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Automated quantitative MRI volumetry reports support diagnostic interpretation in dementia: a multi-rater, clinical accuracy study
OBJECTIVES: We examined whether providing a quantitative report (QReport) of regional brain volumes improves radiologists’ accuracy and confidence in detecting volume loss, and in differentiating Alzheimer’s disease (AD) and frontotemporal dementia (FTD), compared with visual assessment alone. METHO...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8213665/ https://www.ncbi.nlm.nih.gov/pubmed/33452627 http://dx.doi.org/10.1007/s00330-020-07455-8 |
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author | Pemberton, Hugh G. Goodkin, Olivia Prados, Ferran Das, Ravi K. Vos, Sjoerd B. Moggridge, James Coath, William Gordon, Elizabeth Barrett, Ryan Schmitt, Anne Whiteley-Jones, Hefina Burd, Christian Wattjes, Mike P. Haller, Sven Vernooij, Meike W. Harper, Lorna Fox, Nick C. Paterson, Ross W. Schott, Jonathan M. Bisdas, Sotirios White, Mark Ourselin, Sebastien Thornton, John S. Yousry, Tarek A. Cardoso, M. Jorge Barkhof, Frederik |
author_facet | Pemberton, Hugh G. Goodkin, Olivia Prados, Ferran Das, Ravi K. Vos, Sjoerd B. Moggridge, James Coath, William Gordon, Elizabeth Barrett, Ryan Schmitt, Anne Whiteley-Jones, Hefina Burd, Christian Wattjes, Mike P. Haller, Sven Vernooij, Meike W. Harper, Lorna Fox, Nick C. Paterson, Ross W. Schott, Jonathan M. Bisdas, Sotirios White, Mark Ourselin, Sebastien Thornton, John S. Yousry, Tarek A. Cardoso, M. Jorge Barkhof, Frederik |
author_sort | Pemberton, Hugh G. |
collection | PubMed |
description | OBJECTIVES: We examined whether providing a quantitative report (QReport) of regional brain volumes improves radiologists’ accuracy and confidence in detecting volume loss, and in differentiating Alzheimer’s disease (AD) and frontotemporal dementia (FTD), compared with visual assessment alone. METHODS: Our forced-choice multi-rater clinical accuracy study used MRI from 16 AD patients, 14 FTD patients, and 15 healthy controls; age range 52–81. Our QReport was presented to raters with regional grey matter volumes plotted as percentiles against data from a normative population (n = 461). Nine raters with varying radiological experience (3 each: consultants, registrars, ‘non-clinical image analysts’) assessed each case twice (with and without the QReport). Raters were blinded to clinical and demographic information; they classified scans as ‘normal’ or ‘abnormal’ and if ‘abnormal’ as ‘AD’ or ‘FTD’. RESULTS: The QReport improved sensitivity for detecting volume loss and AD across all raters combined (p = 0.015* and p = 0.002*, respectively). Only the consultant group’s accuracy increased significantly when using the QReport (p = 0.02*). Overall, raters’ agreement (Cohen’s κ) with the ‘gold standard’ was not significantly affected by the QReport; only the consultant group improved significantly (κ(s) 0.41➔0.55, p = 0.04*). Cronbach’s alpha for interrater agreement improved from 0.886 to 0.925, corresponding to an improvement from ‘good’ to ‘excellent’. CONCLUSION: Our QReport referencing single-subject results to normative data alongside visual assessment improved sensitivity, accuracy, and interrater agreement for detecting volume loss. The QReport was most effective in the consultants, suggesting that experience is needed to fully benefit from the additional information provided by quantitative analyses. KEY POINTS: • The use of quantitative report alongside routine visual MRI assessment improves sensitivity and accuracy for detecting volume loss and AD vs visual assessment alone. • Consultant neuroradiologists’ assessment accuracy and agreement (kappa scores) significantly improved with the use of quantitative atrophy reports. • First multi-rater radiological clinical evaluation of visual quantitative MRI atrophy report for use as a diagnostic aid in dementia. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00330-020-07455-8. |
format | Online Article Text |
id | pubmed-8213665 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-82136652021-07-01 Automated quantitative MRI volumetry reports support diagnostic interpretation in dementia: a multi-rater, clinical accuracy study Pemberton, Hugh G. Goodkin, Olivia Prados, Ferran Das, Ravi K. Vos, Sjoerd B. Moggridge, James Coath, William Gordon, Elizabeth Barrett, Ryan Schmitt, Anne Whiteley-Jones, Hefina Burd, Christian Wattjes, Mike P. Haller, Sven Vernooij, Meike W. Harper, Lorna Fox, Nick C. Paterson, Ross W. Schott, Jonathan M. Bisdas, Sotirios White, Mark Ourselin, Sebastien Thornton, John S. Yousry, Tarek A. Cardoso, M. Jorge Barkhof, Frederik Eur Radiol Neuro OBJECTIVES: We examined whether providing a quantitative report (QReport) of regional brain volumes improves radiologists’ accuracy and confidence in detecting volume loss, and in differentiating Alzheimer’s disease (AD) and frontotemporal dementia (FTD), compared with visual assessment alone. METHODS: Our forced-choice multi-rater clinical accuracy study used MRI from 16 AD patients, 14 FTD patients, and 15 healthy controls; age range 52–81. Our QReport was presented to raters with regional grey matter volumes plotted as percentiles against data from a normative population (n = 461). Nine raters with varying radiological experience (3 each: consultants, registrars, ‘non-clinical image analysts’) assessed each case twice (with and without the QReport). Raters were blinded to clinical and demographic information; they classified scans as ‘normal’ or ‘abnormal’ and if ‘abnormal’ as ‘AD’ or ‘FTD’. RESULTS: The QReport improved sensitivity for detecting volume loss and AD across all raters combined (p = 0.015* and p = 0.002*, respectively). Only the consultant group’s accuracy increased significantly when using the QReport (p = 0.02*). Overall, raters’ agreement (Cohen’s κ) with the ‘gold standard’ was not significantly affected by the QReport; only the consultant group improved significantly (κ(s) 0.41➔0.55, p = 0.04*). Cronbach’s alpha for interrater agreement improved from 0.886 to 0.925, corresponding to an improvement from ‘good’ to ‘excellent’. CONCLUSION: Our QReport referencing single-subject results to normative data alongside visual assessment improved sensitivity, accuracy, and interrater agreement for detecting volume loss. The QReport was most effective in the consultants, suggesting that experience is needed to fully benefit from the additional information provided by quantitative analyses. KEY POINTS: • The use of quantitative report alongside routine visual MRI assessment improves sensitivity and accuracy for detecting volume loss and AD vs visual assessment alone. • Consultant neuroradiologists’ assessment accuracy and agreement (kappa scores) significantly improved with the use of quantitative atrophy reports. • First multi-rater radiological clinical evaluation of visual quantitative MRI atrophy report for use as a diagnostic aid in dementia. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00330-020-07455-8. Springer Berlin Heidelberg 2021-01-15 2021 /pmc/articles/PMC8213665/ /pubmed/33452627 http://dx.doi.org/10.1007/s00330-020-07455-8 Text en © The Author(s) 2021 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 | Neuro Pemberton, Hugh G. Goodkin, Olivia Prados, Ferran Das, Ravi K. Vos, Sjoerd B. Moggridge, James Coath, William Gordon, Elizabeth Barrett, Ryan Schmitt, Anne Whiteley-Jones, Hefina Burd, Christian Wattjes, Mike P. Haller, Sven Vernooij, Meike W. Harper, Lorna Fox, Nick C. Paterson, Ross W. Schott, Jonathan M. Bisdas, Sotirios White, Mark Ourselin, Sebastien Thornton, John S. Yousry, Tarek A. Cardoso, M. Jorge Barkhof, Frederik Automated quantitative MRI volumetry reports support diagnostic interpretation in dementia: a multi-rater, clinical accuracy study |
title | Automated quantitative MRI volumetry reports support diagnostic interpretation in dementia: a multi-rater, clinical accuracy study |
title_full | Automated quantitative MRI volumetry reports support diagnostic interpretation in dementia: a multi-rater, clinical accuracy study |
title_fullStr | Automated quantitative MRI volumetry reports support diagnostic interpretation in dementia: a multi-rater, clinical accuracy study |
title_full_unstemmed | Automated quantitative MRI volumetry reports support diagnostic interpretation in dementia: a multi-rater, clinical accuracy study |
title_short | Automated quantitative MRI volumetry reports support diagnostic interpretation in dementia: a multi-rater, clinical accuracy study |
title_sort | automated quantitative mri volumetry reports support diagnostic interpretation in dementia: a multi-rater, clinical accuracy study |
topic | Neuro |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8213665/ https://www.ncbi.nlm.nih.gov/pubmed/33452627 http://dx.doi.org/10.1007/s00330-020-07455-8 |
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