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Unsupervised [(18)F]Flortaucipir cutoffs for tau positivity and staging in Alzheimer’s disease
PURPOSE: Several [(18)F]Flortaucipir cutoffs have been proposed for tau PET positivity (T(+)) in Alzheimer’s disease (AD), but none were data-driven. The aim of this study was to establish and validate unsupervised T(+) cutoffs by applying Gaussian mixture models (GMM). METHODS: Amyloid negative (A(...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Springer Berlin Heidelberg
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10542510/ https://www.ncbi.nlm.nih.gov/pubmed/37272955 http://dx.doi.org/10.1007/s00259-023-06280-7 |
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author | Quattrini, Giulia Ferrari, Clarissa Pievani, Michela Geviti, Andrea Ribaldi, Federica Scheffler, Max Frisoni, Giovanni B Garibotto, Valentina Marizzoni, Moira |
author_facet | Quattrini, Giulia Ferrari, Clarissa Pievani, Michela Geviti, Andrea Ribaldi, Federica Scheffler, Max Frisoni, Giovanni B Garibotto, Valentina Marizzoni, Moira |
author_sort | Quattrini, Giulia |
collection | PubMed |
description | PURPOSE: Several [(18)F]Flortaucipir cutoffs have been proposed for tau PET positivity (T(+)) in Alzheimer’s disease (AD), but none were data-driven. The aim of this study was to establish and validate unsupervised T(+) cutoffs by applying Gaussian mixture models (GMM). METHODS: Amyloid negative (A(−)) cognitively normal (CN) and amyloid positive (A(+)) AD-related dementia (ADRD) subjects from ADNI (n=269) were included. ADNI (n=475) and Geneva Memory Clinic (GMC) cohorts (n=98) were used for validation. GMM-based cutoffs were extracted for the temporal meta-ROI, and validated against previously published cutoffs and visual rating. RESULTS: GMM-based cutoffs classified less subjects as T(+), mainly in the A(−) CN (<3.4% vs >28.5%) and A(+) CN (<14.5% vs >42.9%) groups and showed higher agreement with visual rating (ICC=0.91 vs ICC<0.62) than published cutoffs. CONCLUSION: We provided reliable data-driven [(18)F]Flortaucipir cutoffs for in vivo T(+) detection in AD. These cutoffs might be useful to select participants in clinical and research studies. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00259-023-06280-7. |
format | Online Article Text |
id | pubmed-10542510 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-105425102023-10-03 Unsupervised [(18)F]Flortaucipir cutoffs for tau positivity and staging in Alzheimer’s disease Quattrini, Giulia Ferrari, Clarissa Pievani, Michela Geviti, Andrea Ribaldi, Federica Scheffler, Max Frisoni, Giovanni B Garibotto, Valentina Marizzoni, Moira Eur J Nucl Med Mol Imaging Original Article PURPOSE: Several [(18)F]Flortaucipir cutoffs have been proposed for tau PET positivity (T(+)) in Alzheimer’s disease (AD), but none were data-driven. The aim of this study was to establish and validate unsupervised T(+) cutoffs by applying Gaussian mixture models (GMM). METHODS: Amyloid negative (A(−)) cognitively normal (CN) and amyloid positive (A(+)) AD-related dementia (ADRD) subjects from ADNI (n=269) were included. ADNI (n=475) and Geneva Memory Clinic (GMC) cohorts (n=98) were used for validation. GMM-based cutoffs were extracted for the temporal meta-ROI, and validated against previously published cutoffs and visual rating. RESULTS: GMM-based cutoffs classified less subjects as T(+), mainly in the A(−) CN (<3.4% vs >28.5%) and A(+) CN (<14.5% vs >42.9%) groups and showed higher agreement with visual rating (ICC=0.91 vs ICC<0.62) than published cutoffs. CONCLUSION: We provided reliable data-driven [(18)F]Flortaucipir cutoffs for in vivo T(+) detection in AD. These cutoffs might be useful to select participants in clinical and research studies. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00259-023-06280-7. Springer Berlin Heidelberg 2023-06-05 2023 /pmc/articles/PMC10542510/ /pubmed/37272955 http://dx.doi.org/10.1007/s00259-023-06280-7 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Article Quattrini, Giulia Ferrari, Clarissa Pievani, Michela Geviti, Andrea Ribaldi, Federica Scheffler, Max Frisoni, Giovanni B Garibotto, Valentina Marizzoni, Moira Unsupervised [(18)F]Flortaucipir cutoffs for tau positivity and staging in Alzheimer’s disease |
title | Unsupervised [(18)F]Flortaucipir cutoffs for tau positivity and staging in Alzheimer’s disease |
title_full | Unsupervised [(18)F]Flortaucipir cutoffs for tau positivity and staging in Alzheimer’s disease |
title_fullStr | Unsupervised [(18)F]Flortaucipir cutoffs for tau positivity and staging in Alzheimer’s disease |
title_full_unstemmed | Unsupervised [(18)F]Flortaucipir cutoffs for tau positivity and staging in Alzheimer’s disease |
title_short | Unsupervised [(18)F]Flortaucipir cutoffs for tau positivity and staging in Alzheimer’s disease |
title_sort | unsupervised [(18)f]flortaucipir cutoffs for tau positivity and staging in alzheimer’s disease |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10542510/ https://www.ncbi.nlm.nih.gov/pubmed/37272955 http://dx.doi.org/10.1007/s00259-023-06280-7 |
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