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全髋关节置换术中用于个性化股骨假体选择的CT参数的人工智能辅助3D规划

AI-Assisted 3D Planning of CT Parameters for Personalized Femoral Prosthesis Selection in Total Hip Arthroplasty.

作者信息

Yang Tian-Jiao, Qian Wei

机构信息

Department of Orthopedics, Renmin Hospital of Hubei University of Medicine, Shiyan, Hubei, 442000, People's Republic of China.

出版信息

Ther Clin Risk Manag. 2025 Jun 18;21:905-916. doi: 10.2147/TCRM.S521755. eCollection 2025.


DOI:10.2147/TCRM.S521755
PMID:40547822
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12182742/
Abstract

OBJECTIVE: To investigate the efficacy of CT measurement parameters combined with AI-assisted 3D planning for personalized femoral prosthesis selection in total hip arthroplasty (THA). METHODS: A retrospective analysis was conducted on clinical data from 247 patients with unilateral hip or knee joint disorders treated at Renmin Hospital of Hubei University of Medicine between April 2021 and February 2024. All patients underwent preoperative full-pelvis and bilateral full-length femoral CT scans. The raw CT data were imported into Mimics 19.0 software to reconstruct a three-dimensional (3D) model of the healthy femur. Using 3-matic Research 11.0 software, the femoral head rotation center was located, and parameters including femoral head diameter (FHD), femoral neck length (FNL), femoral neck-shaft angle (FNSA), femoral offset (FO), femoral neck anteversion angle (FNAA), tip-apex distance (TAD), and tip-apex angle (TAA) were measured. AI-assisted THA 3D planning system AIJOINT V1.0.0.0 software was used for preoperative planning and design, enabling personalized selection of femoral prostheses with varying neck-shaft angles and surgical simulation. Groups were compared by gender, age, and parameters. ROC curves evaluated prediction efficacy. RESULTS: Females exhibited smaller FHD, FNL, FO, TAD, TAA but larger FNSA/FNAA vs males (P<0.05). Patients >65 years had higher FO, TAD, TAA (P<0.05). TAD-TAA correlation was strong (r=0.954), while FNSA negatively correlated with TAD/TAA (r=-0.773/-0.701). ROC analysis demonstrated high predictive accuracy: TAD (AUC=0.891, sensitivity=91.7%, specificity=87.6%) and TAA (AUC=0.882, sensitivity=100%, specificity=88.8%). CONCLUSION: CT parameters (TAA, TAD, FNSA, FO) are interrelated and effective predictors for femoral prosthesis selection. Integration with AI-assisted planning optimizes personalized THA, reducing biomechanical mismatch risks.

摘要

目的:探讨CT测量参数联合人工智能辅助3D规划在全髋关节置换术(THA)中个性化股骨假体选择的疗效。 方法:回顾性分析2021年4月至2024年2月在湖北医药学院附属人民医院接受治疗的247例单侧髋关节或膝关节疾病患者的临床资料。所有患者均接受术前全骨盆及双侧股骨全长CT扫描。将原始CT数据导入Mimics 19.0软件,重建健康股骨的三维(3D)模型。使用3-matic Research 11.0软件,定位股骨头旋转中心,并测量包括股骨头直径(FHD)、股骨颈长度(FNL)、股骨颈干角(FNSA)、股骨偏心距(FO)、股骨颈前倾角(FNAA)、尖顶距(TAD)和尖顶角(TAA)等参数。使用人工智能辅助THA 3D规划系统AIJOINT V1.0.0.0软件进行术前规划和设计,实现不同颈干角股骨假体的个性化选择及手术模拟。按性别、年龄和参数对各组进行比较。通过ROC曲线评估预测疗效。 结果:女性的FHD、FNL、FO、TAD、TAA较男性小,但FNSA/FNAA较男性大(P<0.05)。65岁以上患者的FO、TAD、TAA较高(P<0.05)。TAD与TAA相关性强(r=0.954),而FNSA与TAD/TAA呈负相关(r=-0.773/-0.701)。ROC分析显示预测准确性高:TAD(AUC=0.891,灵敏度=91.7%,特异度=87.6%)和TAA(AUC=0.882,灵敏度=100%,特异度=88.8%)。 结论:CT参数(TAA、TAD、FNSA、FO)相互关联,是股骨假体选择的有效预测指标。与人工智能辅助规划相结合可优化个性化THA,降低生物力学不匹配风险。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f638/12182742/2570d760ad46/TCRM-21-905-g0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f638/12182742/a023b95b236f/TCRM-21-905-g0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f638/12182742/aa172154f4b3/TCRM-21-905-g0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f638/12182742/40f89293a320/TCRM-21-905-g0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f638/12182742/2570d760ad46/TCRM-21-905-g0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f638/12182742/a023b95b236f/TCRM-21-905-g0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f638/12182742/aa172154f4b3/TCRM-21-905-g0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f638/12182742/40f89293a320/TCRM-21-905-g0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f638/12182742/2570d760ad46/TCRM-21-905-g0004.jpg

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AI-Assisted 3D Planning of CT Parameters for Personalized Femoral Prosthesis Selection in Total Hip Arthroplasty.

Ther Clin Risk Manag. 2025-6-18

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本文引用的文献

[1]
Development and Validation of an Artificial Intelligence Preoperative Planning and Patient-Specific Instrumentation System for Total Knee Arthroplasty.

Bioengineering (Basel). 2023-12-13

[2]
The variability of CT scan protocols for total hip arthroplasty: a call for harmonisation.

EFORT Open Rev. 2023-11-1

[3]
Advancement in total hip implant: a comprehensive review of mechanics and performance parameters across diverse novelties.

J Mater Chem B. 2023-11-15

[4]
How Do the Morphological Abnormalities of Femoral Head and Neck, Femoral Shaft and Femoral Condyle Affect the Occurrence and Development of Medial Knee Osteoarthritis.

Orthop Surg. 2023-12

[5]
CT-based navigation for total hip arthroplasty: a meta-analysis.

Eur J Med Res. 2023-10-18

[6]
Digital measurement and clinical significance of proximal femur in the older people of Inner Mongolia population, China.

BMC Geriatr. 2023-10-6

[7]
[Analysis of factors associated with the influence of femoral stem anteversion after total hip arthroplasty].

Zhongguo Xiu Fu Chong Jian Wai Ke Za Zhi. 2023-9-15

[8]
Acute Total Hip Replacement for Geriatric Acetabular Fracture: Anterior Intrapelvic Approach + Posterolateral Approach.

J Orthop Trauma. 2023-8-1

[9]
The effect of pre-fracture proximal femur geometry on hip fracture type in elderly patients.

Medicine (Baltimore). 2023-5-12

[10]
Efficacy of the Pre-operative Three-Dimensional (3D) CT Scan Templating in Predicting Accurate Implant Size and Alignment in Robot Assisted Total Knee Arthroplasty.

Indian J Orthop. 2022-9-17

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