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Knee cartilage change on magnetic resonance imaging: Should we lump or split topographical regions? A 2‐year study of data from the osteoarthritis initiative

Objective We challenge the paradigm that a simplistic approach evaluating anatomic regions (e.g., medial femur or tibia) is ideal for assessing articular cartilage loss on magnetic resonance (MR) imaging. We used a data‐driven approach to explore whether specific topographical locations of knee cart...

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Published in:Clinical anatomy (New York, N.Y.) N.Y.), 2024-03, Vol.37 (2), p.210-217
Main Authors: Richard, Michael J., Lo, Grace H., Driban, Jeffrey B., Canavatchel, Amanda R., LaValley, Michael, Zhang, Ming, Price, Lori Lyn, Miller, Eric, Eaton, Charles B., McAlindon, Timothy E.
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container_end_page 217
container_issue 2
container_start_page 210
container_title Clinical anatomy (New York, N.Y.)
container_volume 37
creator Richard, Michael J.
Lo, Grace H.
Driban, Jeffrey B.
Canavatchel, Amanda R.
LaValley, Michael
Zhang, Ming
Price, Lori Lyn
Miller, Eric
Eaton, Charles B.
McAlindon, Timothy E.
description Objective We challenge the paradigm that a simplistic approach evaluating anatomic regions (e.g., medial femur or tibia) is ideal for assessing articular cartilage loss on magnetic resonance (MR) imaging. We used a data‐driven approach to explore whether specific topographical locations of knee cartilage loss may identify novel patterns of cartilage loss over time that current assessment strategies miss. Design We assessed 60 location‐specific measures of articular cartilage on a sample of 99 knees with baseline and 24‐month MR images from the Osteoarthritis Initiative, selected as a group with a high likelihood to change. We performed factor analyses of the change in these measures in two ways: (1) summing the measures to create one measure for each of the six anatomically regional‐based summary (anatomic regions; e.g., medial tibia) and (2) treating each location separately for a total of 60 measures (location‐specific measures). Results The first analysis produced three factors accounting for 66% of the variation in the articular cartilage changes that occur over 24 months of follow‐up: (1) medial tibiofemoral, (2) medial and lateral patellar, and (3) lateral tibiofemoral. The second produced 20 factors accounting for 75% of the variance in cartilage changes. Twelve factors only involved one anatomic region. Five factors included locations from adjoining regions (defined by the first analysis; e.g., medial tibiofemoral). Three factors included articular cartilage loss from disparate locations. Conclusions Novel patterns of cartilage loss occur within each anatomic region and across these regions, including in disparate regions. The traditional anatomic regional approach is simpler to implement and interpret but may obscure meaningful patterns of change.
doi_str_mv 10.1002/ca.24127
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A 2‐year study of data from the osteoarthritis initiative</title><source>Wiley</source><creator>Richard, Michael J. ; Lo, Grace H. ; Driban, Jeffrey B. ; Canavatchel, Amanda R. ; LaValley, Michael ; Zhang, Ming ; Price, Lori Lyn ; Miller, Eric ; Eaton, Charles B. ; McAlindon, Timothy E.</creator><creatorcontrib>Richard, Michael J. ; Lo, Grace H. ; Driban, Jeffrey B. ; Canavatchel, Amanda R. ; LaValley, Michael ; Zhang, Ming ; Price, Lori Lyn ; Miller, Eric ; Eaton, Charles B. ; McAlindon, Timothy E.</creatorcontrib><description>Objective We challenge the paradigm that a simplistic approach evaluating anatomic regions (e.g., medial femur or tibia) is ideal for assessing articular cartilage loss on magnetic resonance (MR) imaging. We used a data‐driven approach to explore whether specific topographical locations of knee cartilage loss may identify novel patterns of cartilage loss over time that current assessment strategies miss. Design We assessed 60 location‐specific measures of articular cartilage on a sample of 99 knees with baseline and 24‐month MR images from the Osteoarthritis Initiative, selected as a group with a high likelihood to change. We performed factor analyses of the change in these measures in two ways: (1) summing the measures to create one measure for each of the six anatomically regional‐based summary (anatomic regions; e.g., medial tibia) and (2) treating each location separately for a total of 60 measures (location‐specific measures). Results The first analysis produced three factors accounting for 66% of the variation in the articular cartilage changes that occur over 24 months of follow‐up: (1) medial tibiofemoral, (2) medial and lateral patellar, and (3) lateral tibiofemoral. The second produced 20 factors accounting for 75% of the variance in cartilage changes. Twelve factors only involved one anatomic region. Five factors included locations from adjoining regions (defined by the first analysis; e.g., medial tibiofemoral). Three factors included articular cartilage loss from disparate locations. Conclusions Novel patterns of cartilage loss occur within each anatomic region and across these regions, including in disparate regions. The traditional anatomic regional approach is simpler to implement and interpret but may obscure meaningful patterns of change.</description><identifier>ISSN: 0897-3806</identifier><identifier>EISSN: 1098-2353</identifier><identifier>DOI: 10.1002/ca.24127</identifier><identifier>PMID: 38058252</identifier><language>eng</language><publisher>Hoboken, USA: John Wiley &amp; Sons, Inc</publisher><subject>Arthritis ; Cartilage ; Cartilage diseases ; cartilage, articular ; factor analysis, statistical ; Femur ; Knee ; Magnetic resonance imaging ; Osteoarthritis ; Regions ; Tibia</subject><ispartof>Clinical anatomy (New York, N.Y.), 2024-03, Vol.37 (2), p.210-217</ispartof><rights>2023 American Association of Clinical Anatomists and British Association of Clinical Anatomists.</rights><rights>2024 American Association of Clinical Anatomists</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c3107-feecd362db19203f22d49d83bf5dd58b9d1290d5a4a5020120343a63679152a53</cites><orcidid>0000-0001-9617-9989</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,778,782,27907,27908</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38058252$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Richard, Michael J.</creatorcontrib><creatorcontrib>Lo, Grace H.</creatorcontrib><creatorcontrib>Driban, Jeffrey B.</creatorcontrib><creatorcontrib>Canavatchel, Amanda R.</creatorcontrib><creatorcontrib>LaValley, Michael</creatorcontrib><creatorcontrib>Zhang, Ming</creatorcontrib><creatorcontrib>Price, Lori Lyn</creatorcontrib><creatorcontrib>Miller, Eric</creatorcontrib><creatorcontrib>Eaton, Charles B.</creatorcontrib><creatorcontrib>McAlindon, Timothy E.</creatorcontrib><title>Knee cartilage change on magnetic resonance imaging: Should we lump or split topographical regions? A 2‐year study of data from the osteoarthritis initiative</title><title>Clinical anatomy (New York, N.Y.)</title><addtitle>Clin Anat</addtitle><description>Objective We challenge the paradigm that a simplistic approach evaluating anatomic regions (e.g., medial femur or tibia) is ideal for assessing articular cartilage loss on magnetic resonance (MR) imaging. We used a data‐driven approach to explore whether specific topographical locations of knee cartilage loss may identify novel patterns of cartilage loss over time that current assessment strategies miss. Design We assessed 60 location‐specific measures of articular cartilage on a sample of 99 knees with baseline and 24‐month MR images from the Osteoarthritis Initiative, selected as a group with a high likelihood to change. We performed factor analyses of the change in these measures in two ways: (1) summing the measures to create one measure for each of the six anatomically regional‐based summary (anatomic regions; e.g., medial tibia) and (2) treating each location separately for a total of 60 measures (location‐specific measures). Results The first analysis produced three factors accounting for 66% of the variation in the articular cartilage changes that occur over 24 months of follow‐up: (1) medial tibiofemoral, (2) medial and lateral patellar, and (3) lateral tibiofemoral. The second produced 20 factors accounting for 75% of the variance in cartilage changes. Twelve factors only involved one anatomic region. Five factors included locations from adjoining regions (defined by the first analysis; e.g., medial tibiofemoral). Three factors included articular cartilage loss from disparate locations. Conclusions Novel patterns of cartilage loss occur within each anatomic region and across these regions, including in disparate regions. The traditional anatomic regional approach is simpler to implement and interpret but may obscure meaningful patterns of change.</description><subject>Arthritis</subject><subject>Cartilage</subject><subject>Cartilage diseases</subject><subject>cartilage, articular</subject><subject>factor analysis, statistical</subject><subject>Femur</subject><subject>Knee</subject><subject>Magnetic resonance imaging</subject><subject>Osteoarthritis</subject><subject>Regions</subject><subject>Tibia</subject><issn>0897-3806</issn><issn>1098-2353</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><recordid>eNp1kUGKFDEUhoMoTs8oeAIJuHFTY_JS6aq4kabRURxwoa6L10mqKkN1UiapGXrnEbyBd_MkZuxRQXD1h8eXL4_8hDzh7JwzBi80nkPNoblHVpyptgIhxX2yYq1qKtGy9Qk5TemKMc7rpn1ITspMtiBhRb6_99ZSjTG7CYdyGtGXCJ7ucfA2O02jTcGj15a6MnN-eEk_jmGZDL2xdFr2Mw2RpnlymeYwhyHiPDqNU7k4uODTK7qh8OPrt4PFwuXFHGjoqcGMtI9hT_NY3kvZhrLEGF12iTpfArO7to_Igx6nZB_f5Rn5_Ob1p-3b6vLDxbvt5rLSgrOm6q3VRqzB7LgCJnoAUyvTil0vjZHtThkOihmJNUoGjBemFrgW60ZxCSjFGXl-9M4xfFlsyt3eJW2nCb0NS-qgVUo0oq1v0Wf_oFdhib5s14ECATWTIP4KdQwpRdt3cyz_Fw8dZ91taZ3G7ldpBX16J1x2e2v-gL9bKkB1BG7cZA__FXXbzVH4E8D9oV0</recordid><startdate>202403</startdate><enddate>202403</enddate><creator>Richard, Michael J.</creator><creator>Lo, Grace H.</creator><creator>Driban, Jeffrey B.</creator><creator>Canavatchel, Amanda R.</creator><creator>LaValley, Michael</creator><creator>Zhang, Ming</creator><creator>Price, Lori Lyn</creator><creator>Miller, Eric</creator><creator>Eaton, Charles B.</creator><creator>McAlindon, Timothy E.</creator><general>John Wiley &amp; Sons, Inc</general><general>Wiley Subscription Services, Inc</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7QG</scope><scope>7QP</scope><scope>7T5</scope><scope>7TK</scope><scope>7TM</scope><scope>7TS</scope><scope>H94</scope><scope>JQ2</scope><scope>K9.</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0001-9617-9989</orcidid></search><sort><creationdate>202403</creationdate><title>Knee cartilage change on magnetic resonance imaging: Should we lump or split topographical regions? A 2‐year study of data from the osteoarthritis initiative</title><author>Richard, Michael J. ; Lo, Grace H. ; Driban, Jeffrey B. ; Canavatchel, Amanda R. ; LaValley, Michael ; Zhang, Ming ; Price, Lori Lyn ; Miller, Eric ; Eaton, Charles B. ; McAlindon, Timothy E.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3107-feecd362db19203f22d49d83bf5dd58b9d1290d5a4a5020120343a63679152a53</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Arthritis</topic><topic>Cartilage</topic><topic>Cartilage diseases</topic><topic>cartilage, articular</topic><topic>factor analysis, statistical</topic><topic>Femur</topic><topic>Knee</topic><topic>Magnetic resonance imaging</topic><topic>Osteoarthritis</topic><topic>Regions</topic><topic>Tibia</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Richard, Michael J.</creatorcontrib><creatorcontrib>Lo, Grace H.</creatorcontrib><creatorcontrib>Driban, Jeffrey B.</creatorcontrib><creatorcontrib>Canavatchel, Amanda R.</creatorcontrib><creatorcontrib>LaValley, Michael</creatorcontrib><creatorcontrib>Zhang, Ming</creatorcontrib><creatorcontrib>Price, Lori Lyn</creatorcontrib><creatorcontrib>Miller, Eric</creatorcontrib><creatorcontrib>Eaton, Charles B.</creatorcontrib><creatorcontrib>McAlindon, Timothy E.</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>Animal Behavior Abstracts</collection><collection>Calcium &amp; Calcified Tissue Abstracts</collection><collection>Immunology Abstracts</collection><collection>Neurosciences Abstracts</collection><collection>Nucleic Acids Abstracts</collection><collection>Physical Education Index</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Computer Science Collection</collection><collection>ProQuest Health &amp; Medical Complete (Alumni)</collection><collection>MEDLINE - Academic</collection><jtitle>Clinical anatomy (New York, N.Y.)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Richard, Michael J.</au><au>Lo, Grace H.</au><au>Driban, Jeffrey B.</au><au>Canavatchel, Amanda R.</au><au>LaValley, Michael</au><au>Zhang, Ming</au><au>Price, Lori Lyn</au><au>Miller, Eric</au><au>Eaton, Charles B.</au><au>McAlindon, Timothy E.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Knee cartilage change on magnetic resonance imaging: Should we lump or split topographical regions? A 2‐year study of data from the osteoarthritis initiative</atitle><jtitle>Clinical anatomy (New York, N.Y.)</jtitle><addtitle>Clin Anat</addtitle><date>2024-03</date><risdate>2024</risdate><volume>37</volume><issue>2</issue><spage>210</spage><epage>217</epage><pages>210-217</pages><issn>0897-3806</issn><eissn>1098-2353</eissn><abstract>Objective We challenge the paradigm that a simplistic approach evaluating anatomic regions (e.g., medial femur or tibia) is ideal for assessing articular cartilage loss on magnetic resonance (MR) imaging. We used a data‐driven approach to explore whether specific topographical locations of knee cartilage loss may identify novel patterns of cartilage loss over time that current assessment strategies miss. Design We assessed 60 location‐specific measures of articular cartilage on a sample of 99 knees with baseline and 24‐month MR images from the Osteoarthritis Initiative, selected as a group with a high likelihood to change. We performed factor analyses of the change in these measures in two ways: (1) summing the measures to create one measure for each of the six anatomically regional‐based summary (anatomic regions; e.g., medial tibia) and (2) treating each location separately for a total of 60 measures (location‐specific measures). Results The first analysis produced three factors accounting for 66% of the variation in the articular cartilage changes that occur over 24 months of follow‐up: (1) medial tibiofemoral, (2) medial and lateral patellar, and (3) lateral tibiofemoral. The second produced 20 factors accounting for 75% of the variance in cartilage changes. Twelve factors only involved one anatomic region. Five factors included locations from adjoining regions (defined by the first analysis; e.g., medial tibiofemoral). Three factors included articular cartilage loss from disparate locations. 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subjects Arthritis
Cartilage
Cartilage diseases
cartilage, articular
factor analysis, statistical
Femur
Knee
Magnetic resonance imaging
Osteoarthritis
Regions
Tibia
title Knee cartilage change on magnetic resonance imaging: Should we lump or split topographical regions? A 2‐year study of data from the osteoarthritis initiative
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