and Generalization on Clustered (non-iid) Data.
  IEEE transactions on pattern analysis and machine intelligence 2023 Nguyen KP, Treacher AH, Montillo AA
• BLENDS: Augmentation of Functional Magnetic Resonance Images for Machine Learning Using Anatomically Constrained Warping.
  Brain connectivity 2022 Nguyen KP, Raval V, Minhajuddin A, Carmody T, Trivedi MH, Dewey RB, Montillo AA
• Pitfalls and Recommended Strategies and Metrics for Suppressing Motion Artifacts in Functional MRI.
  Neuroinformatics 2022 Raval V, Nguyen KP, Pinho M, Dewey RB, Trivedi M, Montillo AA

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• Reproducible neuroimaging features for diagnosis of autism spectrum disorder with machine learning.
  Scientific reports 2022 Mellema CJ, Nguyen KP, Treacher A, Montillo A
• Patterns of Pretreatment Reward Task Brain Activation Predict Individual Antidepressant Response: Key Results From the EMBARC Randomized Clinical Trial.
  Biological psychiatry 2021 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
• Predicting Parkinson's disease trajectory using clinical and neuroimaging baseline measures.
  Parkinsonism & related disorders 2021 Nguyen KP, Raval V, Treacher A, Mellema C, Yu FF, Pinho MC, Subramaniam RM, Dewey RB, Montillo AA
• Architectural configurations, atlas granularity and functional connectivity with diagnostic value in Autism Spectrum Disorder.
  Proceedings. IEEE International Symposium on Biomedical Imaging 2020 Mellema CJ, Treacher A, Nguyen KP, Montillo A
• Improved motion correction for functional MRI using an omnibus regression model.
  Proceedings. IEEE International Symposium on Biomedical Imaging 2020 Raval V, Nguyen KP, Mellema C, Montillo A
• Prediction of Individual Progression Rate in Parkinson's Disease Using Clinical Measures and Biomechanical Measures of Gait and Postural Stability.
  Proceedings of the ... IEEE International Conference on Acoustics, Speech, and Signal Processing. ICASSP (Conference) 2020 Raval V, Nguyen KP, Gerald A, Dewey RB, Montillo A
• Anatomically-Informed Data Augmentation for Functional MRI with Applications to Deep Learning.
  Proceedings of SPIE--the International Society for Optical Engineering 2020 Nguyen KP, Fatt CC, Treacher A, Mellema C, Trivedi MH, Montillo A
• Predicting Response to the Antidepressant Bupropion using Pretreatment fMRI.
  Predictive Intelligence in Medicine. PRIME (Workshop) 2019 Nguyen KP, Fatt CC, Treacher A, Mellema C, Trivedi MH, Montillo A
• Sensitivity of derived clinical biomarkers to rs-fMRI preprocessing software versions.
  Proceedings. IEEE International Symposium on Biomedical Imaging 2019 Nguyen KP, Fatt CC, Mellema C, Trivedi MH, Montillo A