Association of AI-determined Kellgren-Lawrence grade with medial meniscus extrusion and cartilage thickness by AI-based 3D MRI analysis in early knee osteoarthritis

被引:8
|
作者
Sekiya, Ichiro [1 ,7 ]
Katano, Hisako [1 ]
Guermazi, Ali [2 ]
Miura, Yugo [1 ]
Okanouchi, Noriya [1 ]
Tomita, Makoto [3 ]
Masumoto, Jun [4 ]
Kitazume, Yoshio [5 ]
Koga, Hideyuki [6 ]
Ozeki, Nobutake [1 ]
机构
[1] Tokyo Med & Dent Univ, Ctr Stem Cell & Regenerat Med, Tokyo, Japan
[2] Boston Univ, Quantitat Imaging Ctr, Sch Med, Dept Radiol, Boston, MA USA
[3] Yokohama City Univ, Sch Data Sci, Grad Sch Data Sci, Kanagawa, Japan
[4] Fujifilm Corp, Tokyo, Japan
[5] Tokyo Med & Dent Univ, Dept Diagnost Radiol & Nucl Med, Tokyo, Japan
[6] Tokyo Med & Dent Univ, Grad Sch Med & Dent Sci, Dept Joint Surg & Sports Med, Tokyo, Japan
[7] Tokyo Med & Dent Univ TMDU, Ctr Stem Cell & Regenerat Med, 1-5-45 Yushima,Bunkyo Ku, Tokyo 1138510, Japan
关键词
RADIOGRAPHY; JOINTS;
D O I
10.1038/s41598-023-46953-9
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The associations among Kellgren-Lawrence (KL) grade, medial meniscus extrusion (MME), and cartilage thickness in knee osteoarthritis (OA) remain insufficiently understood. Our aim was to determine these associations in early to moderate medial tibiofemoral knee OA. We included 469 subjects with no lateral OA from the Kanagawa Knee Study. KL grade was assessed using artificial intelligence (AI) software. The MME was measured by MRI, and the cartilage thickness was evaluated in 18 subregions of the medial femorotibial joint by another AI system. The median MME width was 1.4 mm in KL0, 1.5 mm in KL1, 2.4 mm in KL2, and 6.0 mm in KL3. Cartilage thinning in the medial femur occurred in the anterior central subregion in KL1, expanded inwardly in KL2, and further expanded in KL3. Cartilage thinning in the medial tibia occurred in the anterior and middle external subregions in KL1, expanded into the anterior and middle central subregions in KL2, and further expanded in KL3. The absolute correlation coefficient between MME width and cartilage thickness increased as the KL grade increased in some subregions. This study provides novel insights into the early stages of knee OA and potentially has implications for the development of early intervention strategies.
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页数:14
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