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Updated: Jun 18, 2026

Ex Vivo Porcine Experimental Model for Studying and Teaching Lung Mechanics
Published on: April 19, 2024
Ventilatory efficiency: Physiological modelling and mechanistic validation
Paulo T Muller1, Beate Stubbe2, Till Ittermann2
1Faculty of Medicine, Department of Pneumology, Federal University of Mato Grosso do Sul, Campo Grande, Brazil.
None:
Traditional indices such as the - slope describe ventilatory efficiency within the submaximal, near-linear domain of exercise but underrepresent the nonlinear ventilatory behaviour emerging beyond the first ventilatory threshold (VT1). We applied a semi-logarithmic model that linearizes the post-VT1 response by relating CO2 output to log-transformed ventilation, extracting an empirical slope (b_emp) and normalizing it to a theoretical upper limit of CO2 clearance anchored to predicted maximal voluntary ventilation (MVV_pred), yielding the bounded ventilatory efficiency index . In 1150 rigorously screened healthy adults (52.4% women; median age 49 years), exhibited minimal sex-related variation (14.3% vs. 14.7%) and small positive associations with age (β = +0.058 ± 0.007, P < 0.0001) and FEV1_pred (%) (β = +0.032 ± 0.008, P < 0.0001), accounting for ∼8.5% of total variance (R2 = 0.085). Both empirical (median 3.3 [2.7-4.1] L·logL- 1) and theoretical reference slopes (23.1 [19.5-27.3] L logL- 1) declined with age, whereas remained stable across the lifespan, as confirmed by deterministic simulations demonstrating proportional coupling between ventilatory performance and theoretical capacity. In a post hoc cohort of individuals without cardiopulmonary disease but with isolated diffusive disturbance, multivariable regression identified as the only significant independent predictor of reduced diffusing capacity (P = 0.016), while age, height, sex and MVV_pred were non-significant (all P > 0.20), indicating physiological, rather than geometric, determinants. By referencing ventilatory performance to a theoretical limit of CO2 removal, provides a reproducible, scale-independent descriptor that refines the physiological interpretation of ventilatory efficiency across health, ageing and contrasting ventilatory constraints. KEY POINTS: The - slope and nadir underestimate key ventilatory adjustments during the most decisive phase of the exercise response - from the first ventilatory threshold (VT1) to peak exercise. This study introduces a semi-logarithmic approach that linearizes the decisive post-VT1 segment of the ventilatory response, better capturing its underlying physiological behaviour. The resulting slope, when normalized to a theoretical physiological limit for gas exchange and scaled to the predicted maximal voluntary ventilation, yields a bounded efficiency index ( , %). remained robustly stable and only weakly associated with age and lung function, while showing no meaningful dependence on sex or height in over 1000 healthy adults, from which valuable normative equations were derived. This framework integrates ventilatory drive, gas exchange and diffusion capacity, offering a unified and easily applicable tool for physiological and clinical evaluation of ventilatory efficiency.
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