A New Algorithm to Score Apnea/Hypopnea Events based on Respiratory Effort Signal and Oximeter Sensors

Purpose The aim of this work is to develop and evaluate a new algorithm for the detection of Apnea/Hypopnea events based on the AASM recommendations, with low computational cost and using alternative sensors, such as the respiratory effort in addition to the percentage of oxygen saturation (%SpO 2 )...

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Published inJournal of medical and biological engineering Vol. 40; no. 4; pp. 555 - 563
Main Authors Dell’Aquila, Carlos Rubén, Cañadas, Gabriel Eduardo, Laciar, Eric
Format Journal Article
LanguageEnglish
Published Berlin/Heidelberg Springer Berlin Heidelberg 01.08.2020
Springer Nature B.V
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ISSN1609-0985
2199-4757
DOI10.1007/s40846-020-00549-0

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Abstract Purpose The aim of this work is to develop and evaluate a new algorithm for the detection of Apnea/Hypopnea events based on the AASM recommendations, with low computational cost and using alternative sensors, such as the respiratory effort in addition to the percentage of oxygen saturation (%SpO 2 ). Methods The algorithm proposed in this work uses as input signal the sum of the respiratory effort signals from thorax and abdomen, from which an estimate of the oronasal airflow signal is obtained. The latter is the primary sensor recommended by the AASM, being the effort signals considered as alternative sensors. The algorithm also uses the values of %SpO 2 in order to detect the events of Apnea/Hypopnea. In this work a method to estimate basal values of respiration and %SpO 2 is additionally proposed. The performance of the algorithm and both the alternative and recommended respiratory sensors are evaluated by two freely available PSG databases with annotations. Results For the algorithm, several statistical parameters are calculated (Sen%, Spe%, Acc%, Vpp%, Vpn%, coef. kappa) with whether the recommended (Resp FLOW ) (80.24; 98.00; 90.77; 96.49; 87.85; 0.80) or the alternative respiratory sensor (RIP FLOW ) (83.47; 94.76; 90.16; 91.61; 89.31; 0.79). The algorithm capacity to estimate the Apnea/Hypopnea Index (AHI) from Root Mean Square error (RMSe) is also evaluated, resulting RIPFlow (RMSe = 3.40) better than RespFlow (RMSe = 6.28). Conclusions The results obtained for both sensors were similar and comparable to other works using other sensors and more sophisticated processing techniques. In conclusion, the new algorithm proposed, together with the respiratory effort sensors and the %SpO 2 is adequate to be implemented in portable respiratory polygraphs.
AbstractList Purpose The aim of this work is to develop and evaluate a new algorithm for the detection of Apnea/Hypopnea events based on the AASM recommendations, with low computational cost and using alternative sensors, such as the respiratory effort in addition to the percentage of oxygen saturation (%SpO 2 ). Methods The algorithm proposed in this work uses as input signal the sum of the respiratory effort signals from thorax and abdomen, from which an estimate of the oronasal airflow signal is obtained. The latter is the primary sensor recommended by the AASM, being the effort signals considered as alternative sensors. The algorithm also uses the values of %SpO 2 in order to detect the events of Apnea/Hypopnea. In this work a method to estimate basal values of respiration and %SpO 2 is additionally proposed. The performance of the algorithm and both the alternative and recommended respiratory sensors are evaluated by two freely available PSG databases with annotations. Results For the algorithm, several statistical parameters are calculated (Sen%, Spe%, Acc%, Vpp%, Vpn%, coef. kappa) with whether the recommended (Resp FLOW ) (80.24; 98.00; 90.77; 96.49; 87.85; 0.80) or the alternative respiratory sensor (RIP FLOW ) (83.47; 94.76; 90.16; 91.61; 89.31; 0.79). The algorithm capacity to estimate the Apnea/Hypopnea Index (AHI) from Root Mean Square error (RMSe) is also evaluated, resulting RIPFlow (RMSe = 3.40) better than RespFlow (RMSe = 6.28). Conclusions The results obtained for both sensors were similar and comparable to other works using other sensors and more sophisticated processing techniques. In conclusion, the new algorithm proposed, together with the respiratory effort sensors and the %SpO 2 is adequate to be implemented in portable respiratory polygraphs.
Purpose The aim of this work is to develop and evaluate a new algorithm for the detection of Apnea/Hypopnea events based on the AASM recommendations, with low computational cost and using alternative sensors, such as the respiratory effort in addition to the percentage of oxygen saturation (%SpO2).Methods The algorithm proposed in this work uses as input signal the sum of the respiratory effort signals from thorax and abdomen, from which an estimate of the oronasal airflow signal is obtained. The latter is the primary sensor recommended by the AASM, being the effort signals considered as alternative sensors. The algorithm also uses the values of %SpO2 in order to detect the events of Apnea/Hypopnea. In this work a method to estimate basal values of respiration and %SpO2 is additionally proposed. The performance of the algorithm and both the alternative and recommended respiratory sensors are evaluated by two freely available PSG databases with annotations.ResultsFor the algorithm, several statistical parameters are calculated (Sen%, Spe%, Acc%, Vpp%, Vpn%, coef. kappa) with whether the recommended (RespFLOW) (80.24; 98.00; 90.77; 96.49; 87.85; 0.80) or the alternative respiratory sensor (RIPFLOW) (83.47; 94.76; 90.16; 91.61; 89.31; 0.79). The algorithm capacity to estimate the Apnea/Hypopnea Index (AHI) from Root Mean Square error (RMSe) is also evaluated, resulting RIPFlow (RMSe = 3.40) better than RespFlow (RMSe = 6.28).ConclusionsThe results obtained for both sensors were similar and comparable to other works using other sensors and more sophisticated processing techniques. In conclusion, the new algorithm proposed, together with the respiratory effort sensors and the %SpO2 is adequate to be implemented in portable respiratory polygraphs.
Author Laciar, Eric
Dell’Aquila, Carlos Rubén
Cañadas, Gabriel Eduardo
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10.1098/rsta.2008.0156
10.1038/s41598-020-62624-5
10.1887/0750304677
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10.1109/CIC.2000.898505
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Respiratory effort signals
SpO
Digital signals processing
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SAHS
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Snippet Purpose The aim of this work is to develop and evaluate a new algorithm for the detection of Apnea/Hypopnea events based on the AASM recommendations, with low...
Purpose The aim of this work is to develop and evaluate a new algorithm for the detection of Apnea/Hypopnea events based on the AASM recommendations, with low...
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StartPage 555
SubjectTerms Air flow
Algorithms
Annotations
Apnea
Biomedical Engineering and Bioengineering
Cell Biology
Computer applications
Engineering
Imaging
Lie detectors
Original Article
Oxygen content
Radiology
Root-mean-square errors
Sensors
Statistical analysis
Thorax
Title A New Algorithm to Score Apnea/Hypopnea Events based on Respiratory Effort Signal and Oximeter Sensors
URI https://link.springer.com/article/10.1007/s40846-020-00549-0
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Volume 40
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