Literature DB >> 34351462

Digital twins, artificial intelligence, and machine learning technology to identify a real personalized motion axis of the tibiotalar joint for robotics in total ankle arthroplasty.

Philippe Hernigou1, Romain Olejnik2, Adonis Safar3, Sagi Martinov3, Jacques Hernigou3, Bruno Ferre4.   

Abstract

PURPOSE: Axial alignment of the talar implant in total ankle arthroplasty remains a major issue, since the real axis of motion of each patient is impossible to determine with usual techniques. Further knowledge regarding individual axis of motion of the ankle is therefore needed.
MATERIAL AND METHODS: Therefore, digital twins, artificial intelligence, and machine learning technology were used to identify a real personalized motion axis of the tibiotalar joint. Three-dimensional (3D) models of distal extremities were generated using computed tomography data of normal patients. Digital twins were used to reproduce the mobility of the ankles, and the real ankle of the patients was matched to the digital twin with machine learning technology.
RESULTS: The results showed that a personalized axis can be obtained for each patient. When the origin of the axis is the centre of mass of the talus, this axis can be represented in a geodesic system. The mean value of the axis is a line passing in first approximation through the centre of the sphere (with a variation of 3 mm from the centre of the mass of the talus) and through a point with the coordinates 91.6° west and 7.4° north (range 84° to 98° west; - 2° to 12° north). This study improves the understanding of the axis of the ankle, as well as its relationship to the possibility to use the geodesic system for robotic in ankle arthroplasty.
CONCLUSION: The consideration of a personalized axis of the ankle might be helpful for better understanding of ankle surgery and particularly total ankle arthroplasty.
© 2021. SICOT aisbl.

Entities:  

Keywords:  Ankle axis; Artificial intelligence; Digital twins; Geodesic axis of the ankle; Machine learning technology; Robotics; Tibiotalar joint; Total ankle arthroplasty

Year:  2021        PMID: 34351462     DOI: 10.1007/s00264-021-05175-2

Source DB:  PubMed          Journal:  Int Orthop        ISSN: 0341-2695            Impact factor:   3.075


  11 in total

1.  The mechanics of the foot. I. The joints.

Authors:  J H HICKS
Journal:  J Anat       Date:  1953-10       Impact factor: 2.610

2.  Failure to restore sagittal tibiotalar alignment in total ankle arthroplasty: Its relationship to the axis of the tibia and the positioning of the talar component.

Authors:  J Cho; Y Yi; T K Ahn; H J Choi; C H Park; D I Chun; J S Lee; W C Lee
Journal:  Bone Joint J       Date:  2015-11       Impact factor: 5.082

3.  Calculating the axes of rotation for the subtalar and talocrural joints using 3D bone reconstructions.

Authors:  W C H Parr; H J Chatterjee; C Soligo
Journal:  J Biomech       Date:  2012-01-28       Impact factor: 2.712

4.  A three-dimensional human model for the IBM/CATIA system.

Authors:  B Kayis; P A Iskander
Journal:  Appl Ergon       Date:  1994-12       Impact factor: 3.661

Review 5.  End-stage ankle osteoarthritis: arthroplasty offers better quality of life than arthrodesis with similar complication and re-operation rates-an updated meta-analysis of comparative studies.

Authors:  Daniele Fanelli; Michele Mercurio; Davide Castioni; Valentina Sanzo; Giorgio Gasparini; Olimpio Galasso
Journal:  Int Orthop       Date:  2021-05-04       Impact factor: 3.075

6.  The axis of rotation of the ankle joint.

Authors:  A Lundberg; O K Svensson; G Németh; G Selvik
Journal:  J Bone Joint Surg Br       Date:  1989-01

7.  The geometrical axis of the talocrural joint-Suggestions for a new measurement of the talocrural joint axis.

Authors:  Leif Claassen; Philipp Luedtke; Daiwei Yao; Sarah Ettinger; Kiriakos Daniilidis; Andrej M Nowakowski; Magdalena Mueller-Gerbl; Christina Stukenborg-Colsman; Christian Plaass
Journal:  Foot Ankle Surg       Date:  2018-02-10       Impact factor: 2.705

8.  The Hintegra total ankle replacement: survivorship, failure modes and patient reported outcomes in seventy consecutive cases with a minimum five year follow-up.

Authors:  Laura J Clifton; Anji Kingman; Paul R P Rushton; An Murty; Rajesh Kakwani; Jonathan Coorsh; David N Townshend
Journal:  Int Orthop       Date:  2021-06-18       Impact factor: 3.075

9.  Role of Rotation in Total Ankle Replacement.

Authors:  Ali-Asgar Najefi; Yaser Ghani; Andy Goldberg
Journal:  Foot Ankle Int       Date:  2019-08-12       Impact factor: 2.827

10.  Structured report data can be used to develop deep learning algorithms: a proof of concept in ankle radiographs.

Authors:  Daniel Pinto Dos Santos; Sebastian Brodehl; Bettina Baeßler; Gordon Arnhold; Thomas Dratsch; Seung-Hun Chon; Peter Mildenberger; Florian Jungmann
Journal:  Insights Imaging       Date:  2019-09-23
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  2 in total

1.  Bone conductivity and spine fluoroscopy, Hand-Eye-Ear dialogue, during pedicle screw positioning: a new human cognitive system for precision and radiation-decrease; better than artificial intelligence and machine learning system?

Authors:  Harkirat Bhogal; Sagi Martinov; Pauline Buteau; Olivier Bath; Jacques Hernigou
Journal:  Int Orthop       Date:  2022-08-05       Impact factor: 3.479

2.  Ankle and foot surgery: from arthrodesis to arthroplasty, three dimensional printing, sensors, artificial intelligence, machine learning technology, digital twins, and cell therapy.

Authors:  Philippe Hernigou; Marius M Scarlat
Journal:  Int Orthop       Date:  2021-09       Impact factor: 3.075

  2 in total

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