Oxygen Consumption

The goal of this observational study is to measure effort using esophageal pressure measurements, oxygen consumption and diaphragm activity in mechanically ventilated Intensive Care Unit patients during a Spontaneous Breathing Trial. The main question aims to answer whether the sEMG signal derived from the SERA device, effort parameters and oxygen consumption have an association with weaning failure. Participants will be measured while performing a spontaneous breathing trial.

This project intends to conduct a large-sample, prospective, multicenter clinical cohort study in healthy populations. By utilizing a digital cardiopulmonary rehabilitation clinical data research platform, The investigators aim to achieve automated, standardized, and uniform collection, analysis, and AI modeling of large-scale cardiopulmonary exercise testing (CPET) data. The ultimate goals are: To establish reference standards for cardiopulmonary exercise capacity in the Chinese healthy population. To develop machine learning-based predictive models for key CPET variables (e.g., peak VO₂) tailored to Chinese demographics. To compare performance differences between domestically produced and imported CPET devices.

In patients who are mechanically ventilated for more than 72 hours weaning failure is a common issue. The Spontaneous breathing trial (SBT) is often done to assess if the patient can be extubated with a high chance of success. However, re-intubation rates are between 15 - 20 % after a successful SBT. The rapid shallow breathing index (RSBI) is an important parameter used in an SBT. Because the high incidence of extubation failure (re-intubation within 48 hours) a search for a better parameter than the RSBI is warranted. Using the measured end-tidal oxygen (etO2) of mechanically ventilated patients it is possible to calculate the VO2, which is a measure of patient effort. The VO2 is a parameter with the potential to predict weaning success or failure, together with other parameters of patient effort like the work of breathing (WOB), pressure time product (PTP) and esophageal pressure swings, reflecting muscle strength of the diaphragm. Therefore, the investigators want to investigate if these parameters are associated with an SBT success or failure.