Integration of Wearable Sensor Devices Into a Single System to Predict the Onset of Sepsis
试验速览
- 阶段
- 不适用
- 状态
- 尚未招募
- 发起方
- 入组人数
- 360
- 主要终点
- Area under the receiver operating characteristic curve (AUC-ROC) of the integrated sensor-based model for prediction of sepsis onset
研究概览
简要总结
The purpose of this clinical investigation is to evaluate the integration of data from the CPC12S telemonitoring device, the CPC temperature/humidity sensor, and the IDRO sweat lactate sensor into a single system for the prediction of sepsis onset in ICU patients at risk of developing sepsis. Patients will be monitored for up to 48 hours, and the collected physiological and biomarker data will be used to support the development of artificial intelligence and machine learning models for sepsis prediction.
详细描述
This is a prospective clinical performance study involving ICU patients at risk of developing sepsis. The study will assess the integration of portable sensor devices into the CPC telemonitoring platform for the collection and visualization of physiological and biomarker data.
The CPC12S device will collect vital physiological parameters, including electrocardiography, oxygen saturation, non-invasive blood pressure, respiratory rate, heart rate, body position, and physical activity. A CPC temperature and humidity sensor will be used for continuous monitoring of body temperature and humidity. In addition, the IDRO investigational sweat lactate sensor will be integrated into the system to collect sweat lactate data.
The study will be conducted in phases. In the first phase, patients will be monitored using the CPC12S device together with the temperature and humidity sensor. In the second phase, patients will be monitored using the CPC system, the temperature and humidity sensor, and the IDRO sweat lactate sensor.
All patients will be monitored for up to 48 hours. The collected data will be analyzed together with clinical information recorded by healthcare professionals. The primary objective is to support prediction of sepsis onset by integrating data from the CPC12S device, the CPC temperature/humidity sensor, and the IDRO sweat lactate sensor. Secondary objectives include completing the integration of the IDRO sensor into the CPC system, validating the IDRO sweat lactate measurements against standard clinical blood lactate measurements, and developing an algorithm based on device-recorded and clinical data for sepsis prediction.
The data collected in this study will not be used to guide clinical decisions during the study. Medical care and clinical decisions will remain under the responsibility of the hospital medical team according to standard clinical practice.
研究设计
- 研究类型
- Interventional
- 分配方式
- Non Randomized
- 干预模型
- Parallel
- 主要目的
- Prevention
- 盲法
- None
入排标准
- 年龄范围
- 18 Years 至 100 Years（Adult, Older Adult）
- 性别
- All
- 接受健康志愿者
- 否
入选标准
- •Adult patients aged 18 years or older.
- •Patients admitted to the intensive care unit who are at risk of developing sepsis.
- •Patients with one or more relevant risk factors for sepsis, including pre-existing medical conditions, invasive medical devices, recent procedures or conditions, active infections, clinical risk factors, or prolonged ICU/hospital stay.
- •Signed informed consent.
排除标准
- •Inability or unwillingness to provide informed consent or comply with study requirements.
- •ICU stay shorter than 6 hours.
- •Damaged tattoos, bare skin, recent scar tissue, inflammation, infection, skin barrier alteration, serous or bloody discharge, or metal plates/nails at the area where the Macroduct Advanced system and IDRO device will be placed.
- •Patients admitted to the ICU with already diagnosed sepsis.
- •Patients participating in other clinical studies.
- •Moribund patients or patients with very short life expectancy.
- •Patients with do-not-resuscitate status at admission.
- •Patients with implanted devices such as an implanted defibrillator, implanted neurostimulator, implanted pacemaker, or implanted ECG monitor.
- •Patients in whom short-term interference between the Macroduct device and clinical monitoring cannot be accepted.
- •Patients with a history of epilepsy or seizures.
- •Pregnant patients or patients who may be pregnant.
- •Patients with previous adverse reactions to electrotherapy.
- •Patients who present adverse reactions during the first sampling with the Macroduct device.
- •Patients for whom the procedure is contraindicated for medical reasons according to the physician's decision.
- •Patients with known sensitivity or allergy to pilocarpine nitrate, or any medical contraindication to pilocarpine administration.
- •Patients in environments with flammable anesthetics or oxygen-enriched environments.
研究组 & 干预措施
CPC12S + Temperature/Humidity Sensor
Participants will be monitored using the CPC12S telemonitoring device together with the CPC temperature and humidity sensor. Data will include physiological parameters, body temperature, and humidity during ICU monitoring.
干预措施: CPC12S Telemonitoring System with Temperature/Humidity Sensor (Device)
CPC12S + Temp/Humidity + IDRO Sensor
Participants will be monitored using the CPC12S telemonitoring system together with the CPC temperature and humidity sensor and the investigational IDRO sweat lactate sensor. Data will include physiological parameters, temperature, humidity, and sweat lactate measurements.
干预措施: CPC12S Telemonitoring System with Temperature/Humidity Sensor (Device)
CPC12S + Temp/Humidity + IDRO Sensor
Participants will be monitored using the CPC12S telemonitoring system together with the CPC temperature and humidity sensor and the investigational IDRO sweat lactate sensor. Data will include physiological parameters, temperature, humidity, and sweat lactate measurements.
干预措施: IDRO Sweat Lactate Sensor (Device)
结局指标
主要结局
Area under the receiver operating characteristic curve (AUC-ROC) of the integrated sensor-based model for prediction of sepsis onset
时间窗: Up to 48 hours of patient monitoring
The primary outcome is the predictive performance of the integrated sensor-based model for identifying sepsis onset in ICU patients. The model will use data collected from the CPC12S telemonitoring system, the CPC temperature/humidity sensor and, where applicable, the IDRO sweat lactate sensor. Sepsis onset will be determined by the clinical diagnosis recorded by the treating medical team and assessed according to Sepsis-3 criteria. Predictive performance will be reported as the area under the receiver operating characteristic curve (AUC-ROC).
次要结局
- Correlation between IDRO sweat lactate measurements and standard blood lactate measurements(Up to 48 hours of patient monitoring)