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Contribution of Shape Features to Intradiscal Pressure and Facets Contact Pressure in L4/L5 FSUs: An In-Silico Study
Finite element models (FEMs) of the spine commonly use a limited number of simplified geometries. Nevertheless, the geometric features of the spine are important in determining its FEM outcomes. The link between a spinal segment’s shape and its biomechanical response has been studied, but the co-var...
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Published in: | Annals of biomedical engineering 2023-01, Vol.51 (1), p.174-188 |
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description | Finite element models (FEMs) of the spine commonly use a limited number of simplified geometries. Nevertheless, the geometric features of the spine are important in determining its FEM outcomes. The link between a spinal segment’s shape and its biomechanical response has been studied, but the co-variances of the shape features have been omitted. We used a principal component (PCA)-based statistical shape modelling (SSM) approach to investigate the contribution of shape features to the intradiscal pressure (IDP) and the facets contact pressure (FCP) in a cohort of synthetic L4/L5 functional spinal units under axial compression. We quantified the uncertainty in the FEM results, and the contribution of individual shape modes to these results. This parameterisation approach is able to capture the variability in the correlated anatomical features in a real population and sample plausible synthetic geometries. The first shape mode (
ϕ
1
) explained 22.6% of the shape variation in the subject-specific cohort used to train the SSM, and had the largest correlation with, and contribution to IDP (17%) and FCP (11%). The largest geometric variation in (
ϕ
1
) was in the annulus-nucleus ratio. |
doi_str_mv | 10.1007/s10439-022-03072-2 |
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ϕ
1
) explained 22.6% of the shape variation in the subject-specific cohort used to train the SSM, and had the largest correlation with, and contribution to IDP (17%) and FCP (11%). The largest geometric variation in (
ϕ
1
) was in the annulus-nucleus ratio.</description><identifier>ISSN: 0090-6964</identifier><identifier>EISSN: 1573-9686</identifier><identifier>DOI: 10.1007/s10439-022-03072-2</identifier><identifier>PMID: 36104641</identifier><language>eng</language><publisher>Cham: Springer International Publishing</publisher><subject>Axial compression ; Biochemistry ; Bioengineering ; Biological and Medical Physics ; Biomechanical Phenomena ; Biomechanics ; Biomedical and Life Sciences ; Biomedical engineering ; Biomedical Engineering and Bioengineering ; Biomedicine ; Biophysics ; Classical Mechanics ; Compression ; Contact pressure ; Finite Element Analysis ; Finite element method ; Geometry ; Humans ; Influence ; Intervertebral Disc - physiology ; Investigations ; Lumbar Vertebrae ; Mathematical models ; Mechanical engineering ; Models, Statistical ; Parameterization ; Pressure ; Principal components analysis ; Range of Motion, Articular ; S.I. : Modeling for Advancing Regulatory Science ; Spine</subject><ispartof>Annals of biomedical engineering, 2023-01, Vol.51 (1), p.174-188</ispartof><rights>The Author(s) 2022</rights><rights>2022. The Author(s).</rights><rights>The Author(s) 2022. This work is published under http://creativecommons.org/licenses/by/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><cites>FETCH-LOGICAL-c425t-80c70ccea4806735341be7a72ce98e4c279e54a934b223d2d9114e8996879d3f3</cites><orcidid>0000-0001-7601-2532</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/36104641$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Kassab-Bachi, Amin</creatorcontrib><creatorcontrib>Ravikumar, Nishant</creatorcontrib><creatorcontrib>Wilcox, Ruth K.</creatorcontrib><creatorcontrib>Frangi, Alejandro F.</creatorcontrib><creatorcontrib>Taylor, Zeike A.</creatorcontrib><title>Contribution of Shape Features to Intradiscal Pressure and Facets Contact Pressure in L4/L5 FSUs: An In-Silico Study</title><title>Annals of biomedical engineering</title><addtitle>Ann Biomed Eng</addtitle><addtitle>Ann Biomed Eng</addtitle><description>Finite element models (FEMs) of the spine commonly use a limited number of simplified geometries. Nevertheless, the geometric features of the spine are important in determining its FEM outcomes. The link between a spinal segment’s shape and its biomechanical response has been studied, but the co-variances of the shape features have been omitted. We used a principal component (PCA)-based statistical shape modelling (SSM) approach to investigate the contribution of shape features to the intradiscal pressure (IDP) and the facets contact pressure (FCP) in a cohort of synthetic L4/L5 functional spinal units under axial compression. We quantified the uncertainty in the FEM results, and the contribution of individual shape modes to these results. This parameterisation approach is able to capture the variability in the correlated anatomical features in a real population and sample plausible synthetic geometries. The first shape mode (
ϕ
1
) explained 22.6% of the shape variation in the subject-specific cohort used to train the SSM, and had the largest correlation with, and contribution to IDP (17%) and FCP (11%). The largest geometric variation in (
ϕ
1
) was in the annulus-nucleus ratio.</description><subject>Axial compression</subject><subject>Biochemistry</subject><subject>Bioengineering</subject><subject>Biological and Medical Physics</subject><subject>Biomechanical Phenomena</subject><subject>Biomechanics</subject><subject>Biomedical and Life Sciences</subject><subject>Biomedical engineering</subject><subject>Biomedical Engineering and Bioengineering</subject><subject>Biomedicine</subject><subject>Biophysics</subject><subject>Classical Mechanics</subject><subject>Compression</subject><subject>Contact pressure</subject><subject>Finite Element Analysis</subject><subject>Finite element method</subject><subject>Geometry</subject><subject>Humans</subject><subject>Influence</subject><subject>Intervertebral Disc - physiology</subject><subject>Investigations</subject><subject>Lumbar Vertebrae</subject><subject>Mathematical models</subject><subject>Mechanical engineering</subject><subject>Models, Statistical</subject><subject>Parameterization</subject><subject>Pressure</subject><subject>Principal components analysis</subject><subject>Range of Motion, Articular</subject><subject>S.I. : Modeling for Advancing Regulatory Science</subject><subject>Spine</subject><issn>0090-6964</issn><issn>1573-9686</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><recordid>eNp9kU9rVDEUxYModqx-ARcScOMmNv9e8uJCKIOjhQGFseuQybvTprxJxiSv0G9vnlNbdeEqkPO7J_fkIPSa0feMUn1WGJXCEMo5oYJqTvgTtGCdFsSoXj1FC0oNJcooeYJelHJDKWO96J6jE6HaqJJsgeoyxZrDdqohRZx2eHPtDoBX4OqUoeCa8EUD3BCKdyP-1u5KE7CLA145D7Xg2cH5-qiFiNfybN3h1eayfMDnsVmQTRiDT3hTp-HuJXq2c2OBV_fnKbpcffq-_ELWXz9fLM_XxEveVdJTr6n34GRPlRadkGwL2mnuwfQgPdcGOumMkFvOxcAHw5iE3rT02gxiJ07Rx6PvYdruYfAwJxntIYe9y3c2uWD_VmK4tlfp1ppeMKN4M3h3b5DTjwlKtfv2DzCOLkKaiuWaSdWJ3siGvv0HvUlTji1eo5RgigkxG_Ij5XMqJcPuYRlG7VyqPZZqW6n2V6l2HnrzZ4yHkd8tNkAcgdKkeAX58e3_2P4EiM6r8Q</recordid><startdate>20230101</startdate><enddate>20230101</enddate><creator>Kassab-Bachi, Amin</creator><creator>Ravikumar, Nishant</creator><creator>Wilcox, Ruth K.</creator><creator>Frangi, Alejandro F.</creator><creator>Taylor, Zeike A.</creator><general>Springer International Publishing</general><general>Springer Nature B.V</general><scope>C6C</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7QF</scope><scope>7QO</scope><scope>7QQ</scope><scope>7SC</scope><scope>7SE</scope><scope>7SP</scope><scope>7SR</scope><scope>7TA</scope><scope>7TB</scope><scope>7U5</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8AO</scope><scope>8BQ</scope><scope>8FD</scope><scope>8FE</scope><scope>8FG</scope><scope>8FH</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABJCF</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>ARAPS</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>BHPHI</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>F28</scope><scope>FR3</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>H8D</scope><scope>H8G</scope><scope>HCIFZ</scope><scope>JG9</scope><scope>JQ2</scope><scope>K9.</scope><scope>KR7</scope><scope>L6V</scope><scope>L7M</scope><scope>LK8</scope><scope>L~C</scope><scope>L~D</scope><scope>M0S</scope><scope>M1P</scope><scope>M7P</scope><scope>M7S</scope><scope>P5Z</scope><scope>P62</scope><scope>P64</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PTHSS</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0001-7601-2532</orcidid></search><sort><creationdate>20230101</creationdate><title>Contribution of Shape Features to Intradiscal Pressure and Facets Contact Pressure in L4/L5 FSUs: An In-Silico Study</title><author>Kassab-Bachi, Amin ; Ravikumar, Nishant ; Wilcox, Ruth K. ; Frangi, Alejandro F. ; Taylor, Zeike A.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c425t-80c70ccea4806735341be7a72ce98e4c279e54a934b223d2d9114e8996879d3f3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Axial compression</topic><topic>Biochemistry</topic><topic>Bioengineering</topic><topic>Biological and Medical Physics</topic><topic>Biomechanical Phenomena</topic><topic>Biomechanics</topic><topic>Biomedical and Life Sciences</topic><topic>Biomedical engineering</topic><topic>Biomedical Engineering and Bioengineering</topic><topic>Biomedicine</topic><topic>Biophysics</topic><topic>Classical Mechanics</topic><topic>Compression</topic><topic>Contact pressure</topic><topic>Finite Element Analysis</topic><topic>Finite element method</topic><topic>Geometry</topic><topic>Humans</topic><topic>Influence</topic><topic>Intervertebral Disc - 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Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Annals of biomedical engineering</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Kassab-Bachi, Amin</au><au>Ravikumar, Nishant</au><au>Wilcox, Ruth K.</au><au>Frangi, Alejandro F.</au><au>Taylor, Zeike A.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Contribution of Shape Features to Intradiscal Pressure and Facets Contact Pressure in L4/L5 FSUs: An In-Silico Study</atitle><jtitle>Annals of biomedical engineering</jtitle><stitle>Ann Biomed Eng</stitle><addtitle>Ann Biomed Eng</addtitle><date>2023-01-01</date><risdate>2023</risdate><volume>51</volume><issue>1</issue><spage>174</spage><epage>188</epage><pages>174-188</pages><issn>0090-6964</issn><eissn>1573-9686</eissn><abstract>Finite element models (FEMs) of the spine commonly use a limited number of simplified geometries. Nevertheless, the geometric features of the spine are important in determining its FEM outcomes. The link between a spinal segment’s shape and its biomechanical response has been studied, but the co-variances of the shape features have been omitted. We used a principal component (PCA)-based statistical shape modelling (SSM) approach to investigate the contribution of shape features to the intradiscal pressure (IDP) and the facets contact pressure (FCP) in a cohort of synthetic L4/L5 functional spinal units under axial compression. We quantified the uncertainty in the FEM results, and the contribution of individual shape modes to these results. This parameterisation approach is able to capture the variability in the correlated anatomical features in a real population and sample plausible synthetic geometries. The first shape mode (
ϕ
1
) explained 22.6% of the shape variation in the subject-specific cohort used to train the SSM, and had the largest correlation with, and contribution to IDP (17%) and FCP (11%). The largest geometric variation in (
ϕ
1
) was in the annulus-nucleus ratio.</abstract><cop>Cham</cop><pub>Springer International Publishing</pub><pmid>36104641</pmid><doi>10.1007/s10439-022-03072-2</doi><tpages>15</tpages><orcidid>https://orcid.org/0000-0001-7601-2532</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Axial compression Biochemistry Bioengineering Biological and Medical Physics Biomechanical Phenomena Biomechanics Biomedical and Life Sciences Biomedical engineering Biomedical Engineering and Bioengineering Biomedicine Biophysics Classical Mechanics Compression Contact pressure Finite Element Analysis Finite element method Geometry Humans Influence Intervertebral Disc - physiology Investigations Lumbar Vertebrae Mathematical models Mechanical engineering Models, Statistical Parameterization Pressure Principal components analysis Range of Motion, Articular S.I. : Modeling for Advancing Regulatory Science Spine |
title | Contribution of Shape Features to Intradiscal Pressure and Facets Contact Pressure in L4/L5 FSUs: An In-Silico Study |
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