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Correlation Analysis of Nasal Septum Deviation and Results of AI-Driven Automated 3D Cephalometric Analysis

The nasal septum is believed to play a crucial role in the development of the craniofacial skeleton. Nasal septum deviation (NSD) is a common condition, affecting 18–65% of individuals. This study aimed to assess the prevalence of NSD and its potential association with abnormalities detected through...

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Autores principales: Kazimierczak, Natalia, Kazimierczak, Wojciech, Serafin, Zbigniew, Nowicki, Paweł, Lemanowicz, Adam, Nadolska, Katarzyna, Janiszewska-Olszowska, Joanna
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10607148/
https://www.ncbi.nlm.nih.gov/pubmed/37892759
http://dx.doi.org/10.3390/jcm12206621
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author Kazimierczak, Natalia
Kazimierczak, Wojciech
Serafin, Zbigniew
Nowicki, Paweł
Lemanowicz, Adam
Nadolska, Katarzyna
Janiszewska-Olszowska, Joanna
author_facet Kazimierczak, Natalia
Kazimierczak, Wojciech
Serafin, Zbigniew
Nowicki, Paweł
Lemanowicz, Adam
Nadolska, Katarzyna
Janiszewska-Olszowska, Joanna
author_sort Kazimierczak, Natalia
collection PubMed
description The nasal septum is believed to play a crucial role in the development of the craniofacial skeleton. Nasal septum deviation (NSD) is a common condition, affecting 18–65% of individuals. This study aimed to assess the prevalence of NSD and its potential association with abnormalities detected through cephalometric analysis using artificial intelligence (AI) algorithms. The study included CT scans of 120 consecutive, post-traumatic patients aged 18–30. Cephalometric analysis was performed using an AI web-based software, CephX. The automatic analysis comprised all the available cephalometric analyses. NSD was assessed using two methods: maximum deviation from an ideal non-deviated septum and septal deviation angle (SDA). The concordance of repeated manual measurements and automatic analyses was assessed. Of the 120 cases, 90 met the inclusion criteria. The AI-based cephalometric analysis provided comprehensive reports with over 100 measurements. Only the hinge axis angle (HAA) and SDA showed significant (p = 0.039) negative correlations. The rest of the cephalometric analyses showed no correlation with the NSD indicators. The analysis of the agreement between repeated manual measurements and automatic analyses showed good-to-excellent concordance, except in the case of two angular measurements: LI-N-B and Pr-N-A. The CephX AI platform showed high repeatability in automatic cephalometric analyses, demonstrating the reliability of the AI model for most cephalometric analyses.
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spelling pubmed-106071482023-10-28 Correlation Analysis of Nasal Septum Deviation and Results of AI-Driven Automated 3D Cephalometric Analysis Kazimierczak, Natalia Kazimierczak, Wojciech Serafin, Zbigniew Nowicki, Paweł Lemanowicz, Adam Nadolska, Katarzyna Janiszewska-Olszowska, Joanna J Clin Med Article The nasal septum is believed to play a crucial role in the development of the craniofacial skeleton. Nasal septum deviation (NSD) is a common condition, affecting 18–65% of individuals. This study aimed to assess the prevalence of NSD and its potential association with abnormalities detected through cephalometric analysis using artificial intelligence (AI) algorithms. The study included CT scans of 120 consecutive, post-traumatic patients aged 18–30. Cephalometric analysis was performed using an AI web-based software, CephX. The automatic analysis comprised all the available cephalometric analyses. NSD was assessed using two methods: maximum deviation from an ideal non-deviated septum and septal deviation angle (SDA). The concordance of repeated manual measurements and automatic analyses was assessed. Of the 120 cases, 90 met the inclusion criteria. The AI-based cephalometric analysis provided comprehensive reports with over 100 measurements. Only the hinge axis angle (HAA) and SDA showed significant (p = 0.039) negative correlations. The rest of the cephalometric analyses showed no correlation with the NSD indicators. The analysis of the agreement between repeated manual measurements and automatic analyses showed good-to-excellent concordance, except in the case of two angular measurements: LI-N-B and Pr-N-A. The CephX AI platform showed high repeatability in automatic cephalometric analyses, demonstrating the reliability of the AI model for most cephalometric analyses. MDPI 2023-10-19 /pmc/articles/PMC10607148/ /pubmed/37892759 http://dx.doi.org/10.3390/jcm12206621 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Kazimierczak, Natalia
Kazimierczak, Wojciech
Serafin, Zbigniew
Nowicki, Paweł
Lemanowicz, Adam
Nadolska, Katarzyna
Janiszewska-Olszowska, Joanna
Correlation Analysis of Nasal Septum Deviation and Results of AI-Driven Automated 3D Cephalometric Analysis
title Correlation Analysis of Nasal Septum Deviation and Results of AI-Driven Automated 3D Cephalometric Analysis
title_full Correlation Analysis of Nasal Septum Deviation and Results of AI-Driven Automated 3D Cephalometric Analysis
title_fullStr Correlation Analysis of Nasal Septum Deviation and Results of AI-Driven Automated 3D Cephalometric Analysis
title_full_unstemmed Correlation Analysis of Nasal Septum Deviation and Results of AI-Driven Automated 3D Cephalometric Analysis
title_short Correlation Analysis of Nasal Septum Deviation and Results of AI-Driven Automated 3D Cephalometric Analysis
title_sort correlation analysis of nasal septum deviation and results of ai-driven automated 3d cephalometric analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10607148/
https://www.ncbi.nlm.nih.gov/pubmed/37892759
http://dx.doi.org/10.3390/jcm12206621
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