K. Moradi , S. Mohammadi , B. Mohajer , F.W. Roemer , S. Momtazmanesh , Q. Hathaway , H.A. Ibad , D.J. Hunter , A. Guermazi , S. Demehri
{"title":"骨髓病变体积的增加与膝关节骨关节炎影像学和症状风险的增加有关:对骨关节炎倡议队列中膝关节MRI的前瞻性分析","authors":"K. Moradi , S. Mohammadi , B. Mohajer , F.W. Roemer , S. Momtazmanesh , Q. Hathaway , H.A. Ibad , D.J. Hunter , A. Guermazi , S. Demehri","doi":"10.1016/j.ostima.2024.100188","DOIUrl":null,"url":null,"abstract":"<div><h3>INTRODUCTION</h3><p>Bone marrow lesions (BMLs) are a risk factor for incident knee OA and deep-learning (DL) methods can help in automated segmentation and risk prediction.</p></div><div><h3>OBJECTIVE</h3><p>To develop and validate a DL model for quantifying tibiofemoral BML volume from MRIs in knees without radiographic OA and assess the association between longitudinal changes and knee OA incidence.</p></div><div><h3>METHODS</h3><p>The DL model segmented tibiofemoral joint into 10 subregions (akin to MRI Osteoarthritis Knee Score (MOAKS) system) and measured BML volume in each subregion. Baseline and 4<sup>th</sup>-year follow-up MRIs from 4700 participants (9400 knees) of the OAI cohort were analyzed. Knees without OA at baseline (KLG<2) were categorized into three groups based on 4-year BML volume changes: BML-free, regressing BML, and progressive BML. Over a 9-year period, the risk of radiographic and symptomatic knee OA incidence was compared among these groups.</p></div><div><h3>RESULTS</h3><p>We included 3869 non-OA knees from 2430 participants (age mean ± SD: 59.5±9.0, female/male:1.3). At the 4<sup>th</sup>-year follow-up, 2216 remained BML-free, 1106 showed an increase, and 547 showed a decrease in BML volume. Knees with progressive BML had a higher risk of radiographic knee OA incidence compared to BML-free (HR:3.01, P<0.001) and regressing BML (HR:2.00, P<0.001) knees. They also had a higher risk for symptomatic OA incidence compared to BML-free knees (HR:1.25, P:0.001). Larger volume changes in BML progression were associated with a higher risk of knee OA incidence (radiographic HR:1.95, symptomatic HR:1.70, P-values<0.001). In all subchondral plates, especially the medial femur and tibia, BML progression was associated with a higher risk of developing both radiographic and symptomatic knee OA compared to BML-free plates.</p></div><div><h3>CONCLUSION</h3><p>Progressive BMLs, according to the subregion and volume changes extent, are associated with an increased risk of OA incidence compared to BML-free or regressing BML knees, emphasizing the importance of monitoring BML volume changes in evaluating early interventions to prevent OA incidence.</p></div>","PeriodicalId":74378,"journal":{"name":"Osteoarthritis imaging","volume":"4 ","pages":"Article 100188"},"PeriodicalIF":0.0000,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2772654124000163/pdfft?md5=faee3b96e63e5da066e94bc85850ed02&pid=1-s2.0-S2772654124000163-main.pdf","citationCount":"0","resultStr":"{\"title\":\"PROGRESSION OF BONE MARROW LESION VOLUME IS ASSOCIATED WITH AN INCREASED RISK OF RADIOGRAPHIC AND SYMTOMATIC KNEE OSTEOARTHRITIS: A PROSPECTIVE ANALYSIS OF KNEE MRIS FROM OSTEOARTHRITIS INITIATIVE COHORT\",\"authors\":\"K. Moradi , S. Mohammadi , B. Mohajer , F.W. Roemer , S. Momtazmanesh , Q. Hathaway , H.A. Ibad , D.J. Hunter , A. Guermazi , S. Demehri\",\"doi\":\"10.1016/j.ostima.2024.100188\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>INTRODUCTION</h3><p>Bone marrow lesions (BMLs) are a risk factor for incident knee OA and deep-learning (DL) methods can help in automated segmentation and risk prediction.</p></div><div><h3>OBJECTIVE</h3><p>To develop and validate a DL model for quantifying tibiofemoral BML volume from MRIs in knees without radiographic OA and assess the association between longitudinal changes and knee OA incidence.</p></div><div><h3>METHODS</h3><p>The DL model segmented tibiofemoral joint into 10 subregions (akin to MRI Osteoarthritis Knee Score (MOAKS) system) and measured BML volume in each subregion. Baseline and 4<sup>th</sup>-year follow-up MRIs from 4700 participants (9400 knees) of the OAI cohort were analyzed. Knees without OA at baseline (KLG<2) were categorized into three groups based on 4-year BML volume changes: BML-free, regressing BML, and progressive BML. Over a 9-year period, the risk of radiographic and symptomatic knee OA incidence was compared among these groups.</p></div><div><h3>RESULTS</h3><p>We included 3869 non-OA knees from 2430 participants (age mean ± SD: 59.5±9.0, female/male:1.3). At the 4<sup>th</sup>-year follow-up, 2216 remained BML-free, 1106 showed an increase, and 547 showed a decrease in BML volume. Knees with progressive BML had a higher risk of radiographic knee OA incidence compared to BML-free (HR:3.01, P<0.001) and regressing BML (HR:2.00, P<0.001) knees. They also had a higher risk for symptomatic OA incidence compared to BML-free knees (HR:1.25, P:0.001). Larger volume changes in BML progression were associated with a higher risk of knee OA incidence (radiographic HR:1.95, symptomatic HR:1.70, P-values<0.001). In all subchondral plates, especially the medial femur and tibia, BML progression was associated with a higher risk of developing both radiographic and symptomatic knee OA compared to BML-free plates.</p></div><div><h3>CONCLUSION</h3><p>Progressive BMLs, according to the subregion and volume changes extent, are associated with an increased risk of OA incidence compared to BML-free or regressing BML knees, emphasizing the importance of monitoring BML volume changes in evaluating early interventions to prevent OA incidence.</p></div>\",\"PeriodicalId\":74378,\"journal\":{\"name\":\"Osteoarthritis imaging\",\"volume\":\"4 \",\"pages\":\"Article 100188\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.sciencedirect.com/science/article/pii/S2772654124000163/pdfft?md5=faee3b96e63e5da066e94bc85850ed02&pid=1-s2.0-S2772654124000163-main.pdf\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Osteoarthritis imaging\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2772654124000163\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Osteoarthritis imaging","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2772654124000163","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
PROGRESSION OF BONE MARROW LESION VOLUME IS ASSOCIATED WITH AN INCREASED RISK OF RADIOGRAPHIC AND SYMTOMATIC KNEE OSTEOARTHRITIS: A PROSPECTIVE ANALYSIS OF KNEE MRIS FROM OSTEOARTHRITIS INITIATIVE COHORT
INTRODUCTION
Bone marrow lesions (BMLs) are a risk factor for incident knee OA and deep-learning (DL) methods can help in automated segmentation and risk prediction.
OBJECTIVE
To develop and validate a DL model for quantifying tibiofemoral BML volume from MRIs in knees without radiographic OA and assess the association between longitudinal changes and knee OA incidence.
METHODS
The DL model segmented tibiofemoral joint into 10 subregions (akin to MRI Osteoarthritis Knee Score (MOAKS) system) and measured BML volume in each subregion. Baseline and 4th-year follow-up MRIs from 4700 participants (9400 knees) of the OAI cohort were analyzed. Knees without OA at baseline (KLG<2) were categorized into three groups based on 4-year BML volume changes: BML-free, regressing BML, and progressive BML. Over a 9-year period, the risk of radiographic and symptomatic knee OA incidence was compared among these groups.
RESULTS
We included 3869 non-OA knees from 2430 participants (age mean ± SD: 59.5±9.0, female/male:1.3). At the 4th-year follow-up, 2216 remained BML-free, 1106 showed an increase, and 547 showed a decrease in BML volume. Knees with progressive BML had a higher risk of radiographic knee OA incidence compared to BML-free (HR:3.01, P<0.001) and regressing BML (HR:2.00, P<0.001) knees. They also had a higher risk for symptomatic OA incidence compared to BML-free knees (HR:1.25, P:0.001). Larger volume changes in BML progression were associated with a higher risk of knee OA incidence (radiographic HR:1.95, symptomatic HR:1.70, P-values<0.001). In all subchondral plates, especially the medial femur and tibia, BML progression was associated with a higher risk of developing both radiographic and symptomatic knee OA compared to BML-free plates.
CONCLUSION
Progressive BMLs, according to the subregion and volume changes extent, are associated with an increased risk of OA incidence compared to BML-free or regressing BML knees, emphasizing the importance of monitoring BML volume changes in evaluating early interventions to prevent OA incidence.