Skip to main content
Top
Published in: BMC Pulmonary Medicine 1/2014

Open Access 01-12-2014 | Research article

Expiratory flow rate, breath hold and anatomic dead space influence electronic nose ability to detect lung cancer

Authors: Andras Bikov, Marton Hernadi, Beata Zita Korosi, Laszlo Kunos, Gabriella Zsamboki, Zoltan Sutto, Adam Domonkos Tarnoki, David Laszlo Tarnoki, Gyorgy Losonczy, Ildiko Horvath

Published in: BMC Pulmonary Medicine | Issue 1/2014

Login to get access

Abstract

Background

Electronic noses are composites of nanosensor arrays. Numerous studies showed their potential to detect lung cancer from breath samples by analysing exhaled volatile compound pattern (“breathprint”). Expiratory flow rate, breath hold and inclusion of anatomic dead space may influence the exhaled levels of some volatile compounds; however it has not been fully addressed how these factors affect electronic nose data. Therefore, the aim of the study was to investigate these effects.

Methods

37 healthy subjects (44 ± 14 years) and 27 patients with lung cancer (60 ± 10 years) participated in the study. After deep inhalation through a volatile organic compound filter, subjects exhaled at two different flow rates (50 ml/sec and 75 ml/sec) into Teflon-coated bags. The effect of breath hold was analysed after 10 seconds of deep inhalation. We also studied the effect of anatomic dead space by excluding this fraction and comparing alveolar air to mixed (alveolar + anatomic dead space) air samples. Exhaled air samples were processed with Cyranose 320 electronic nose.

Results

Expiratory flow rate, breath hold and the inclusion of anatomic dead space significantly altered “breathprints” in healthy individuals (p < 0.05), but not in lung cancer (p > 0.05). These factors also influenced the discrimination ability of the electronic nose to detect lung cancer significantly.

Conclusions

We have shown that expiratory flow, breath hold and dead space influence exhaled volatile compound pattern assessed with electronic nose. These findings suggest critical methodological recommendations to standardise sample collections for electronic nose measurements.
Appendix
Available only for authorised users
Literature
1.
go back to reference Pauling L, Robinson AB, Teranishi R, Cary P: Quantitative analysis of urine vapor and breath by gas–liquid partition chromatography. Proc Natl Acad Sci U S A. 1971, 68: 2374-2376. 10.1073/pnas.68.10.2374.CrossRefPubMedPubMedCentral Pauling L, Robinson AB, Teranishi R, Cary P: Quantitative analysis of urine vapor and breath by gas–liquid partition chromatography. Proc Natl Acad Sci U S A. 1971, 68: 2374-2376. 10.1073/pnas.68.10.2374.CrossRefPubMedPubMedCentral
2.
go back to reference Phillips M, Gleeson K, Hughes JM, Greenberg J, Cataneo RN, Baker L, McVay WP: Volatile organic compounds in breath as markers of lung cancer: a cross-sectional study. Lancet. 1999, 353: 1930-1933. 10.1016/S0140-6736(98)07552-7.CrossRefPubMed Phillips M, Gleeson K, Hughes JM, Greenberg J, Cataneo RN, Baker L, McVay WP: Volatile organic compounds in breath as markers of lung cancer: a cross-sectional study. Lancet. 1999, 353: 1930-1933. 10.1016/S0140-6736(98)07552-7.CrossRefPubMed
3.
go back to reference Ulanowska A, Kowalkowski T, Trawinska E, Buszewski B: The application of statistical methods using VOCs to identify patients with lung cancer. J Breath Res. 2011, 5: 046008-10.1088/1752-7155/5/4/046008.CrossRefPubMed Ulanowska A, Kowalkowski T, Trawinska E, Buszewski B: The application of statistical methods using VOCs to identify patients with lung cancer. J Breath Res. 2011, 5: 046008-10.1088/1752-7155/5/4/046008.CrossRefPubMed
4.
go back to reference Bajtarevic A, Ager C, Pienz M, Klieber M, Schwarz K, Ligor M, Ligor T, Filipiak W, Denz H, Fiegl M, Hilbe W, Weiss W, Lukas P, Jamnig H, Hackl M, Haidenberger A, Buszewski B, Miekisch W, Schubert J, Amann A: Noninvasive detection of lung cancer by analysis of exhaled breath. BMC Cancer. 2009, 9: 348-10.1186/1471-2407-9-348.CrossRefPubMedPubMedCentral Bajtarevic A, Ager C, Pienz M, Klieber M, Schwarz K, Ligor M, Ligor T, Filipiak W, Denz H, Fiegl M, Hilbe W, Weiss W, Lukas P, Jamnig H, Hackl M, Haidenberger A, Buszewski B, Miekisch W, Schubert J, Amann A: Noninvasive detection of lung cancer by analysis of exhaled breath. BMC Cancer. 2009, 9: 348-10.1186/1471-2407-9-348.CrossRefPubMedPubMedCentral
5.
go back to reference D’Amico A, Pennazza G, Santonico M, Martinelli E, Roscioni C, Galluccio G, Paolesse R, Di Natale C: An investigation on electronic nose diagnosis of lung cancer. Lung Cancer. 2010, 68: 170-176. 10.1016/j.lungcan.2009.11.003.CrossRefPubMed D’Amico A, Pennazza G, Santonico M, Martinelli E, Roscioni C, Galluccio G, Paolesse R, Di Natale C: An investigation on electronic nose diagnosis of lung cancer. Lung Cancer. 2010, 68: 170-176. 10.1016/j.lungcan.2009.11.003.CrossRefPubMed
6.
go back to reference Dragonieri S, Annema JT, Schot R, van der Schee MP, Spanevello A, Carratu P, Resta O, Rabe KF, Sterk PJ: An electronic nose in the discrimination of patients with non-small cell lung cancer and COPD. Lung Cancer. 2009, 64: 166-170. 10.1016/j.lungcan.2008.08.008.CrossRefPubMed Dragonieri S, Annema JT, Schot R, van der Schee MP, Spanevello A, Carratu P, Resta O, Rabe KF, Sterk PJ: An electronic nose in the discrimination of patients with non-small cell lung cancer and COPD. Lung Cancer. 2009, 64: 166-170. 10.1016/j.lungcan.2008.08.008.CrossRefPubMed
7.
go back to reference Machado RF, Laskowski D, Deffenderfer O, Burch T, Zheng S, Mazzone PJ, Mekhail T, Jennings C, Stoller JK, Pyle J, Duncan J, Dweik RA, Erzurum SC: Detection of lung cancer by sensor array analyses of exhaled breath. Am J Respir Crit Care Med. 2005, 171: 1286-1291. 10.1164/rccm.200409-1184OC.CrossRefPubMedPubMedCentral Machado RF, Laskowski D, Deffenderfer O, Burch T, Zheng S, Mazzone PJ, Mekhail T, Jennings C, Stoller JK, Pyle J, Duncan J, Dweik RA, Erzurum SC: Detection of lung cancer by sensor array analyses of exhaled breath. Am J Respir Crit Care Med. 2005, 171: 1286-1291. 10.1164/rccm.200409-1184OC.CrossRefPubMedPubMedCentral
8.
go back to reference Peng G, Tisch U, Adams O, Hakim M, Shehada N, Broza YY, Billan S, Abdah-Bortnyak R, Kuten A, Haick H: Diagnosing lung cancer in exhaled breath using gold nanoparticles. Nat Nanotechnol. 2009, 4: 669-673. 10.1038/nnano.2009.235.CrossRefPubMed Peng G, Tisch U, Adams O, Hakim M, Shehada N, Broza YY, Billan S, Abdah-Bortnyak R, Kuten A, Haick H: Diagnosing lung cancer in exhaled breath using gold nanoparticles. Nat Nanotechnol. 2009, 4: 669-673. 10.1038/nnano.2009.235.CrossRefPubMed
9.
go back to reference Hubers AJ, Brinkman P, Boksem RJ, Rhodius RJ, Witte BI, Zwinderman AH, Heideman DA, Duin S, Koning R, Steenbergen RD, Snijders PJ, Smit EF, Sterk PJ, Thunnissen E: Combined sputum hypermethylation and eNose analysis for lung cancer diagnosis. J Clin Pathol. 2014, 67: 707-711. 10.1136/jclinpath-2014-202414.CrossRefPubMed Hubers AJ, Brinkman P, Boksem RJ, Rhodius RJ, Witte BI, Zwinderman AH, Heideman DA, Duin S, Koning R, Steenbergen RD, Snijders PJ, Smit EF, Sterk PJ, Thunnissen E: Combined sputum hypermethylation and eNose analysis for lung cancer diagnosis. J Clin Pathol. 2014, 67: 707-711. 10.1136/jclinpath-2014-202414.CrossRefPubMed
10.
go back to reference Dragonieri S, van der Schee MP, Massaro T, Schiavulli N, Brinkman P, Pinca A, Carratu P, Spanevello A, Resta O, Musti M, Sterk PJ: An electronic nose distinguishes exhaled breath of patients with Malignant Pleural Mesothelioma from controls. Lung Cancer. 2012, 75: 326-331. 10.1016/j.lungcan.2011.08.009.CrossRefPubMed Dragonieri S, van der Schee MP, Massaro T, Schiavulli N, Brinkman P, Pinca A, Carratu P, Spanevello A, Resta O, Musti M, Sterk PJ: An electronic nose distinguishes exhaled breath of patients with Malignant Pleural Mesothelioma from controls. Lung Cancer. 2012, 75: 326-331. 10.1016/j.lungcan.2011.08.009.CrossRefPubMed
11.
go back to reference Chapman EA, Thomas PS, Stone E, Lewis C, Yates DH: A breath test for malignant mesothelioma using an electronic nose. Eur Respir J. 2012, 40: 448-454. 10.1183/09031936.00040911.CrossRefPubMed Chapman EA, Thomas PS, Stone E, Lewis C, Yates DH: A breath test for malignant mesothelioma using an electronic nose. Eur Respir J. 2012, 40: 448-454. 10.1183/09031936.00040911.CrossRefPubMed
12.
go back to reference Fens N, Roldaan AC, van der Schee MP, Boksem RJ, Zwinderman AH, Bel EH, Sterk PJ: External validation of exhaled breath profiling using an electronic nose in the discrimination of asthma with fixed airways obstruction and chronic obstructive pulmonary disease. Clin Exp Allergy. 2011, 41: 1371-1378. 10.1111/j.1365-2222.2011.03800.x.CrossRefPubMed Fens N, Roldaan AC, van der Schee MP, Boksem RJ, Zwinderman AH, Bel EH, Sterk PJ: External validation of exhaled breath profiling using an electronic nose in the discrimination of asthma with fixed airways obstruction and chronic obstructive pulmonary disease. Clin Exp Allergy. 2011, 41: 1371-1378. 10.1111/j.1365-2222.2011.03800.x.CrossRefPubMed
13.
go back to reference Fens N, Zwinderman AH, van der Schee MP, de Nijs SB, Dijkers E, Roldaan AC, Cheung D, Bel EH, Sterk PJ: Exhaled breath profiling enables discrimination of chronic obstructive pulmonary disease and asthma. Am J Respir Crit Care Med. 2009, 180: 1076-1082. 10.1164/rccm.200906-0939OC.CrossRefPubMed Fens N, Zwinderman AH, van der Schee MP, de Nijs SB, Dijkers E, Roldaan AC, Cheung D, Bel EH, Sterk PJ: Exhaled breath profiling enables discrimination of chronic obstructive pulmonary disease and asthma. Am J Respir Crit Care Med. 2009, 180: 1076-1082. 10.1164/rccm.200906-0939OC.CrossRefPubMed
14.
go back to reference Dragonieri S, Schot R, Mertens BJ, Le Cessie S, Gauw SA, Spanevello A, Resta O, Willard NP, Vink TJ, Rabe KF, Bel EH, Sterk PJ: An electronic nose in the discrimination of patients with asthma and controls. J Allergy Clin Immunol. 2007, 120: 856-862. 10.1016/j.jaci.2007.05.043.CrossRefPubMed Dragonieri S, Schot R, Mertens BJ, Le Cessie S, Gauw SA, Spanevello A, Resta O, Willard NP, Vink TJ, Rabe KF, Bel EH, Sterk PJ: An electronic nose in the discrimination of patients with asthma and controls. J Allergy Clin Immunol. 2007, 120: 856-862. 10.1016/j.jaci.2007.05.043.CrossRefPubMed
15.
go back to reference Dragonieri S, Brinkman P, Mouw E, Zwinderman AH, Carratu P, Resta O, Sterk PJ, Jonkers RE: An electronic nose discriminates exhaled breath of patients with untreated pulmonary sarcoidosis from controls. Respir Med. 2013, 107: 1073-1078. 10.1016/j.rmed.2013.03.011.CrossRefPubMed Dragonieri S, Brinkman P, Mouw E, Zwinderman AH, Carratu P, Resta O, Sterk PJ, Jonkers RE: An electronic nose discriminates exhaled breath of patients with untreated pulmonary sarcoidosis from controls. Respir Med. 2013, 107: 1073-1078. 10.1016/j.rmed.2013.03.011.CrossRefPubMed
16.
go back to reference Benedek P, Lazar Z, Bikov A, Kunos L, Katona G, Horvath I: Exhaled biomarker pattern is altered in children with obstructive sleep apnoea syndrome. Int J Pediatr Otorhinolaryngol. 2013, 77: 1244-1247. 10.1016/j.ijporl.2013.04.025.CrossRefPubMed Benedek P, Lazar Z, Bikov A, Kunos L, Katona G, Horvath I: Exhaled biomarker pattern is altered in children with obstructive sleep apnoea syndrome. Int J Pediatr Otorhinolaryngol. 2013, 77: 1244-1247. 10.1016/j.ijporl.2013.04.025.CrossRefPubMed
17.
go back to reference Greulich T, Hattesohl A, Grabisch A, Koepke J, Schmid S, Noeske S, Nell C, Wencker M, Jorres RA, Vogelmeier CF, Kohler U, Koczulla AR: Detection of obstructive sleep apnoea by an electronic nose. Eur Respir J. 2013, 42: 145-155. 10.1183/09031936.00091712.CrossRefPubMed Greulich T, Hattesohl A, Grabisch A, Koepke J, Schmid S, Noeske S, Nell C, Wencker M, Jorres RA, Vogelmeier CF, Kohler U, Koczulla AR: Detection of obstructive sleep apnoea by an electronic nose. Eur Respir J. 2013, 42: 145-155. 10.1183/09031936.00091712.CrossRefPubMed
18.
go back to reference Kunos L, Bikov A, Lazar Z, Korosi BZ, Benedek P, Losonczy G, Horvath I: Evening and morning exhaled volatile compound patterns are different in obstructive sleep apnoea assessed with electronic nose. Sleep Breath. 2014, in press Kunos L, Bikov A, Lazar Z, Korosi BZ, Benedek P, Losonczy G, Horvath I: Evening and morning exhaled volatile compound patterns are different in obstructive sleep apnoea assessed with electronic nose. Sleep Breath. 2014, in press
19.
go back to reference Bos LD, de Jong MD, Sterk PJ, Schultz MJ: How integration of global omics-data could help preparing for pandemics - a scent of influenza. Front Genet. 2014, 5: 80-CrossRefPubMedPubMedCentral Bos LD, de Jong MD, Sterk PJ, Schultz MJ: How integration of global omics-data could help preparing for pandemics - a scent of influenza. Front Genet. 2014, 5: 80-CrossRefPubMedPubMedCentral
20.
go back to reference Chambers ST, Scott-Thomas A, Epton M: Developments in novel breath tests for bacterial and fungal pulmonary infection. Curr Opin Pulm Med. 2012, 18: 228-232. 10.1097/MCP.0b013e328351f98b.CrossRefPubMed Chambers ST, Scott-Thomas A, Epton M: Developments in novel breath tests for bacterial and fungal pulmonary infection. Curr Opin Pulm Med. 2012, 18: 228-232. 10.1097/MCP.0b013e328351f98b.CrossRefPubMed
21.
go back to reference Kovacs D, Bikov A, Losonczy G, Murakozy G, Horvath I: Follow up of lung transplant recipients using an electronic nose. J Breath Res. 2013, 7: 017117-10.1088/1752-7155/7/1/017117.CrossRefPubMed Kovacs D, Bikov A, Losonczy G, Murakozy G, Horvath I: Follow up of lung transplant recipients using an electronic nose. J Breath Res. 2013, 7: 017117-10.1088/1752-7155/7/1/017117.CrossRefPubMed
22.
go back to reference Henschke CI, Yankelevitz DF, Libby DM, Pasmantier MW, Smith JP, Miettinen OS: Survival of patients with stage I lung cancer detected on CT screening. N Engl J Med. 2006, 355: 1763-1771.CrossRefPubMed Henschke CI, Yankelevitz DF, Libby DM, Pasmantier MW, Smith JP, Miettinen OS: Survival of patients with stage I lung cancer detected on CT screening. N Engl J Med. 2006, 355: 1763-1771.CrossRefPubMed
23.
go back to reference Horvath I, Lazar Z, Gyulai N, Kollai M, Losonczy G: Exhaled biomarkers in lung cancer. Eur Respir J. 2009, 34: 261-275. 10.1183/09031936.00142508.CrossRefPubMed Horvath I, Lazar Z, Gyulai N, Kollai M, Losonczy G: Exhaled biomarkers in lung cancer. Eur Respir J. 2009, 34: 261-275. 10.1183/09031936.00142508.CrossRefPubMed
24.
go back to reference Fens N, van der Schee MP, Brinkman P, Sterk PJ: Exhaled breath analysis by electronic nose in airways disease. Established issues and key questions. Clin Exp Allergy. 2013, 43: 705-715. 10.1111/cea.12052.CrossRefPubMed Fens N, van der Schee MP, Brinkman P, Sterk PJ: Exhaled breath analysis by electronic nose in airways disease. Established issues and key questions. Clin Exp Allergy. 2013, 43: 705-715. 10.1111/cea.12052.CrossRefPubMed
25.
go back to reference van de Kant KD, van der Sande LJ, Jobsis Q, van Schayck OC, Dompeling E: Clinical use of exhaled volatile organic compounds in pulmonary diseases: a systematic review. Respir Res. 2012, 13: 117-10.1186/1465-9921-13-117.CrossRefPubMedPubMedCentral van de Kant KD, van der Sande LJ, Jobsis Q, van Schayck OC, Dompeling E: Clinical use of exhaled volatile organic compounds in pulmonary diseases: a systematic review. Respir Res. 2012, 13: 117-10.1186/1465-9921-13-117.CrossRefPubMedPubMedCentral
26.
go back to reference Doleman BJ, Lewis NS: Comparison of odor detection thresholds and odor discriminablities of a conducting polymer composite electronic nose versus mammalian olfaction. Sensor Actuator B Chem. 2001, 72: 41-50. 10.1016/S0925-4005(00)00635-3.CrossRef Doleman BJ, Lewis NS: Comparison of odor detection thresholds and odor discriminablities of a conducting polymer composite electronic nose versus mammalian olfaction. Sensor Actuator B Chem. 2001, 72: 41-50. 10.1016/S0925-4005(00)00635-3.CrossRef
27.
go back to reference Miekisch W, Kischkel S, Sawacki A, Liebau T, Mieth M, Schubert JK: Impact of sampling procedures on the results of breath analysis. J Breath Res. 2008, 2: 026007-10.1088/1752-7155/2/2/026007.CrossRefPubMed Miekisch W, Kischkel S, Sawacki A, Liebau T, Mieth M, Schubert JK: Impact of sampling procedures on the results of breath analysis. J Breath Res. 2008, 2: 026007-10.1088/1752-7155/2/2/026007.CrossRefPubMed
28.
go back to reference Buszewski B, Ulanowska A, Kowalkowski T, Cieslinski K: Investigation of lung cancer biomarkers by hyphenated separation techniques and chemometrics. Clin Chem Lab Med. 2012, 50: 573-581.CrossRef Buszewski B, Ulanowska A, Kowalkowski T, Cieslinski K: Investigation of lung cancer biomarkers by hyphenated separation techniques and chemometrics. Clin Chem Lab Med. 2012, 50: 573-581.CrossRef
29.
go back to reference Steeghs MM, Cristescu SM, Munnik P, Zanen P, Harren FJ: An off-line breath sampling and analysis method suitable for large screening studies. Physiol Meas. 2007, 28: 503-514. 10.1088/0967-3334/28/5/005.CrossRefPubMed Steeghs MM, Cristescu SM, Munnik P, Zanen P, Harren FJ: An off-line breath sampling and analysis method suitable for large screening studies. Physiol Meas. 2007, 28: 503-514. 10.1088/0967-3334/28/5/005.CrossRefPubMed
30.
go back to reference Ligor M, Ligor T, Bajtarevic A, Ager C, Pienz M, Klieber M, Denz H, Fiegl M, Hilbe W, Weiss W, Lukas P, Jamnig H, Hackl M, Buszewski B, Miekisch W, Schubert J, Amann A: Determination of volatile organic compounds in exhaled breath of patients with lung cancer using solid phase microextraction and gas chromatography mass spectrometry. Clin Chem Lab Med. 2009, 47: 550-560.CrossRefPubMed Ligor M, Ligor T, Bajtarevic A, Ager C, Pienz M, Klieber M, Denz H, Fiegl M, Hilbe W, Weiss W, Lukas P, Jamnig H, Hackl M, Buszewski B, Miekisch W, Schubert J, Amann A: Determination of volatile organic compounds in exhaled breath of patients with lung cancer using solid phase microextraction and gas chromatography mass spectrometry. Clin Chem Lab Med. 2009, 47: 550-560.CrossRefPubMed
31.
go back to reference Kushch I, Schwarz K, Schwentner L, Baumann B, Dzien A, Schmid A, Unterkofler K, Gastl G, Spanel P, Smith D, Amann A: Compounds enhanced in a mass spectrometric profile of smokers’ exhaled breath versus non-smokers as determined in a pilot study using PTR-MS. J Breath Res. 2008, 2: 026002-10.1088/1752-7155/2/2/026002.CrossRefPubMed Kushch I, Schwarz K, Schwentner L, Baumann B, Dzien A, Schmid A, Unterkofler K, Gastl G, Spanel P, Smith D, Amann A: Compounds enhanced in a mass spectrometric profile of smokers’ exhaled breath versus non-smokers as determined in a pilot study using PTR-MS. J Breath Res. 2008, 2: 026002-10.1088/1752-7155/2/2/026002.CrossRefPubMed
32.
go back to reference Filipiak W, Ruzsanyi V, Mochalski P, Filipiak A, Bajtarevic A, Ager C, Denz H, Hilbe W, Jamnig H, Hackl M, Dzien A, Amann A: Dependence of exhaled breath composition on exogenous factors, smoking habits and exposure to air pollutants. J Breath Res. 2012, 6: 036008-10.1088/1752-7155/6/3/036008.CrossRefPubMed Filipiak W, Ruzsanyi V, Mochalski P, Filipiak A, Bajtarevic A, Ager C, Denz H, Hilbe W, Jamnig H, Hackl M, Dzien A, Amann A: Dependence of exhaled breath composition on exogenous factors, smoking habits and exposure to air pollutants. J Breath Res. 2012, 6: 036008-10.1088/1752-7155/6/3/036008.CrossRefPubMed
33.
go back to reference Thekedar B, Oeh U, Szymczak W, Hoeschen C, Paretzke HG: Influences of mixed expiratory sampling parameters on exhaled volatile organic compound concentrations. J Breath Res. 2011, 5: 016001-10.1088/1752-7155/5/1/016001.CrossRefPubMed Thekedar B, Oeh U, Szymczak W, Hoeschen C, Paretzke HG: Influences of mixed expiratory sampling parameters on exhaled volatile organic compound concentrations. J Breath Res. 2011, 5: 016001-10.1088/1752-7155/5/1/016001.CrossRefPubMed
34.
go back to reference Lewis NS: Comparisons between mammalian and artificial olfaction based on arrays of carbon black-polymer composite vapor detectors. Acc Chem Res. 2004, 37: 663-672. 10.1021/ar030120m.CrossRefPubMed Lewis NS: Comparisons between mammalian and artificial olfaction based on arrays of carbon black-polymer composite vapor detectors. Acc Chem Res. 2004, 37: 663-672. 10.1021/ar030120m.CrossRefPubMed
35.
go back to reference van der Schee MP, Fens N, Brinkman P, Bos LD, Angelo MD, Nijsen TM, Raabe R, Knobel HH, Vink TJ, Sterk PJ: Effect of transportation and storage using sorbent tubes of exhaled breath samples on diagnostic accuracy of electronic nose analysis. J Breath Res. 2013, 7: 016002-10.1088/1752-7155/7/1/016002.CrossRefPubMed van der Schee MP, Fens N, Brinkman P, Bos LD, Angelo MD, Nijsen TM, Raabe R, Knobel HH, Vink TJ, Sterk PJ: Effect of transportation and storage using sorbent tubes of exhaled breath samples on diagnostic accuracy of electronic nose analysis. J Breath Res. 2013, 7: 016002-10.1088/1752-7155/7/1/016002.CrossRefPubMed
36.
go back to reference Zetterquist W, Marteus H, Johannesson M, Nordval SL, Ihre E, Lundberg JO, Alving K: Exhaled carbon monoxide is not elevated in patients with asthma or cystic fibrosis. Eur Respir J. 2002, 20: 92-99. 10.1183/09031936.02.00245302.CrossRefPubMed Zetterquist W, Marteus H, Johannesson M, Nordval SL, Ihre E, Lundberg JO, Alving K: Exhaled carbon monoxide is not elevated in patients with asthma or cystic fibrosis. Eur Respir J. 2002, 20: 92-99. 10.1183/09031936.02.00245302.CrossRefPubMed
37.
go back to reference Larstad MA, Toren K, Bake B, Olin AC: Determination of ethane, pentane and isoprene in exhaled air–effects of breath-holding, flow rate and purified air. Acta Physiol (Oxf). 2007, 189: 87-98.CrossRef Larstad MA, Toren K, Bake B, Olin AC: Determination of ethane, pentane and isoprene in exhaled air–effects of breath-holding, flow rate and purified air. Acta Physiol (Oxf). 2007, 189: 87-98.CrossRef
38.
go back to reference Bikov A, Paschalaki K, Logan-Sinclair R, Horvath I, Kharitonov SA, Barnes PJ, Usmani OS, Paredi P: Standardised exhaled breath collection for the measurement of exhaled volatile organic compounds by proton transfer reaction mass spectrometry. BMC Pulm Med. 2013, 13: 43-10.1186/1471-2466-13-43.CrossRefPubMedPubMedCentral Bikov A, Paschalaki K, Logan-Sinclair R, Horvath I, Kharitonov SA, Barnes PJ, Usmani OS, Paredi P: Standardised exhaled breath collection for the measurement of exhaled volatile organic compounds by proton transfer reaction mass spectrometry. BMC Pulm Med. 2013, 13: 43-10.1186/1471-2466-13-43.CrossRefPubMedPubMedCentral
39.
go back to reference Bikov A, Lazar Z, Schandl K, Antus BM, Losonczy G, Horvath I: Exercise changes volatiles in exhaled breath assessed by an electronic nose. Acta Physiol Hung. 2011, 98: 321-328. 10.1556/APhysiol.98.2011.3.9.CrossRefPubMed Bikov A, Lazar Z, Schandl K, Antus BM, Losonczy G, Horvath I: Exercise changes volatiles in exhaled breath assessed by an electronic nose. Acta Physiol Hung. 2011, 98: 321-328. 10.1556/APhysiol.98.2011.3.9.CrossRefPubMed
40.
go back to reference Bikov A, Pako J, Kovacs D, Tamasi L, Lazar Z, Rigo J, Losonczy G, Horvath I: Exhaled breath volatile alterations in pregnancy assessed with electronic nose. Biomarkers. 2011, 16: 476-484. 10.3109/1354750X.2011.598562.CrossRefPubMed Bikov A, Pako J, Kovacs D, Tamasi L, Lazar Z, Rigo J, Losonczy G, Horvath I: Exhaled breath volatile alterations in pregnancy assessed with electronic nose. Biomarkers. 2011, 16: 476-484. 10.3109/1354750X.2011.598562.CrossRefPubMed
41.
go back to reference De Maesschalck R, Jouan-Rimbaud D, Massart DL: The Mahalanobis distance. Chemometr Intell Lab Syst. 2000, 50: 1-18. 10.1016/S0169-7439(99)00047-7.CrossRef De Maesschalck R, Jouan-Rimbaud D, Massart DL: The Mahalanobis distance. Chemometr Intell Lab Syst. 2000, 50: 1-18. 10.1016/S0169-7439(99)00047-7.CrossRef
42.
go back to reference Faul F, Erdfelder E, Buchner A, Lang AG: Statistical power analyses using G*Power 3.1: tests for correlation and regression analyses. Behav Res Methods. 2009, 41: 1149-1160. 10.3758/BRM.41.4.1149.CrossRefPubMed Faul F, Erdfelder E, Buchner A, Lang AG: Statistical power analyses using G*Power 3.1: tests for correlation and regression analyses. Behav Res Methods. 2009, 41: 1149-1160. 10.3758/BRM.41.4.1149.CrossRefPubMed
43.
go back to reference Silkoff PE, McClean PA, Slutsky AS, Furlott HG, Hoffstein E, Wakita S, Chapman KR, Szalai JP, Zamel N: Marked flow-dependence of exhaled nitric oxide using a new technique to exclude nasal nitric oxide. Am J Respir Crit Care Med. 1997, 155: 260-267. 10.1164/ajrccm.155.1.9001322.CrossRefPubMed Silkoff PE, McClean PA, Slutsky AS, Furlott HG, Hoffstein E, Wakita S, Chapman KR, Szalai JP, Zamel N: Marked flow-dependence of exhaled nitric oxide using a new technique to exclude nasal nitric oxide. Am J Respir Crit Care Med. 1997, 155: 260-267. 10.1164/ajrccm.155.1.9001322.CrossRefPubMed
44.
go back to reference Boshier PR, Priest OH, Hanna GB, Marczin N: Influence of respiratory variables on the on-line detection of exhaled trace gases by PTR-MS. Thorax. 2011, 66: 919-920. 10.1136/thx.2011.161208.CrossRefPubMed Boshier PR, Priest OH, Hanna GB, Marczin N: Influence of respiratory variables on the on-line detection of exhaled trace gases by PTR-MS. Thorax. 2011, 66: 919-920. 10.1136/thx.2011.161208.CrossRefPubMed
45.
go back to reference West RJ: The effect of duration of breath-holding on expired air carbon monoxide concentration in cigarette smokers. Addict Behav. 1984, 9: 307-309. 10.1016/0306-4603(84)90026-1.CrossRefPubMed West RJ: The effect of duration of breath-holding on expired air carbon monoxide concentration in cigarette smokers. Addict Behav. 1984, 9: 307-309. 10.1016/0306-4603(84)90026-1.CrossRefPubMed
46.
go back to reference Paredi P, Loukides S, Ward S, Cramer D, Spicer M, Kharitonov SA, Barnes PJ: Exhalation flow and pressure-controlled reservoir collection of exhaled nitric oxide for remote and delayed analysis. Thorax. 1998, 53: 775-779. 10.1136/thx.53.9.775.CrossRefPubMedPubMedCentral Paredi P, Loukides S, Ward S, Cramer D, Spicer M, Kharitonov SA, Barnes PJ: Exhalation flow and pressure-controlled reservoir collection of exhaled nitric oxide for remote and delayed analysis. Thorax. 1998, 53: 775-779. 10.1136/thx.53.9.775.CrossRefPubMedPubMedCentral
47.
go back to reference Schubert JK, Spittler KH, Braun G, Geiger K, Guttmann J: CO(2)-controlled sampling of alveolar gas in mechanically ventilated patients. J Appl Physiol. 2001, 90: 486-492.PubMed Schubert JK, Spittler KH, Braun G, Geiger K, Guttmann J: CO(2)-controlled sampling of alveolar gas in mechanically ventilated patients. J Appl Physiol. 2001, 90: 486-492.PubMed
48.
go back to reference Gromski PS, Correa E, Vaughan AA, Wedge DC, Turner ML, Goodacre R: A comparison of different chemometrics approaches for the robust classification of electronic nose data. Anal Bioanal Chem. 2014, 406: 7581-7590. 10.1007/s00216-014-8216-7.CrossRefPubMed Gromski PS, Correa E, Vaughan AA, Wedge DC, Turner ML, Goodacre R: A comparison of different chemometrics approaches for the robust classification of electronic nose data. Anal Bioanal Chem. 2014, 406: 7581-7590. 10.1007/s00216-014-8216-7.CrossRefPubMed
49.
go back to reference Cheng ZJ, Warwick G, Yates DH, Thomas PS: An electronic nose in the discrimination of breath from smokers and non-smokers: a model for toxin exposure. J Breath Res. 2009, 3: 036003-10.1088/1752-7155/3/3/036003.CrossRefPubMed Cheng ZJ, Warwick G, Yates DH, Thomas PS: An electronic nose in the discrimination of breath from smokers and non-smokers: a model for toxin exposure. J Breath Res. 2009, 3: 036003-10.1088/1752-7155/3/3/036003.CrossRefPubMed
50.
go back to reference Lazar Z, Fens N, van der Maten J, van der Schee MP, Wagener AH, de Nijs SB, Dijkers E, Sterk PJ: Electronic nose breathprints are independent of acute changes in airway caliber in asthma. Sensors (Basel). 2010, 10: 9127-9138. 10.3390/s101009127.CrossRef Lazar Z, Fens N, van der Maten J, van der Schee MP, Wagener AH, de Nijs SB, Dijkers E, Sterk PJ: Electronic nose breathprints are independent of acute changes in airway caliber in asthma. Sensors (Basel). 2010, 10: 9127-9138. 10.3390/s101009127.CrossRef
Metadata
Title
Expiratory flow rate, breath hold and anatomic dead space influence electronic nose ability to detect lung cancer
Authors
Andras Bikov
Marton Hernadi
Beata Zita Korosi
Laszlo Kunos
Gabriella Zsamboki
Zoltan Sutto
Adam Domonkos Tarnoki
David Laszlo Tarnoki
Gyorgy Losonczy
Ildiko Horvath
Publication date
01-12-2014
Publisher
BioMed Central
Published in
BMC Pulmonary Medicine / Issue 1/2014
Electronic ISSN: 1471-2466
DOI
https://doi.org/10.1186/1471-2466-14-202

Other articles of this Issue 1/2014

BMC Pulmonary Medicine 1/2014 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discusses last year's major advances in heart failure and cardiomyopathies.