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April 24, 2026Respiratory Physiology & Neurobiology0 citationsOpen Access

Modeling of End-tidal to transcutaneous oxygen pressure difference dynamics during cardio-pulmonary exercise testing: a retrospective study.

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MLM. LokietekAMAnaïs MarionneauSLSimon Lecoq

Key Result

The end-tidal to transcutaneous oxygen pressure gradient follows a third-degree polynomial relationship with oxygen uptake during exercise, decreasing until VO2=1.26 L/min before increasing.

Key Points

  • This study aims to model the relationship between end-tidal to transcutaneous oxygen pressure and oxygen uptake during exercise.
  • Analyzed medical records of 68 individuals undergoing cardiopulmonary exercise testing (CPET).
  • Utilized breath-by-breath monitoring of end-tidal oxygen pressure and oxygen uptake.
  • Applied functional data analysis and polynomial regression to characterize the relationship.
  • ET-tcDO₂ initially decreased with exercise intensity then increased, modeling suggests a third-degree polynomial offers best fit.
  • Functional data analysis achieved high accuracy (adjusted R² = 0.96).
  • 75% of individuals' responses were well described by third-degree polynomial models.

Structured PICO

What statistical model best characterizes the relationship between the end-tidal to transcutaneous oxygen pressure gradient and oxygen uptake during cardiopulmonary exercise testing in healthy individuals?

P
Population
68 apparently healthy individuals who underwent incremental cardiopulmonary exercise testing (CPET) with transcutaneous oxygen pressure (PtcO₂) monitoring
I
Intervention
Continuous PtcO₂ monitoring combined with breath-by-breath end-tidal oxygen pressure (PETO₂) and oxygen uptake (VO₂) data extraction, analyzed using functional data analysis (FDA) and polynomial regression models
O
Outcome
Statistical model that best characterizes the relationship between the end-tidal to transcutaneous oxygen pressure gradient (ET-tcDO₂) and oxygen uptake (VO₂)surrogate

The end-tidal to transcutaneous oxygen pressure gradient follows a third-degree polynomial relationship with oxygen uptake during CPET, suggesting a potential non-invasive method to assess alveolar-arterial gas exchange.

Abstract

During cardiopulmonary exercise testing (CPET), the alveolar–arterial oxygen gradient varies with exercise intensity, but direct assessment is limited by the invasiveness of arterial sampling. End-tidal oxygen pressure (PETO₂) and transcutaneous oxygen pressure (PtcO₂) may provide non-invasive estimates of alveolar and arterial oxygen pressures. This study aimed to identify the statistical model that best characterize the relationship between the end-tidal to transcutaneous oxygen pressure gradient (ET-tcDO₂) and oxygen uptake (VO₂) in apparently healthy individuals. This retrospective study analyzed medical records (n=68) from incremental CPETs performed with PtcO₂ monitoring. Breath‑by‑breath PETO₂ and VO₂ data from CPET tests were also extracted. The relationship between ET‑tcDO₂ and VO₂ was then characterized using functional data analysis (FDA) and polynomial regression models of increasing degree. FDA demonstrated high modeling accuracy (adjusted R² = 0.96). ET-tcDO2 decreased at onset of exercise, until VO2=1.26 L/min, and then increased until maximal exercise. Among polynomial regression models, the polynomial of the third degree best described this relationship (adjusted R² = 0.48). At the individual level, most responses followed a polynomial of the third degree, with 75% of participants exhibiting an adjusted R² above 0.7. Continuous PtcO₂ monitoring enables detailed characterization of exercise-induced alveolar–arterial gas exchange in healthy individuals. ET-tcDO₂ follows a polynomial of the third-degree during CPET. The combined use of PETO₂ and PtcO₂ may offer a simple, non-invasive approach for assessing alveolar–arterial gas exchange in routine clinical practice that should be further investigated.

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Cite This Study

Lokietek et al. (2026) studied this question. The end-tidal to transcutaneous oxygen pressure gradient follows a third-degree polynomial relationship with oxygen uptake during exercise, decreasing until VO2=1.26 L/min before increasing.

synapsesocial.com/papers/69eb0899553a5433e34b37d0https://doi.org/10.1016/j.resp.2026.104573
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