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Christos Davatzikos, Ph.D.
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Wallace T. Miller, Sr. Professor
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Department: Radiology
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Graduate Group Affiliations
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- Bioengineering e
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Contact information
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Department of Radiology
35 University of Pennsylvania School of Medicine
24 Richards Building, 7th Floor
35 3700 Hamilton Walk
Philadelphia, PA 19104
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35 University of Pennsylvania School of Medicine
24 Richards Building, 7th Floor
35 3700 Hamilton Walk
Philadelphia, PA 19104
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Education:
21 9 B.S. 35 (Electrical Engineering and Comp. Science) c
38 Nat. Tech. University of Athens, 1989.
21 a Ph.D. 26 (Electrical and Comp. Eng.) c
31 Johns Hopkins University, 1994.
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Permanent link21 9 B.S. 35 (Electrical Engineering and Comp. Science) c
38 Nat. Tech. University of Athens, 1989.
21 a Ph.D. 26 (Electrical and Comp. Eng.) c
31 Johns Hopkins University, 1994.
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Description of Research Expertise
5a Biomedical Image Computing, image analysis, neuroimaging, machine learninge 29
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151 Rathore S, Habes M, Iftikhar MA, Shacklett A, Davatzikos C: "A review on neuroimaging-based classification studies and associated feature extraction methods for Alzheimer's disease and its prodromal stages" NeuroImage 155: 530-548, July 2017 Notes: Epub 4/13/2017.
1b8 Macyszyn, L, Akbari, H, Pisapia, JM, Da, X, Attiah, M, Pigrish V, Bi Y, Pal S, Davuluri RV, Roccograndi L, Dahmane N, Martinez-Lage M, Biros G, Wolf RL, Bilello M, O'Rourke DM, Davatzikos, C: "Imaging patterns predict patient survival and molecular subtype in glioblastoma via machine learning techniques" Neuro Oncology 18(3): 417-25, Mar 2016 Notes: [Epub, 7/16/15]
75 Akbari H, Macyszyn L, Da X, Bilello M, Wolf RL, Martinez-Lage M, Biros G, 107 Alonso-Basanta M, OʼRourke DM, Davatzikos C: "Imaging Surrogates of Infiltration Obtained Via Multiparametric Imaging Pattern Analysis Predict Subsequent Location of Recurrence of Glioblastoma" Neurosurgery 78(4): 572-80, Apr 2016.
101 Davatzikos C: "Computational neuroanatomy using brain deformations: From brain parcellation to multivariate pattern analysis and machine learning" Med Image Anal 33: 149-154, Oct 2016.
1b4 Habes M, Janowitz D, Erus G, Toledo JB, Resnick SM, Doshi J, Van der Auwera S, Wittfeld K, Hegenscheid K, Hosten N, Biffar R, Homuth G, Völzke H, Grabe HJ, Hoffmann W, Davatzikos C: "Advanced brain aging: relationship with epidemiologic and genetic risk factors, and overlap with Alzheimer disease atrophy patterns" Translational Psychiatry 6(4): e775, Apr 2016.
10e Erus G, Battapady H, Satterthwaite TD, Hakonarson H, Gur RE, Davatzikos C, Gur RC: "Imaging Patterns of Brain Development and their Relationship to Cognition" Cereb Cortex 25(6): 1676-84, Jun 2015.
103 Eavani H, Satterthwaite TD, Filipovych R, Gur RE, Gur RC, Davatzikos C: "Identifying Sparse Connectivity Patterns in the brain using resting-state fMRI" NeuroImage 105: 286-99, Jan 2015.
247 Williamson JD, Launer LJ, Bryan RN, Coker LH, Lazar RM, Gerstein HC, Murray AM, Sullivan MD, Horowitz KR, Ding J, Marcovina S, Lovato L, Lovato J, Margolis KL, Davatzikos C, Barzilay J, Ginsberg HN, Linz PE, Miller ME, Action to Control Cardiovascular Risk in Diabetes Memory in Diabetes Investigators: "Cognitive function and brain structure in persons with type 2 diabetes mellitus after intensive lowering of blood pressure and lipid levels: a randomized clinical trial" JAMA Intern. Med 174(3), March 2014.
e8 Sotiras, A.; Davatzikos, C.; Paragios, N.: "Deformable Medical Image Registration: A Survey" IEEE Transactions on Medical Imaging 32(7): 1153-1190, July 2013.
123 Gaonkar, Bilwaj, and Christos Davatzikos: "Analytic estimation of statistical significance maps for support vector machine based multi-variate image analysis and classification." NeuroImage 78: 270-283, September 2013.
129 Evangelia I Zacharaki, Cosmina S Hogea, Dinggang Shen, George Biros, Christos Davatzikos: Non-diffeomorphic registration of brain tumor images by simulating tissue loss and tumor growth. NeuroImage 46(3): 762-774, July 2009.
135 Ira Driscoll, Christos Davatzikos, Yang An, Xiaoying Wu, Dinggang Shen, Michael Kraut, Susan M. Resnick: Longitudinal pattern of regional brain volume change differentiates normal aging from MCI. Neurology 72(22): 1906-1913, March 2009.
1ee Nikolaos Koutsouleris, Eva M. Meisenzahl, Christos Davatzikos, Ronald Bottlender, Thomas Frodl, Johanna Scheuerecker, BA; Gisela Schmitt, Thomas Zetzsche, Petra Decker, Maximilian Reiser, Hans-Jürgen Möller, Christian Gaser: Use of Neuroanatomical Pattern Classification to Identify Subjects in At-Risk Mental States of Psychosis and Predict Disease Transition. Archives of General Psychiatry 66(7): 700-712, July 2009.
120 Davatzikos, Christos; Xu, Feng; An, Yang; Fan, Yong; Resnick, Susan: "Longitudinal progression of Alzheimer’s-like patterns of atrophy in normal older adults: the SPARE-AD index" Brain 132(8): 2023-2035, May 2009.
170 S. M. Resnick, M. A. Espeland, S. A. Jaramillo, MS, C. Hirsch, M. L. Stefanick, A. M. Murray, MSc, J. Ockene, C. Davatzikos, For the Women’s Health Initiative Memory Study: "Postmenopausal hormone therapy and regional brain volumes. The WHIMS-MRI Study" Neurology 72(2): 135-142, January 2009.
189 Ragini Verma, Evangelia I. Zacharaki, Yangming Ou, Hongmin Cai, Sanjeev Chawla, Seung-Koo Lee, Elias R. Melhem, Ronald Wolf and Christos Davatzikos: "Multiparametric Tissue Characterization of Brain Neoplasms and Their Recurrence Using Pattern Classification of MR Images" Academic Radiology 15(8): 966-977, August 2008.
ff Cosmina Hogea, Christos Davatzikos, and George Biros: Brain-tumor interaction biophysical models for medical image registration. SIAM J. Sci. Comput. 30(6): 30550-3072, October 2008.
11b E. I. Zacharaki, D. Shen, S.-K. Lee, and C. Davatzikos: "ORBIT: A Multiresolution Framework for Deformable Registration of Brain Tumor Images" IEEE Transactions on Medical Imaging 27(8): 1003-1017, August 2008.
17d Brian Caffo, Sining Chen, Walter Stewart, Karen Bolla, David Yousem, Christos Davatzikos, Brian S. Schwartz: "Are brain volumes based on magnetic resonance imaging mediators of the associations of cumulative lead dose with cognitive function?" American Journal of Epidemiology 167(4): 429-437, February 2008.
11b C. S. Hogea, G. Biros, and C. Davatzikos: "An image-driven parameter estimation problem for a reaction-diffusion glioma growth model with mass effects" Journal of Mathematical Biology 56(6): 793-825, June 2008.
1a1 Susan M. Resnick, Mark A. Espeland, Sarah A. Jaramillo, Calvin Hirsch, Marcia L. Stefanick, Anne M. Murray, Judith Ockene, Christos Davatzikos: "Effects off postmenopausal hormone therapy on regional brain volumes in older women: The women's health initiative magnetic resonance imaging study (WHIMS-MRI)" Neurology 70(11): A96-A96, March 2008.
141 Christos Davatzikos, Susan M. Resnick, Xiaoying Wu, Paraskevi Parmpi, Christopher M. Clark: "Individual patient diagnosis of AD and FTD via high-dimensional pattern classification of MRI" Neuroimage 41(4): 1220-1227, July 2008 (Epub 8 April 2008).
167 Yong Fan, Susan M. Resnick, Xiaoying Wu and Christos Davatzikos: "Structural and functional biomarkers of prodromal Alzheimer's disease: A high-dimensional pattern classification study" Neuroimage (NeuroImage: Anatomy and Physiology Editors Choice Award 2008) 41(2): 277-285, June 2008.
12d Christos Davatzikos, Yong Fan, Xiaoying Wu, Dinggang Shen, Susan M. Resnick: "Detection of prodromal Alzheimer's disease via pattern classification of magnetic resonance imaging" Neurobiology of Aging 29(4): 514-523, April 2008.
237 M. K. Belmonte, J. C. Mazziotta, N. J. Minshew, A. C. Evans, E. Courchesne, S. R. Dager, S. Y. Bookheimer, E. H. Aylward, D. G. Amaral, R. M. Cantor, D. C. Chugani, A. M. Dale, C. Davatzikos, G. Gerig, M. R. Herbert, J. E. Lainhart, D. G. Murphy, J. Piven, A. L. Reiss, R. T. Schultz, T. A. Zeffiro, S. Levi-Pearl, C. Lajonchere, and S. A. Colamarino: "Offering to Share: How to Put Heads Together in Autism Neuroimaging" Journal of Autism and Developmental Disorders 38(1): 2-13, January 2008.
177 Yong Fan, Raquel E. Gur, Ruben C. Gur, Dinggang Shen, Monica E. Calkins, Christos Davatzikos: "Unaffected Family Members and Schizophrenia Patients Share Brain Structure Patterns: a High-Dimensional Pattern Classification Study Biological Psychiatry" Biological Psychiatry 63(1): 118-124, January 2008.
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Selected Publications
16e Sotiras A, Toledo JB, Gur RE, Gur RC, Satterthwaite TD, Davatzikos C: "Patterns of coordinated cortical remodeling during adolescence and their associations with functional specialization and evolutionary expansion" Proceedings of the National Academy of Sciences 114(13): 3527-3532, Mar 2017.151 Rathore S, Habes M, Iftikhar MA, Shacklett A, Davatzikos C: "A review on neuroimaging-based classification studies and associated feature extraction methods for Alzheimer's disease and its prodromal stages" NeuroImage 155: 530-548, July 2017 Notes: Epub 4/13/2017.
1b8 Macyszyn, L, Akbari, H, Pisapia, JM, Da, X, Attiah, M, Pigrish V, Bi Y, Pal S, Davuluri RV, Roccograndi L, Dahmane N, Martinez-Lage M, Biros G, Wolf RL, Bilello M, O'Rourke DM, Davatzikos, C: "Imaging patterns predict patient survival and molecular subtype in glioblastoma via machine learning techniques" Neuro Oncology 18(3): 417-25, Mar 2016 Notes: [Epub, 7/16/15]
75 Akbari H, Macyszyn L, Da X, Bilello M, Wolf RL, Martinez-Lage M, Biros G, 107 Alonso-Basanta M, OʼRourke DM, Davatzikos C: "Imaging Surrogates of Infiltration Obtained Via Multiparametric Imaging Pattern Analysis Predict Subsequent Location of Recurrence of Glioblastoma" Neurosurgery 78(4): 572-80, Apr 2016.
101 Davatzikos C: "Computational neuroanatomy using brain deformations: From brain parcellation to multivariate pattern analysis and machine learning" Med Image Anal 33: 149-154, Oct 2016.
1b4 Habes M, Janowitz D, Erus G, Toledo JB, Resnick SM, Doshi J, Van der Auwera S, Wittfeld K, Hegenscheid K, Hosten N, Biffar R, Homuth G, Völzke H, Grabe HJ, Hoffmann W, Davatzikos C: "Advanced brain aging: relationship with epidemiologic and genetic risk factors, and overlap with Alzheimer disease atrophy patterns" Translational Psychiatry 6(4): e775, Apr 2016.
10e Erus G, Battapady H, Satterthwaite TD, Hakonarson H, Gur RE, Davatzikos C, Gur RC: "Imaging Patterns of Brain Development and their Relationship to Cognition" Cereb Cortex 25(6): 1676-84, Jun 2015.
103 Eavani H, Satterthwaite TD, Filipovych R, Gur RE, Gur RC, Davatzikos C: "Identifying Sparse Connectivity Patterns in the brain using resting-state fMRI" NeuroImage 105: 286-99, Jan 2015.
247 Williamson JD, Launer LJ, Bryan RN, Coker LH, Lazar RM, Gerstein HC, Murray AM, Sullivan MD, Horowitz KR, Ding J, Marcovina S, Lovato L, Lovato J, Margolis KL, Davatzikos C, Barzilay J, Ginsberg HN, Linz PE, Miller ME, Action to Control Cardiovascular Risk in Diabetes Memory in Diabetes Investigators: "Cognitive function and brain structure in persons with type 2 diabetes mellitus after intensive lowering of blood pressure and lipid levels: a randomized clinical trial" JAMA Intern. Med 174(3), March 2014.
e8 Sotiras, A.; Davatzikos, C.; Paragios, N.: "Deformable Medical Image Registration: A Survey" IEEE Transactions on Medical Imaging 32(7): 1153-1190, July 2013.
123 Gaonkar, Bilwaj, and Christos Davatzikos: "Analytic estimation of statistical significance maps for support vector machine based multi-variate image analysis and classification." NeuroImage 78: 270-283, September 2013.
129 Evangelia I Zacharaki, Cosmina S Hogea, Dinggang Shen, George Biros, Christos Davatzikos: Non-diffeomorphic registration of brain tumor images by simulating tissue loss and tumor growth. NeuroImage 46(3): 762-774, July 2009.
135 Ira Driscoll, Christos Davatzikos, Yang An, Xiaoying Wu, Dinggang Shen, Michael Kraut, Susan M. Resnick: Longitudinal pattern of regional brain volume change differentiates normal aging from MCI. Neurology 72(22): 1906-1913, March 2009.
1ee Nikolaos Koutsouleris, Eva M. Meisenzahl, Christos Davatzikos, Ronald Bottlender, Thomas Frodl, Johanna Scheuerecker, BA; Gisela Schmitt, Thomas Zetzsche, Petra Decker, Maximilian Reiser, Hans-Jürgen Möller, Christian Gaser: Use of Neuroanatomical Pattern Classification to Identify Subjects in At-Risk Mental States of Psychosis and Predict Disease Transition. Archives of General Psychiatry 66(7): 700-712, July 2009.
120 Davatzikos, Christos; Xu, Feng; An, Yang; Fan, Yong; Resnick, Susan: "Longitudinal progression of Alzheimer’s-like patterns of atrophy in normal older adults: the SPARE-AD index" Brain 132(8): 2023-2035, May 2009.
170 S. M. Resnick, M. A. Espeland, S. A. Jaramillo, MS, C. Hirsch, M. L. Stefanick, A. M. Murray, MSc, J. Ockene, C. Davatzikos, For the Women’s Health Initiative Memory Study: "Postmenopausal hormone therapy and regional brain volumes. The WHIMS-MRI Study" Neurology 72(2): 135-142, January 2009.
189 Ragini Verma, Evangelia I. Zacharaki, Yangming Ou, Hongmin Cai, Sanjeev Chawla, Seung-Koo Lee, Elias R. Melhem, Ronald Wolf and Christos Davatzikos: "Multiparametric Tissue Characterization of Brain Neoplasms and Their Recurrence Using Pattern Classification of MR Images" Academic Radiology 15(8): 966-977, August 2008.
ff Cosmina Hogea, Christos Davatzikos, and George Biros: Brain-tumor interaction biophysical models for medical image registration. SIAM J. Sci. Comput. 30(6): 30550-3072, October 2008.
11b E. I. Zacharaki, D. Shen, S.-K. Lee, and C. Davatzikos: "ORBIT: A Multiresolution Framework for Deformable Registration of Brain Tumor Images" IEEE Transactions on Medical Imaging 27(8): 1003-1017, August 2008.
17d Brian Caffo, Sining Chen, Walter Stewart, Karen Bolla, David Yousem, Christos Davatzikos, Brian S. Schwartz: "Are brain volumes based on magnetic resonance imaging mediators of the associations of cumulative lead dose with cognitive function?" American Journal of Epidemiology 167(4): 429-437, February 2008.
11b C. S. Hogea, G. Biros, and C. Davatzikos: "An image-driven parameter estimation problem for a reaction-diffusion glioma growth model with mass effects" Journal of Mathematical Biology 56(6): 793-825, June 2008.
1a1 Susan M. Resnick, Mark A. Espeland, Sarah A. Jaramillo, Calvin Hirsch, Marcia L. Stefanick, Anne M. Murray, Judith Ockene, Christos Davatzikos: "Effects off postmenopausal hormone therapy on regional brain volumes in older women: The women's health initiative magnetic resonance imaging study (WHIMS-MRI)" Neurology 70(11): A96-A96, March 2008.
141 Christos Davatzikos, Susan M. Resnick, Xiaoying Wu, Paraskevi Parmpi, Christopher M. Clark: "Individual patient diagnosis of AD and FTD via high-dimensional pattern classification of MRI" Neuroimage 41(4): 1220-1227, July 2008 (Epub 8 April 2008).
167 Yong Fan, Susan M. Resnick, Xiaoying Wu and Christos Davatzikos: "Structural and functional biomarkers of prodromal Alzheimer's disease: A high-dimensional pattern classification study" Neuroimage (NeuroImage: Anatomy and Physiology Editors Choice Award 2008) 41(2): 277-285, June 2008.
12d Christos Davatzikos, Yong Fan, Xiaoying Wu, Dinggang Shen, Susan M. Resnick: "Detection of prodromal Alzheimer's disease via pattern classification of magnetic resonance imaging" Neurobiology of Aging 29(4): 514-523, April 2008.
237 M. K. Belmonte, J. C. Mazziotta, N. J. Minshew, A. C. Evans, E. Courchesne, S. R. Dager, S. Y. Bookheimer, E. H. Aylward, D. G. Amaral, R. M. Cantor, D. C. Chugani, A. M. Dale, C. Davatzikos, G. Gerig, M. R. Herbert, J. E. Lainhart, D. G. Murphy, J. Piven, A. L. Reiss, R. T. Schultz, T. A. Zeffiro, S. Levi-Pearl, C. Lajonchere, and S. A. Colamarino: "Offering to Share: How to Put Heads Together in Autism Neuroimaging" Journal of Autism and Developmental Disorders 38(1): 2-13, January 2008.
177 Yong Fan, Raquel E. Gur, Ruben C. Gur, Dinggang Shen, Monica E. Calkins, Christos Davatzikos: "Unaffected Family Members and Schizophrenia Patients Share Brain Structure Patterns: a High-Dimensional Pattern Classification Study Biological Psychiatry" Biological Psychiatry 63(1): 118-124, January 2008.
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