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This is a single-center, prospective, observational study in adult intensive care unit (ICU) patients. The study will measure exhaled carbon monoxide (eCO) once daily for up to 7 days after ICU admission using a red blood cell lifespan breath analyzer, which simultaneously estimates erythrocyte lifespan. eCO is a gas produced endogenously during heme degradation and may reflect hemolysis, oxidative stress, and inflammation in critically ill patients.
The purpose of this study is to describe how eCO changes over time in ICU patients and to determine whether different eCO patterns are associated with clinical outcomes. The primary outcome is all-cause mortality within 28 days after enrollment. Secondary outcomes include 90-day mortality, acute kidney injury, organ dysfunction assessed by SOFA score, transfusion requirement, changes in anemia-related indices, ICU length of stay, and duration of invasive mechanical ventilation. Participation does not change routine clinical care; study procedures involve breath sampling and collection of clinical data from the medical record.
Background: Endogenous carbon monoxide is generated in the human body and may increase during critical illness due to hemolysis, oxidative stress, and inflammation. Whether longitudinal patterns of exhaled carbon monoxide (eCO) provide prognostic information in critically ill patients remains unclear.
Design and setting: This is a single-center, prospective, observational cohort study conducted in an adult intensive care unit (ICU). The study is designed to characterize longitudinal eCO patterns and evaluate their clinical significance in critically ill patients without altering routine clinical management.
Study procedures and data collection: eCO will be measured once daily from Day 0 (baseline, within 24 hours of ICU admission/enrollment) through Day 7 when feasible, using a standardized breath analysis device. For patients receiving mechanical ventilation, breath sampling will be performed according to a standardized protocol for ventilated patients. In addition to serial eCO measurements, demographic characteristics, admission diagnosis, comorbidities, severity-of-illness scores, key treatments, and laboratory variables relevant to hemolysis, inflammation, organ function, anemia, and iron metabolism will be collected from the electronic medical record and protocol-defined assessments, as applicable.
Analytic approach: Group-based trajectory modeling (GBTM) will be used to identify distinct eCO trajectory groups from repeated measurements. Associations between eCO trajectories and prespecified clinical outcomes will be evaluated using Kaplan-Meier methods and multivariable Cox proportional hazards models with adjustment for clinically relevant covariates. Additional exploratory analyses will assess relationships between eCO trajectories and laboratory biomarker patterns, including anemia-related, iron metabolism-related, and inflammatory indices. Machine learning methods (e.g., XGBoost with SHAP-based interpretation) may also be used in exploratory analyses to develop risk prediction models incorporating eCO and other clinical variables.
Study conduct: No intervention is assigned as part of the study, and all treatment decisions remain at the discretion of the treating clinicians.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| Adult ICU Patients | Consecutive adult intensive care unit (ICU) patients enrolled in a single-center, prospective observational cohort. Exhaled carbon monoxide (eCO) is measured once daily for up to 7 days after ICU admission. Clinical data and outcomes are collected from the medical record and follow-up. No treatment is assigned as part of the study. |
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| Measure | Description | Time Frame |
|---|---|---|
| 28-day all-cause mortality | From enrollment (Day 0) up to Day 28 |
| Measure | Description | Time Frame |
|---|---|---|
| 90-day all-cause mortality | From enrollment up to Day 90 | |
| Acute kidney injury (AKI) (KDIGO) | Incidence and staging of acute kidney injury defined by KDIGO 2012 criteria (serum creatinine increase ≥0.3 mg/dL within 48 hours, or ≥1.5 times baseline within 7 days, or urine output <0.5 mL/kg/h for ≥6 hours) during ICU hospitalization. |
| Measure | Description | Time Frame |
|---|---|---|
| Exploratory mortality risk prediction model | Machine learning-based mortality risk prediction model (XGBoost) incorporating eCO trajectories and clinical variables, with variable importance assessed by SHAP values. This is an exploratory analysis evaluated by 5-fold cross-validation. | From enrollment up to Day 28 |
Inclusion Criteria:
Exclusion Criteria:
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Adult intensive care unit (ICU) patients (≥18 years) admitted to the study site will be screened consecutively. Eligible participants are those expected to remain in the ICU for at least 48 hours and able to complete daily exhaled carbon monoxide (eCO) measurements (spontaneously breathing or mechanically ventilated). Written informed consent will be obtained from the patient or a legally authorized representative. Patients meeting any exclusion criteria (e.g., carbon monoxide poisoning, active smoking within 24 hours, inability to perform breath sampling, pregnancy/breastfeeding, hereditary hemoglobinopathies) will not be enrolled. Participants may be withdrawn if informed consent is revoked, if continued data collection is judged clinically inappropriate, if the patient is transferred and lost to follow-up, or if eCO data are missing for more than 50% of the 7-day collection period (fewer than 4 valid measurements).
| Name | Role | Phone | Extension | |
|---|---|---|---|---|
| Fei Leng, MD. | Contact | 021-64041990 | leng.fei@zs-hospital.sh.cn | |
| Hongyu He | Contact | 021-64041990 | he.hongyu@zs-hospital.sh.cn |
| Name | Affiliation | Role |
|---|---|---|
| Ming Zhong | Fudan University | Principal Investigator |
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Individual participant data will not be shared because this is a single-center observational study with a limited sample size. De-identified summary-level data may be made available upon reasonable request to the corresponding investigator.
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| ID | Term |
|---|---|
| D007249 | Inflammation |
| ID | Term |
|---|---|
| D010335 | Pathologic Processes |
| D013568 | Pathological Conditions, Signs and Symptoms |
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| From enrollment through ICU discharge (up to 28 days) |
| Organ dysfunction assessed by SOFA score | Daily Sequential Organ Failure Assessment (SOFA) score, a composite organ dysfunction scale ranging from 0 to 24, encompassing respiratory, coagulation, liver, cardiovascular, neurological, and renal subsystems. Each of the 6 organ system components is scored from 0 to 4, with higher scores indicating worse organ dysfunction and greater illness severity. Scores will be assessed daily from Day 0 (baseline) through Day 7. | Daily from Day 0 (baseline) through Day 7 |
| Red blood cell transfusion requirement | Whether red blood cell transfusion was administered (yes/no), number of transfusion episodes, and total units transfused within 28 days after ICU admission. | Up to 28 days after ICU admission/enrollment |
| ICU length of stay | Total duration of invasive mechanical ventilation during the ICU stay. | From ICU admission to ICU discharge (up to 90 days) |
| Duration of invasive mechanical ventilation | Total duration of invasive mechanical ventilation during the ICU stay. | From enrollment to liberation from invasive mechanical ventilation or ICU discharge (up to 28 days) |
| Complete blood count-related panel | Longitudinal changes in complete blood count-related indices, including hemoglobin, reticulocyte count, and red cell distribution width (RDW), and their associations with eCO trajectories. | Up to 28 days after enrollment |
| Changes in iron metabolism related indices | Longitudinal changes in iron metabolism- and erythropoietin-related indices, including serum iron, ferritin, transferrin saturation, soluble transferrin receptor, and erythropoietin (EPO), and their associations with eCO trajectories. | Baseline and up to 28 days after enrollment |