Analyzing Neck Circumference as an Indicator of CPAP Treatment Response in Obstructive Sleep Apnea with Network Medicine

We explored the relationship between obstructive sleep apnea (OSA) patients’ anthropometric measures and the CPAP treatment response. To that end, we processed three non-overlapping cohorts (<inline-formula><math display="inline"><semantics><msub><mi>D</mi&...

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Main Authors: Stefan Mihaicuta, Lucreţia Udrescu, Mihai Udrescu, Izabella-Anita Toth, Alexandru Topîrceanu, Roxana Pleavă, Carmen Ardelean
Format: Article
Language:English
Published: MDPI AG 2021-01-01
Series:Diagnostics
Subjects:
Online Access:https://www.mdpi.com/2075-4418/11/1/86
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spelling doaj-05fc569bccd2408db8673e425e553c172021-01-08T00:01:55ZengMDPI AGDiagnostics2075-44182021-01-0111868610.3390/diagnostics11010086Analyzing Neck Circumference as an Indicator of CPAP Treatment Response in Obstructive Sleep Apnea with Network MedicineStefan Mihaicuta0Lucreţia Udrescu1Mihai Udrescu2Izabella-Anita Toth3Alexandru Topîrceanu4Roxana Pleavă5Carmen Ardelean6Department of Pulmonology, “Victor Babeş” University of Medicine and Pharmacy Timişoara, 300041 Timişoara, RomaniaDepartment I—Drug Analysis, “Victor Babeş” University of Medicine and Pharmacy Timişoara, 2 Eftimie Murgu Sq., 300041 Timişoara, RomaniaDepartment of Computer and Information Technology, University Politehnica of Timişoara, 2 Vasile Pârvan Blvd., 300223 Timişoara, RomaniaDepartment of Pulmonology, “Victor Babeş” University of Medicine and Pharmacy Timişoara, 300041 Timişoara, RomaniaDepartment of Computer and Information Technology, University Politehnica of Timişoara, 2 Vasile Pârvan Blvd., 300223 Timişoara, RomaniaDepartment of Cardiology, “Victor Babeş” University of Medicine and Pharmacy Timişoara, 300041 Timişoara, RomaniaCardioPrevent Foundation, 3 Calea Dorobanţilor, 300134 Timişoara, RomaniaWe explored the relationship between obstructive sleep apnea (OSA) patients’ anthropometric measures and the CPAP treatment response. To that end, we processed three non-overlapping cohorts (<inline-formula><math display="inline"><semantics><msub><mi>D</mi><mn>1</mn></msub></semantics></math></inline-formula>, <inline-formula><math display="inline"><semantics><msub><mi>D</mi><mn>2</mn></msub></semantics></math></inline-formula>, <inline-formula><math display="inline"><semantics><msub><mi>D</mi><mn>3</mn></msub></semantics></math></inline-formula>) with 1046 patients from four sleep laboratories in Western Romania, including 145 subjects (<inline-formula><math display="inline"><semantics><msub><mi>D</mi><mn>1</mn></msub></semantics></math></inline-formula>) with one-night CPAP therapy. Using <inline-formula><math display="inline"><semantics><msub><mi>D</mi><mn>1</mn></msub></semantics></math></inline-formula> data, we created a CPAP-response network of patients, and found neck circumference (NC) as the most significant qualitative indicator for apnea–hypopnea index (AHI) improvement. We also investigated a quantitative NC cutoff value for OSA screening on cohorts <inline-formula><math display="inline"><semantics><msub><mi>D</mi><mn>2</mn></msub></semantics></math></inline-formula> (OSA-diagnosed) and <inline-formula><math display="inline"><semantics><msub><mi>D</mi><mn>3</mn></msub></semantics></math></inline-formula> (control), using the area under the curve. As such, we confirmed the correlation between NC and AHI (<inline-formula><math display="inline"><semantics><mrow><mi>ρ</mi><mo>=</mo><mn>0.35</mn></mrow></semantics></math></inline-formula>, <inline-formula><math display="inline"><semantics><mrow><mi>p</mi><mo><</mo><mn>0.001</mn></mrow></semantics></math></inline-formula>) and showed that 71% of diagnosed male subjects had bigger NC values than subjects with no OSA (area under the curve is 0.71, with 95% CI 0.63–0.79, <inline-formula><math display="inline"><semantics><mrow><mi>p</mi><mo><</mo><mn>0.001</mn></mrow></semantics></math></inline-formula>); the optimal NC cutoff is 41 cm, with a sensitivity of 0.8099, a specificity of 0.5185, positive predicted value (PPV) = 0.9588, negative predicted value (NPV) = 0.1647, and positive likelihood ratio (LR+) = 1.68. Our NC <inline-formula><math display="inline"><semantics><mrow><mo>=</mo><mn>41</mn></mrow></semantics></math></inline-formula> cm threshold classified the <inline-formula><math display="inline"><semantics><msub><mi>D</mi><mn>1</mn></msub></semantics></math></inline-formula> patients’ CPAP responses—measured as the difference in AHI prior to and after the one-night use of CPAP—with a sensitivity of 0.913 and a specificity of 0.859.https://www.mdpi.com/2075-4418/11/1/86network medicineobstructive sleep apnea syndromeCPAP treatment responseanthropometric measures
collection DOAJ
language English
format Article
sources DOAJ
author Stefan Mihaicuta
Lucreţia Udrescu
Mihai Udrescu
Izabella-Anita Toth
Alexandru Topîrceanu
Roxana Pleavă
Carmen Ardelean
spellingShingle Stefan Mihaicuta
Lucreţia Udrescu
Mihai Udrescu
Izabella-Anita Toth
Alexandru Topîrceanu
Roxana Pleavă
Carmen Ardelean
Analyzing Neck Circumference as an Indicator of CPAP Treatment Response in Obstructive Sleep Apnea with Network Medicine
Diagnostics
network medicine
obstructive sleep apnea syndrome
CPAP treatment response
anthropometric measures
author_facet Stefan Mihaicuta
Lucreţia Udrescu
Mihai Udrescu
Izabella-Anita Toth
Alexandru Topîrceanu
Roxana Pleavă
Carmen Ardelean
author_sort Stefan Mihaicuta
title Analyzing Neck Circumference as an Indicator of CPAP Treatment Response in Obstructive Sleep Apnea with Network Medicine
title_short Analyzing Neck Circumference as an Indicator of CPAP Treatment Response in Obstructive Sleep Apnea with Network Medicine
title_full Analyzing Neck Circumference as an Indicator of CPAP Treatment Response in Obstructive Sleep Apnea with Network Medicine
title_fullStr Analyzing Neck Circumference as an Indicator of CPAP Treatment Response in Obstructive Sleep Apnea with Network Medicine
title_full_unstemmed Analyzing Neck Circumference as an Indicator of CPAP Treatment Response in Obstructive Sleep Apnea with Network Medicine
title_sort analyzing neck circumference as an indicator of cpap treatment response in obstructive sleep apnea with network medicine
publisher MDPI AG
series Diagnostics
issn 2075-4418
publishDate 2021-01-01
description We explored the relationship between obstructive sleep apnea (OSA) patients’ anthropometric measures and the CPAP treatment response. To that end, we processed three non-overlapping cohorts (<inline-formula><math display="inline"><semantics><msub><mi>D</mi><mn>1</mn></msub></semantics></math></inline-formula>, <inline-formula><math display="inline"><semantics><msub><mi>D</mi><mn>2</mn></msub></semantics></math></inline-formula>, <inline-formula><math display="inline"><semantics><msub><mi>D</mi><mn>3</mn></msub></semantics></math></inline-formula>) with 1046 patients from four sleep laboratories in Western Romania, including 145 subjects (<inline-formula><math display="inline"><semantics><msub><mi>D</mi><mn>1</mn></msub></semantics></math></inline-formula>) with one-night CPAP therapy. Using <inline-formula><math display="inline"><semantics><msub><mi>D</mi><mn>1</mn></msub></semantics></math></inline-formula> data, we created a CPAP-response network of patients, and found neck circumference (NC) as the most significant qualitative indicator for apnea–hypopnea index (AHI) improvement. We also investigated a quantitative NC cutoff value for OSA screening on cohorts <inline-formula><math display="inline"><semantics><msub><mi>D</mi><mn>2</mn></msub></semantics></math></inline-formula> (OSA-diagnosed) and <inline-formula><math display="inline"><semantics><msub><mi>D</mi><mn>3</mn></msub></semantics></math></inline-formula> (control), using the area under the curve. As such, we confirmed the correlation between NC and AHI (<inline-formula><math display="inline"><semantics><mrow><mi>ρ</mi><mo>=</mo><mn>0.35</mn></mrow></semantics></math></inline-formula>, <inline-formula><math display="inline"><semantics><mrow><mi>p</mi><mo><</mo><mn>0.001</mn></mrow></semantics></math></inline-formula>) and showed that 71% of diagnosed male subjects had bigger NC values than subjects with no OSA (area under the curve is 0.71, with 95% CI 0.63–0.79, <inline-formula><math display="inline"><semantics><mrow><mi>p</mi><mo><</mo><mn>0.001</mn></mrow></semantics></math></inline-formula>); the optimal NC cutoff is 41 cm, with a sensitivity of 0.8099, a specificity of 0.5185, positive predicted value (PPV) = 0.9588, negative predicted value (NPV) = 0.1647, and positive likelihood ratio (LR+) = 1.68. Our NC <inline-formula><math display="inline"><semantics><mrow><mo>=</mo><mn>41</mn></mrow></semantics></math></inline-formula> cm threshold classified the <inline-formula><math display="inline"><semantics><msub><mi>D</mi><mn>1</mn></msub></semantics></math></inline-formula> patients’ CPAP responses—measured as the difference in AHI prior to and after the one-night use of CPAP—with a sensitivity of 0.913 and a specificity of 0.859.
topic network medicine
obstructive sleep apnea syndrome
CPAP treatment response
anthropometric measures
url https://www.mdpi.com/2075-4418/11/1/86
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