Construction and validation of a risk prediction model for early ventilator-induced diaphragm dysfunction in mechanically ventilated patients - Summary - MDSpire

Construction and validation of a risk prediction model for early ventilator-induced diaphragm dysfunction in mechanically ventilated patients

  • By

  • Min-Qing Long

  • Yu-Ting Liu

  • June 25, 2026

  • 0 min

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Objective:

To explore the risk factors of early ventilator-induced diaphragm dysfunction (VIDD) in mechanically ventilated patients and construct a temporally validated risk prediction model using clinical baseline indicators.

Approach:
  • Study Design: A prospective study conducted at Shenzhen Nanshan People’s Hospital involving 470 mechanically ventilated patients admitted to the ICU from May 2024 to May 2025.
  • Diagnosis Criteria: VIDD was diagnosed using diaphragm ultrasound indicators: TFdi < 20%, DE < 1 cm, and Tdi < 0.2 cm, which served as outcome diagnostic criteria.
Key Findings:
  • The incidence of VIDD was 48.78% among the modeling group.
  • Independent risk factors for VIDD included complicated sepsis, controlled mechanical ventilation mode, RASS score ≤ −4, APACHE II score >20, and complicated intra-abdominal hypertension (IAP ≥ 16 mmHg).
  • The nomogram model showed an AUC of 0.820 in the modeling group and 0.816 in the validation group, indicating excellent discriminative ability.
Interpretation:

The nomogram model constructed based on five risk factors exhibited favorable efficacy for predicting early VIDD, suggesting it can be a useful tool for early identification of high-risk patients.

Limitations:
  • The study was conducted in a single center, which may limit the generalizability of the findings.
Conclusion:

The model can be applied as a quantitative tool for the early identification of high-risk patients.

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