Automated ultrasound system ARTHUR V.2.0 with AI analysis DIANA V.2.0 matches expert rheumatologist in hand joint assessment of rheumatoid arthritis patients.

IF 4.7 2区 医学 Q1 RHEUMATOLOGY
Bill Aplin Frederiksen, Hilde Berner Hammer, Lene Terslev, Mads Ammitzbøll-Danielsen, Thiusius Rajeeth Savarimuthu, Anders Bossel Holst Weber, Søren Andreas Just
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Abstract

Objective: To evaluate the agreement and repeatability of an automated robotic ultrasound system (ARTHUR V.2.0) combined with an AI model (DIANA V.2.0) in assessing synovial hypertrophy (SH) and Doppler activity in rheumatoid arthritis (RA) patients, using an expert rheumatologist's assessment as the reference standard.

Methods: 30 RA patients underwent two consecutive ARTHUR V.2.0 scans and rheumatologist assessment of 22 hand joints, with the rheumatologist blinded to the automated system's results. Images were scored for SH and Doppler by DIANA V.2.0 using the EULAR-OMERACT scale (0-3). The agreement was evaluated by weighted Cohen's kappa, percent exact agreement (PEA), percent close agreement (PCA) and binary outcomes using Global OMERACT-EULAR Synovitis Scoring (healthy ≤1 vs diseased ≥2). Comparisons included intra-robot repeatability and agreement with the expert rheumatologist and a blinded independent assessor.

Results: ARTHUR successfully scanned 564 out of 660 joints, corresponding to an overall success rate of 85.5%. Intra-robot agreement for SH: PEA 63.0%, PCA 93.0%, binary 90.5% and for Doppler, PEA 74.8%, PCA 93.7%, binary 88.1% and kappa values of 0.54 and 0.49. Agreement between ARTHUR+DIANA and the rheumatologist: SH (PEA 57.9%, PCA 92.9%, binary 87.3%, kappa 0.38); Doppler (PEA 77.3%, PCA 94.2%, binary 91.2%, kappa 0.44) and with the independent assessor: SH (PEA 49.0%, PCA 91.2%, binary 80.0%, kappa 0.39); Doppler (PEA 62.6%, PCA 94.4%, binary 88.1%, kappa 0.48).

Conclusions: ARTHUR V.2.0 and DIANA V.2.0 demonstrated repeatability on par with intra-expert agreement reported in the literature and showed encouraging agreement with human assessors, though further refinement is needed to optimise performance across specific joints.

自动超声系统ARTHUR V.2.0与人工智能分析DIANA V.2.0匹配风湿性关节炎专家的手关节评估类风湿性关节炎患者。
目的:评价自动机器人超声系统(ARTHUR V.2.0)联合人工智能模型(DIANA V.2.0)评估类风湿关节炎(RA)患者滑膜肥厚(SH)和多普勒活动的一致性和可重复性,以风湿病专家的评估作为参考标准。方法:30例RA患者接受了两次连续的ARTHUR V.2.0扫描和风湿病学家对22个手部关节的评估,风湿病学家对自动化系统的结果不知情。采用EULAR-OMERACT评分(0-3),采用DIANA V.2.0对图像进行SH和Doppler评分。采用加权Cohen’s kappa、精确一致性百分比(PEA)、接近一致性百分比(PCA)和使用Global OMERACT-EULAR滑膜炎评分(健康≤1 vs患病≥2)的二元结果来评估一致性。比较包括机器人内部的重复性和风湿病专家和盲法独立评估的一致性。结果:在660个关节中,ARTHUR扫描成功564个,总体成功率为85.5%。机器人内部一致性SH: PEA 63.0%, PCA 93.0%,二进制90.5%,多普勒,PEA 74.8%, PCA 93.7%,二进制88.1%,kappa值分别为0.54和0.49。ARTHUR+DIANA与风湿病专家的一致性:SH (PEA 57.9%, PCA 92.9%, binary 87.3%, kappa 0.38);多普勒(PEA 77.3%, PCA 94.2%,二进制91.2%,kappa 0.44)和独立评估者:SH (PEA 49.0%, PCA 91.2%,二进制80.0%,kappa 0.39);多普勒(PEA 62.6%, PCA 94.4%, binary 88.1%, kappa 0.48)。结论:ARTHUR V.2.0和DIANA V.2.0证明了与文献中报告的专家一致的可重复性,并显示了与人类评估者令人鼓舞的一致,尽管需要进一步改进以优化特定关节的性能。
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来源期刊
RMD Open
RMD Open RHEUMATOLOGY-
CiteScore
7.30
自引率
6.50%
发文量
205
审稿时长
14 weeks
期刊介绍: RMD Open publishes high quality peer-reviewed original research covering the full spectrum of musculoskeletal disorders, rheumatism and connective tissue diseases, including osteoporosis, spine and rehabilitation. Clinical and epidemiological research, basic and translational medicine, interesting clinical cases, and smaller studies that add to the literature are all considered.
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