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Multimodal Database and Large Language Model for ARDS

Construction of ARDS Clinical Multimodal Database and ARDS-Specific Large Language Model

Status
Not yet recruiting
Phases
Unknown
Study type
Observational
Source
ClinicalTrials.gov
Registry ID
NCT06973733
Enrollment
6500
Registered
2025-05-15
Start date
2025-05-07
Completion date
2028-03-31
Last updated
2025-05-15

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Respiratory Distress Syndrome, Acute, Severe Community-Acquired Pneumonia

Keywords

Acute Respiratory Distress Syndrome

Brief summary

The goal of this observational study is to integrate existing clinical cohorts from the research team to establish dedicated cohorts for ARDS and high-risk ARDS patients (primarily SCAP patients), then systematically collect comprehensive clinical data and multi-omics biological samples to construct a high-quality multimodal ARDS database. Building upon this foundation, the research will develop an ARDS-specific large-scale disease model to assist clinical decision-making in early warning, diagnosis, and prognosis prediction. The main question it seeks to address is: Can the establishment of specialized ARDS cohorts and multimodal databases, combined with the development of an ARDS-specific large-scale disease model, effectively improve ARDS prediction rates, diagnostic accuracy, and reduce mortality rates, thereby enhancing overall clinical management standards?

Detailed description

ARDS is a common critical illness in ICUs with high mortality rates. Its prognostic factors are complex and multifaceted, including challenges in precise early warning, lack of early diagnostic biomarkers due to complicated pathogenesis, and difficulties in personalized precision treatment owing to high heterogeneity. Interventions targeting any single aspect are unlikely to improve overall outcomes. Only through systematic interventions addressing key aspects of ARDS - including assessment, early warning, diagnosis, phenotyping and treatment - can its mortality be significantly reduced. This study is a multicenter, retrospective and prospective observational cohort study with the following objectives: 1. To integrate existing ARDS-related cohorts from the research team (comprising 5,000 patients enrolled between January 1, 2014 and September 1, 2024) and prospectively recruit an additional 1,500 ARDS patients and ARDS high-risk individuals. This will establish a comprehensive cohort of no fewer than 6,500 cases, primarily including patient populations with conditions such as severe community-acquired pneumonia (SCAP) and other ARDS-associated disorders; 2. To collect comprehensive clinical data and multi-omics biological samples from these patients, constructing a high-quality multimodal ARDS database through rigorous data governance; 3. Based on this foundation, to develop and clinically validate an ARDS-specific large-scale disease model to assist in clinical decision-making for early warning, diagnosis, and prognosis prediction, thereby improving the overall standard of ARDS management.

Interventions

BEHAVIORALClinical data and biospecimen collection

Clinical Data Collection: Case report forms were utilized to systematically capture multimodal clinical data, including: demographic characteristics, clinical symptoms and physical signs, laboratory test results, chest imaging data, organ support parameters, pharmacological interventions , complications and clinical outcomes. Biospecimen Collection: ARDS patients underwent biospecimen collection at days 1, 4, and 7 post-diagnosis. High-risk ARDS cohorts provided specimens within 24 hours of ICU admission. Specimens included: peripheral blood, Sputum/BALF, stool and urine.

Sponsors

China-Japan Friendship Hospital
Lead SponsorOTHER

Study design

Observational model
COHORT
Time perspective
OTHER

Eligibility

Sex/Gender
ALL
Age
18 Years to No maximum
Healthy volunteers
No

Inclusion criteria

1\. ARDS Group: ( 1 ) Admitted to the ICU; ( 2 ) Age ≥18 years; ( 3 ) Meets the 2024 Global New Definition of ARDS (diagnosis confirmed by at least two experienced physicians; in case of disagreement, a third physician will adjudicate):Diagnostic Criteria: 1. Risk Factors & Origin of Pulmonary Edema:Acute risk factors (e.g., pneumonia, non-pulmonary infection, trauma, transfusion, aspiration, shock). Pulmonary edema not fully or primarily attributable to cardiogenic pulmonary edema/fluid overload.Hypoxemia/gas exchange abnormalities not primarily due to atelectasis.Exception: ARDS can still be diagnosed if predisposing risk factors exist, even with concurrent conditions. 2. Timing:Acute onset or worsening of hypoxemic respiratory failure within 7 days of risk factor exposure or new/worsening respiratory symptoms. 3. Chest Imaging (X-ray/CT/US):Bilateral opacities (not fully explained by effusions, atelectasis, or nodules/masses);Ultrasound findings: Bilateral B-lines and/or consolidations. 4. Oxygenation Status: 1. Non-intubated ARDS:PaO₂/FiO₂ ≤300 mmHg OR SpO₂/FiO₂ ≤315 (if SpO₂ ≤97%). High-flow nasal oxygen (HFNO) ≥30 L/min or NIV/CPAP ≥5 cm H₂O. 2. Intubated ARDS (all enrolled patients assessed via PaO₂/FiO₂): Mild: 200 \< PaO₂/FiO₂ ≤300 OR 235 ≤ SpO₂/FiO₂ ≤315 (if SpO₂ ≤97%). Moderate: 100 \< PaO₂/FiO₂ ≤200 OR 148 \< SpO₂/FiO₂ ≤235 (if SpO₂ ≤97%). Severe: PaO₂/FiO₂ ≤100 OR SpO₂/FiO₂ ≤148 (if SpO₂ ≤97%). 3. Resource-limited settings:No PEEP/minimum oxygen flow required; SpO₂/FiO₂ ≤315 (if SpO₂ ≤97%). ( 4 ) Signed informed consent. 2\. ARDS High-Risk Group: ( 1 ) Admitted to the ICU; ( 2 ) Age ≥18 years; ( 3 ) Does not meet ARDS criteria at ICU admission but has high-risk factors for ARDS development, including: SCAP, sepsis, high-risk trauma, post high-risk surgery, acute pancreatitis, shock, aspiration.The primary etiology in this cohort is SCAP. SCAP Diagnostic Criteria (≥1 major or ≥3 minor criteria): 1. Major Criteria: 1. Requires mechanical ventilation (intubation). 2. Septic shock requiring vasopressors after fluid resuscitation. 2. Minor Criteria: 1. Respiratory rate ≥30 breaths/min. 2. PaO₂/FiO₂ ≤250 mmHg. 3. Multilobar infiltrates. 4. Altered mental status/disorientation. 5. BUN ≥20 mg/dL (7.12 mmol/L). 6. Leukopenia (WBC \<4×10⁹/L). 7. Thrombocytopenia (platelets \<100×10⁹/L). 8. Hypothermia (core temp \<36°C). 9. SBP \<90 mmHg requiring aggressive fluid resuscitation. ( 4 ) Signed informed consent.

Exclusion criteria

1. Patients without ARDS or ARDS high-risk factors. 2. Age \<18 years. 3. Incomplete clinical data. 4. Refusal to sign informed consent. 5. Long-term nursing home residents. 6. Tracheostomy patients. 7. Currently enrolled in another clinical trial.

Design outcomes

Primary

MeasureTime frame
ICU mortalityFrom the time of patient enrollment until ICU discharge(For example: If a patient is enrolled in the study and remains in the ICU for 20 days before discharge, then the time frame would be 20 days.)
Hospital mortalityFrom the time of patient enrollment until hospital discharge(For example: If a patient is enrolled in the study and remains in the hospital for 20 days before discharge, then the observation time frame would be 20 days.)

Secondary

MeasureTime frame
Hospital length of stayFrom enrollment to hospital discharge(For example: If a patient is enrolled in the study and remains in the hospital for 20 days before discharge, then the observation time frame would be 20 days.)
Mortality rates at 90 days post-enrollmentFrom patient enrollment until 90 days post-enrollment
Mortality rates at 60 days post-enrollmentFrom patient enrollment until 60 days post-enrollment
Mortality rates at 28 days post-enrollmentFrom patient enrollment until 28 days post-enrollment
ICU length of stayFrom the time of patient enrollment until ICU discharge(For example: If a patient is enrolled in the study and remains in the ICU for 20 days before discharge, then the observation time frame would be 20 days.)

Contacts

Primary ContactHangyong He
yonghang2004@sina.com86+13693585722

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Feb 4, 2026