< BackResearch FacultyArthur W. Toga, PhD

Arthur W. Toga, PhD

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Provost Professor of Ophthalmology, Neurology, Psychiatry, Radiology and Biomedical Engineering; Director of USC Mark and Mary Stevens Neuroimaging and Informatics Institute

Research Topics:

Neuroimaging
Mapping Brain Structure and Function
Brain Atlasing
Cerebral Metabolism
Neurovascular Coupling

Clinical Interests:

Neurological Diseases
Ocular Diseases

 

 

 

Research Interests:

Arthur W. Toga, PhD, is Director of the Mark and Mary Stevens Institute of Neuroimaging and Informatics and provost professor with a primary appointment in the Department of Ophthalmology. His research is focused on neuroimaging, informatics, mapping brain structure and function, and brain atlasing.

Dr. Toga has developed multimodal imaging and data aggregation strategies and applied them in a variety of neurological diseases and psychiatric disorders. His work in informatics includes the development and implementation of some of the largest and most widely used databases and data mining tools linking disparate data from genetics, imaging, clinical and behavior, supporting global efforts in Alzheimer’s disease, Huntington’s and Parkinson’s disease. Dr. Toga’s work also includes measurement of the dynamic brain during development and aging, and as a result of insult. For example, his studies include changes following traumatic brain injury and sensory deprivation on the connectome.

In addition, Dr. Toga’s groups has initiated studies to answer fundamental question in the relationship between eye disease and its relationship to the central visual processing; specifically, they are attempting to answer questions such as:

  • How does the precise topography of eye disease map onto changes in brain?
  • Is acquired retinal and optic nerve damage in diseases such as glaucoma, macular degeneration related to local effects upon the structure and function of central pathways?
  • Are any of these effects of vision loss on central pathways reversible?

His work, combining advanced retinal imaging with the brain-mapping techniques developed in the Human Connectome Project (HCP) using novel yet robust analytical methods, may help answer these questions.

Education:

  • St. Louis University, PhD, Neuroscience, 1978

Awards:

  • D&L Straus Scholar, UCLA School of Medicine, 1988
  • Outstanding Contribution Award, National Computer Graphics Association, 1990
  • First Prize for Posters, American Association for Neurological Surgeons, 1990
  • Best Theoretical Paper Finalist, American Informatics Association, 1996
  • Cum Laude Paper (1st Prize), SPIE Medical Imaging, 1997
  • Giovanni DiChiro Award for Outstanding Scientific Research, 1997
  • The Communication Award for Scientific Video, 1998
  • Axiem Award (Silver Finalist) for National Medical Video, 1999
  • Smithsonian Award for Scientific Innovation, 1999
  • Pioneer in Medicine Award, 2007
  • University Professor University of California, 2009

Other web profiles:

http://www.loni.usc.edu/about_loni/people/indiv_detail.php?people_id=1

Publications:

  1. Weiner MW, Veitch DP, Aisen PS, Beckett LA, Cairns NJ, Cedarbaum J, et al. 2014 Update of the Alzheimer's Disease Neuroimaging Initiative: A review of papers published since its inception. Alzheimer's & dementia : the journal of the Alzheimer's Association. 2015;11(6):e1-120. Epub 2015/06/16. doi: 10.1016/j.jalz.2014.11.001. PubMed PMID: 26073027.
  2. Weiner MW, Veitch DP, Aisen PS, Beckett LA, Cairns NJ, Cedarbaum J, et al. Impact of the Alzheimer's Disease Neuroimaging Initiative, 2004 to 2014. Alzheimer's & dementia : the journal of the Alzheimer's Association. 2015;11(7):865-84. Epub 2015/07/22. doi: 10.1016/j.jalz.2015.04.005. PubMed PMID: 26194320.
  3. Torgerson CM, Quinn C, Dinov I, Liu Z, Petrosyan P, Pelphrey K, et al. Interacting with the National Database for Autism Research (NDAR) via the LONI Pipeline workflow environment. Brain imaging and behavior. 2015;9(1):89-103. Epub 2015/02/11. doi: 10.1007/s11682-015-9354-z. PubMed PMID: 25666423; PubMed Central PMCID: PMCPmc4447326.
  4. Toga AW, Neu SC, Bhatt P, Crawford KL, Ashish N. The Global Alzheimer's Association Interactive Network. Alzheimer's & dementia : the journal of the Alzheimer's Association. 2015. Epub 2015/09/01. doi: 10.1016/j.jalz.2015.06.1896. PubMed PMID: 26318022.
  5. Toga AW, Foster I, Kesselman C, Madduri R, Chard K, Deutsch EW, et al. Big Biomedical data as the key resource for discovery science. Journal of the American Medical Informatics Association : JAMIA. 2015. Epub 2015/07/23. doi: 10.1093/jamia/ocv077. PubMed PMID: 26198305.
  6. Toga AW, Crawford KL. The Alzheimer's Disease Neuroimaging Initiative informatics core: A decade in review. Alzheimer's & dementia : the journal of the Alzheimer's Association. 2015;11(7):832-9. Epub 2015/07/22. doi: 10.1016/j.jalz.2015.04.004. PubMed PMID: 26194316; PubMed Central PMCID: PMCPmc4510464.
  7. Saykin AJ, Shen L, Yao X, Kim S, Nho K, Risacher SL, et al. Genetic studies of quantitative MCI and AD phenotypes in ADNI: Progress, opportunities, and plans. Alzheimer's & dementia : the journal of the Alzheimer's Association. 2015;11(7):792-814. Epub 2015/07/22. doi: 10.1016/j.jalz.2015.05.009. PubMed PMID: 26194313; PubMed Central PMCID: PMCPmc4510473.
  8. Ramanan VK, Risacher SL, Nho K, Kim S, Shen L, McDonald BC, et al. GWAS of longitudinal amyloid accumulation on 18F-florbetapir PET in Alzheimer's disease implicates microglial activation gene IL1RAP. Brain : a journal of neurology. 2015. Epub 2015/08/14. doi: 10.1093/brain/awv231. PubMed PMID: 26268530.
  9. Raji CA, Eyre H, Wei SH, Bredesen DE, Moylan S, Law M, et al. Hot Topics in Research: Preventive Neuroradiology in Brain Aging and Cognitive Decline. AJNR American journal of neuroradiology. 2015. Epub 2015/06/06. doi: 10.3174/ajnr.A4409. PubMed PMID: 26045577.
  10. Prasad G, Joshi SH, Nir TM, Toga AW, Thompson PM. Brain connectivity and novel network measures for Alzheimer's disease classification. Neurobiology of aging. 2015;36 Suppl 1:S121-31. Epub 2014/09/30. doi: 10.1016/j.neurobiolaging.2014.04.037. PubMed PMID: 25264345; PubMed Central PMCID: PMCPmc4276322.
  11. Nir TM, Villalon-Reina JE, Prasad G, Jahanshad N, Joshi SH, Toga AW, et al. Diffusion weighted imaging-based maximum density path analysis and classification of Alzheimer's disease. Neurobiology of aging. 2015;36 Suppl 1:S132-40. Epub 2014/12/03. doi: 10.1016/j.neurobiolaging.2014.05.037. PubMed PMID: 25444597; PubMed Central PMCID: PMCPmc4283487.
  12. Nir TM, Jahanshad N, Toga AW, Bernstein MA, Jack CR, Jr., Weiner MW, et al. Connectivity network measures predict volumetric atrophy in mild cognitive impairment. Neurobiology of aging. 2015;36 Suppl 1:S113-20. Epub 2014/12/03. doi: 10.1016/j.neurobiolaging.2014.04.038. PubMed PMID: 25444606; PubMed Central PMCID: PMCPmc4276308.
  13. Neu SC, Crawford KL, Toga AW. Sharing data in the global alzheimer's association interactive network. NeuroImage. 2015. Epub 2015/06/07. doi: 10.1016/j.neuroimage.2015.05.082. PubMed PMID: 26049147.
  14. Moon SW, Dinov ID, Zamanyan A, Shi R, Genco A, Hobel S, et al. Gene interactions and structural brain change in early-onset Alzheimer's disease subjects using the pipeline environment. Psychiatry investigation. 2015;12(1):125-35. Epub 2015/02/12. doi: 10.4306/pi.2015.12.1.125. PubMed PMID: 25670955; PubMed Central PMCID: PMCPmc4310910.
  15. Moon SW, Dinov ID, Hobel S, Zamanyan A, Choi YC, Shi R, et al. Structural Brain Changes in Early-Onset Alzheimer's Disease Subjects Using the LONI Pipeline Environment. Journal of neuroimaging : official journal of the American Society of Neuroimaging. 2015;25(5):728-37. Epub 2015/05/06. doi: 10.1111/jon.12252. PubMed PMID: 25940587; PubMed Central PMCID: PMCPmc4537660.
  16. Montagne A, Barnes SR, Sweeney MD, Halliday MR, Sagare AP, Zhao Z, et al. Blood-brain barrier breakdown in the aging human hippocampus. Neuron. 2015;85(2):296-302. Epub 2015/01/23. doi: 10.1016/j.neuron.2014.12.032. PubMed PMID: 25611508; PubMed Central PMCID: PMCPmc4350773.
  17. Madsen SK, Rajagopalan P, Joshi SH, Toga AW, Thompson PM. Higher homocysteine associated with thinner cortical gray matter in 803 participants from the Alzheimer's Disease Neuroimaging Initiative. Neurobiology of aging. 2015;36 Suppl 1:S203-10. Epub 2014/12/03. doi: 10.1016/j.neurobiolaging.2014.01.154. PubMed PMID: 25444607; PubMed Central PMCID: PMCPmc4268346.
  18. Madsen SK, Gutman BA, Joshi SH, Toga AW, Jack CR, Jr., Weiner MW, et al. Mapping ventricular expansion onto cortical gray matter in older adults. Neurobiology of aging. 2015;36 Suppl 1:S32-41. Epub 2014/10/15. doi: 10.1016/j.neurobiolaging.2014.03.044. PubMed PMID: 25311280; PubMed Central PMCID: PMCPmc4268107.
  19. Liebeskind DS, Albers GW, Crawford K, Derdeyn CP, George MS, Palesch YY, et al. Imaging in StrokeNet: Realizing the Potential of Big Data. Stroke; a journal of cerebral circulation. 2015;46(7):2000-6. Epub 2015/06/06. doi: 10.1161/strokeaha.115.009479. PubMed PMID: 26045600; PubMed Central PMCID: PMCPmc4557967.
  20. Li J, Shi Y, Toga AW. Controlling False Discovery Rate in Signal Space for Transformation-Invariant Thresholding of Statistical Maps. Information processing in medical imaging : proceedings of the 2015;24:125-36. Epub 2015/07/28. doi: 10.1007/978-3-319-19992-4_10. PubMed PMID: 26213450; PubMed Central PMCID: PMCPmc4512301.
  21. Kurth F, MacKenzie-Graham A, Toga AW, Luders E. Shifting brain asymmetry: the link between meditation and structural lateralization. Social cognitive and affective neuroscience. 2015;10(1):55-61. Epub 2014/03/20. doi: 10.1093/scan/nsu029. PubMed PMID: 24643652.
  22. Keator DB, van Erp TG, Turner JA, Glover GH, Mueller BA, Liu TT, et al. The Function Biomedical Informatics Research Network Data Repository. NeuroImage. 2015. Epub 2015/09/15. doi: 10.1016/j.neuroimage.2015.09.003. PubMed PMID: 26364863.
  23. Jahanshad N, Nir TM, Toga AW, Jack CR, Jr., Bernstein MA, Weiner MW, et al. Seemingly unrelated regression empowers detection of network failure in dementia. Neurobiology of aging. 2015;36 Suppl 1:S103-12. Epub 2014/09/27. doi: 10.1016/j.neurobiolaging.2014.02.032. PubMed PMID: 25257986; PubMed Central PMCID: PMCPmc4276318.
  24. Hibar DP, Stein JL, Renteria ME, Arias-Vasquez A, Desrivieres S, Jahanshad N, et al. Common genetic variants influence human subcortical brain structures. Nature. 2015;520(7546):224-9. Epub 2015/01/22. doi: 10.1038/nature14101. PubMed PMID: 25607358; PubMed Central PMCID: PMCPmc4393366.
  25. Hibar DP, Stein JL, Jahanshad N, Kohannim O, Hua X, Toga AW, et al. Genome-wide interaction analysis reveals replicated epistatic effects on brain structure. Neurobiology of aging. 2015;36 Suppl 1:S151-8. Epub 2014/09/30. doi: 10.1016/j.neurobiolaging.2014.02.033. PubMed PMID: 25264344; PubMed Central PMCID: PMCPmc4332874.
  26. Gutman BA, Wang Y, Yanovsky I, Hua X, Toga AW, Jack CR, Jr., et al. Empowering imaging biomarkers of Alzheimer's disease. Neurobiology of aging. 2015;36 Suppl 1:S69-80. Epub 2014/09/28. doi: 10.1016/j.neurobiolaging.2014.05.038. PubMed PMID: 25260848; PubMed Central PMCID: PMCPmc4268333.
  27. Ge X, Shi Y, Li J, Zhang Z, Lin X, Zhan J, et al. Development of the human fetal hippocampal formation during early second trimester. NeuroImage. 2015;119:33-43. Epub 2015/07/01. doi: 10.1016/j.neuroimage.2015.06.055. PubMed PMID: 26123377.
  28. Fan Q, Witzel T, Nummenmaa A, Van Dijk KR, Van Horn JD, Drews MK, et al. MGH-USC Human Connectome Project datasets with ultra-high b-value diffusion MRI. NeuroImage. 2015. Epub 2015/09/15. doi: 10.1016/j.neuroimage.2015.08.075. PubMed PMID: 26364861.
  29. Crawford KL, Neu SC, Toga AW. The Image and Data Archive at the Laboratory of Neuro Imaging. NeuroImage. 2015. Epub 2015/05/20. doi: 10.1016/j.neuroimage.2015.04.067. PubMed PMID: 25982516.
  30. Clark KA, Helland T, Specht K, Narr KL, Manis FR, Toga AW, et al. Reply: Cortical differences in preliterate children at familiar risk of dyslexia are similar to those observed in dyslexic readers. Brain : a journal of neurology. 2015;138(Pt 9):e379. Epub 2015/02/24. doi: 10.1093/brain/awv037. PubMed PMID: 25701064; PubMed Central PMCID: PMCPmc4564021.
  31. Chalavi S, Vissia EM, Giesen ME, Nijenhuis ER, Draijer N, Cole JH, et al. Abnormal hippocampal morphology in dissociative identity disorder and post-traumatic stress disorder correlates with childhood trauma and dissociative symptoms. Human brain mapping. 2015;36(5):1692-704. Epub 2014/12/30. doi: 10.1002/hbm.22730. PubMed PMID: 25545784; PubMed Central PMCID: PMCPmc4400262.
  32. Ashish N, Toga AW. Medical data transformation using rewriting. Frontiers in neuroinformatics. 2015;9:1. Epub 2015/03/10. doi: 10.3389/fninf.2015.00001. PubMed PMID: 25750622; PubMed Central PMCID: PMCPmc4335467.
  33. Zito G, Luders E, Tomasevic L, Lupoi D, Toga AW, Thompson PM, et al. Inter-hemispheric functional connectivity changes with corpus callosum morphology in multiple sclerosis. Neuroscience. 2014;266:47-55. Epub 2014/02/04. doi: 10.1016/j.neuroscience.2014.01.039. PubMed PMID: 24486438; PubMed Central PMCID: PMCPmc4143150.
  34. Zingg B, Hintiryan H, Gou L, Song MY, Bay M, Bienkowski MS, et al. Neural networks of the mouse neocortex. Cell. 2014;156(5):1096-111. Epub 2014/03/04. doi: 10.1016/j.cell.2014.02.023. PubMed PMID: 24581503; PubMed Central PMCID: PMCPmc4169118.
  35. Weiner MW, Veitch DP, Hayes J, Neylan T, Grafman J, Aisen PS, et al. Effects of traumatic brain injury and posttraumatic stress disorder on Alzheimer's disease in veterans, using the Alzheimer's Disease Neuroimaging Initiative. Alzheimer's & dementia : the journal of the Alzheimer's Association. 2014;10(3 Suppl):S226-35. Epub 2014/06/14. doi: 10.1016/j.jalz.2014.04.005. PubMed PMID: 24924673; PubMed Central PMCID: PMCPmc4392759.
  36. Warstadt NM, Dennis EL, Jahanshad N, Kohannim O, Nir TM, McMahon KL, et al. Serum cholesterol and variant in cholesterol-related gene CETP predict white matter microstructure. Neurobiology of aging. 2014;35(11):2504-13. Epub 2014/07/07. doi: 10.1016/j.neurobiolaging.2014.05.024. PubMed PMID: 24997672; PubMed Central PMCID: PMCPmc4198330.
  37. Wade BS, Joshi SH, Reuter M, Blumenthal JD, Toga AW, Thompson PM, et al. Effects of sex chromosome dosage on corpus callosum morphology in supernumerary sex chromosome aneuploidies. Biology of sex differences. 2014;5:16. Epub 2014/01/01. doi: 10.1186/s13293-014-0016-4. PubMed PMID: 25780557; PubMed Central PMCID: PMCPmc4360142.
  38. Van Horn JD, Toga AW. Human neuroimaging as a "Big Data" science. Brain imaging and behavior. 2014;8(2):323-31. Epub 2013/10/12. doi: 10.1007/s11682-013-9255-y. PubMed PMID: 24113873; PubMed Central PMCID: PMCPmc3983169.
  39. Toga AW, Thompson PM. Connectopathy in ageing and dementia. Brain : a journal of neurology. 2014;137(Pt 12):3104-6. Epub 2014/11/22. doi: 10.1093/brain/awu276. PubMed PMID: 25413934; PubMed Central PMCID: PMCPmc4240289.
  40. Thompson PM, Stein JL, Medland SE, Hibar DP, Vasquez AA, Renteria ME, et al. The ENIGMA Consortium: large-scale collaborative analyses of neuroimaging and genetic data. Brain imaging and behavior. 2014;8(2):153-82. Epub 2014/01/09. doi: 10.1007/s11682-013-9269-5. PubMed PMID: 24399358; PubMed Central PMCID: PMCPmc4008818.
  41. Shi Y, Li J, Toga AW. Persistent Reeb Graph Matching for Fast Brain Search. Machine learning in medical imaging MLMI (Workshop), author. 2014;8679:306-13. Epub 2015/01/17. doi: 10.1007/978-3-319-10581-9_38. PubMed PMID: 25594076; PubMed Central PMCID: PMCPmc4292885.
  42. Shi Y, Lai R, Wang DJ, Pelletier D, Mohr D, Sicotte N, et al. Metric optimization for surface analysis in the Laplace-Beltrami embedding space. IEEE transactions on medical imaging. 2014;33(7):1447-63. Epub 2014/04/02. doi: 10.1109/tmi.2014.2313812. PubMed PMID: 24686245; PubMed Central PMCID: PMCPmc4079755.
  43. Shen L, Thompson PM, Potkin SG, Bertram L, Farrer LA, Foroud TM, et al. Genetic analysis of quantitative phenotypes in AD and MCI: imaging, cognition and biomarkers. Brain imaging and behavior. 2014;8(2):183-207. Epub 2013/10/05. doi: 10.1007/s11682-013-9262-z. PubMed PMID: 24092460; PubMed Central PMCID: PMCPmc3976843.
  44. Schneider C, Helmstaedter C, Luders E, Thompson PM, Toga AW, Elger C, et al. Relation of callosal structure to cognitive abilities in temporal lobe epilepsy. Frontiers in neurology. 2014;5:16. Epub 2014/02/28. doi: 10.3389/fneur.2014.00016. PubMed PMID: 24575078; PubMed Central PMCID: PMCPmc3920113.
  45. Roussotte FF, Jahanshad N, Hibar DP, Sowell ER, Kohannim O, Barysheva M, et al. A commonly carried genetic variant in the delta opioid receptor gene, OPRD1, is associated with smaller regional brain volumes: replication in elderly and young populations. Human brain mapping. 2014;35(4):1226-36. Epub 2013/02/22. doi: 10.1002/hbm.22247. PubMed PMID: 23427138; PubMed Central PMCID: PMCPmc4046708.
  46. Ramanan VK, Nho K, Shen L, Risacher SL, Kim S, McDonald BC, et al. FASTKD2 is associated with memory and hippocampal structure in older adults. Molecular psychiatry. 2014. Epub 2014/11/12. doi: 10.1038/mp.2014.142. PubMed PMID: 25385369; PubMed Central PMCID: PMCPmc4427556.
  47. Prasad G, Joshi SH, Jahanshad N, Villalon-Reina J, Aganj I, Lenglet C, et al. Automatic clustering and population analysis of white matter tracts using maximum density paths. NeuroImage. 2014;97:284-95. Epub 2014/04/22. doi: 10.1016/j.neuroimage.2014.04.033. PubMed PMID: 24747738; PubMed Central PMCID: PMCPmc4065851.
  48. Prasad G, Joshi AA, Feng A, Toga AW, Thompson PM, Terzopoulos D. Skull-stripping with machine learning deformable organisms. Journal of neuroscience methods. 2014;236:114-24. Epub 2014/08/16. doi: 10.1016/j.jneumeth.2014.07.023. PubMed PMID: 25124851; PubMed Central PMCID: PMCPmc4169789.
  49. Luders E, Toga AW, Thompson PM. Why size matters: differences in brain volume account for apparent sex differences in callosal anatomy: the sexual dimorphism of the corpus callosum. NeuroImage. 2014;84:820-4. Epub 2013/09/26. doi: 10.1016/j.neuroimage.2013.09.040. PubMed PMID: 24064068; PubMed Central PMCID: PMCPmc3867125.
  50. Li M, Luo XJ, Rietschel M, Lewis CM, Mattheisen M, Muller-Myhsok B, et al. Allelic differences between Europeans and Chinese for CREB1 SNPs and their implications in gene expression regulation, hippocampal structure and function, and bipolar disorder susceptibility. Molecular psychiatry. 2014;19(4):452-61. Epub 2013/04/10. doi: 10.1038/mp.2013.37. PubMed PMID: 23568192; PubMed Central PMCID: PMCPmc3937299.
  51. Li J, Shi Y, Toga AW. ROTATIONAL GRADIENT FIELD FOR INTERPOLATION OF FIBER ORIENTATION DISTRIBUTION IN CONNECTIVITY ANALYSIS. Proceedings / IEEE International Symposium on Biomedical Imaging: from nano to macro IEEE International Symposium on Biomedical Imaging. 2014;2014:1051-4. Epub 2014/11/11. doi: 10.1109/isbi.2014.6868054. PubMed PMID: 25383160; PubMed Central PMCID: PMCPmc4224307.
  52. Li J, Shi Y, Toga AW. Diffusion of fiber orientation distribution functions with a rotation-induced riemannian metric. Medical image computing and computer-assisted intervention : MICCAI International Conference on Medical Image Computing and Computer-Assisted Intervention. 2014;17(Pt 3):249-56. Epub 2014/10/17. PubMed PMID: 25320806; PubMed Central PMCID: PMCPmc4203419.
  53. Leung K, Cunha A, Toga AW, Parker DS. Developing image processing meta-algorithms with data mining of multiple metrics. Computational and mathematical methods in medicine. 2014;2014:383465. Epub 2014/03/22. doi: 10.1155/2014/383465. PubMed PMID: 24653748; PubMed Central PMCID: PMCPmc3932725.
  54. Labus JS, Dinov ID, Jiang Z, Ashe-McNalley C, Zamanyan A, Shi Y, et al. Irritable bowel syndrome in female patients is associated with alterations in structural brain networks. Pain. 2014;155(1):137-49. Epub 2013/10/01. doi: 10.1016/j.pain.2013.09.020. PubMed PMID: 24076048; PubMed Central PMCID: PMCPmc4100785.
  55. Kochunov P, Jahanshad N, Sprooten E, Nichols TE, Mandl RC, Almasy L, et al. Multi-site study of additive genetic effects on fractional anisotropy of cerebral white matter: Comparing meta and megaanalytical approaches for data pooling. NeuroImage. 2014;95:136-50. Epub 2014/03/25. doi: 10.1016/j.neuroimage.2014.03.033. PubMed PMID: 24657781; PubMed Central PMCID: PMCPmc4043878.
  56. Jin Y, Shi Y, Zhan L, Gutman BA, de Zubicaray GI, McMahon KL, et al. Automatic clustering of white matter fibers in brain diffusion MRI with an application to genetics. NeuroImage. 2014;100:75-90. Epub 2014/05/14. doi: 10.1016/j.neuroimage.2014.04.048. PubMed PMID: 24821529; PubMed Central PMCID: PMCPmc4255631.
  57. Dinov ID, Petrosyan P, Liu Z, Eggert P, Zamanyan A, Torri F, et al. The perfect neuroimaging-genetics-computation storm: collision of petabytes of data, millions of hardware devices and thousands of software tools. Brain imaging and behavior. 2014;8(2):311-22. Epub 2013/08/27. doi: 10.1007/s11682-013-9248-x. PubMed PMID: 23975276; PubMed Central PMCID: PMCPmc3933453.
  58. Dinov ID, Petrosyan P, Liu Z, Eggert P, Hobel S, Vespa P, et al. High-throughput neuroimaging-genetics computational infrastructure. Frontiers in neuroinformatics. 2014;8:41. Epub 2014/05/06. doi: 10.3389/fninf.2014.00041. PubMed PMID: 24795619; PubMed Central PMCID: PMCPmc4005931.
  59. Dennis EL, Jahanshad N, McMahon KL, de Zubicaray GI, Martin NG, Hickie IB, et al. Development of insula connectivity between ages 12 and 30 revealed by high angular resolution diffusion imaging. Human brain mapping. 2014;35(4):1790-800. Epub 2013/07/10. doi: 10.1002/hbm.22292. PubMed PMID: 23836455; PubMed Central PMCID: PMCPmc4017914.
  60. Dennis EL, Jahanshad N, Braskie MN, Warstadt NM, Hibar DP, Kohannim O, et al. Obesity gene NEGR1 associated with white matter integrity in healthy young adults. NeuroImage. 2014;102 Pt 2:548-57. Epub 2014/07/30. doi: 10.1016/j.neuroimage.2014.07.041. PubMed PMID: 25072390; PubMed Central PMCID: PMCPmc4269485.
  61. Clark KA, Helland T, Specht K, Narr KL, Manis FR, Toga AW, et al. Neuroanatomical precursors of dyslexia identified from pre-reading through to age 11. Brain : a journal of neurology. 2014;137(Pt 12):3136-41. Epub 2014/08/16. doi: 10.1093/brain/awu229. PubMed PMID: 25125610; PubMed Central PMCID: PMCPmc4240283.
  62. Cannon TD, Sun F, McEwen SJ, Papademetris X, He G, van Erp TG, et al. Reliability of neuroanatomical measurements in a multisite longitudinal study of youth at risk for psychosis. Human brain mapping. 2014;35(5):2424-34. Epub 2013/08/29. doi: 10.1002/hbm.22338. PubMed PMID: 23982962; PubMed Central PMCID: PMCPmc3843968.
  63. Braskie MN, Boyle CP, Rajagopalan P, Gutman BA, Toga AW, Raji CA, et al. Physical activity, inflammation, and volume of the aging brain. Neuroscience. 2014;273:199-209. Epub 2014/05/20. doi: 10.1016/j.neuroscience.2014.05.005. PubMed PMID: 24836855; PubMed Central PMCID: PMCPmc4076831.
  64. Zhan L, Mueller BA, Jahanshad N, Jin Y, Lenglet C, Yacoub E, et al. Magnetic resonance field strength effects on diffusion measures and brain connectivity networks. Brain connectivity. 2013;3(1):72-86. Epub 2012/12/05. doi: 10.1089/brain.2012.0114. PubMed PMID: 23205551; PubMed Central PMCID: PMCPmc3621300.
  65. Zhan L, Jahanshad N, Ennis DB, Jin Y, Bernstein MA, Borowski BJ, et al. Angular versus spatial resolution trade-offs for diffusion imaging under time constraints. Human brain mapping. 2013;34(10):2688-706. Epub 2012/04/24. doi: 10.1002/hbm.22094. PubMed PMID: 22522814; PubMed Central PMCID: PMCPmc3468661.
  66. Zhan J, Dinov ID, Li J, Zhang Z, Hobel S, Shi Y, et al. Spatial-temporal atlas of human fetal brain development during the early second trimester. NeuroImage. 2013;82:115-26. Epub 2013/06/04. doi: 10.1016/j.neuroimage.2013.05.063. PubMed PMID: 23727529; PubMed Central PMCID: PMCPmc3876574.
  67. Wright SN, Kochunov P, Mut F, Bergamino M, Brown KM, Mazziotta JC, et al. Digital reconstruction and morphometric analysis of human brain arterial vasculature from magnetic resonance angiography. NeuroImage. 2013;82:170-81. Epub 2013/06/04. doi: 10.1016/j.neuroimage.2013.05.089. PubMed PMID: 23727319; PubMed Central PMCID: PMCPmc3971907.
  68. Weiner MW, Veitch DP, Aisen PS, Beckett LA, Cairns NJ, Green RC, et al. The Alzheimer's Disease Neuroimaging Initiative: a review of papers published since its inception. Alzheimer's & dementia : the journal of the Alzheimer's Association. 2013;9(5):e111-94. Epub 2013/08/13. doi: 10.1016/j.jalz.2013.05.1769. PubMed PMID: 23932184; PubMed Central PMCID: PMCPmc4108198.
  69. Wang Y, Yuan L, Shi J, Greve A, Ye J, Toga AW, et al. Applying tensor-based morphometry to parametric surfaces can improve MRI-based disease diagnosis. NeuroImage. 2013;74:209-30. Epub 2013/02/26. doi: 10.1016/j.neuroimage.2013.02.011. PubMed PMID: 23435208; PubMed Central PMCID: PMCPmc3641904.
  70. Villalon-Reina J, Jahanshad N, Beaton E, Toga AW, Thompson PM, Simon TJ. White matter microstructural abnormalities in girls with chromosome 22q11.2 deletion syndrome, Fragile X or Turner syndrome as evidenced by diffusion tensor imaging. NeuroImage. 2013;81:441-54. Epub 2013/04/23. doi: 10.1016/j.neuroimage.2013.04.028. PubMed PMID: 23602925; PubMed Central PMCID: PMCPmc3947617.
  71. Toga AW, Thompson PM. Connectomics sheds new light on Alzheimer's disease. Biological psychiatry. 2013;73(5):390-2. Epub 2013/02/13. doi: 10.1016/j.biopsych.2013.01.004. PubMed PMID: 23399468; PubMed Central PMCID: PMCPmc3661406.
  72. Shi Y, Lai R, Toga AW. Conformal mapping via metric optimization with application for cortical label fusion. Information processing in medical imaging : proceedings of the 2013;23:244-55. Epub 2013/01/01. PubMed PMID: 24683973; PubMed Central PMCID: PMCPmc4020152.
  73. Shi Y, Lai R, Toga AW. Cortical surface reconstruction via unified Reeb analysis of geometric and topological outliers in magnetic resonance images. IEEE transactions on medical imaging. 2013;32(3):511-30. Epub 2012/10/23. doi: 10.1109/tmi.2012.2224879. PubMed PMID: 23086519; PubMed Central PMCID: PMCPmc3785796.
  74. Rajagopalan P, Toga AW, Jack CR, Weiner MW, Thompson PM. Fat-mass-related hormone, plasma leptin, predicts brain volumes in the elderly. Neuroreport. 2013;24(2):58-62. Epub 2012/12/15. doi: 10.1097/WNR.0b013e32835c5254. PubMed PMID: 23238164; PubMed Central PMCID: PMCPmc3635486.
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  76. Prasad G, Nir TM, Toga AW, Thompson PM. TRACTOGRAPHY DENSITY AND NETWORK MEASURES IN ALZHEIMER'S DISEASE. Proceedings / IEEE International Symposium on Biomedical Imaging: from nano to macro IEEE International Symposium on Biomedical Imaging. 2013;2013:692-5. Epub 2013/04/01. doi: 10.1109/isbi.2013.6556569. PubMed PMID: 25404994; PubMed Central PMCID: PMCPmc4232938.
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  78. Prasad G, Burkart J, Joshi SH, Nir TM, Toga AW, Thompson PM. A Dynamical Clustering Model of Brain Connectivity Inspired by the -Body Problem. Multimodal brain image analysis : third International Workshop, MBIA 2013, held in conjunction with MICCAI 2013, Nagoya, Japan, September 22, 2013 : proceedings / Li Shen, Tianming Liu, Pew-Thian Yap, Heng Huang, Dingg. 2013;8159:129-37. Epub 2013/01/01. doi: 10.1007/978-3-319-02126-3_13. PubMed PMID: 25340177; PubMed Central PMCID: PMCPmc4203319.
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  80. Nir TM, Jahanshad N, Villalon-Reina JE, Toga AW, Jack CR, Weiner MW, et al. Effectiveness of regional DTI measures in distinguishing Alzheimer's disease, MCI, and normal aging. NeuroImage Clinical. 2013;3:180-95. Epub 2013/11/02. doi: 10.1016/j.nicl.2013.07.006. PubMed PMID: 24179862; PubMed Central PMCID: PMCPmc3792746.
  81. Madsen SK, Gutman BA, Joshi SH, Toga AW, Jack CR, Jr., Weiner MW, et al. Mapping Dynamic Changes in Ventricular Volume onto Baseline Cortical Surfaces in Normal Aging, MCI, and Alzheimer's Disease. Multimodal brain image analysis : third International Workshop, MBIA 2013, held in conjunction with MICCAI 2013, Nagoya, Japan, September 22, 2013 : proceedings / Li Shen, Tianming Liu, Pew-Thian Yap, Heng Huang, Dingg. 2013;8159:84-94. Epub 2013/01/01. doi: 10.1007/978-3-319-02126-3_9. PubMed PMID: 25152934; PubMed Central PMCID: PMCPmc4138607.
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  83. Luders E, Kurth F, Toga AW, Narr KL, Gaser C. Meditation effects within the hippocampal complex revealed by voxel-based morphometry and cytoarchitectonic probabilistic mapping. Frontiers in psychology. 2013;4:398. Epub 2013/07/13. doi: 10.3389/fpsyg.2013.00398. PubMed PMID: 23847572; PubMed Central PMCID: PMCPmc3705194.
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  85. Li J, Shi Y, Dinov ID, Toga AW. Locally Weighted Multi-atlas Construction. Multimodal brain image analysis : third International Workshop, MBIA 2013, held in conjunction with MICCAI 2013, Nagoya, Japan, September 22, 2013 : proceedings / Li Shen, Tianming Liu, Pew-Thian Yap, Heng Huang, Dingg. 2013;8159:1-8. Epub 2013/01/01. doi: 10.1007/978-3-319-02126-3_1. PubMed PMID: 25392851; PubMed Central PMCID: PMCPmc4225708.
  86. Li J, Jin Y, Shi Y, Dinov ID, Wang DJ, Toga AW, et al. Voxelwise spectral diffusional connectivity and its applications to Alzheimer's disease and intelligence prediction. Medical image computing and computer-assisted intervention : MICCAI International Conference on Medical Image Computing and Computer-Assisted Intervention. 2013;16(Pt 1):655-62. Epub 2014/02/08. PubMed PMID: 24505723; PubMed Central PMCID: PMCPmc4041690.
  87. Kurth F, Mayer EA, Toga AW, Thompson PM, Luders E. The right inhibition? Callosal correlates of hand performance in healthy children and adolescents callosal correlates of hand performance. Human brain mapping. 2013;34(9):2259-65. Epub 2012/03/23. doi: 10.1002/hbm.22060. PubMed PMID: 22438280; PubMed Central PMCID: PMCPmc3389142.
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  93. Jahanshad N, Rajagopalan P, Hua X, Hibar DP, Nir TM, Toga AW, et al. Genome-wide scan of healthy human connectome discovers SPON1 gene variant influencing dementia severity. Proceedings of the National Academy of Sciences of the United States of America. 2013;110(12):4768-73. Epub 2013/03/09. doi: 10.1073/pnas.1216206110. PubMed PMID: 23471985; PubMed Central PMCID: PMCPmc3606977.
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  96. Hua X, Hibar DP, Ching CR, Boyle CP, Rajagopalan P, Gutman BA, et al. Unbiased tensor-based morphometry: improved robustness and sample size estimates for Alzheimer's disease clinical trials. NeuroImage. 2013;66:648-61. Epub 2012/11/17. doi: 10.1016/j.neuroimage.2012.10.086. PubMed PMID: 23153970; PubMed Central PMCID: PMCPmc3785376.
  97. Hua X, Boyle CP, Harezlak J, Tate DF, Yiannoutsos CT, Cohen R, et al. Disrupted cerebral metabolite levels and lower nadir CD4 + counts are linked to brain volume deficits in 210 HIV-infected patients on stable treatment. NeuroImage Clinical. 2013;3:132-42. Epub 2013/11/02. doi: 10.1016/j.nicl.2013.07.009. PubMed PMID: 24179857; PubMed Central PMCID: PMCPmc3791291.
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  103. Dennis EL, Jahanshad N, Toga AW, McMahon KL, de Zubicaray GI, Hickie I, et al. DEVELOPMENT OF THE "RICH CLUB" IN BRAIN CONNECTIVITY NETWORKS FROM 438 ADOLESCENTS & ADULTS AGED 12 TO 30. Proceedings / IEEE International Symposium on Biomedical Imaging: from nano to macro IEEE International Symposium on Biomedical Imaging. 2013:624-7. Epub 2013/01/01. doi: 10.1109/isbi.2013.6556552. PubMed PMID: 24827471; PubMed Central PMCID: PMCPmc4017916.
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  105. Daianu M, Jahanshad N, Nir TM, Toga AW, Jack CR, Jr., Weiner MW, et al. Breakdown of brain connectivity between normal aging and Alzheimer's disease: a structural k-core network analysis. Brain connectivity. 2013;3(4):407-22. Epub 2013/05/25. doi: 10.1089/brain.2012.0137. PubMed PMID: 23701292; PubMed Central PMCID: PMCPmc3749712.
  106. Daianu M, Dennis EL, Jahanshad N, Nir TM, Toga AW, Jack CR, Jr., et al. Alzheimer's Disease Disrupts Rich Club Organization in Brain Connectivity Networks. Proceedings / IEEE International Symposium on Biomedical Imaging: from nano to macro IEEE International Symposium on Biomedical Imaging. 2013:266-9. Epub 2013/01/01. doi: 10.1109/isbi.2013.6556463. PubMed PMID: 24953139; PubMed Central PMCID: PMCPmc4063983.
  107. Cherbuin N, Luders E, Chou YY, Thompson PM, Toga AW, Anstey KJ. Right, left, and center: how does cerebral asymmetry mix with callosal connectivity? Human brain mapping. 2013;34(7):1728-36. Epub 2012/03/16. doi: 10.1002/hbm.22022. PubMed PMID: 22419524; PubMed Central PMCID: PMCPmc4084519.
  108. Braskie MN, Toga AW, Thompson PM. Recent advances in imaging Alzheimer's disease. Journal of Alzheimer's disease : JAD. 2013;33 Suppl 1:S313-27. Epub 2012/06/08. doi: 10.3233/jad-2012-129016. PubMed PMID: 22672880; PubMed Central PMCID: PMCPmc4110110.
  109. Braskie MN, Kohannim O, Jahanshad N, Chiang MC, Barysheva M, Toga AW, et al. Relation between variants in the neurotrophin receptor gene, NTRK3, and white matter integrity in healthy young adults. NeuroImage. 2013;82:146-53. Epub 2013/06/04. doi: 10.1016/j.neuroimage.2013.05.095. PubMed PMID: 23727532; PubMed Central PMCID: PMCPmc3948328.
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  118. Toga AW, Frackowiak R, Mazziotta JC. NeuroImage anniversary issue. NeuroImage. 2012;61(2):323. Epub 2012/05/15. doi: 10.1016/j.neuroimage.2012.05.001. PubMed PMID: 22578314.
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  120. Toga AW, Clark KA, Thompson PM, Shattuck DW, Van Horn JD. Mapping the human connectome. Neurosurgery. 2012;71(1):1-5. Epub 2012/06/19. doi: 10.1227/NEU.0b013e318258e9ff. PubMed PMID: 22705717; PubMed Central PMCID: PMCPmc3555558.
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  122. Theriot JJ, Toga AW, Prakash N, Ju YS, Brennan KC. Cortical sensory plasticity in a model of migraine with aura. The Journal of neuroscience : the official journal of the Society for Neuroscience. 2012;32(44):15252-61. Epub 2012/11/02. doi: 10.1523/jneurosci.2092-12.2012. PubMed PMID: 23115163; PubMed Central PMCID: PMCPmc3518319.
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