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Novel screening model of obstructive sleep apnea for snorers with suspected NAFLD undergoing liver sonography
BACKGROUND/AIMS: Given the increased incidence of obstructive sleep apnea (OSA) among patients with nonalcoholic fatty liver disease (NAFLD), noninvasive screening methods are urgently needed to screen for OSA risk in these patients when conducting an office-based assessment of hepatic steatosis. Th...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8824741/ https://www.ncbi.nlm.nih.gov/pubmed/34856978 http://dx.doi.org/10.1186/s12890-021-01759-1 |
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author | Lu, Yang-Bor Weng, Yu-Chieh Huang, Yung-Ning Huang, Hsiung-Ying Cheng, Pei-Ting Hsieh, Hui-Shan Tsai, Ming-Shao |
author_facet | Lu, Yang-Bor Weng, Yu-Chieh Huang, Yung-Ning Huang, Hsiung-Ying Cheng, Pei-Ting Hsieh, Hui-Shan Tsai, Ming-Shao |
author_sort | Lu, Yang-Bor |
collection | PubMed |
description | BACKGROUND/AIMS: Given the increased incidence of obstructive sleep apnea (OSA) among patients with nonalcoholic fatty liver disease (NAFLD), noninvasive screening methods are urgently needed to screen for OSA risk in these patients when conducting an office-based assessment of hepatic steatosis. Therefore, we investigated the controlled attenuation parameter (CAP) and hepatic steatosis index (HSI) in patients with and without OSA and developed screening models to detect OSA. METHODS: We retrospectively reviewed the medical records of all adult snorers with suspected NAFLD undergoing liver sonography between June 2017 and June 2020. Records encompassed CAP and HSI data as well as data collected during in-hospital full-night polysomnography. The multivariate logistic regression models were constructed to explore the predictors of OSA risk. Furthermore, model validation was performed based on the medical records corresponding to the July 2020–June 2021 period. RESULTS: A total of 59 patients were included: 81.4% (48/59) were men, and the mean body mass index (BMI) was 26.4 kg/m(2). Among the patients, 62.7% (37/59) and 74.6% (44/59) (detected by the HSI and CAP, respectively) had NAFLD, and 78% (46/59) were diagnosed with OSA on the basis of polysomnography. Three screening models based on multivariate analysis were established. The model combining male sex, a BMI of > 24.8, and an HSI of > 38.3 screened for OSA risk the most accurately, with an area under the receiver operating characteristic curve of 0.81 (sensitivity: 78%; specificity: 85%; and positive and negative predictive values: 95% and 52%, respectively) in the modeling cohort. An accuracy of 70.0% was achieved in the validation group. CONCLUSIONS: The combination screening models proposed herein provide a convenient, noninvasive, and rapid screening tool for OSA risk and can be employed while patients receive routine hepatic check-ups. These models can assist physicians in identifying at-risk OSA patients and thus facilitate earlier detection and timely treatment initiation. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12890-021-01759-1. |
format | Online Article Text |
id | pubmed-8824741 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-88247412022-02-18 Novel screening model of obstructive sleep apnea for snorers with suspected NAFLD undergoing liver sonography Lu, Yang-Bor Weng, Yu-Chieh Huang, Yung-Ning Huang, Hsiung-Ying Cheng, Pei-Ting Hsieh, Hui-Shan Tsai, Ming-Shao BMC Pulm Med Research BACKGROUND/AIMS: Given the increased incidence of obstructive sleep apnea (OSA) among patients with nonalcoholic fatty liver disease (NAFLD), noninvasive screening methods are urgently needed to screen for OSA risk in these patients when conducting an office-based assessment of hepatic steatosis. Therefore, we investigated the controlled attenuation parameter (CAP) and hepatic steatosis index (HSI) in patients with and without OSA and developed screening models to detect OSA. METHODS: We retrospectively reviewed the medical records of all adult snorers with suspected NAFLD undergoing liver sonography between June 2017 and June 2020. Records encompassed CAP and HSI data as well as data collected during in-hospital full-night polysomnography. The multivariate logistic regression models were constructed to explore the predictors of OSA risk. Furthermore, model validation was performed based on the medical records corresponding to the July 2020–June 2021 period. RESULTS: A total of 59 patients were included: 81.4% (48/59) were men, and the mean body mass index (BMI) was 26.4 kg/m(2). Among the patients, 62.7% (37/59) and 74.6% (44/59) (detected by the HSI and CAP, respectively) had NAFLD, and 78% (46/59) were diagnosed with OSA on the basis of polysomnography. Three screening models based on multivariate analysis were established. The model combining male sex, a BMI of > 24.8, and an HSI of > 38.3 screened for OSA risk the most accurately, with an area under the receiver operating characteristic curve of 0.81 (sensitivity: 78%; specificity: 85%; and positive and negative predictive values: 95% and 52%, respectively) in the modeling cohort. An accuracy of 70.0% was achieved in the validation group. CONCLUSIONS: The combination screening models proposed herein provide a convenient, noninvasive, and rapid screening tool for OSA risk and can be employed while patients receive routine hepatic check-ups. These models can assist physicians in identifying at-risk OSA patients and thus facilitate earlier detection and timely treatment initiation. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12890-021-01759-1. BioMed Central 2021-11-26 /pmc/articles/PMC8824741/ /pubmed/34856978 http://dx.doi.org/10.1186/s12890-021-01759-1 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Lu, Yang-Bor Weng, Yu-Chieh Huang, Yung-Ning Huang, Hsiung-Ying Cheng, Pei-Ting Hsieh, Hui-Shan Tsai, Ming-Shao Novel screening model of obstructive sleep apnea for snorers with suspected NAFLD undergoing liver sonography |
title | Novel screening model of obstructive sleep apnea for snorers with suspected NAFLD undergoing liver sonography |
title_full | Novel screening model of obstructive sleep apnea for snorers with suspected NAFLD undergoing liver sonography |
title_fullStr | Novel screening model of obstructive sleep apnea for snorers with suspected NAFLD undergoing liver sonography |
title_full_unstemmed | Novel screening model of obstructive sleep apnea for snorers with suspected NAFLD undergoing liver sonography |
title_short | Novel screening model of obstructive sleep apnea for snorers with suspected NAFLD undergoing liver sonography |
title_sort | novel screening model of obstructive sleep apnea for snorers with suspected nafld undergoing liver sonography |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8824741/ https://www.ncbi.nlm.nih.gov/pubmed/34856978 http://dx.doi.org/10.1186/s12890-021-01759-1 |
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