Statistical shape modelling for the analysis of head shape variations

被引:20
|
作者
Heutinck, Pam [1 ,4 ]
Knoops, Paul [1 ]
Rodriguez Florez, Naiara [2 ,5 ]
Biffi, Benedetta [3 ]
Breakey, William [1 ]
James, Greg [1 ]
Koudstaal, Maarten [4 ]
Schievano, Silvia [1 ,3 ]
Dunaway, David [1 ]
Jeelani, Owase [1 ]
Borghi, Alessandro [1 ]
机构
[1] UCL GOS Inst Child Hlth, Great Ormond St Hosp, London, England
[2] Univ Navarra, TECNUN Escuela Ingn, San Sebastian, Spain
[3] UCL Inst Cardiovasc Sci, London, England
[4] Erasmus MC Hosp, Rotterdam, Netherlands
[5] Basque Fdn Sci, Ikerbasque, Bilbao, Spain
基金
英国工程与自然科学研究理事会; 欧洲研究理事会;
关键词
Normal head shape; Craniosynostosis; Statistical shape modelling; Spring assisted cranioplasty; SPRING-ASSISTED SURGERY; SAGITTAL CRANIOSYNOSTOSIS; OUTCOMES;
D O I
10.1016/j.jcms.2021.02.020
中图分类号
R78 [口腔科学];
学科分类号
1003 ;
摘要
The aim of this study is, firstly, to create a population-based 3D head shape model for the 0 to 2-year-old subjects to describe head shape variability within a normal population and, secondly, to test a combined normal and sagittal craniosynostosis (SAG) population model, able to provide surgical outcome assessment. 3D head shapes of patients affected by non-cranial related pathologies and of SAG patients (pre- and post-op) were extracted either from head CTs or 3D stereophotography scans, and processed. Statistical shape modelling (SSM) was used to describe shape variability using two models - a normal population model (MODEL1) and a combined normal and SAG population model (MODEL2). Head shape variability was described via principal components analysis (PCA) which calculates shape modes describing specific shape features. MODEL1 (n - 65) mode 1 showed statistical correlation (p < 0.001) with width (125.8 +/- 13.6 mm), length (151.3 +/- 17.4 mm) and height (112.5 +/- 11.1 mm) whilst mode 2 showed correlation with cranial index ( 83.5 mm +/- 6.3 mm, p < 0.001). The remaining 9 modes showed more subtle head shape variability. MODEL2 (n = 159) revealed that post-operative head shape still did not achieve full shape normalization with either spring cranioplasty or total calvarial remodelling. This study proves that SSM has the potential to describe detailed anatomical variations in a paediatric population. (C) 2021 European Association for Cranio-Maxillo-Facial Surgery. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:449 / 455
页数:7
相关论文
共 50 条
  • [41] Variations in Head-and-Face Shape of Chinese Civilian Workers
    Liu, Yuewei
    Xi, Pengcheng
    Joseph, Michael
    Zhuang, Ziqing
    Shu, Chang
    Jiang, Luman
    Bergman, Michael
    Chen, Weihong
    ANNALS OF OCCUPATIONAL HYGIENE, 2015, 59 (07): : 932 - 944
  • [42] Head-and-face shape variations of US civilian workers
    Zhuang, Ziqing
    Shu, Chang
    Xi, Pengcheng
    Bergman, Michael
    Joseph, Michael
    APPLIED ERGONOMICS, 2013, 44 (05) : 775 - 784
  • [43] Unique shape variations of hind and midfoot bones in flatfoot subjects-A statistical shape modeling approach
    Verbruggen, Ferdia Fallon
    Killen, Bryce A.
    Burssens, Arne
    Boey, Hannelore
    Vander Sloten, Jos
    Jonkers, Ilse
    CLINICAL ANATOMY, 2023, 36 (06) : 848 - 857
  • [44] A Combined Statistical Shape Model of the Scalp and Skull of the Human Head
    Danckaers, Femke
    Lacko, Daniel
    Verwulgen, Stijn
    De Bruyne, Guido
    Huysmans, Toon
    Sijbers, Jan
    ADVANCES IN HUMAN FACTORS IN SIMULATION AND MODELING (AHFE 2017), 2018, 591 : 538 - 548
  • [45] Regional plantar forces and surface geometry variations of a chronic ankle instability population described by statistical shape modelling
    Yu, Peimin
    Cen, Xuanzhen
    Xiang, Liangliang
    Mei, Qichang
    Wang, Alan
    Gu, Yaodong
    Fernandez, Justin
    GAIT & POSTURE, 2023, 106 : 11 - 17
  • [46] TEMPLATE-BASED STATISTICAL SHAPE MODELLING ON DEFORMATION SPACE
    Demisse, Girum G.
    Aouada, Djamila
    Ottersten, Bjorn
    2015 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2015, : 4386 - 4390
  • [47] Optimal scan planning with statistical shape modelling of the levator ani
    Lee, SL
    Horkaew, P
    Darzi, A
    Yang, GZ
    MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION - MICCAI 2003, PT 1, 2003, 2878 : 714 - 721
  • [48] Statistical Shape Modelling: How Many Modes Should be Retained?
    Mei, Lin
    Figl, Michael
    Rueckert, Daniel
    Darzi, Ara
    Edwards, Philip
    2008 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS, VOLS 1-3, 2008, : 343 - 350
  • [49] Sample Sufficiency and Number of Modes to Retain in Statistical Shape Modelling
    Mei, Lin
    Figl, Michael
    Rucckert, Daniel
    Darzi, Ara
    Edwards, Philip
    MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION - MICCAI 2008, PT I, PROCEEDINGS, 2008, 5241 : 425 - 433
  • [50] Automatic statistical analysis of ear shape anthropometrics of an international ear shape database
    Kaneko, Shoken
    Suenaga, Tsukasa
    Okumura, Hiraku
    Kim, Sungyoung
    2019 AES INTERNATIONAL CONFERENCE ON IMMERSIVE AND INTERACTIVE AUDIO, 2019,