Whole‐Brain Water Content Mapping Using Super‐Resolution Reconstruction with MRI Acquisition in 3 Orthogonal Orientations
Purpose Brain water content provides rich tissue contrast comparable to that of longitudinal relaxation time T1, but mapping is usually performed at modest resolution. In particular, the slice thickness in 2D mapping methods is limited. Here, we combine super‐resolution reconstruction techniques wit...
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Veröffentlicht in: | Magnetic resonance in medicine 2022-11, Vol.88 (5), p.2117-2130 |
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creator | Thomas, Dennis C. Oros‐Peusquens, Ana‐Maria Poot, Dirk Shah, N. Jon |
description | Purpose
Brain water content provides rich tissue contrast comparable to that of longitudinal relaxation time T1, but mapping is usually performed at modest resolution. In particular, the slice thickness in 2D mapping methods is limited. Here, we combine super‐resolution reconstruction techniques with a fast water content mapping method to acquire high and isotropic resolution (0.75 mm) water content maps at 3 Tesla.
Methods
A high‐resolution multi‐echo gradient echo image is super‐resolution–reconstructed from 3 low‐resolution, orthogonal multi‐echo gradient echo image acquisitions, followed by water content mapping. The mapping accuracy and SNR of the proposed method are assessed using numerical simulations, phantom studies, and in vivo data acquired from 6 healthy volunteers at 3 Tesla. A high‐resolution acquisition with an established mapping method is used as a reference.
Results
Whole‐brain water content maps with 0.75 mm isotropic resolution are demonstrated. No bias in the water content values was seen following super‐resolution reconstruction. In the in vivo experiments, a lower SD of the mean water content values was observed with the proposed method compared to the reference method.
Conclusions
Super‐resolution reconstruction of multi‐echo gradient echo data is demonstrated, enabling whole‐brain water content mapping with high and isotropic resolution. The accuracy of the proposed method is shown using phantoms and 6 healthy volunteers and was found to be unchanged compared to the conventional acquisition. The proposed method could increase the sensitivity of water content mapping sufficiently to enable the detection of very small lesions, such as cortical lesions in multiple sclerosis. |
doi_str_mv | 10.1002/mrm.29377 |
format | Article |
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Brain water content provides rich tissue contrast comparable to that of longitudinal relaxation time T1, but mapping is usually performed at modest resolution. In particular, the slice thickness in 2D mapping methods is limited. Here, we combine super‐resolution reconstruction techniques with a fast water content mapping method to acquire high and isotropic resolution (0.75 mm) water content maps at 3 Tesla.
Methods
A high‐resolution multi‐echo gradient echo image is super‐resolution–reconstructed from 3 low‐resolution, orthogonal multi‐echo gradient echo image acquisitions, followed by water content mapping. The mapping accuracy and SNR of the proposed method are assessed using numerical simulations, phantom studies, and in vivo data acquired from 6 healthy volunteers at 3 Tesla. A high‐resolution acquisition with an established mapping method is used as a reference.
Results
Whole‐brain water content maps with 0.75 mm isotropic resolution are demonstrated. No bias in the water content values was seen following super‐resolution reconstruction. In the in vivo experiments, a lower SD of the mean water content values was observed with the proposed method compared to the reference method.
Conclusions
Super‐resolution reconstruction of multi‐echo gradient echo data is demonstrated, enabling whole‐brain water content mapping with high and isotropic resolution. The accuracy of the proposed method is shown using phantoms and 6 healthy volunteers and was found to be unchanged compared to the conventional acquisition. The proposed method could increase the sensitivity of water content mapping sufficiently to enable the detection of very small lesions, such as cortical lesions in multiple sclerosis.</description><identifier>ISSN: 0740-3194</identifier><identifier>EISSN: 1522-2594</identifier><identifier>DOI: 10.1002/mrm.29377</identifier><language>eng</language><publisher>Hoboken: Wiley Subscription Services, Inc</publisher><subject>Brain ; Brain mapping ; Data acquisition ; Image acquisition ; Image reconstruction ; In vivo methods and tests ; Lesions ; Mapping ; Medical imaging ; Moisture content ; Multiple sclerosis ; regularization ; Relaxation time ; super‐resolution reconstruction ; Water content ; water content mapping</subject><ispartof>Magnetic resonance in medicine, 2022-11, Vol.88 (5), p.2117-2130</ispartof><rights>2022 The Authors. published by Wiley Periodicals LLC on behalf of International Society for Magnetic Resonance in Medicine.</rights><rights>2022. This article is published under http://creativecommons.org/licenses/by-nc-nd/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c3657-2e41e706ec06ccaa61cafa5369af2517213e440ee9bfb7bd6d67e850362203303</citedby><cites>FETCH-LOGICAL-c3657-2e41e706ec06ccaa61cafa5369af2517213e440ee9bfb7bd6d67e850362203303</cites><orcidid>0000-0002-8151-6169 ; 0000-0001-5572-5795 ; 0000-0003-0656-2963 ; 0000-0003-1869-3354</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1002%2Fmrm.29377$$EPDF$$P50$$Gwiley$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1002%2Fmrm.29377$$EHTML$$P50$$Gwiley$$Hfree_for_read</linktohtml><link.rule.ids>314,777,781,1412,27905,27906,45555,45556</link.rule.ids></links><search><creatorcontrib>Thomas, Dennis C.</creatorcontrib><creatorcontrib>Oros‐Peusquens, Ana‐Maria</creatorcontrib><creatorcontrib>Poot, Dirk</creatorcontrib><creatorcontrib>Shah, N. Jon</creatorcontrib><title>Whole‐Brain Water Content Mapping Using Super‐Resolution Reconstruction with MRI Acquisition in 3 Orthogonal Orientations</title><title>Magnetic resonance in medicine</title><description>Purpose
Brain water content provides rich tissue contrast comparable to that of longitudinal relaxation time T1, but mapping is usually performed at modest resolution. In particular, the slice thickness in 2D mapping methods is limited. Here, we combine super‐resolution reconstruction techniques with a fast water content mapping method to acquire high and isotropic resolution (0.75 mm) water content maps at 3 Tesla.
Methods
A high‐resolution multi‐echo gradient echo image is super‐resolution–reconstructed from 3 low‐resolution, orthogonal multi‐echo gradient echo image acquisitions, followed by water content mapping. The mapping accuracy and SNR of the proposed method are assessed using numerical simulations, phantom studies, and in vivo data acquired from 6 healthy volunteers at 3 Tesla. A high‐resolution acquisition with an established mapping method is used as a reference.
Results
Whole‐brain water content maps with 0.75 mm isotropic resolution are demonstrated. No bias in the water content values was seen following super‐resolution reconstruction. In the in vivo experiments, a lower SD of the mean water content values was observed with the proposed method compared to the reference method.
Conclusions
Super‐resolution reconstruction of multi‐echo gradient echo data is demonstrated, enabling whole‐brain water content mapping with high and isotropic resolution. The accuracy of the proposed method is shown using phantoms and 6 healthy volunteers and was found to be unchanged compared to the conventional acquisition. The proposed method could increase the sensitivity of water content mapping sufficiently to enable the detection of very small lesions, such as cortical lesions in multiple sclerosis.</description><subject>Brain</subject><subject>Brain mapping</subject><subject>Data acquisition</subject><subject>Image acquisition</subject><subject>Image reconstruction</subject><subject>In vivo methods and tests</subject><subject>Lesions</subject><subject>Mapping</subject><subject>Medical imaging</subject><subject>Moisture content</subject><subject>Multiple sclerosis</subject><subject>regularization</subject><subject>Relaxation time</subject><subject>super‐resolution reconstruction</subject><subject>Water content</subject><subject>water content mapping</subject><issn>0740-3194</issn><issn>1522-2594</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>24P</sourceid><sourceid>WIN</sourceid><recordid>eNp10U1KAzEUB_AgCtaPhTcYcKOL0ZdkkjRLLX6BpVAVl0Ma39jIdDImM4g7j-ARPItH8SSm1pXgIi_k5ZdH4E_IHoUjCsCOF2FxxDRXao0MqGAsZ0IX62QAqoCcU11skq0YnwBAa1UMyNv93Nf49fZ-GoxrsnvTYchGvumw6bKxaVvXPGZ3cVlv-hZDklOMvu4755tsitY3sQu9_Tm-uG6ejadX2Yl97l10y-bnh0uLf35MQjf3j74xdTYJLo03y-u4QzYqU0fc_d23yd352e3oMr-eXFyNTq5zy6VQOcOCogKJFqS1xkhqTWUEl9pUTFDFKMeiAEQ9q2Zq9iAfpMKhAC4ZA86Bb5OD1dw2-OceY1cuXLRY16ZB38eSSc2UKMSQJrr_hz75PqSPJ6VADEEJrZM6XCkbfIwBq7INbmHCa0mhXGZRpizKnyySPV7ZF1fj6_-wHE_HqxffP06Q9A</recordid><startdate>202211</startdate><enddate>202211</enddate><creator>Thomas, Dennis C.</creator><creator>Oros‐Peusquens, Ana‐Maria</creator><creator>Poot, Dirk</creator><creator>Shah, N. Jon</creator><general>Wiley Subscription Services, Inc</general><scope>24P</scope><scope>WIN</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>8FD</scope><scope>FR3</scope><scope>K9.</scope><scope>M7Z</scope><scope>P64</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0002-8151-6169</orcidid><orcidid>https://orcid.org/0000-0001-5572-5795</orcidid><orcidid>https://orcid.org/0000-0003-0656-2963</orcidid><orcidid>https://orcid.org/0000-0003-1869-3354</orcidid></search><sort><creationdate>202211</creationdate><title>Whole‐Brain Water Content Mapping Using Super‐Resolution Reconstruction with MRI Acquisition in 3 Orthogonal Orientations</title><author>Thomas, Dennis C. ; Oros‐Peusquens, Ana‐Maria ; Poot, Dirk ; Shah, N. Jon</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3657-2e41e706ec06ccaa61cafa5369af2517213e440ee9bfb7bd6d67e850362203303</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Brain</topic><topic>Brain mapping</topic><topic>Data acquisition</topic><topic>Image acquisition</topic><topic>Image reconstruction</topic><topic>In vivo methods and tests</topic><topic>Lesions</topic><topic>Mapping</topic><topic>Medical imaging</topic><topic>Moisture content</topic><topic>Multiple sclerosis</topic><topic>regularization</topic><topic>Relaxation time</topic><topic>super‐resolution reconstruction</topic><topic>Water content</topic><topic>water content mapping</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Thomas, Dennis C.</creatorcontrib><creatorcontrib>Oros‐Peusquens, Ana‐Maria</creatorcontrib><creatorcontrib>Poot, Dirk</creatorcontrib><creatorcontrib>Shah, N. Jon</creatorcontrib><collection>Wiley Online Library Open Access</collection><collection>Wiley Free Content</collection><collection>CrossRef</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Biochemistry Abstracts 1</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>MEDLINE - Academic</collection><jtitle>Magnetic resonance in medicine</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Thomas, Dennis C.</au><au>Oros‐Peusquens, Ana‐Maria</au><au>Poot, Dirk</au><au>Shah, N. Jon</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Whole‐Brain Water Content Mapping Using Super‐Resolution Reconstruction with MRI Acquisition in 3 Orthogonal Orientations</atitle><jtitle>Magnetic resonance in medicine</jtitle><date>2022-11</date><risdate>2022</risdate><volume>88</volume><issue>5</issue><spage>2117</spage><epage>2130</epage><pages>2117-2130</pages><issn>0740-3194</issn><eissn>1522-2594</eissn><abstract>Purpose
Brain water content provides rich tissue contrast comparable to that of longitudinal relaxation time T1, but mapping is usually performed at modest resolution. In particular, the slice thickness in 2D mapping methods is limited. Here, we combine super‐resolution reconstruction techniques with a fast water content mapping method to acquire high and isotropic resolution (0.75 mm) water content maps at 3 Tesla.
Methods
A high‐resolution multi‐echo gradient echo image is super‐resolution–reconstructed from 3 low‐resolution, orthogonal multi‐echo gradient echo image acquisitions, followed by water content mapping. The mapping accuracy and SNR of the proposed method are assessed using numerical simulations, phantom studies, and in vivo data acquired from 6 healthy volunteers at 3 Tesla. A high‐resolution acquisition with an established mapping method is used as a reference.
Results
Whole‐brain water content maps with 0.75 mm isotropic resolution are demonstrated. No bias in the water content values was seen following super‐resolution reconstruction. In the in vivo experiments, a lower SD of the mean water content values was observed with the proposed method compared to the reference method.
Conclusions
Super‐resolution reconstruction of multi‐echo gradient echo data is demonstrated, enabling whole‐brain water content mapping with high and isotropic resolution. The accuracy of the proposed method is shown using phantoms and 6 healthy volunteers and was found to be unchanged compared to the conventional acquisition. The proposed method could increase the sensitivity of water content mapping sufficiently to enable the detection of very small lesions, such as cortical lesions in multiple sclerosis.</abstract><cop>Hoboken</cop><pub>Wiley Subscription Services, Inc</pub><doi>10.1002/mrm.29377</doi><tpages>14</tpages><orcidid>https://orcid.org/0000-0002-8151-6169</orcidid><orcidid>https://orcid.org/0000-0001-5572-5795</orcidid><orcidid>https://orcid.org/0000-0003-0656-2963</orcidid><orcidid>https://orcid.org/0000-0003-1869-3354</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Brain Brain mapping Data acquisition Image acquisition Image reconstruction In vivo methods and tests Lesions Mapping Medical imaging Moisture content Multiple sclerosis regularization Relaxation time super‐resolution reconstruction Water content water content mapping |
title | Whole‐Brain Water Content Mapping Using Super‐Resolution Reconstruction with MRI Acquisition in 3 Orthogonal Orientations |
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