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Considerations for Performing Level-2 Centiloid Transformations for Amyloid PET SUVR values

The Centiloid Project describes a post-hoc data transformation to standardize amyloid PET measurements to enable direct data comparisons across sites and studies using differing acquisition/analysis methods. It uses linear regression that transforms values using different measurement scales to match...

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Autores principales: Schwarz, Christopher G., Tosakulwong, Nirubol, Senjem, Matthew L., Gunter, Jeffrey L., Therneau, Terry M., Vemuri, Prashanthi, Lowe, Val J., Jack, Clifford R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5943521/
https://www.ncbi.nlm.nih.gov/pubmed/29743601
http://dx.doi.org/10.1038/s41598-018-25459-9
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author Schwarz, Christopher G.
Tosakulwong, Nirubol
Senjem, Matthew L.
Gunter, Jeffrey L.
Therneau, Terry M.
Vemuri, Prashanthi
Lowe, Val J.
Jack, Clifford R.
author_facet Schwarz, Christopher G.
Tosakulwong, Nirubol
Senjem, Matthew L.
Gunter, Jeffrey L.
Therneau, Terry M.
Vemuri, Prashanthi
Lowe, Val J.
Jack, Clifford R.
author_sort Schwarz, Christopher G.
collection PubMed
description The Centiloid Project describes a post-hoc data transformation to standardize amyloid PET measurements to enable direct data comparisons across sites and studies using differing acquisition/analysis methods. It uses linear regression that transforms values using different measurement scales to match those from a standard Centiloid unit scale. Our group’s measurement method differs from the Centiloid’s standard method in both acquisition and analysis methods. In this work we examine multiple variations for performing these transformations and compare several approaches. We hypothesized that using Deming regression, which accounts for error on both axes, would produce a more optimal transformation than the recommended standard linear regression. We also examined the effects of performing separate regressions for differences in acquisition and analysis methods, rather than a direct single-regression approach. Our results found that all transformation approaches had very similar performance and were within the recommended tolerance thresholds.
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spelling pubmed-59435212018-05-14 Considerations for Performing Level-2 Centiloid Transformations for Amyloid PET SUVR values Schwarz, Christopher G. Tosakulwong, Nirubol Senjem, Matthew L. Gunter, Jeffrey L. Therneau, Terry M. Vemuri, Prashanthi Lowe, Val J. Jack, Clifford R. Sci Rep Article The Centiloid Project describes a post-hoc data transformation to standardize amyloid PET measurements to enable direct data comparisons across sites and studies using differing acquisition/analysis methods. It uses linear regression that transforms values using different measurement scales to match those from a standard Centiloid unit scale. Our group’s measurement method differs from the Centiloid’s standard method in both acquisition and analysis methods. In this work we examine multiple variations for performing these transformations and compare several approaches. We hypothesized that using Deming regression, which accounts for error on both axes, would produce a more optimal transformation than the recommended standard linear regression. We also examined the effects of performing separate regressions for differences in acquisition and analysis methods, rather than a direct single-regression approach. Our results found that all transformation approaches had very similar performance and were within the recommended tolerance thresholds. Nature Publishing Group UK 2018-05-09 /pmc/articles/PMC5943521/ /pubmed/29743601 http://dx.doi.org/10.1038/s41598-018-25459-9 Text en © The Author(s) 2018 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Schwarz, Christopher G.
Tosakulwong, Nirubol
Senjem, Matthew L.
Gunter, Jeffrey L.
Therneau, Terry M.
Vemuri, Prashanthi
Lowe, Val J.
Jack, Clifford R.
Considerations for Performing Level-2 Centiloid Transformations for Amyloid PET SUVR values
title Considerations for Performing Level-2 Centiloid Transformations for Amyloid PET SUVR values
title_full Considerations for Performing Level-2 Centiloid Transformations for Amyloid PET SUVR values
title_fullStr Considerations for Performing Level-2 Centiloid Transformations for Amyloid PET SUVR values
title_full_unstemmed Considerations for Performing Level-2 Centiloid Transformations for Amyloid PET SUVR values
title_short Considerations for Performing Level-2 Centiloid Transformations for Amyloid PET SUVR values
title_sort considerations for performing level-2 centiloid transformations for amyloid pet suvr values
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5943521/
https://www.ncbi.nlm.nih.gov/pubmed/29743601
http://dx.doi.org/10.1038/s41598-018-25459-9
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