Cargando…
Automatic multispectral MRI segmentation of human hippocampal subfields: an evaluation of multicentric test–retest reproducibility
Accurate and reproducible automated segmentation of human hippocampal subfields is of interest to study their roles in cognitive functions and disease processes. Multispectral structural MRI methods have been proposed to improve automated hippocampal subfield segmentation accuracy, but the reproduci...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7817563/ https://www.ncbi.nlm.nih.gov/pubmed/33231744 http://dx.doi.org/10.1007/s00429-020-02172-w |
_version_ | 1783638666317398016 |
---|---|
author | Chiappiniello, Andrea Tarducci, Roberto Muscio, Cristina Bruzzone, Maria Grazia Bozzali, Marco Tiraboschi, Pietro Nigri, Anna Ambrosi, Claudia Chipi, Elena Ferraro, Stefania Festari, Cristina Gasparotti, Roberto Gianeri, Ruben Giulietti, Giovanni Mascaro, Lorella Montanucci, Chiara Nicolosi, Valentina Rosazza, Cristina Serra, Laura Frisoni, Giovanni B. Perani, Daniela Tagliavini, Fabrizio Jovicich, Jorge |
author_facet | Chiappiniello, Andrea Tarducci, Roberto Muscio, Cristina Bruzzone, Maria Grazia Bozzali, Marco Tiraboschi, Pietro Nigri, Anna Ambrosi, Claudia Chipi, Elena Ferraro, Stefania Festari, Cristina Gasparotti, Roberto Gianeri, Ruben Giulietti, Giovanni Mascaro, Lorella Montanucci, Chiara Nicolosi, Valentina Rosazza, Cristina Serra, Laura Frisoni, Giovanni B. Perani, Daniela Tagliavini, Fabrizio Jovicich, Jorge |
author_sort | Chiappiniello, Andrea |
collection | PubMed |
description | Accurate and reproducible automated segmentation of human hippocampal subfields is of interest to study their roles in cognitive functions and disease processes. Multispectral structural MRI methods have been proposed to improve automated hippocampal subfield segmentation accuracy, but the reproducibility in a multicentric setting is, to date, not well characterized. Here, we assessed test–retest reproducibility of FreeSurfer 6.0 hippocampal subfield segmentations using multispectral MRI analysis pipelines (22 healthy subjects scanned twice, a week apart, at four 3T MRI sites). The harmonized MRI protocol included two 3D-T1, a 3D-FLAIR, and a high-resolution 2D-T2. After within-session T1 averaging, subfield volumes were segmented using three pipelines with different multispectral data: two longitudinal (“long_T1s” and “long_T1s_FLAIR”) and one cross-sectional (“long_T1s_FLAIR_crossT2”). Volume reproducibility was quantified in magnitude (reproducibility error—RE) and space (DICE coefficient). RE was lower in all hippocampal subfields, except for hippocampal fissure, using the longitudinal pipelines compared to long_T1s_FLAIR_crossT2 (average RE reduction of 0.4–3.6%). Similarly, the longitudinal pipelines showed a higher spatial reproducibility (1.1–7.8% of DICE improvement) in all hippocampal structures compared to long_T1s_FLAIR_crossT2. Moreover, long_T1s_FLAIR provided a small but significant RE improvement in comparison to long_T1s (p = 0.015), whereas no significant DICE differences were found. In addition, structures with volumes larger than 200 mm(3) had better RE (1–2%) and DICE (0.7–0.95) than smaller structures. In summary, our study suggests that the most reproducible hippocampal subfield FreeSurfer segmentations are derived from a longitudinal pipeline using 3D-T1s and 3D-FLAIR. Adapting a longitudinal pipeline to include high-resolution 2D-T2 may lead to further improvements. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s00429-020-02172-w) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-7817563 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-78175632021-01-25 Automatic multispectral MRI segmentation of human hippocampal subfields: an evaluation of multicentric test–retest reproducibility Chiappiniello, Andrea Tarducci, Roberto Muscio, Cristina Bruzzone, Maria Grazia Bozzali, Marco Tiraboschi, Pietro Nigri, Anna Ambrosi, Claudia Chipi, Elena Ferraro, Stefania Festari, Cristina Gasparotti, Roberto Gianeri, Ruben Giulietti, Giovanni Mascaro, Lorella Montanucci, Chiara Nicolosi, Valentina Rosazza, Cristina Serra, Laura Frisoni, Giovanni B. Perani, Daniela Tagliavini, Fabrizio Jovicich, Jorge Brain Struct Funct Original Article Accurate and reproducible automated segmentation of human hippocampal subfields is of interest to study their roles in cognitive functions and disease processes. Multispectral structural MRI methods have been proposed to improve automated hippocampal subfield segmentation accuracy, but the reproducibility in a multicentric setting is, to date, not well characterized. Here, we assessed test–retest reproducibility of FreeSurfer 6.0 hippocampal subfield segmentations using multispectral MRI analysis pipelines (22 healthy subjects scanned twice, a week apart, at four 3T MRI sites). The harmonized MRI protocol included two 3D-T1, a 3D-FLAIR, and a high-resolution 2D-T2. After within-session T1 averaging, subfield volumes were segmented using three pipelines with different multispectral data: two longitudinal (“long_T1s” and “long_T1s_FLAIR”) and one cross-sectional (“long_T1s_FLAIR_crossT2”). Volume reproducibility was quantified in magnitude (reproducibility error—RE) and space (DICE coefficient). RE was lower in all hippocampal subfields, except for hippocampal fissure, using the longitudinal pipelines compared to long_T1s_FLAIR_crossT2 (average RE reduction of 0.4–3.6%). Similarly, the longitudinal pipelines showed a higher spatial reproducibility (1.1–7.8% of DICE improvement) in all hippocampal structures compared to long_T1s_FLAIR_crossT2. Moreover, long_T1s_FLAIR provided a small but significant RE improvement in comparison to long_T1s (p = 0.015), whereas no significant DICE differences were found. In addition, structures with volumes larger than 200 mm(3) had better RE (1–2%) and DICE (0.7–0.95) than smaller structures. In summary, our study suggests that the most reproducible hippocampal subfield FreeSurfer segmentations are derived from a longitudinal pipeline using 3D-T1s and 3D-FLAIR. Adapting a longitudinal pipeline to include high-resolution 2D-T2 may lead to further improvements. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s00429-020-02172-w) contains supplementary material, which is available to authorized users. Springer Berlin Heidelberg 2020-11-24 2021 /pmc/articles/PMC7817563/ /pubmed/33231744 http://dx.doi.org/10.1007/s00429-020-02172-w Text en © The Author(s) 2020 Open AccessThis 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/. |
spellingShingle | Original Article Chiappiniello, Andrea Tarducci, Roberto Muscio, Cristina Bruzzone, Maria Grazia Bozzali, Marco Tiraboschi, Pietro Nigri, Anna Ambrosi, Claudia Chipi, Elena Ferraro, Stefania Festari, Cristina Gasparotti, Roberto Gianeri, Ruben Giulietti, Giovanni Mascaro, Lorella Montanucci, Chiara Nicolosi, Valentina Rosazza, Cristina Serra, Laura Frisoni, Giovanni B. Perani, Daniela Tagliavini, Fabrizio Jovicich, Jorge Automatic multispectral MRI segmentation of human hippocampal subfields: an evaluation of multicentric test–retest reproducibility |
title | Automatic multispectral MRI segmentation of human hippocampal subfields: an evaluation of multicentric test–retest reproducibility |
title_full | Automatic multispectral MRI segmentation of human hippocampal subfields: an evaluation of multicentric test–retest reproducibility |
title_fullStr | Automatic multispectral MRI segmentation of human hippocampal subfields: an evaluation of multicentric test–retest reproducibility |
title_full_unstemmed | Automatic multispectral MRI segmentation of human hippocampal subfields: an evaluation of multicentric test–retest reproducibility |
title_short | Automatic multispectral MRI segmentation of human hippocampal subfields: an evaluation of multicentric test–retest reproducibility |
title_sort | automatic multispectral mri segmentation of human hippocampal subfields: an evaluation of multicentric test–retest reproducibility |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7817563/ https://www.ncbi.nlm.nih.gov/pubmed/33231744 http://dx.doi.org/10.1007/s00429-020-02172-w |
work_keys_str_mv | AT chiappinielloandrea automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT tarducciroberto automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT musciocristina automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT bruzzonemariagrazia automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT bozzalimarco automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT tiraboschipietro automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT nigrianna automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT ambrosiclaudia automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT chipielena automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT ferrarostefania automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT festaricristina automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT gasparottiroberto automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT gianeriruben automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT giuliettigiovanni automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT mascarolorella automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT montanuccichiara automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT nicolosivalentina automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT rosazzacristina automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT serralaura automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT frisonigiovannib automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT peranidaniela automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT tagliavinifabrizio automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility AT jovicichjorge automaticmultispectralmrisegmentationofhumanhippocampalsubfieldsanevaluationofmulticentrictestretestreproducibility |