Automatic classification and prediction models for early Parkinson's disease diagnosis from SPECT imaging

Expert Systems with Applications

Volumn 41, Issue 7, 2014, Pages 3333-3342

  Prashanth, R ^a   Dutta Roy, Sumantra ^a   Mandal, Pravat K ^b,c   Ghosh, Shantanu ^d  

^a INDIAN INSTITUTE OF TECHNOLOGY DELHI   (India)

^b NATIONAL BRAIN RESEARCH CENTRE   (India)

^c JOHNS HOPKINS UNIVERSITY   (United States)

^d MASSACHUSETTS GENERAL HOSPITAL   (United States)

Author keywords

Computer aided early diagnosis; Logistic regression; Parkinson's disease; Pattern analysis; Risk prediction; Support vector machine

Indexed keywords

EARLY DIAGNOSIS; LOGISTIC REGRESSIONS; PARKINSON'S DISEASE; PATTERN ANALYSIS; RISK PREDICTIONS;

COMPUTER AIDED DIAGNOSIS; NEURODEGENERATIVE DISEASES; NEUROIMAGING; REGRESSION ANALYSIS; RISK PERCEPTION; SUPPORT VECTOR MACHINES;

SINGLE PHOTON EMISSION COMPUTED TOMOGRAPHY;

EID: 84891382869     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2013.11.031     Document Type: Article

References (36)

1. C. Bairactaris, N. Demakopoulos, G. Tripsianis, C. Sioka, D. Farmakiotis, and K. Vadikolias et al. Impact of dopamine transporter single photon emission computed tomography imaging using I-123 ioflupane on diagnoses of patients with parkinsonian syndromes Journal of Clinical Neuroscience 16 2009 246 252
2. T.S. Benamer, J. Patterson, D.G. Grosset, J. Booij, K. de Bruin, and E. van Royen et al. Accurate differentiation of parkinsonism and essential tremor using visual assessment of [123I]-FP-CIT SPECT imaging: the [123I]-FP-CIT study group Movement Disorders 15 2000 503 510 (Pubitemid 30333223)
3. V. Bewick, L. Cheek, and J. Ball Statistics review 14: logistic regression Critical Care 9 2005 112 118 (Pubitemid 40246780)
4. J. Booij, and R.J. Knol SPECT imaging of the dopaminergic system in (premotor) Parkinson's disease Parkinsonism Related Disorder 13 Suppl. 3 2007 S425 S428
5. J. Booij, G. Tissingh, G.J. Boer, J.D. Speelman, J.C. Stoof, and A.G. Janssen et al. [123I]FP-CIT SPECT shows a pronounced decline of striatal dopamine transporter labelling in early and advanced Parkinson's disease Journal of Neurology, Neurosurgery & Psychiatry 62 1997 133 140
6. Boser, B. E., Guyon, I. M., & Vapnik, V. N. (1992). A training algorithm for optimal margin classifiers. In: D. Haussler (Ed.), Proceedings of the 5th Annual Workshop on Computational Learning Theory (COLT'92) (pp. 144-152). Pittsburgh, PA: ACM Press.
7. C.-C. Chang, and C.-J. Lin LIBSVM: a library for support vector machines ACM Transactions on Intelligent Systems and Technology 2 2011 1 27
8. O. Cohen, S. Pullman, E. Jurewicz, D. Watner, and E.D. Louis Rest tremor in patients with essential tremor: prevalence, clinical correlates, and electrophysiologic characteristics Archives of Neurology 60 2003 405 410 (Pubitemid 36314367)
9. D.R. Cox, and E.J. Snell The analysis of binary data 2nd ed. 1989 Chapman and Hall London
10. J.L. Cummings, C. Henchcliffe, S. Schaier, T. Simuni, A. Waxman, and P. Kemp The role of dopaminergic imaging in patients with symptoms of dopaminergic system neurodegeneration Brain 134 2011 3146 3166
11. F. Doepp, M. Plotkin, L. Siegel, A. Kivi, D. Gruber, and E. Lobsien et al. Brain parenchyma sonography and 123I-FP-CIT SPECT in Parkinson's disease and essential tremor Movement Disorders 23 2008 405 410
12. S. Dreiseitl, and L. Ohno-Machado Logistic regression and artificial neural network classification models: a methodology review Journal of Biomedical Informatics 35 2002 352 359 (Pubitemid 36951935)
13. D.W.J. Hosmer, and S. Lemeshow Applied logistic regression 2nd ed. 2000 Wiley New York
14. I.A. Illan, J.M. Gorrz, J. Ramirez, F. Segovia, J.M. Jimenez-Hoyuela, and S.J. Ortega Lozano Automatic assistance to Parkinson's disease diagnosis in DaTSCAN SPECT imaging Medical Physics 39 2012 5971 5980
15. I.U. Isaias, G. Marotta, S. Hirano, M. Canesi, R. Benti, and A. Righini et al. Imaging essential tremor Movement Disorders 25 2010 679 686
16. S. Jain, S.E. Lo, and E.D. Louis Common misdiagnosis of a common neurological disorder: how are we misdiagnosing essential tremor? Archives of Neurology 63 2006 1100 1104 (Pubitemid 44232315)
17. G.K. Kerr, C.J. Worringham, M.H. Cole, P.F. Lacherez, J.M. Wood, and P.A. Silburn Predictors of future falls in Parkinson disease Neurology 75 2010 116 124
18. S.J. Kish, K. Shannak, and O. Hornykiewicz Uneven pattern of dopamine loss in the striatum of patients with idiopathic Parkinson's disease. Pathophysiologic and clinical implications New England Journal of Medicine 318 1988 876 880 (Pubitemid 18090271)
19. E.D. Louis Essential tremors: a family of neurodegenerative disorders? Archives of Neurology 66 2009 1202 1208
20. K. Marek, D. Jennings, S. Lasch, A. Siderowf, C. Tanner, and T. Simuni et al. The parkinson progression marker initiative (PPMI) Progress of Neurobiology 95 2011 629 635
21. K. Marek, D. Jennings, and J. Seibyl Long-term follow-up of patients with scans without evidence of dopaminergic deficit (SWEDD) in the ELLDOPA study Neurology 64 Suppl. 1 2005 A274
22. N.J.D. Nagelkerke A note on a general definition of the coefficient of determination Biometrika 78 1991 691 692
23. G. Orru, W. Pettersson-Yeo, A.F. Marquand, G. Sartori, and A. Mechelli Using support vector machine to identify imaging biomarkers of neurological and psychiatric disease: a critical review Neuroscience & Biobehavioral Reviews 36 2012 1140 1152
24. Osuna, E., Freund, R., & Girosi, F. (1997). Support vector machines: Training and applications. In: AI Memo 1602: Massachusetts Institute of Technology.
25. C.-Y.J. Peng, K.D. Lee, and G.M. Ingersoll An Introduction to logistic regression analysis and reporting The Journal of Educational Research 96 2002 3 14
26. M.A. Piggott, E.F. Marshall, N. Thomas, S. Lloyd, J.A. Court, and E. Jaros et al. Striatal dopaminergic markers in dementia with Lewy bodies, Alzheimer's and Parkinson's diseases: rostrocaudal distribution Brain 122 Pt 8 1999 1449 1468 (Pubitemid 29374123)
27. A. Rojas, J.M. Górriz, J. Ramírez, I.A. Illán, F.J. Martínez-Murcia, and A. Ortiz et al. Application of empirical mode decomposition (EMD) on DaTSCAN SPECT images to explore Parkinson disease Expert Systems with Applications 40 2013 2756 2766
28. S.A. Schneider, M.J. Edwards, P. Mir, C. Cordivari, J. Hooker, and J. Dickson et al. Patients with adult-onset dystonic tremor resembling parkinsonian tremor have scans without evidence of dopaminergic deficit (SWEDDs) Movement Disorders 22 2007 2210 2215
29. P. Schwingenschuh, D. Ruge, M.J. Edwards, C. Terranova, P. Katschnig, and F. Carrillo et al. Adult onset asymmetric upper limb tremor misdiagnosed as Parkinson's disease: a clinical and electrophysiological study Movement Disorders 25 2010 560 569
30. F. Segovia, J.M. Gorriz, J. Ramirez, I. Alvarez, J.M. Jimenez-Hoyuela, and S.J. Ortega Improved parkinsonism diagnosis using a partial least squares based approach Medical Physics 39 2012 4395 4403
31. K.D. Seifert, and J.I. Wiener The impact of DaTscan on the diagnosis and management of movement disorders: a retrospective study American Journal of Neurodegenerative Disease 2 2013 29 34
32. F. Sixel-Doring, K. Liepe, B. Mollenhauer, E. Trautmann, and C. Trenkwalder The role of 123I-FP-CIT-SPECT in the differential diagnosis of Parkinson and tremor syndromes: a critical assessment of 125 cases Journal of Neurology 258 2011 2147 2154
33. E. Tolosa, T.V. Borght, E. Moreno, and DaTSCAN Clinically Uncertain Parkinsonian Syndromes Study Group Accuracy of DaTSCAN (123I-Ioflupane) SPECT in diagnosis of patients with clinically uncertain parkinsonism: 2-year follow-up of an open-label study Movement Disorders 22 2007 2346 2351 (Pubitemid 351155979)
34. D.J. Towey, P.G. Bain, and K.S. Nijran Automatic classification of 123I-FP-CIT (DaTSCAN) SPECT images Nuclear Medicine Communications 32 2011 699 707
35. A. Winogrodzka, P. Bergmans, J. Booij, E.A. van Royen, A.G. Janssen, and E.C. Wolters [123I]FP-CIT SPECT is a useful method to monitor the rate of dopaminergic degeneration in early-stage Parkinson's disease Journal of Neural Transmission 108 2001 1011 1019 (Pubitemid 32802097)
36. G. Zubal, G. Wisniewski, K. Marek, and J. Seibyl Automated program for analyzing striatal uptake of DaTSCAN SPECT images in humans suspected of Parkinson's disease Journal of Nuclear Medicine 52 2011 2098 [Meeting Abstracts]