This paper proposes a mathematical framework for understanding how the structural changes in the COPD lung reflect in model parameters. The core of the analysis is a correlation between the heterogeneity in the lung as COPD degree changes (GOLD II, III and IV) and the nonlinearity index evaluated using the forced oscillation technique. A low frequency evaluation of respiratory impedance models and nonlinearity degree is performed since changes in tissue mechanics are related to viscoelastic properties. Simulation analysis of our model indicates a good correlation to expected changes in heterogeneity and nonlinear effects. A total of 43 COPD diagnosed patients are evaluated, distributed as GOLD II (18), GOLD III (15) and GOLD IV (10). Experimental data supports the claims and indicate that the proposed model and index for nonlinearity is well-suited to capture COPD structural changes.
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Univ Victoria, Dept Math & Stat, Victoria, BC V8P 5C2, CanadaUniv Victoria, Dept Math & Stat, Victoria, BC V8P 5C2, Canada
Hu, Yushan
Shao, Xiaojian
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Natl Res Council Canada, Digital Technol Res Ctr, Ottawa, ON K1A 0R6, CanadaUniv Victoria, Dept Math & Stat, Victoria, BC V8P 5C2, Canada
Shao, Xiaojian
Xing, Li
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Univ Saskatchewan, Dept Math & Stat, Saskatoon, SK S7N 5A2, CanadaUniv Victoria, Dept Math & Stat, Victoria, BC V8P 5C2, Canada
Xing, Li
Li, Xuan
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St Pauls Hosp, UBC Ctr Heart Lung Innovat, Vancouver, BC V6Z 1Y6, CanadaUniv Victoria, Dept Math & Stat, Victoria, BC V8P 5C2, Canada
Li, Xuan
Nonis, Geoffrey M.
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St Pauls Hosp, UBC Ctr Heart Lung Innovat, Vancouver, BC V6Z 1Y6, CanadaUniv Victoria, Dept Math & Stat, Victoria, BC V8P 5C2, Canada
Nonis, Geoffrey M.
Koelwyn, Graeme J.
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St Pauls Hosp, UBC Ctr Heart Lung Innovat, Vancouver, BC V6Z 1Y6, Canada
Simon Fraser Univ, Fac Hlth Sci, Burnaby, BC V5A 1S6, CanadaUniv Victoria, Dept Math & Stat, Victoria, BC V8P 5C2, Canada
Koelwyn, Graeme J.
Zhang, Xuekui
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Univ Victoria, Dept Math & Stat, Victoria, BC V8P 5C2, Canada
St Pauls Hosp, UBC Ctr Heart Lung Innovat, Vancouver, BC V6Z 1Y6, CanadaUniv Victoria, Dept Math & Stat, Victoria, BC V8P 5C2, Canada
Zhang, Xuekui
Sin, Don D.
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St Pauls Hosp, UBC Ctr Heart Lung Innovat, Vancouver, BC V6Z 1Y6, Canada
Univ British Columbia, Dept Med, Div Respirol, Vancouver, BC V6T 1Z1, CanadaUniv Victoria, Dept Math & Stat, Victoria, BC V8P 5C2, Canada
机构:
Brigham & Womens Hosp, Dept Med, Pulm, 75 Francis St, Boston, MA 02115 USARoyal Devon & Exeter Hosp, Barrack Rd, Exeter EX2 5DW, Devon, England
Celli, Bartolome R.
Mueller, Achim
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Boehringer Ingelheim GmbH & Co KG, Biostat & Data Sci, D-88397 Biberach, GermanyRoyal Devon & Exeter Hosp, Barrack Rd, Exeter EX2 5DW, Devon, England
Mueller, Achim
Metzdorf, Norbert
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Boehringer Ingelheim GmbH & Co KG, Med TA Resp Dis, D-55216 Ingelheim, GermanyRoyal Devon & Exeter Hosp, Barrack Rd, Exeter EX2 5DW, Devon, England
Metzdorf, Norbert
Tashkin, Donald P.
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Univ Calif Los Angeles, David Geffen Sch Med, 10833 Le Conte Ave, Los Angeles, CA 90095 USARoyal Devon & Exeter Hosp, Barrack Rd, Exeter EX2 5DW, Devon, England