AUTHOR=Rivas Eva , López-Baamonde Manuel , Sanahuja Josep , Del Rio Elena , Ramis Tomeu , Recasens Anna , López Antonio , Arias Marilyn , Kampakis Stylianos , Lauteslager Timo , Awara Osama , Mascha Edward J. , Soriano Alex , Badía Joan Ramon , Castro Pedro , Sessler Daniel I. TITLE=Early detection of deterioration in COVID-19 patients by continuous ward respiratory rate monitoring: a pilot prospective cohort study JOURNAL=Frontiers in Medicine VOLUME=Volume 10 - 2023 YEAR=2023 URL=https://www.frontiersin.org/journals/medicine/articles/10.3389/fmed.2023.1243050 DOI=10.3389/fmed.2023.1243050 ISSN=2296-858X ABSTRACT=Background: Tachypnea is among the earliest signs of pulmonary decompensation.Contactless continuously respiratory rate monitoring might be useful in isolated COVID-19 patients admitted in wards. We therefore aimed to determine whether continuous monitoring of respiratory patterns in hospitalized patients with COVID-19 predicts subsequent need for increased respiratory support.Methods: Single-center pilot prospective cohort study in COVID-19 patients who were cared for in routine wards. COVID-19 patients who have at least one escalation of pulmonary management were matched to 3 non-escalated patients. Contactless respiratory monitoring was instituted after patients enrolled, and continued for 15 days unless hospital discharge, initiation of invasive mechanical ventilation, or death occurred.Respiratory rate data from the continuous monitor was not available to clinicians. The exposures were respiratory features over rolling periods of 30 minutes, 24 hours, and 72 hours before respiratory care escalation. The primary outcome was a subsequent escalation in ventilatory support beyond a Venturi mask.Results: Among 125 included patients, 13 exhibited at least one escalation and were each matched to 3 non-escalated patients. A total of 28 escalation events were matched to 84 non-escalation episodes. The 30-min mean respiratory rate in escalated patients was 23 breaths per minute (bpm) ranging from 13 to 40 bpm, similar to the 22 bpm in non-escalated patients, although with less variability (range 14 to 31 bpm). However, higher respiratory rate variability, especially skewness over 1 day, was associated with higher incidence of an escalation event. Our overall model, based on continuous data,