1
|
GTCC-based BiLSTM deep-learning framework for respiratory sound classification using empirical mode decomposition. Neural Comput Appl 2021. [DOI: 10.1007/s00521-021-06295-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
|
2
|
Oliveira A, Lage S, Rodrigues J, Marques A. Reliability, validity and minimal detectable change of computerized respiratory sounds in patients with chronic obstructive pulmonary disease. CLINICAL RESPIRATORY JOURNAL 2017; 12:1838-1848. [PMID: 29148182 DOI: 10.1111/crj.12745] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/19/2017] [Revised: 10/17/2017] [Accepted: 11/14/2017] [Indexed: 01/12/2023]
Abstract
INTRODUCTION Computerized respiratory sounds (CRS) are closely related to the movement of air within the tracheobronchial tree and are promising outcome measures in patients with chronic obstructive pulmonary disease (COPD). However, CRS measurement properties have been poorly tested. OBJECTIVE The aim of this study was to assess the reliability, validity and the minimal detectable changes (MDC) of CRS in patients with stable COPD. METHODS Fifty patients (36♂, 67.26 ± 9.31y, FEV1 49.52 ± 19.67%predicted) were enrolled. CRS were recorded simultaneously at seven anatomic locations (trachea; right and left anterior, lateral and posterior chest). The number of crackles, wheeze occupation rate, median frequency (F50) and maximum intensity (Imax) were processed using validated algorithms. Within-day and between-days reliability, criterion and construct validity, validity to predict exacerbations and MDC were established. RESULTS CRS presented moderate-to-excellent within-day reliability (ICC1,3 ≥ 0.51; P < .05) and moderate-to-good between-days reliability (ICC1,2 ≥ 0.47; P < .05) for most locations. Negligible-to-moderate correlations with FEV1 %predicted were found (-0.53 < rs < -0.28; P < .05), and the inspiratory number of crackles were the best discriminator between mild-to-moderate and severe-to-very severe airflow limitations (area under the curve >0.78). CRS correlated poorly with patient-reported outcomes (rs < 0.48; P < .05) and did not predict exacerbations. Inspiratory number of crackles at posterior right chest, inspiratory F50 at trachea and anterior left chest and expiratory Imax at anterior right chest were simultaneously reliable and valid, and their MDC were 2.41, 55.27, 29.55 and 3.98, respectively. CONCLUSION CRS are reliable and valid. Their use, integrated with other clinical and patient-reported measures, may fill the gap of assessing small airways and contribute toward a patient's comprehensive evaluation.
Collapse
Affiliation(s)
- Ana Oliveira
- Faculty of Sports, University of Porto, Porto, Portugal.,Lab 3R-Respiratory Research and Rehabilitation Laboratory, School of Health Sciences, University of Aveiro (ESSUA), Aveiro, Portugal.,Institute for Research in Biomedicine (iBiMED), University of Aveiro, Aveiro, Portugal
| | - Susan Lage
- Rehabilitation Sciences Program, School of Physical Education, Physiotherapy and Occupational Therapy (EEFFTO), Federal University of Minas Gerais (UFMG), Belo Horizonte, Minas Gerais, Brazil
| | - João Rodrigues
- Institute of Electronics and Informatics Engineering of Aveiro (IEETA), University of Aveiro, 3810-193 Aveiro, Portugal
| | - Alda Marques
- Lab 3R-Respiratory Research and Rehabilitation Laboratory, School of Health Sciences, University of Aveiro (ESSUA), Aveiro, Portugal.,Institute for Research in Biomedicine (iBiMED), University of Aveiro, Aveiro, Portugal
| |
Collapse
|
3
|
Li SH, Lin BS, Tsai CH, Yang CT, Lin BS. Design of Wearable Breathing Sound Monitoring System for Real-Time Wheeze Detection. SENSORS (BASEL, SWITZERLAND) 2017; 17:E171. [PMID: 28106747 PMCID: PMC5298744 DOI: 10.3390/s17010171] [Citation(s) in RCA: 47] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/13/2016] [Revised: 12/27/2016] [Accepted: 01/13/2017] [Indexed: 11/16/2022]
Abstract
In the clinic, the wheezing sound is usually considered as an indicator symptom to reflect the degree of airway obstruction. The auscultation approach is the most common way to diagnose wheezing sounds, but it subjectively depends on the experience of the physician. Several previous studies attempted to extract the features of breathing sounds to detect wheezing sounds automatically. However, there is still a lack of suitable monitoring systems for real-time wheeze detection in daily life. In this study, a wearable and wireless breathing sound monitoring system for real-time wheeze detection was proposed. Moreover, a breathing sounds analysis algorithm was designed to continuously extract and analyze the features of breathing sounds to provide the objectively quantitative information of breathing sounds to professional physicians. Here, normalized spectral integration (NSI) was also designed and applied in wheeze detection. The proposed algorithm required only short-term data of breathing sounds and lower computational complexity to perform real-time wheeze detection, and is suitable to be implemented in a commercial portable device, which contains relatively low computing power and memory. From the experimental results, the proposed system could provide good performance on wheeze detection exactly and might be a useful assisting tool for analysis of breathing sounds in clinical diagnosis.
Collapse
Affiliation(s)
- Shih-Hong Li
- Department of Thoracic Medicine, Chang Gung Memorial Hospital at Linkou, Taoyuan 33305, Taiwan.
- Department of Respiratory Therapy, College of Medicine, Chang Gung University, Taoyuan 33302, Taiwan.
| | - Bor-Shing Lin
- Department of Computer Science and Information Engineering, National Taipei University, New Taipei City 23741, Taiwan.
| | - Chen-Han Tsai
- Institute of Imaging and Biomedical Photonics, National Chiao Tung University, Tainan 71150, Taiwan.
| | - Cheng-Ta Yang
- Department of Thoracic Medicine, Chang Gung Memorial Hospital at Taoyuan, Taoyuan 33378, Taiwan.
- Department of Respiratory Therapy, College of Medicine, Chang Gung University, Taoyuan 33302, Taiwan.
| | - Bor-Shyh Lin
- Institute of Imaging and Biomedical Photonics, National Chiao Tung University, Tainan 71150, Taiwan.
| |
Collapse
|
4
|
Mineshita M, Kida H, Handa H, Nishine H, Furuya N, Inoue T, Matsuoka S, Miyazawa T. Regional Lung Sound Asynchrony in Chronic Obstructive Pulmonary Disease Patients. Respiration 2016; 92:252-257. [DOI: 10.1159/000449255] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2016] [Accepted: 08/17/2016] [Indexed: 11/19/2022] Open
Abstract
<b><i>Background:</i></b> Regional lung sound distribution in chronic obstructive pulmonary disease (COPD) is reported to be asynchronous. Mathematical analyses using vibration response imaging (VRI), such as left and right lung asynchrony (gap index; GI) and regional lung asynchrony (asynchrony score; AS), are useful measures to evaluate lung sound asynchrony. <b><i>Objectives:</i></b> The aim of this study was to investigate the association of lung sound asynchrony with pulmonary functions and emphysematous lesions in COPD patients. <b><i>Methods:</i></b> VRI recordings and pulmonary function tests were performed in 46 stable male COPD patients and in 40 healthy male smokers. Lung sound asynchrony was evaluated using GI, AS of the left and right lung (AS L-R), and AS of the upper and lower lung (AS U-L). In 38 patients, computed tomography taken within 6 months was available and analyzed. <b><i>Results:</i></b> AS L-R and AS U-L were significantly higher in COPD patients than in healthy smokers, with no significant difference in GI. There were no significant correlations with either AS and pulmonary functions, excluding a negative correlation between AS U-L and diffusion capacity. Although there were no significant correlations between both AS and severity of emphysema, significant positive correlations were observed between heterogeneity of emphysematous lesions and AS L-R (ρ = 0.38, p < 0.05) or AS U-L (ρ = 0.51, p < 0.005). <b><i>Conclusions:</i></b> Regional lung sounds are distributed more asynchronously in COPD patients than in healthy smokers, which correlates with the heterogeneous distribution of emphysematous lesions.
Collapse
|
5
|
Gastaldi AC, Paredi P, Talwar A, Meah S, Barnes PJ, Usmani OS. Oscillating Positive Expiratory Pressure on Respiratory Resistance in Chronic Obstructive Pulmonary Disease With a Small Amount of Secretion: A Randomized Clinical Trial. Medicine (Baltimore) 2015; 94:e1845. [PMID: 26496331 PMCID: PMC4620777 DOI: 10.1097/md.0000000000001845] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
This study aims to evaluate the acute effects of an oscillating positive expiratory pressure device (flutter) on airways resistance in patients with chronic obstructive pulmonary disease (COPD).Randomized crossover study: 15 COPD outpatients from Asthma Lab-Royal Brompton Hospital underwent spirometry, impulse oscillometry (IOS) for respiratory resistance (R) and reactance (X), and fraction exhaled nitric oxide (FeNO) measures.Thirty minutes of flutter exercises: a "flutter-sham" procedure was used as a control, and airway responses after a short-acting bronchodilator were also assessed.Respiratory system resistance (R): in COPD patients an increase in X5insp (-0.21 to -0.33 kPa/L/s) and Fres (24.95 to 26.16 Hz) occurred immediately after flutter exercises without bronchodilator. Following 20 min of rest, a decrease in the R5, ΔR5, R20, X5, and Ax was observed, with R5, R20, and X5 values lower than baseline, with a moderate effect size; there were no changes in FeNO levels or spirometry.The use of flutter can decrease the respiratory system resistance and reactance and expiratory flow limitation in stable COPD patients with small amounts of secretions.
Collapse
Affiliation(s)
- Ada Clarice Gastaldi
- From the Physiotherapy Course, School of Medicine of Ribeirão Preto, São Paulo University, Brazil (ACG); Airway Disease Section, National Heart and Lung Institute, Imperial College London& Royal Brompton Hospital, United Kingdom (PP, SM, PJB, OSU); and Department of Physiology, All India Institute of Medical Sciences, India (AT)
| | | | | | | | | | | |
Collapse
|
6
|
Bikov A, Pride NB, Goldman MD, Hull JH, Horvath I, Barnes PJ, Usmani OS, Paredi P. Glottal Aperture and Buccal Airflow Leaks Critically Affect Forced Oscillometry Measurements. Chest 2015; 148:731-738. [DOI: 10.1378/chest.14-2644] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022] Open
|
7
|
Nakagawa M, Hattori N, Haruta Y, Sugiyama A, Iwamoto H, Ishikawa N, Fujitaka K, Murai H, Tanaka J, Kohno N. Effect of increasing respiratory rate on airway resistance and reactance in COPD patients. Respirology 2014; 20:87-94. [DOI: 10.1111/resp.12387] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2013] [Revised: 04/17/2014] [Accepted: 07/15/2014] [Indexed: 01/30/2023]
Affiliation(s)
- Misa Nakagawa
- Department of Molecular and Internal Medicine; Institute of Biomedical & Health Sciences; Hiroshima University; Hiroshima Japan
| | - Noboru Hattori
- Department of Molecular and Internal Medicine; Institute of Biomedical & Health Sciences; Hiroshima University; Hiroshima Japan
| | - Yoshinori Haruta
- Department of Molecular and Internal Medicine; Institute of Biomedical & Health Sciences; Hiroshima University; Hiroshima Japan
| | - Aya Sugiyama
- Department of Molecular and Internal Medicine; Institute of Biomedical & Health Sciences; Hiroshima University; Hiroshima Japan
| | - Hiroshi Iwamoto
- Department of Molecular and Internal Medicine; Institute of Biomedical & Health Sciences; Hiroshima University; Hiroshima Japan
| | - Nobuhisa Ishikawa
- Department of Molecular and Internal Medicine; Institute of Biomedical & Health Sciences; Hiroshima University; Hiroshima Japan
| | - Kazunori Fujitaka
- Department of Molecular and Internal Medicine; Institute of Biomedical & Health Sciences; Hiroshima University; Hiroshima Japan
| | - Hiroshi Murai
- Department of Molecular and Internal Medicine; Institute of Biomedical & Health Sciences; Hiroshima University; Hiroshima Japan
| | - Junko Tanaka
- Department of Epidemiology; Infectious Disease Control and Prevention; Institute of Biomedical and Health Sciences; Hiroshima University; Hiroshima Japan
| | - Nobuoki Kohno
- Department of Molecular and Internal Medicine; Institute of Biomedical & Health Sciences; Hiroshima University; Hiroshima Japan
| |
Collapse
|
8
|
Mineshita M, Kida H, Handa H, Nishine H, Furuya N, Nobuyama S, Inoue T, Matsuoka S, Miyazawa T. The correlation between lung sound distribution and pulmonary function in COPD patients. PLoS One 2014; 9:e107506. [PMID: 25244247 PMCID: PMC4171498 DOI: 10.1371/journal.pone.0107506] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2014] [Accepted: 08/12/2014] [Indexed: 11/18/2022] Open
Abstract
Background Regional lung sound intensity in chronic obstructive pulmonary disease (COPD) patients is influenced by the severity and distribution of emphysema, obstructed peripheral airways, and altered ribcage and diaphragm configurations and movements due to hyperinflation. Changes in the lung sound distribution accompanied by pulmonary function improvements in COPD patients were observed after bronchodilator inhalation. We investigated the association of lung sound distribution with pulmonary functions, and the effects of emphysematous lesions on this association. These studies were designed to acquire the basic knowledge necessary for the application of lung sound analysis in the physiological evaluation of COPD patients. Methods Pulmonary function tests and the percentage of upper- and lower-lung sound intensity (quantitative lung data [QLD]) were evaluated in 47 stable male COPD patients (54 - 82 years of age). In 39 patients, computed tomography taken within 6 months of the study was available and analyzed. Results The ratio of lower QLD to upper QLD showed significant positive correlations with FEV1 %predicted (%FEV1; ρ = 0.45, p<0.005) and MEF50 %predicted (%MEF50; ρ = 0.46, p<0.005). These correlations were not observed in COPD patients with dominant emphysema (% low attenuation area >40%, n = 20) and were stronger in less emphysematous patients (n = 19, %FEV1; ρ = 0.64, p<0.005, %MEF50; ρ = 0.71, p<0.001). Conclusions In COPD patients, the ratio of lower- to upper-lung sound intensities decreased according to the severity of obstructive changes, although emphysematous lesions considerably affected lung sound distribution.
Collapse
Affiliation(s)
- Masamichi Mineshita
- Division of Respiratory and Infectious Diseases, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Japan
- * E-mail:
| | - Hirotaka Kida
- Division of Respiratory and Infectious Diseases, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Japan
| | - Hiroshi Handa
- Division of Respiratory and Infectious Diseases, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Japan
| | - Hiroki Nishine
- Division of Respiratory and Infectious Diseases, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Japan
| | - Naoki Furuya
- Division of Respiratory and Infectious Diseases, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Japan
| | - Seiichi Nobuyama
- Division of Respiratory and Infectious Diseases, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Japan
| | - Takeo Inoue
- Division of Respiratory and Infectious Diseases, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Japan
| | - Shin Matsuoka
- Department of Radiology, St. Marianna University School of Medicine, Kawasaki, Japan
| | - Teruomi Miyazawa
- Division of Respiratory and Infectious Diseases, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Japan
| |
Collapse
|
9
|
Mineshita M, Kida H, Nishine H, Handa H, Inoue T, Miyazawa T. Left and right lung asynchrony as a physiological indicator for unilateral bronchial obstruction in interventional bronchoscopy. PLoS One 2014; 9:e105327. [PMID: 25133760 PMCID: PMC4136828 DOI: 10.1371/journal.pone.0105327] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2014] [Accepted: 07/17/2014] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND In patients with bronchial obstruction, pulmonary function tests may not change significantly after intervention. The airflow asynchrony in both lungs due to unilateral bronchial obstruction may be applicable as a physiological indicator. The airflow asynchrony is reflected by the difference in the left and right lung sound development at tidal breathing. OBJECTIVES To investigate the usefulness of left and right lung asynchrony due to unilateral bronchial obstruction as a physiological indicator for interventional bronchoscopy. METHODS Fifty cases with central airway obstruction were classified into three groups: tracheal, bronchial and extensive obstruction. The gap index was defined as the absolute value of the average of gaps between the left and right lung sound intensity peaks for a 12-second duration. RESULTS Before interventional bronchoscopy, the gap index was significantly higher in the bronchial (p<0.05) and extensive obstruction groups (p<0.05) than in the tracheal group. The gap index in cases with unilateral bronchial obstruction of at least 80% (0.18±0.04 seconds) was significantly higher than in cases with less than 80% obstruction (0.02±0.01 seconds, p<0.05). After intervention for bronchial obstruction, the dyspnea scale (p<0.001) and gap index significantly improved (p<0.05), although no significant improvements were found in spirometric assessments. The responder rates for dyspnea were 79.3% for gap indexes over 0.06 seconds and 55.6% for gap indexes of 0.06 seconds or under. CONCLUSIONS Assessment of left and right lung asynchrony in central airway obstruction with bronchial involvement may provide useful physiological information for interventional bronchoscopy.
Collapse
Affiliation(s)
- Masamichi Mineshita
- Division of Respiratory and Infectious Diseases, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Kanagawa, Japan
- * E-mail:
| | - Hirotaka Kida
- Division of Respiratory and Infectious Diseases, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Kanagawa, Japan
| | - Hiroki Nishine
- Division of Respiratory and Infectious Diseases, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Kanagawa, Japan
| | - Hiroshi Handa
- Division of Respiratory and Infectious Diseases, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Kanagawa, Japan
| | - Takeo Inoue
- Division of Respiratory and Infectious Diseases, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Kanagawa, Japan
| | - Teruomi Miyazawa
- Division of Respiratory and Infectious Diseases, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Kanagawa, Japan
| |
Collapse
|
10
|
The application of impulse oscillation system for the evaluation of treatment effects in patients with COPD. Respir Physiol Neurobiol 2014; 202:1-5. [PMID: 25046279 DOI: 10.1016/j.resp.2014.07.008] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2014] [Revised: 07/11/2014] [Accepted: 07/12/2014] [Indexed: 11/21/2022]
Abstract
There are only a few reports of the use of impulse oscillation system (IOS) for the evaluation of COPD treatment. In this study, we applied IOS and spirometry to evaluate the effectiveness of fluticasone propionate and salmeterol (SFC) combined with tiotropium (TIO) in COPD patients. Following a 4-week run-in period with TIO (18 μg once daily) treatment, COPD patients were randomized to SFC (250/50 μg twice daily; SFC+TIO group, n=25), or TIO alone (TIO group, n=31). Pulmonary functions were recorded by IOS and spirometry before and after the study period. The SFC+TIO group showed significant improvements in inspiratory resistance at 5 Hz and resonant frequency, as well as in FVC and FEV1, after the 12-week treatment (p<0.05). Since there were no significant correlations between improvements in IOS measurements and FVC or FEV1, IOS may provide a physiological point of view that is different from spirometry and seemed to be applicable as an additional assessment tool targeting COPD patients.
Collapse
|