A computer-aided diagnosis for distinguishing Tourette's syndrome from chronic tic disorder in children by a fuzzy system with a two-step minimization approach

IEEE Transactions on Biomedical Engineering

Volumn 51, Issue 7, 2004, Pages 1286-1295

  Yin, Tang Kai ^a   Chiu, Nan Tsing ^b  

^a CHIA NAN UNIVERSITY OF PHARMACY AND SCIENCE   (Taiwan)

^b NATIONAL CHENG KUNG UNIVERSITY   (Taiwan)

Author keywords

AI approaches; Biosignal interpretation and diagnostic systems; Fuzzy systems; Signal and image processing

Indexed keywords

COMPUTER AIDED DIAGNOSIS; COMPUTERIZED TOMOGRAPHY; DISEASES; FUZZY SETS; RADIOLOGY;

FUZZY INFERENCE SYSTEMS; MEDICAL THERAPY; TOURETTE'S SYNDROME;

BIOMEDICAL ENGINEERING;

HEXAMETHYLPROPYLENE AMINE OXIME TECHNETIUM TC 99M;

ADOLESCENT; ARTICLE; BRAIN CORTEX; BRAIN SLICE; CHILD; CHRONIC DISEASE; CLINICAL ARTICLE; COMPUTER ANALYSIS; COMPUTER ASSISTED DIAGNOSIS; DIAGNOSTIC ACCURACY; DIAGNOSTIC IMAGING; FEMALE; GILLES DE LA TOURETTE SYNDROME; HUMAN; MALE; RARE DISEASE; RESEARCH; SAMPLING; SINGLE PHOTON EMISSION COMPUTER TOMOGRAPHY; STATISTICAL ANALYSIS; TIC;

ALGORITHMS; BRAIN; CHILD; CHILD, PRESCHOOL; CHRONIC DISEASE; DIAGNOSIS, DIFFERENTIAL; FUZZY LOGIC; HUMANS; IMAGE INTERPRETATION, COMPUTER-ASSISTED; INFANT; INFANT, NEWBORN; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; TIC DISORDERS; TOMOGRAPHY, EMISSION-COMPUTED, SINGLE-PHOTON; TOURETTE SYNDROME;

EID: 2942753958     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2004.827954     Document Type: Article

References (23)

1. G. L. Clementz, R. H. Lee, and A. M. Barclay, "Tic disorders of childhood," Am. Family Physician, vol. 38, no. 2, pp. 163-170, Aug. 1988.
2. D. J. Lacey, "Diagnosis of Tourette syndrome in children, The need for heightened awareness," Clin. Pediatrics, vol. 25, no. 9, pp. 433-435, Sept. 1986.
3. K. Kompoloti and C. G. Goetz, "Hyperkinetic movement disorders mis-diagnosed as tics in Gilles de la Tourette syndrome," Movement Disorders, vol. 13, no. 3, pp. 477-480, May 1998.
4. V. Eapen and M. M. Robertson, "All that tics may not be Tourette's," Br. J. Psychiatry, vol. 164, no. 5, p. 708, May 1994.
5. J. Moriarty, V. Eapen, D. C. Costa, S. Gacinovic, M. Trimble, P. J. Ell, and M. M. Robertson, "HMPAO SPET does not distinguish obsessive-compulsive and tic syndromes in families multiply affected with Gilles de la Tourette's syndrome," Psychol. Med., vol. 27, pp. 737-740, 1997.
6. K. G. Sieg, D. Buckingham, G. R. Gaffney, D. F. Preston, and K. G. Sieg, "Tc-99m HMPAO SPECT brain imaging of Gilles de la Tourette's syndrome," Clin. Nucl. Med., vol. 18, no. 3, p. 255, 1993.
7. J. L. Lampreave, V. Molina, M. J. Mardomingo, A. Bittini, P. Dominguez, I. Almoguera, F. J. Rubia, and J. L. Carreras, "Technetium-99m-HMPAO in Tourette's syndrome on neuroleptic therapy and after withdrawal," J. Nucl. Med., vol. 39, no. 4, pp. 624-628, Apr. 1998.
8. I. Gordon, "Cerebral blood flow imaging in paediatrics: A review," Nucl. Med. Commun., vol. 17, pp. 1021-1029, 1996.
9. P. S. Klieger, K. A. Fett, T. Dimitsopulos, and R. Kurlan, "Asymmetry of basal ganglia perfusion in Tourette's syndrome shown by Technetium-99m-HMPAO SPECT," J. Nucl. Med., vol. 38, no. 2, pp. 188-191, Feb. 1997.
10. J. Moriarty, D. C. Costa, B. Schmitz, M. R. Trimble, P. J. Ell, and M. M. Robertson, "Brain perfusion abnormalities in Gilles de la Tourette's syndrome," Br. J. Psychiatry, vol. 167, pp. 249-254, 1995.
11. H. D. Cheng, Y. M. Lui, and R. I. Freimanis, "A novel approach to microcalcification detection using fuzzy logic technique," IEEE Trans. Med. Imag., vol. 17, pp. 442-450, June 1998.
12. S. Yu and L. Guan, "A CAD system for the automatic detection of clustered microcalcification in digitized mammogram films," IEEE Trans. Med. Imag., vol. 19, pp. 115-126, Feb. 2000.
13. M. G. Penedo, M. J. Carreira, A. Mosquera, and D. Cabello, "Computer-aided diagnosis: A neural-network-based approach to lung nodule detection," IEEE Trans. Med. Imag., vol. 17, pp. 872-880, Dec. 1998.
14. T. K. Yin and N. T. Chiu, "An interactive bone-scintigraphy diagnosis by a characteristic-point-based fuzzy inference system," in Proc. 6th Conf. Artificial Intelligence and Applications, Kao-hsiung, Taiwan, Nov. 2001, pp. 652-657.
15. J. Tailairach and P. Tournoux, Coplanar Stereotaxic Atlas of the Human Brain. New York: Thieme, 1988.
16. S. Haykin, Neural Networks: A Comprehensive Foundations. Piscataway, NJ: IEEE Press, 1994.
17. T. M. Cover and P. E. Hart, "Nearest neighbor pattern classification," IEEE Trans. Inform. Theory, vol. IT-13, pp. 21-27, Jan. 1967.
18. C. T. Lin and C. S. G. Lee, "Neural-network-based fuzzy logic control and decision system," IEEE Trans. Comput., vol. 40, pp. 1320-1336, Dec. 1991.
19. D. G. Luenberger, Linear and Nonlinear Programming, 2nd ed. Reading, MA: Addison-Wesley, 1989.
20. N. T. Chiu, Y. C. Chang, B. F. Lee, C. C. Huang, and S. T. Wang, "Differences in 99mTc-HMPAO brain SPET perfusion imaging between Tourette's syndrome and chronic tic disorder in children," Eur. J. Nucl. Med., vol. 28, no. 2, pp. 183-190, Feb. 2001.
21. C. E. Metz, "ROC methodology in radiologic imaging," Invest. Radiol., vol. 21, pp. 720-733, 1986.
22. D. S. Phillips, Basic Statistics for Health Science Students. San Francisco, CA: Freeman, 1978.
23. K., Fukunaga, Introduction to Statistical Pattern Recognition, 2nd ed. New York: Academic, 1990.