Respiratory failure & ventilation

Digital Twins of Acute Hypoxemic Respiratory Failure Patients Suggest a Mechanistic Basis for Success and Failure of Noninvasive Ventilation

Crit Care MedPublished Mechanistic study

Authors' conclusion

In digital twins of AHRF patients, successful NIV improved lung mechanics, lowering respiratory effort and indices associated with lung injury. NIV failed in patients for whom only low levels of positive inspiratory pressure support could be applied without risking patient self-inflicted lung injury due to excessive tidal volumes.

Study context

Population
Moderate-to-severe acute hypoxemic respiratory failure (AHRF) patients who failed high-flow nasal cannula (HFNC) therapy and then underwent a trial of noninvasive ventilation (NIV)individual patient data
Participants
30 patients
Comparison
NIV success vs NIV failure
Outcome
Change in lung injury indices
Follow-up
2 hours of the trial
Methodological detailsdigital twins based on mechanistic computational models of individual patients
  • Digital twins based on mechanistic computational models of individual patients

Main finding

As reported in the abstract

GroupValueChange in total lung stressChange in mechanical powerChange in total lung strain
Succeededmean −10.9 (SD 6.2) cm H2O−10.9 (6.2) cm H2O−13.4 (12.2) J/min0.02 (0.24)
Failedmean −0.35 (SD 3.38) cm H2O−0.35 (3.38) cm H2O−1.0 (5.4) J/min0.16 (0.30)

Value

Succeededmean −10.9 (SD 6.2) cm H2O
Failedmean −0.35 (SD 3.38) cm H2O

Change in total lung stress

Succeeded−10.9 (6.2) cm H2O
Failed−0.35 (3.38) cm H2O

Change in mechanical power

Succeeded−13.4 (12.2) J/min
Failed−1.0 (5.4) J/min

Change in total lung strain

Succeeded0.02 (0.24)
Failed0.16 (0.30)

Further findings

Intrinsic PEEP

Inspiratory pressure support

Tidal volume

Positive end-expiratory pressure (PEEP)

PEEP produced by HFNC similar to that set during NIV

Effects of successful NIV on respiratory mechanics

Increase in respiratory system compliance
+25.0 (16.4) mL/cm H2O
Lowered inspiratory muscle pressure
−9.7 (9.6) cm H2O
Reduced contribution of spontaneous breathing to total driving pressure
57.0%

Original publication

Digital Twins of Acute Hypoxemic Respiratory Failure Patients Suggest a Mechanistic Basis for Success and Failure of Noninvasive Ventilation. Crit Care Med. Published 29 May 2024. doi:10.1097/ccm.0000000000006337

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