A Comparison of Two Statistical Mapping Tools for Automated Brain FDG-PET Analysis in Predicting Conversion to Alzheimer's Disease in Subjects with Mild Cognitive Impairment

被引:4
作者
Garibotto, Valentina [1 ,2 ]
Trombella, Sara [1 ,3 ]
Antelmi, Luigi [4 ]
Bosco, Paolo [5 ]
Redolfi, Alberto [6 ]
Tabouret-Viaud, Claire [2 ]
Rager, Olivier [2 ]
Gold, Gabriel [7 ]
Giannakopoulos, Panteleimon [7 ]
Morbelli, Silvia [8 ]
Nobili, Flavio [8 ]
Perneczky, Robert [9 ,10 ,11 ,12 ]
Didic, Mira [13 ]
Guedj, Eric [13 ]
Drzezga, Alexander [14 ,15 ]
Ossenkoppele, Rik [16 ]
Van Berckel, Bart [16 ]
Ratib, Osman [2 ,7 ]
Frisoni, Giovanni B. [3 ,7 ]
机构
[1] Univ Geneva, Lab Neuroimaging & Innovat Mol Tracer, Geneva, Switzerland
[2] Univ Hosp Geneva, Diagnost Dept, Div Nucl Med & Mol Imaging, Geneva, Switzerland
[3] Univ Geneva, Lab Neuroimaging Aging, Geneva, Switzerland
[4] Univ Cote dAzur, Inria Sophia Antipolis, Epione Res Project, Nice, France
[5] IRCCS Fdn Stella Maris, Viale Tirreno 331, Pisa, Italy
[6] IRCCS Ist Ctr San Giovanni Dio Fatebenefratelli, Lab Neuroinformat, Brescia, Italy
[7] Univ Geneva, Geneva, Switzerland
[8] Univ Genoa, IRCCS AOU San Martino IST, Dept Nucl Med, Genoa, Italy
[9] Ludwig Maximilian Univ Muenchen, Dept Psychiat & Psychotherapy, Munich, Germany
[10] Tech Univ Muenchen, Dept Psychiat & Psychotherapy, Munich, Germany
[11] Imperial Coll London, Sch Publ Hlth, Neuroepidemiol & Ageing Res Unit, London, England
[12] West London Mental Hlth Vis Trust, Cognit Impairment & Dementia Serv, Lakeside Mental Hlth Unit, London, England
[13] Aix Marseille Univ, CNRS, Ecole Cent Marseille, UMR 7249,Inst Fresnel, Marseille, France
[14] Tech Univ, Dept Nucl Med, Munich, Germany
[15] Univ Cologne, Dept Nucl Med, Cologne, Germany
[16] Vrije Univ Amsterdam Med Ctr, Dept Nucl Med & PET Res, Amsterdam, Netherlands
基金
瑞士国家科学基金会;
关键词
FDG-PET; Alzheimer's disease; MCI; Automated analysis; tatistical parametric mapping; hypometabolic pattern; OPTIMIZED SPM PROCEDURE; DIAGNOSIS; F-18-FDG-PET; VALIDATION; CONSORTIUM;
D O I
10.2174/1567205018666210212162443
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Objective: Automated voxel-based analysis methods are used to detect cortical hypometabolism typical of Alzheimer's Disease (AD) on FDG-PET brain scans. We compared the accuracy of two clinically validated tools for their ability to identify those MCI subjects progressing to AD at follow-up, to evaluate the impact of the analysis method on FDG-PET diagnostic performance. Methods: SPMGrid and BRASS (Hermes Medical Solutions, Stockholm, Sweden) were tested on 131 MCI and elderly healthy controls from the EADC PET dataset. The concordance between the tools was tested by correlating the quantitative parameters (z- and t-values), calculated by the two software tools, and by measuring the topographical overlap of the abnormal regions (Dice score). Three independent expert readers blindly assigned a diagnosis based on the two map sets. We used conversion to AD dementia as the gold standard. Results: The t-map and z-map calculated with SPMGrid and BRASS, respectively, showed a good correlation (R > .50) for the majority of individual cases (128/131) and for the majority of selected regions of interest (ROIs) (98/116). The overlap of the hypometabolic patterns from the two tools was, however, poor (Dice score .36). The diagnostic performance was comparable, with BRASS showing significantly higher sensitivity (.82 versus.59) and SPMGrid showing higher specificity (.87 versus .52). Conclusion: Despite similar diagnostic performance in predicting conversion to AD in MCI subjects, the two tools showed significant differences, and the maps provided by the tools showed limited overlap. These results underline the urgency for standardization across FDG-PET analysis methods for their use in clinical practice.
引用
收藏
页码:1186 / 1194
页数:9
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