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Title: | Box-Jenkins Transfer Function Modelling for Reliable Determination of VO2 Kinetics in Patients with COPD | Authors: | Buekers, Joren THEUNIS, Jan Fernandez, Alberto Pena Wouters, Erniel E. M. SPRUIT, Martijn A. DE BOEVER, Patrick Aerts, Jean-Marie |
Issue Date: | 2019 | Publisher: | MDPI | Source: | Applied Sciences-Basel, 9(9) (Art N° 1822) | Abstract: | Oxygen uptake (VO2) kinetics provide information about the ability to respond to the increased physical load during a constant work rate test (CWRT). Box-Jenkins transfer function (BJ-TF) models can extract kinetic features from the phase II VO2 response during a CWRT, without being affected by unwanted noise contributions (e.g., phase I contribution or measurement noise). CWRT data of 18 COPD patients were used to compare model fits and kinetic feature values between BJ-TF models and three typically applied exponential modelling methods. Autocorrelation tests and normalised root-mean-squared error values (BJ-TF: 2.8 +/- 1.3%; exponential methods A, B and C: 10.5 +/- 5.8%, 11.3 +/- 5.2% and 12.1 +/- 7.0%; p < 0.05) showed that BJ-TF models, in contrast to exponential models, could account for the most important noise contributions. This led to more reliable kinetic feature values compared to methods A and B (e.g., mean response time (MRT), BJ-TF: 74 +/- 20 s; methods A-B: 100 +/- 56 s-88 +/- 52 s; p < 0.05). Only exponential modelling method C provided kinetic feature values comparable to BJ-TF features values (e.g., MRT: 75 +/- 20 s). Based on theoretical considerations, we recommend using BJ-TF models, rather than exponential models, for reliable determinations of VO2 kinetics. | Notes: | [Buekers, Joren; Theunis, Jan; De Boever, Patrick] Flemish Inst Technol Res VITO, Hlth Unit, B-2400 Mol, Belgium. [Buekers, Joren; Fernandez, Alberto Pena; Aerts, Jean-Marie] Katholieke Univ Leuven, Dept Biosyst, Measure Model & Manage Bioresponses M3 BIORES, B-3000 Leuven, Belgium. [Wouters, Erniel E. M.; Spruit, Martijn A.] Ctr Expertise Chron Organ Failure CIRO, Dept Res & Educ, NL-6085 NM Horn, Netherlands. [Wouters, Erniel E. M.; Spruit, Martijn A.] Maastricht Univ, Med Ctr, Dept Resp Med, NL-6229 HX Maastricht, Netherlands. [Spruit, Martijn A.] Hasselt Univ, Fac Rehabil Sci, REVAL Rehabil Res Ctr, BIOMED Biomed Res Inst, B-3500 Diepenbeek, Belgium. [Spruit, Martijn A.] Maastricht Univ, Nutr Sch Nutr & Translat Res Metab, Med Ctr, NL-6211 LK Maastricht, Netherlands. [De Boever, Patrick] Hasselt Univ, Ctr Environm Sci, B-3500 Diepenbeek, Belgium. | Keywords: | chronic obstructive pulmonary disease; COPD; oxygen uptake; VO2; kinetics; exercise testing;chronic obstructive pulmonary disease; COPD; oxygen uptake; VO2; kinetics; exercise testing | Document URI: | http://hdl.handle.net/1942/28675 | e-ISSN: | 2076-3417 | DOI: | 10.3390/app9091822 | ISI #: | 000469756000101 | Rights: | © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). | Category: | A1 | Type: | Journal Contribution | Validations: | ecoom 2020 |
Appears in Collections: | Research publications |
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