bioRxivPhysiology
Physiologically driven, altitude-adaptive model for the interpretation of pediatric oxygen saturation at altitudes above 2000 m a.s.l.
L. Tueshaus, M. Moreo, J. Zhang, S. M. Hartinger, D. Maeusezahl, W. Karlen
Abstract
Measuring peripheral oxygen saturation (SpO2) with pulse oximeters at the point of care is widely established. However, since SpO2 is dependent on ambient atmospheric pressure, the distribution of SpO2 values in populations living above 2000 m a.s.l. is largely unknown. Here, we propose and evaluate a computer model to predict SpO2 values for pediatric permanent residents living between 0 and 4000 m a.s.l. Based on a sensitivity analysis of oxygen transport parameters, we created an altitude-adaptive SpO2 model that takes physiological adaptation of permanent residents into account. From this model, we derived an altitude-adaptive abnormal SpO2 threshold using patient parameters from literature. We compared the obtained model and threshold against a previously proposed threshold derived statistically from data and two empirical datasets independently recorded from Peruvian children living at altitudes up to 4100 m a.s.l. Our model followed the trends of empirical data, with the empirical data having a narrower healthy SpO2 range below 2000 m a.s.l., but the medians did never differ more than 2.29% across all altitudes. Our threshold estimated abnormal SpO2 in only 17 out of 5981 (0.3%) healthy recordings, whereas the statistical threshold returned 95 (1.6%) recordings outside the healthy range. The strength of our parametrised model is that it is rooted in physiology-derived equations and enables customisation. Furthermore, as it provides a reference SpO2, it could assist practitioners in interpreting SpO2 values for diagnosis, prognosis, and oxygen administration at higher altitudes.\n\nNew & NoteworthyOur model describes the altitude-dependent decrease of SpO2 in healthy pediatric residents based on physiological equations and can be adapted based on measureable clinical parameters. The proposed altitude-specific abnormal SpO2 threshold might be more appropriate than rigid guidelines for administering oxygen that currently are only available for sea level patients. We see this as a starting point to discuss and adapt oxygen administration guidelines.
- organism: human
- assay: clinical cohort / trial
- research focus: differential expression
- approach: statistical model
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- A transformation of oxygen saturation (the saturation virtual shunt) to improve clinical prediction model calibration and interpretation
G. Zhou, W. Karlen, … J. M. Ansermino·bioRxiv·Mar 19, 2019
- Comparison Between Normobaric Hypoxia Altitude Simulation Test and Altitude Hypoxia Predictive Equations in Cystic Fibrosis Patients
C. Costa, A. Barros, … S. Moreira·bioRxiv·Mar 9, 2019
- Using composite phenotypes to reveal hidden physiological heterogeneity and model oxygen saturation variation of high altitude acclimatization in a Chinese Han longitudinal cohort
- The alveolar gas equation: do lessons from WW2 research into high flying pilots provide insights into the adaptation to high altitude flight in birds?
M. D. Seear·bioRxiv·May 13, 2020
- Training and match running distances and perceived exertion at sea-level and altitude in elite North American soccer: A natural longitudinal cross-over case series.
Garrison Draper, Paul Chesterton, … Matthew Wright·bioRxiv·Jul 13, 2025
- Hypoxemia is an Independent Risk Factor for Perioperative Thrombosis at High Altitude: A Retrospective Study of 11,084 Patients
Ye Yuan Jin, YiFan Wu, … ZongZhao He·bioRxiv·Nov 5, 2026