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Updated: Jun 25, 2026

Whole-brain Segmentation and Change-point Analysis of Anatomical Brain MRI—Application in Premanifest Huntington's Disease
Published on: June 9, 2018
Multicenter development and validation of a probability-based model to diagnose Lewy body disease using
Kenichi Nakajima1, Junji Komatsu2, Takeshi Matsumura3
1Department of Nuclear Medicine, Kanazawa University Graduate School of Medical Sciences, 13-1 Takara-machi, 920-8640, Kanazawa, Japan. nakajima@med.kanazawa-u.ac.jp.
Purpose:
We previously proposed that a probability-based sympathetic 123I-meta-iodobenzylguanidine (mIBG) index (SMILe) could distinguish the presence or absence of Lewy body disease (LBD) based on findings at a single center. However, whether the model would be useful in the real world remained uncertain. Therefore, we updated and evaluated its performance at five Japanese and three European institutions.
Methods:
We compared data from 967 patients with suspected LBD with 62 controls from a normal database (NDB). Of 815 patients with guideline-based diagnoses, 483 had LBD (Parkinson disease [PD] or dementia with Lewy bodies [DLB]) and 332 did not have LBD. Heart-to-mediastinum (H/M) ratios were standardized using a phantom-based method. Logistic regression models included early and late H/M ratios, age, sex, and comorbidities. We assessed diagnostic performance using ROC analysis and cross-validation.
Results:
The updated model discriminated LBD from other diseases (AUC for early and late H/M, 0.880 0.899, respectively). Age correction of H/M ratios based on the NDB did not improve accuracy. Median early H/M ratios [SMILe probability] were 3.09 [12.8%] for NDB, 2.57 [37.5%] for Alzheimer disease, 1.76 [84.7%] for PD, and 1.62 [89.0%] for DLB, with significantly lower H/M ratios and higher probabilities in PD and DLB compared with controls (p < 0.0001). Late-phase imaging added value mainly in intermediate borderline (30%-70%) situations. Coronary artery disease attenuated the diagnostic performance of SMILe.
Conclusion:
The probability-based 123I-mIBG model reliably differentiated LBD from other diseases. Standardization among sites supports global applicability and reflects real-world clinical practice.
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