Physiological Validation of Current Machine Learning Models for Hemodynamic Instability in Humans
- Conditions
- Hypotension and Shock
- Interventions
- Other: Assigned Interventions
- Registration Number
- NCT03927066
- Lead Sponsor
- Mayo Clinic
- Brief Summary
This study will be collecting data on participants undergoing lower body negative pressure (LBNP) to simulate progressive blood loss. The goal of the study is to collect data to allow for development of an algorithm with machine learning to predict blood pressure responses to hyporvolemia by analyzing the arterial waveforms collected during LBNP.
- Detailed Description
Death from exsanguination continues to be a major problem in combat casualty care and the care of civilians subjected to trauma. The ability to detect significant blood loss using traditional vital signs (heart rate, blood pressure) is marginal due to a variety of compensatory mechanisms that maintain blood pressure in the face of marked reductions in circulating blood volume. Along these lines, it is critical to develop monitoring devices and algorithms to non-invasively assess central blood volume in humans for the purposes of facilitating more timely interventions. The standard way to simulate hemorrhage in humans is to use Lower Body Negative Pressure (LBNP). In this technique, the lower body of a supine volunteer is enclosed in an airtight container while suction is applied to cause venous pooling in the legs and reduce central blood volume. This technique generates many physiological adaptations that are similar to that observed during blood loss studies in animals and human volunteers. Thus, the purpose of this study is to obtain data for use in developing monitoring technology to detect hemorrhage and other surrogate markers of central blood volume in humans.
Recruitment & Eligibility
- Status
- COMPLETED
- Sex
- All
- Target Recruitment
- 100
- Non-obese (BMI < 30)
- Non-smokers
- Free of any systemic diseases including hypertension, diabetes, coronary artery disease, neurologic disease, or any other major medical co-morbidity
- Women will be either surgically sterilized or non-pregnant as determined by a urine pregnancy test
Not provided
Study & Design
- Study Type
- INTERVENTIONAL
- Study Design
- SINGLE_GROUP
- Arm && Interventions
Group Intervention Description Healthy Volunteer Assigned Interventions All Volunteers will be studied at rest and during experimental condition (lower body negative pressure)
- Primary Outcome Measures
Name Time Method Blood Pressure One day of study visit Arterial blood pressure both systolic and diastolic will be assessed prior to and during lower body negative pressure
- Secondary Outcome Measures
Name Time Method Heart rate One day of study visit Heart rate prior to and during lower body negative pressure
Trial Locations
- Locations (1)
Mayo Clinic in Rochester
🇺🇸Rochester, Minnesota, United States