Automated identification of anatomical anomalies in the hyoid region of cleft lip and palate patients

Introduction: Systematic identification of anatomical variants and anomalies in large patient populations remains problematic. The purpose of this study is to determine whether anatomical anomalies of the hyoid region can be quantitatively characterized, and corresponding subjects can be identified...

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Main Authors: Ahmed Z. Abdelkarim, Ayman R. Khalifa, Jenna Maligro, Carson Wong, Nicholas Lozanoff, Michael Farrell, James Farrell, Scott Lozanoff
Format: Article
Language:English
Published: Elsevier 2021-06-01
Series:Translational Research in Anatomy
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2214854X2030042X
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spelling doaj-5226ced0483240eab829833862b47d512021-06-13T04:38:33ZengElsevierTranslational Research in Anatomy2214-854X2021-06-0123100103Automated identification of anatomical anomalies in the hyoid region of cleft lip and palate patientsAhmed Z. Abdelkarim0Ayman R. Khalifa1Jenna Maligro2Carson Wong3Nicholas Lozanoff4Michael Farrell5James Farrell6Scott Lozanoff7Department of Anatomy, Biochemistry &amp; Physiology, JABSOM, Honolulu, HI, 96813, USA; Department of Oral and Maxillofacial Radiology, University of Texas Health Sciences Center at San Antonio, San Antonio, TX, 78229, USADepartment of Anatomy, Biochemistry &amp; Physiology, JABSOM, Honolulu, HI, 96813, USA; Department of Pedodontics &amp; Orthodontics, Faculty of Dentistry, October 6 University, Giza, EgyptDepartment of Anatomy, Biochemistry &amp; Physiology, JABSOM, Honolulu, HI, 96813, USA; Corresponding author. Department of Anatomy, Biochemistry &amp; Physiology, JABSOM, 651 Ilalo Street Honolulu, HI, 96813, USA.Department of Mechanical Engineering, University of Hawaii at Manoa, Honolulu, HI, 96822, USADepartment of Mechanical Engineering, University of Hawaii at Manoa, Honolulu, HI, 96822, USAVert Studio LLC, San Diego, CA, 92107, USADepartment of Anatomy, Biochemistry &amp; Physiology, JABSOM, Honolulu, HI, 96813, USA; Vigil Inc, Severna Park, MD, 21146, USADepartment of Anatomy, Biochemistry &amp; Physiology, JABSOM, Honolulu, HI, 96813, USA; ER3d Group, Honolulu, HI, 96833, USAIntroduction: Systematic identification of anatomical variants and anomalies in large patient populations remains problematic. The purpose of this study is to determine whether anatomical anomalies of the hyoid region can be quantitatively characterized, and corresponding subjects can be identified within a large cohort of cleft lip and palate (CLP) patients Methods: Software was developed (er3d.com) comprising Procrustes transformation (PT) followed by shape state extraction and thin plate spline description. Validation was achieved by simulating specific affine and non-affine geometric changes utilizing a set of 3D printed geometries and assessing expected outcomes. Subsequently, scans derived from cone beam computed tomography (CBCT) of three primary groups were analyzed including control subjects, unilateral CLP, and bilateral CLP patients with each affected group divided into either growing (<18 years of age) or non-growing (adult) subgroups. Cervical neck structures including the hyoid bone and contiguous vertebra were identified on CBCT scans and corresponding anatomical landmarks were analyzed. Results: Size dominated the system with CLP patients displaying smaller hyoid regions in comparison to controls (90% variance reduction through PT; ANOVA, 6 linear distances, p ≤ .001; PCA eigenvector I = 79%). CLP patients displayed hyoid regions that were shorter and wider compared with control patients that were higher and narrower (TPS visualization). Shape states data were used to identify anatomical outliers graphically with landmarks #3, #4, #6 (hyoid body to the third cervical vertebra) showing greatest variability while three bilateral CLP patients are readily identifiable as outliers. Conclusions: These data support the hypothesis that CLP affects size of the hyoid apparatus while shape is less affected, but contrasts patients based on height and width of the hyoid region. The methodology developed and applied here demonstrates a potential approach for rapid and automatic identification of patients with the most extreme anomalous hyoid anatomy within a large sample.http://www.sciencedirect.com/science/article/pii/S2214854X2030042XCleft lip and palateShape statesProcrustes analysisThin plate splineHyoid bone
collection DOAJ
language English
format Article
sources DOAJ
author Ahmed Z. Abdelkarim
Ayman R. Khalifa
Jenna Maligro
Carson Wong
Nicholas Lozanoff
Michael Farrell
James Farrell
Scott Lozanoff
spellingShingle Ahmed Z. Abdelkarim
Ayman R. Khalifa
Jenna Maligro
Carson Wong
Nicholas Lozanoff
Michael Farrell
James Farrell
Scott Lozanoff
Automated identification of anatomical anomalies in the hyoid region of cleft lip and palate patients
Translational Research in Anatomy
Cleft lip and palate
Shape states
Procrustes analysis
Thin plate spline
Hyoid bone
author_facet Ahmed Z. Abdelkarim
Ayman R. Khalifa
Jenna Maligro
Carson Wong
Nicholas Lozanoff
Michael Farrell
James Farrell
Scott Lozanoff
author_sort Ahmed Z. Abdelkarim
title Automated identification of anatomical anomalies in the hyoid region of cleft lip and palate patients
title_short Automated identification of anatomical anomalies in the hyoid region of cleft lip and palate patients
title_full Automated identification of anatomical anomalies in the hyoid region of cleft lip and palate patients
title_fullStr Automated identification of anatomical anomalies in the hyoid region of cleft lip and palate patients
title_full_unstemmed Automated identification of anatomical anomalies in the hyoid region of cleft lip and palate patients
title_sort automated identification of anatomical anomalies in the hyoid region of cleft lip and palate patients
publisher Elsevier
series Translational Research in Anatomy
issn 2214-854X
publishDate 2021-06-01
description Introduction: Systematic identification of anatomical variants and anomalies in large patient populations remains problematic. The purpose of this study is to determine whether anatomical anomalies of the hyoid region can be quantitatively characterized, and corresponding subjects can be identified within a large cohort of cleft lip and palate (CLP) patients Methods: Software was developed (er3d.com) comprising Procrustes transformation (PT) followed by shape state extraction and thin plate spline description. Validation was achieved by simulating specific affine and non-affine geometric changes utilizing a set of 3D printed geometries and assessing expected outcomes. Subsequently, scans derived from cone beam computed tomography (CBCT) of three primary groups were analyzed including control subjects, unilateral CLP, and bilateral CLP patients with each affected group divided into either growing (<18 years of age) or non-growing (adult) subgroups. Cervical neck structures including the hyoid bone and contiguous vertebra were identified on CBCT scans and corresponding anatomical landmarks were analyzed. Results: Size dominated the system with CLP patients displaying smaller hyoid regions in comparison to controls (90% variance reduction through PT; ANOVA, 6 linear distances, p ≤ .001; PCA eigenvector I = 79%). CLP patients displayed hyoid regions that were shorter and wider compared with control patients that were higher and narrower (TPS visualization). Shape states data were used to identify anatomical outliers graphically with landmarks #3, #4, #6 (hyoid body to the third cervical vertebra) showing greatest variability while three bilateral CLP patients are readily identifiable as outliers. Conclusions: These data support the hypothesis that CLP affects size of the hyoid apparatus while shape is less affected, but contrasts patients based on height and width of the hyoid region. The methodology developed and applied here demonstrates a potential approach for rapid and automatic identification of patients with the most extreme anomalous hyoid anatomy within a large sample.
topic Cleft lip and palate
Shape states
Procrustes analysis
Thin plate spline
Hyoid bone
url http://www.sciencedirect.com/science/article/pii/S2214854X2030042X
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