MRI-based Texture Analysis of Infrapatellar Fat Pad to Predict Knee Osteoarthritis Incidence

被引:51
|
作者
Li, Jia [1 ,2 ]
Fu, Shuai [3 ]
Gong, Ze [4 ,5 ]
Zhu, Zhaohua [1 ]
Zeng, Dong [3 ]
Cao, Peihua [1 ]
Lin, Ting [6 ]
Chen, Tianyu [1 ,7 ]
Wang, Xiaoshuai [1 ]
Lartey, Richard [8 ]
Kwoh, C. Kent [9 ,10 ]
Guermazi, Ali [11 ]
Roemer, Frank W. [11 ,12 ]
Hunter, David J. [1 ,13 ,14 ]
Ma, Jianhua [3 ]
Ding, Changhai [1 ,15 ]
机构
[1] Southern Med Univ, Zhujiang Hosp, Clin Res Ctr, Guangzhou, Guangdong, Peoples R China
[2] Southern Med Univ, Nanfang Hosp, Dept Orthoped, Guangzhou, Guangdong, Peoples R China
[3] Southern Med Univ, Sch Biomed Engn, Guangzhou, Peoples R China
[4] Southern Med Univ, Zhujiang Hosp, Dept Rehabil Med, Guangzhou, Peoples R China
[5] Southern Med Univ, Sch Rehabil Med, Guangzhou, Peoples R China
[6] Southern Med Univ, Zhujiang Hosp, Dept Radiol, Guangzhou, Peoples R China
[7] Southern Med Univ, Dept Orthoped, Affiliated Hosp 3, Guangzhou, Peoples R China
[8] Cleveland Clin, Lerner Res Inst, Dept Biomed Engn, Cleveland, OH 44106 USA
[9] Univ Arizona, Coll Med, Tucson, AZ USA
[10] Univ Pittsburgh, Grad Sch Publ Hlth, Pittsburgh, PA USA
[11] Boston Univ, Sch Med, VA Boston Healthcare Syst, Dept Radiol, Boston, MA USA
[12] Univ Erlangen Nurnberg, Dept Radiol, Erlangen, Germany
[13] Royal North Shore Hosp, Dept Rheumatol, Sydney, NSW, Australia
[14] Univ Sydney, Sydney Musculoskeletal Hlth, Kolling Inst, Sydney, NSW, Australia
[15] Univ Tasmania, Menzies Inst Med Res, Hobart, Tas, Australia
基金
美国国家卫生研究院; 中国国家自然科学基金;
关键词
SIGNAL INTENSITY; OA;
D O I
10.1148/radiol.212009
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Background Infrapatellar fat pad (IPFP) quality has been implicated as a marker for predicting knee osteoarthritis (KOA); however, no valid quantification for subtle IPFP abnormalities has been established. Purpose To investigate whether MRI-based three-dimensional texture analysis of IPFP abnormalities could help predict incident radiographic KOA. Materials and Methods In this prospective nested case-control study, 690 participants whose knees were at risk for KOA were included from the Pivotal Osteoarthritis Initiative MRI Analyses incident osteoarthritis cohort. All knees had a Kellgren-Lawrence grade of 1 or less at baseline. During the 4-year follow-up, case participants were matched 1:1 to control participants, with incident radiographic KOA as the outcome. MRI scans were segmented at the incident time point of KOA (hereafter, P0), 1 year before P0 (hereafter, P-1), and baseline. MRI-based three-dimensional texture analysis was performed to extract IPFP texture features. Least absolute shrinkage and selection operator and multivariable logistic regressions were applied in the development cohort and evaluated in the test cohort. The area under the receiver operating characteristic curve (AUC) was used to evaluate the discriminative value of the clinical score, IPFP texture score, and MRI Osteoarthritis Knee Score. Results Participants were allocated to development (n = 500, 340 women; mean age, 60 years) and test (n = 190, 120 women; mean age, 61 years) cohorts. In both cohorts, IPFP texture scores (AUC >= 0.75 for all) showed greater discrimination than clinical scores (AUC <= 0.69 for all) at baseline, P-1, and P0, with significant differences in pairwise comparisons (P <= .002 for all). Greater predictive and concurrent validities of IPFP texture scores (AUC >= 0.75 for all) compared with MRI Osteoarthritis Knee Scores (AUC <= 0.66 for all) were also demonstrated (P < .001 for all). Conclusion MRI-based three-dimensional texture of the infrapatellar fat pad was associated with future development of knee osteoarthritis. (C) RSNA, 2022
引用
收藏
页码:611 / 621
页数:11
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