Anatomical Brain Images Alone Can Accurately Diagnose Chronic Neuropsychiatric Illnesses

PLoS ONE

Volumn 7, Issue 12, 2012, Pages

  Bansal, Ravi ^a   Staib, Lawrence H ^c   Laine, Andrew F ^b   Hao, Xuejun ^a   Xu, Dongrong ^a   Liu, Jun ^a   Weissman, Myrna ^a   Peterson, Bradley S ^a   Zhan, Wang ^d  

^a Columbia College of Physicians and Surgeons and the New York State Psychiatric Institute ^*  (United States)

^b Columbia University ^*  (United States)

^c YALE UNIVERSITY   (United States)

^d UNIVERSITY OF MARYLAND   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ADULT; AMYGDALOID NUCLEUS; ANATOMICAL VARIATION; ARTICLE; ATTENTION DEFICIT DISORDER; AUTOMATION; BIPOLAR DISORDER; BRAIN CORTEX; CAUDATE NUCLEUS; CHILD; CLASSIFICATION ALGORITHM; CONTROLLED STUDY; DIAGNOSTIC ACCURACY; DIAGNOSTIC TEST ACCURACY STUDY; GILLES DE LA TOURETTE SYNDROME; GLOBUS PALLIDUS; HIPPOCAMPUS; HUMAN; LEARNING ALGORITHM; MAJOR DEPRESSION; MALE; NUCLEAR MAGNETIC RESONANCE IMAGING; PREDICTIVE VALUE; PUTAMEN; REPRODUCIBILITY; SCHIZOPHRENIA; SCHOOL CHILD; SENSITIVITY AND SPECIFICITY; THALAMUS;

ADOLESCENT; ADULT; ALGORITHMS; ATTENTION DEFICIT DISORDER WITH HYPERACTIVITY; BIPOLAR DISORDER; BRAIN; CHILD; DEPRESSIVE DISORDER, MAJOR; FEMALE; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; MALE; MIDDLE AGED; REPRODUCIBILITY OF RESULTS; SCHIZOPHRENIA; SENSITIVITY AND SPECIFICITY; TOURETTE SYNDROME;

EID: 84870945453     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0050698     Document Type: Article

References (70)

1. Peterson BS, (2010) Form Determines Function: New Methods for Identifying the Neuroanatomical Loci of Circuit-Based Disturbances in Childhood Disorders. Journal of the American Academy of Child and Adolescent Psychiatry 49: 533-535.
2. Peterson BS, Choi HA, Hao X, Amat J, Zhu H, et al. (2007) Morphology of the Amygdala and Hippocampus in Children and Adults with Tourette Syndrome. Archives General Psychiatry.
3. Peterson BS, Warner V, Bansal R, Zhu H, Hao X, et al. (2009) Cortical thinning in persons at increased familial risk for major depression. Proc Natl Acad Sci USA 106: 6273-6278.
4. Toga AW, Thompson PA, (2003) Mapping brain asymmetry. Nature Neuroscience 4: 37-48.
5. Luders E, Narr K, Thompson P, Woods R, Rex D, et al. (2005) Mapping cortical gray matter in the young adult brain: E®ects of gender. NeuroImage 26: 493-501.
6. Davatzikos C, Shen D, Gur RC, Wu X, Liu D, et al. (2005) Whole-brain morphometric study of schizophrenia reveals a spatially complex set of focal abnormalities. Arch General Psychiatry 62: 1218-1227.
7. Csernansky JG, Schindler MK, Splinter NR, Wang L, Gado M, et al. (2004) Abnormalities of thalamic volume and shape in schizophrenia. Am J Psychiatry 161: 896-902.
8. Lao Z, Shen D, Xue Z, Karacali B, Resnick S, et al. (2004) Morphological classification of brains via high-dimensional shape transformations and machine learning methods. NeuroImage 21: 46-57.
9. Klöppel S, Stonnington CM, Chu C, Draganski B, Scahill RI, et al. (2008) Automatic Classification of MR Scans in Alzheimer's Disease. Brain 131: 681-689.
10. Duchesnay E, Cachia A, Roche A, Rivière D, Cointepas Y, et al. (2007) Classification Based on Cortical Folding Patterns. IEEE Trans on Medical Imaging 26: 553-565.
11. Davatzikos C, Fan Y, Wu X, Shen D, Resnick SM, (2008) Detection of prodromal Alzheimer's disease via pattern classification of MRI. Neurobiol Aging 29: 514-523.
12. Liu Y, Teverovskiy L, Carmichael O, Kikinis R, Shenton M, et al. Discriminative MR Image Feature Analysis for Automatic Schizophrenia and Alzheimer's Disease Classification. In: Barillot C, Haynor DR, Hellier P, editors; 2004. Springer-Verlag GmbH, Saint-Malo, France. pp. 393-401.
13. Teipel SJ, Born C, Ewers M, Bokde AL, Reiser MF, et al. (2007) Multivariate deformation-based analysis of brain atrophy to predict Alzheimer's disease in mild cognitive impairment. NeuroImage 38: 13-24.
14. Fan Y, Shen D, Davatzikos C, (2005) Classification of structural images via high-dimensional image warping, robust feature extraction, and {SVM}. Med Image Comput Comput Assist Interv Int Conf 8: 1-8.
15. Kawasaki Y, Suzuki M, Kherif F, Takahashi T, Zhou SY, et al. (2007) Multivariate voxel-based morphometry successfully differentiates schizophrenia patients from healthy controls. NeuroImage 34: 235-242.
16. Mourao-Miranda J, Bokde AL, Born C, Hampel H, Stetter M, (2005) Classifying brain states and determining the discriminating activation patterns: Support Vector Machine on functional MRI data. NeuroImage 28: 980-995.
17. Herholz K, Salmon E, Perani D, Baron JC, Holthoff V, et al. (2002) Discrimination between Alzheimer dementia and controls by automated analysis of multicenter FDG PET. NeuroImage 17: 302-316.
18. Lerch JP, Pruessner J, Zijdenbos AP, Collins DL, Teipel SJ, et al. (2006) Automated cortical thickness measurements from MRI can accurately separate Alzheimer's patients from normal elderly controls. Neurobiol Aging 29: 23-30.
19. Jack CR, Shiung MM, Gunter JL, O'Brien PC, Weigand SD, et al. (2004) Comparison of different MRI brain atrophy rate measures with clinical disease progression in AD. Neurology 62: 591-600.
20. Ashburner J, Friston KJ, (2000) Voxel-based morphometry-the methods. NeuroImage 11: 805-821.
21. Lochhead RA, Parsey RV, Oquendo MA, Mann JJ, (2004) Regional brain gray matter volume differences in patients with bipolar disorder as assessed by optimized voxel-based morphometry. Biol Psychiatry 55: 1154-1162.
22. Ou Y, Davatzikos C, (2009) DRAMMS: deformable registration via attribute matching and mutual-saliency weighting. Inf Process Med Imaging 21: 50-62.
23. Kates WR, Abrams MT, Kaufman WE, Breiter SN, Reiss AL, (1997) Reliability and validity of MRI measurement of the amygdala and hippocampus in children with fragile X syndrome. Psychiatry Res: Neuroimaging 75: 31-48.
24. Watson C, Andermann F, Gloor P, Jones-Gotman M, Peters T, et al. (1992) Anatomic basis of amygdaloid and hippocampal volume measurement by magnetic resonance imaging. Neurology 42: 1743-1750.
25. Peterson BS, Riddle MA, Cohen DJ, Katz LD, Smith JC, et al. (1993) Reduced basal ganglia volumes in tourette's syndrome using three-dimensional reconstruction techniques from magnetic resonance images. Neurology 43: 941-949.
26. Sled GJ, Zijdenbos AP, Evans AC, (1998) A Nonparametric Method for Automatic Correction of Intensity Nonuniformity in MRI Data. IEEE Trans of Medical Imaging 17: 87-97.
27. Shattuck DW, Leahy RM, (2002) BrainSuite: An Automated Cortical Surface Identification Tool. Medical Image Analysis 8: 129-142.
28. Plessen KJ, Bansal R, Zhu H, Whiteman R, Quackenbush GA, et al. (2006) Hippocampus and amygdala morphology in Attention-Deficit/Hyperactivity Disorder. Arch Gen Psychiatry 63: 795-807.
29. Peterson BS, Thomas P, Kane MJ, others a, (2003) Basal ganglia volumes in patients with Gilles de la Tourette syndrome. Arch Gen Psychiatry 60: 415-424.
30. Ivanov I, Bansal R, Hao X, Zhu H, Kellendonk C, et al. (2010) Morphological Abnormalities of the Thalamus in Youths With Attention Deficit Hyperactivity Disorder. Am J Psychiatry 167: 397-408.
31. Bansal R, Staib LH, Wang Y, Peterson BS, (2005) ROC-based assessments of 3D cortical surface-matching algorithms. Neuroimage 24: 150-162.
32. Viola P, Wells, W. M. Alignment by Maximization of Mutual Information; 1995 June 20-23; Boston, MA. pp. 16-23.
33. Christensen GE, Rabbitt RD, Miller MI, (1994) 3D brain mapping using a deformable neuroanatomy. Physics in medicine and biology 39: 609-618.
34. Haralick R, L. S (1992) Computer and Robot Vision, volume 1: Addison-Wesley Publishing Company.
35. Rosenfeld A, Kak AC (1982) Digital Picture Processing: Academic Press, Inc.
36. Lorensen W, Cline H, (1987) Marching Cubes: a High-Resolution 3D surface construction algorithm. Computer Graphics 21: 163-169.
37. Angenent S, Haker S, Tannenbaum A, Kikinis R, (1999) On the Laplace-Beltrami Operator and Brain Surface Flattening. IEEE Trans on Medical Imaging 18: 700-711.
38. Daubechies I (2004) Ten Lectures on Wavelets: Society for Industrial and Applied Mathematics.
39. Cohen A, Daubechies I, Jawerth B, Vial P, (1993) Multiresolution analysis, wavelets and fast algorithms on an interval. CR Acad Sci Paris Ser I Math I 316: 417-421.
40. Schroder P, Sweldens W, (1995) Spherical Wavelets: Efficiently Representing Function on the Sphere. Proceedings of the 22nd annual conference on Computer graphics and interactive techniques pp. 161-172.
41. Sweldens W (1994) The lifting scheme: A custom design construction of biorthogonal wavelets. Department of Mathematics, University of South Carolina.
42. Duda RO, Hart PE (1973) Pattern Classification and Scene Analysis: John Wiley & Sons.
43. Kaufman J, Birmaher B, Brent D, Rao U, Flynn C, et al. (1997) Schedule for Affective Disorders and Schizophrenia for School-Age Children-Present and Lifetime Version (K-SADS-PL): initial reliability and validity data. J Am Acad Child Adolesc Psychiatry 36: 980-988.
44. American Psychiatric Association Staff (2000) Diagnostic and Statistical Manual of Mental Disorders, DSM-IV-TR Text Revision. 4th ed. Arlington: American Psychiatric Publishing, Incorporated.
45. Peterson BS, Thomas P, Kane MJ, Scahill L, Zhang H, et al. (2003) Basal Ganglia volumes in patients with Gilles de la Tourette syndrome. Arch Gen Psychiatry 60: 415-424.
46. Leckman JF, Sholomskas D, Thompson WD, Belanger A, Weissman MM, (1982) Best estimate of lifetime psychiatric diagnosis: a methodological study. Arch Gen Psychiatry 39: 879-883.
47. Peterson BS, Staib L, Scahill L, Zhang H, Anderson C, et al. (2001) Regional brain and ventricular volumes in Tourette syndrome. Arch Gen Psychiatry 58: 427-440.
48. Wechsler D (1996) WISC-III Manual. Canadian Supplement.Toronto: Psychological Corporation.
49. Wechsler D (1991) Wechsler Adult Intelligence Scale-III. New York: Psychological Corporation.
50. Grados JJ, Russo-Garcia KA, (1999) Comparison of the Kaufman Brief Intelligence Test and the Wechsler Intelligence Scale for Children-Third Edition in economically disadvantaged African American youth. J Clin Psychol 55: 1063-1071.
51. Pauls DL, Hurst CR (1996) Schedule for Tourette and Other Behavioral Syndromes. New Haven, Conn.
52. Leckman JF, Riddle MA, Hardin MT, Ort SI, Swartz KL, et al. (1989) The Yale Global Tic Severity Scale: initial testing of a clinician-rated scale of tic severity. J Am Acad Child Adolesc Psychiatry 28: 566-573.
53. Conners CK, Sitarenios G, Parker JD, Epstein JN, (1998) The revised Conners' Parent Rating Scale (CPRS-R): factor structure, reliability, and criterion validity. J Abnorm Child Psychol 26: 257-268.
54. Conners CK, Sitarenios G, Parker JD, Epstein JN, (1998) Revision and restandardization of the Conners Teacher Rating Scale (CTRS-R): factor structure, reliability, and criterion validity. J Abnorm Child Psychol 26: 279-291.
55. DuPaul GJ, (1991) Parent and teacher ratings of ADHD symptoms: psychometric properties in a community-based sample. J Clin Child Psychol 20: 245-253.
56. Blumberg HP, Kaufman J, Martin A, Whiteman R, Zhang JH, et al. (2003) Amygdala and hippocampal volumes in adolescents and adults with bipolar disorder. Arch Gen Psychiatry 60: 1201-1208.
57. Blumberg HP, Krystal JH, Bansal R, Martin A, Dziura J, et al. (2006) Age, Rapid-Cycling, and Pharmacotherapy Effects on Ventral Prefrontal Cortex in Bipolar Disorder: A Cross-Sectional Study Biol Psychiatry 59: 611-618.
58. Wexler BE, Zhu H, Bell MD, Nicholls S, S, Fulbright RK, et al. (2009) Neuropsychological Near Normality and Brain Structure Abnormality in Schizophrenia. Am J Psychiatry 166: 189-195.
59. Kay SR, Fiszbein A, Opler L, (1987) The Positive and Negative Symptom Scale for Schizophrenia. Schizophr Bull 13: 261-276.
60. Weissman MM, Wickramaratne P, Nomura Y, Warner V, Verdeli H, et al. (2005) Families at High and Low Risk for Depression. Arch Gen Psychiatry 62: 29-36.
61. Insel T, Cuthbert B, Garvey M, Heinssen R, Pine DS, et al. (2010) Research Domain Criteria (RDoC): Toward a New Classification Framework for Research on Mental Disorders. Am J Psychiatry 167.
62. Angenent S, Haker S, Tannenbaum A, Kikinis R, (1999) On the Laplace-Beltrami operator and brain surface flattening. IEEE Transactions on Medical Imaging 18: 700-711.
63. Substance Abuse and Mental Health Services Administration (2012) Results from the 2010 National Survey on Drug Use and Health: Mental Health Findings. Substance Abuse and Mental Health Services Administration, Rockville, MD.
64. SoRelle R, (2000) Nearly half of Americans with severe mental illness do not seek treatment. Circulation 101: E66-E66.
65. Larsen TK, McGlashan TH, Moe LC, (1996) First-episode schizophrenia: I. Early course parameters. Schizophr Bull 22: 241-256.
66. Wang PS, Berglund P, Olfson M, Pincus HA, Wells KB, et al. (2005) Failure and delay in initial treatment contact after first onset of mental disorders in the national comorbidity survey replication. Archives of General Psychiatry 62: 603-613.
67. Bromet EJ, Kotov R, Fochtmann LJ, Carlson GA, Tanenberg-Karant M, et al. (2011) Diagnostic shifts during the decade following first admission for psychosis. Am J Psychiatry 168: 1186-1194.
68. Kraemer HC, Kupfer DJ, Clarke DE, Narrow WE, Regier DA, (2012) DSM-5: How Reliable Is Reliable Enough? American Journal of Psychiatry 169: 13-15.
69. Blumberg HP, Krystal JH, Bansal R, Martin A, Dziura J, et al. (2006) Age, rapid-cycling, and pharmacotherapy effects on ventral prefrontal cortex in bipolar disorder: a cross-sectional study. Biol Psychiatry 59: 611-618.
70. Wexler BE, Zhu H, Bell MD, Nicholls SS, Fulbright RK, et al. (2009) Neuropsychological near normality and brain structure abnormality in schizophrenia. Am J Psychiatry 166: 189-195.