Christos Davatzikos

Research interests

Publications

• Characterizing Heterogeneity in Neuroimaging, Cognition, Clinical Symptoms, and Genetics Among Patients With Late-Life Depression

  JAMA Psychiatry · 2022 · https://doi.org/10.1001/jamapsychiatry.2022.0020

• Federated learning enables big data for rare cancer boundary detection

  Nature Communications · 2022 · https://doi.org/10.1038/s41467-022-33407-5

• Two distinct neuroanatomical subtypes of schizophrenia revealed using machine learning

  Brain · 2020 · https://doi.org/10.1093/brain/awaa025

• The Image Biomarker Standardization Initiative: Standardized Quantitative Radiomics for High-Throughput Image-based Phenotyping

  Radiology · 2020 · https://doi.org/10.1148/radiol.2020191145

• Neurobiological Divergence of the Positive and Negative Schizophrenia Subtypes Identified on a New Factor Structure of Psychopathology Using Non-negative Factorization: An International Machine Learning Study

  Biological Psychiatry · 2019 · https://doi.org/10.1016/j.biopsych.2019.08.031

• Effect of Intensive vs Standard Blood Pressure Control on Probable Dementia

  JAMA · 2019 · https://doi.org/10.1001/jama.2018.21442

• Association of Intensive vs Standard Blood Pressure Control With Cerebral White Matter Lesions

  JAMA · 2019 · https://doi.org/10.1001/jama.2019.10551

• Harmonization of large MRI datasets for the analysis of brain imaging patterns throughout the lifespan

  NeuroImage · 2019 · 10.1016/j.neuroimage.2019.116450

• Linked dimensions of psychopathology and connectivity in functional brain networks

  Nature Communications · 2018 · 10.1038/s41467-018-05317-y

• Quantitative assessment of structural image quality

  NeuroImage · 2017 · 10.1016/j.neuroimage.2017.12.059

• Advancing The Cancer Genome Atlas glioma MRI collections with expert segmentation labels and radiomic features

  Scientific Data · 2017 · https://doi.org/10.1038/sdata.2017.117

• Benchmarking of participant-level confound regression strategies for the control of motion artifact in studies of functional connectivity

  NeuroImage · 2017 · https://doi.org/10.1016/j.neuroimage.2017.03.020

• A review on neuroimaging-based classification studies and associated feature extraction methods for Alzheimer's disease and its prodromal stages

  NeuroImage · 2017 · 10.1016/j.neuroimage.2017.03.057

• White matter hyperintensities and imaging patterns of brain ageing in the general population

  Brain · 2016 · https://doi.org/10.1093/brain/aww008

• Association of hearing impairment with brain volume changes in older adults

  NeuroImage · 2014 · 10.1016/j.neuroimage.2013.12.059

• Evaluation of prostate segmentation algorithms for MRI: The PROMISE12 challenge

  Medical Image Analysis · 2013 · 10.1016/j.media.2013.12.002

• Neuroimaging of the Philadelphia Neurodevelopmental Cohort

  NeuroImage · 2013 · 10.1016/j.neuroimage.2013.07.064

• Accelerated Brain Aging in Schizophrenia and Beyond: A Neuroanatomical Marker of Psychiatric Disorders

  Schizophrenia Bulletin · 2013 · 10.1093/schbul/sbt142

• Deformable Medical Image Registration: A Survey

  IEEE Transactions on Medical Imaging · 2013 · https://doi.org/10.1109/tmi.2013.2265603

• Effects of intensive glucose lowering on brain structure and function in people with type 2 diabetes (ACCORD MIND): a randomised open-label substudy

  The Lancet Neurology · 2011 · 10.1016/s1474-4422(11)70188-0

• Prediction of MCI to AD conversion, via MRI, CSF biomarkers, and pattern classification

  Neurobiology of Aging · 2010 · 10.1016/j.neurobiolaging.2010.05.023

• Classification of brain tumor type and grade using MRI texture and shape in a machine learning scheme

  Magnetic Resonance in Medicine · 2009 · 10.1002/mrm.22147

• Longitudinal pattern of regional brain volume change differentiates normal aging from MCI

  Neurology · 2009 · 10.1212/wnl.0b013e3181a82634

• Baseline and longitudinal patterns of brain atrophy in MCI patients, and their use in prediction of short-term conversion to AD: Results from ADNI☆

  NeuroImage · 2008 · 10.1016/j.neuroimage.2008.10.031

• Spatial patterns of brain atrophy in MCI patients, identified via high-dimensional pattern classification, predict subsequent cognitive decline

  NeuroImage · 2007 · 10.1016/j.neuroimage.2007.10.031

• Classifying spatial patterns of brain activity with machine learning methods: Application to lie detection

  NeuroImage · 2005 · 10.1016/j.neuroimage.2005.08.009

• Longitudinal Magnetic Resonance Imaging Studies of Older Adults: A Shrinking Brain

  Journal of Neuroscience · 2003 · 10.1523/jneurosci.23-08-03295.2003

• Imaging cortical association tracts in the human brain using diffusion‐tensor‐based axonal tracking

  Magnetic Resonance in Medicine · 2002 · 10.1002/mrm.10074

• HAMMER: hierarchical attribute matching mechanism for elastic registration

  IEEE Transactions on Medical Imaging · 2002 · 10.1109/tmi.2002.803111

• Measurement of Radiotracer Concentration in Brain Gray Matter Using Positron Emission Tomography: MRI-Based Correction for Partial Volume Effects

  Journal of Cerebral Blood Flow & Metabolism · 1992 · 10.1038/jcbfm.1992.81

Current projects

No projects listed.