Use of fuzzy edge single-photon emission computed tomography analysis in definite Alzheimer's disease--a retrospective study
Jazyk angličtina Země Anglie, Velká Británie Médium electronic
Typ dokumentu časopisecké články, práce podpořená grantem
PubMed
20809946
PubMed Central
PMC2939533
DOI
10.1186/1471-2342-10-20
PII: 1471-2342-10-20
Knihovny.cz E-zdroje
- MeSH
- algoritmy * MeSH
- Alzheimerova nemoc diagnostické zobrazování MeSH
- fuzzy logika * MeSH
- interpretace obrazu počítačem metody MeSH
- jednofotonová emisní výpočetní tomografie metody MeSH
- lidé středního věku MeSH
- lidé MeSH
- mozek diagnostické zobrazování MeSH
- reprodukovatelnost výsledků MeSH
- retrospektivní studie MeSH
- rozpoznávání automatizované metody MeSH
- senioři nad 80 let MeSH
- senioři MeSH
- senzitivita a specificita MeSH
- vylepšení obrazu metody MeSH
- Check Tag
- lidé středního věku MeSH
- lidé MeSH
- mužské pohlaví MeSH
- senioři nad 80 let MeSH
- senioři MeSH
- ženské pohlaví MeSH
- Publikační typ
- časopisecké články MeSH
- práce podpořená grantem MeSH
BACKGROUND: Definite Alzheimer's disease (AD) requires neuropathological confirmation. Single-photon emission computed tomography (SPECT) may enhance diagnostic accuracy, but due to restricted sensitivity and specificity, the role of SPECT is largely limited with regard to this purpose. METHODS: We propose a new method of SPECT data analysis. The method is based on a combination of parietal lobe selection (as regions-of-interest (ROI)), 3D fuzzy edge detection, and 3D watershed transformation. We applied the algorithm to three-dimensional SPECT images of human brains and compared the number of watershed regions inside the ROI between AD patients and controls. The Student's two-sample t-test was used for testing domain number equity in both groups. RESULTS: AD patients had a significantly reduced number of watershed regions compared to controls (p < 0.01). A sensitivity of 94.1% and specificity of 80% was obtained with a threshold value of 57.11 for the watershed domain number. The narrowing of the SPECT analysis to parietal regions leads to a substantial increase in both sensitivity and specificity. CONCLUSIONS: Our non-invasive, relatively low-cost, and easy method can contribute to a more precise diagnosis of AD.
Zobrazit více v PubMed
Blennow K, Hampel H. CSF markers for incipient Alzheimer's disease. Lancet Neurol. 2003;2:605–13. doi: 10.1016/S1474-4422(03)00530-1. PubMed DOI
Engelborghs S, Sleegers K, Cras P, Brouwers N, Serneels S, De Leenheir E, Martin JJ, Vanmechelen E, Van Broeckhoven C, De Deyn PP. No association of CSF biomarkers with APOEepsilon4, plaque and tangle burden in definite Alzheimer's disease. Brain. 2007;130:2320–6. doi: 10.1093/brain/awm136. PubMed DOI
Dougall NJ, Bruggink S, Ebmeier KP. Systematic review of the diagnostic accuracy of 99mTc-HMPAO-SPECT in dementia. Am J Geriatr Psychiatry. 2004;12:554–570. PubMed
Bonte FJ, Weiner MF, Bigio EH, White CL. Brain blood flow in the dementias: SPECT with histopathologic correlation in 54 patients. Radiology. 1997;202:793–797. PubMed
Nagy Z, Hindley NJ, Braak H, Braak E, Yilmazer-Hanke DM, Schultz C, Barnetson L, Jobst KA, Smith AD. Relationship between clinical and radiological diagnostic criteria for Alzheimer's disease and the extent of neuropathology as reflected by "stages": a prospective study. Dement Geriatr Cogn Disord. 1999;10:109–114. doi: 10.1159/000017110. PubMed DOI
Knopman DS, DeKosky ST, Cummings JL, Chui H, Corey-Bloom J, Relkin N, Small GW, Miller B, Stevens JC. Practice parameter: diagnosis of dementia (an evidence-based review). Report of the Quality Standards Subcommittee of the American Academy of Neurology. Neurology. 2001;56:1143–1153. PubMed
Friston KJ, Ashburner J, Kiebel SJ, Nichols TE, Penny WD. Statistical Parametric Mapping: The Analysis of Functional Brain Images. Academic Press; 2007.
Salas-Gonzalez D, Górriz JM, Ramírez J, López M, Álvarez I, Segovia F. et al.Computer aided diagnosis of Alzheimer's disease using support vector machines and classification trees. Phys Med Biol. 2010;55:2807–17. doi: 10.1088/0031-9155/55/10/002. PubMed DOI
Imabayashi E, Matsuda H, Asada T, Ohnishi T, Sakamoto S, Nakano S. et al.Superiority of 3-dimensional stereotactic surface projection analysis over visual inspection in discrimination of patients with very early Alzheimer's disease from controls using brain perfusion SPECT. J Nucl Med. 2004;45:1450–1457. PubMed
Ishii S, Shishido F, Miyajima M, Sakuma K, Shigihara T, Tameta T. et al.Comparison of Alzheimer's disease with vascular dementia and non-dementia using specific voxel-based Z score maps. Ann Nucl Med. 2009;23:25–31. doi: 10.1007/s12149-008-0210-8. PubMed DOI
Rusina R, Ridzoň P, Kulišt'ák P, Keller O, Bartoš A, Buncová M. et al.Relationship between ALS and the degree of cognitive impairment, markers of neurodegeneration and predictors for poor outcome. A prospective study. Eur J Neurol. 2010;17:23–30. doi: 10.1111/j.1468-1331.2009.02717.x. PubMed DOI
Novák V, Perfilieva I, Močkoř J. Mathematical Principles of Fuzzy Logic. Kluwer Academic Publishers, Norwell, MA; 1999.
Beucher S, Meyer F. In: Mathematical Morphology in Image Processing. Dougherty ER, editor. 1993. The morphological approach to segmentation: the watershed transformation; pp. 433–481.
Martens HA, Dardenne P. Validation and verification of regression in small data sets. Chemometr Intell Lab. 1998. pp. 4499–121.
Consensus report of the Working Group. Neurobiol Aging. Vol. 19. The Ronald and Nancy Reagan Research Institute of the Alzheimer's Association and the National Institute on Aging Working Group; 1998. Molecular and Biochemical Markers of Alzheimer's Disease"; pp. 109–116. PubMed DOI
Minoshima S, Giordani B, Berent S, Frey KA, Foster NL, Kuhl DE. Metabolic reduction in the posterior cingulate cortex in very early Alzheimer's disease. Ann Neurol. 1997;42:85–94. doi: 10.1002/ana.410420114. PubMed DOI
Kogure D, Matsuda H, Ohnishi T, Asada T, Uno M, Kunihiro T. et al.Longitudinal evaluation of early Alzheimer's disease using brain perfusion SPECT. J Nucl Med. 2000;41:1155–1162. PubMed
Habert MO, de Souza LC, Lamari F, Daragon N, Desarnaud S, Jardel C. et al.Brain perfusion SPECT correlates with CSF biomarkers in Alzheimer's disease. Eur J Nucl Med Mol Imaging. 2010;37:589–93. doi: 10.1007/s00259-009-1285-8. PubMed DOI