Anesthesiology
Peter Hu's Lab
Peter Hu, PhD

Peter Hu, MD
Faculty Profile

Overview

The research group is composed of research faculty Peter Rock, Professor and Chairman of Anesthesiology; Peter Hu, Associate Professor; Shiming Yang, Assistant Professor, Colin Mackenzie, Professor Emeritus, and Samuel Galvagno, Associate Professor; 2-4 medical students and residents; and 4-8 PhD students in computer science and engineering. Our research is focused on developing machine learning based predictive algorithms for near and long-term patient outcomes based on the continuous analysis of vital signs from the field to in-hospital resuscitation to the intensive care unit bedside.

Our research has been continuously funded by DoD (USAF, Naval Research, US Army and Veterans Administration); past funding agencies included NIH/NLM, NSF, NASA, AHRQ, and industry. Currently, we have over 10 extramural funded projects with over $6 million in funding. We have developed and tested a Bleeding Risk Index (BRI) Monitor for a minute-by-minute analysis of continuous photoplethysmograph (PPG) waveform. This monitor could be used for predicting future transfusion need in the field.

We have also developed an ICU Viewer, which takes real-time patient monitor data and provides an at-a-glance view for thepatients in the SICU, NTCC, MTCC or for an individual patient for up to 7 days.


Meet the Team

Peter Hu, PhD

Peter Hu, MS,PhD

Co-Director/ Professor

MS: University of Maryland Baltimore County, USA
PhD: University of Maryland Baltimore County, USA

Interests: Hemorrhagic Shock, Traumatic Brain Injury (TBI), Big Data Analytics, Machin Learning, Real-time patient status estimation and outcome prediction.

Dr. Hu's Lab | Dr. Hu's Faculty Profile

Sam Galvagno, Jr.

Samuel M. Galvagno, DO, PhD

Professor
Executive Vice Chair of Anesthesiology
Interim Chair of the Department of Anesthesiology

BS (cum laude):  Mount Saint Mary's University
DO: New York College of Osteopathic Medicine
PhD: Johns Hopkins Bloomberg School of Public Health

Interests: Aeromedical Critical Care, Patient Monitoring, Resuscitation, Safety & Quality Improvement in the Intensive Care Unit, Medical Education

Dr. Galvagno's Faculty Profile

Mackenzie_Colin

Colin F. Mackenzie, MB, ChB, MD(res)

Professor Emeritus
Past Director, National Study Center for Trauma

MD: Aberdeen University and School of Medicine, Aberdeen, Scotland 

Dr. Mackenzie's Faculty Profile

Yang_Shiming

Shiming Yang, PhD

Associate Professor

BS: Applied Math, University of Electronic Science and Technology of China
MS: Applied Math, University of Maryland, Baltimore County (UMBC)
PhD: Computer Science, University of Maryland, Baltimore County

Interests: Large scale data analysis. Medical sensor signal processing. Developing efficient machine learning algorithms to predict life saving interventions and long term outcomes for trauma patients.

Dr. Yang's Faculty Profile

Angela Crawford

Angela Crawford, MD

Surgery Resident

MD: University of Science, Arts & Technology (USAT), Montserrat, BVI
Resident: University of Maryland, Baltimore, USA

Interests: Trauma Research, Traumatic Brain Injury, Biomarkers, Critical Care, Resuscitative Endovascular Balloon Occlusion of the Aorta (REBOA), Vascular trauma

Marta Madurska

Marta Madurska, MD

Clinical Research Fellow

MD: Jagiellonian Univeristy, Krakow, Poland
MSc: Glasgow University, Glasgow, United Kingdom
Resident: North- East England, UK

Interests: Trauma Research, Vascular Trauma, Endovascular Resuscitation

Additional Members

Thomas Karathanos
ORISE Research Fellow

Chia Chien Lung
PhD Student

Chiene Yu Lin
PhD Student

Rajat Patel
ME Student

YI Mei Kuo
PhD Student

Daniel Curtis
Programmer

Rajan Patel
Programmer

Serenity Miller
Research Assistant


Projects

Oximetry and Non-invasive Predictors Of Intervention Need after Trauma

Critical Care Air Transport Team (CCATT) Viewer for Advisory Alarms, Situational Awareness, Mentoring and Remote Decision-making

Developing Reliable Telemedicine Platforms with Unreliable and Limited Communication Bandwidth

Assessment of Surgical Performance


Grants

Grant Information Dates
Joint Warfighter Medical Research Program (JWMRP) W81XWH-17-C-0034
Predicting Blood Transfusion Using Automated Analysis of Vital Sign Input From All Available Sources
PI: Thomas Scalea MD. ISR PI: Jose Salinas, PhD ; TATRC PI: Gary Gilbert, PhD
Role: Main PI
2017 - 2020
DoD: Discovery Program FA8650-17-2-6H11
Emergency Preservation and Resuscitation: Novel Application of ECMO and Closed-Loop Physiologic Monitoring
USAFSAM_FHE PI: Catriona Miller, PhD; OHSU PI: James Rose, PhD
Role: Main PI
2017 - 2020
FA8650-17-2-6H09 United State Air Force 
Pre-Hospital Automated Prediction of Blood Product Needs After Severe Trauma: A Prospective Study
USAF PI: Dr. Stacy Shackelford, Col, USAF, MC; Catriona Miller, PhD
Role: PI
2017 - 2020
USAF Contract FA8650-18-2-6H16 
Optimal Vital Signs Processing Methods for Telemedicine Application in Limited Bandwidth Environments (Telemed II)
PI: Shiming Yang, PhD
Role: Co-PI
2018 - 2019
USAF Contract FA8650-18-2-6H18
Real Time Vital Sign Assessment to Predict Neurological Decline After Traumatic Brain Injury (RAPID-TBI)
PI: Neeraj Badjatia MD. Co-PI: Shiming Yang PhD
Role: Co-PI
2018 - 2021
United States Air Force Contract FA8650-15-2-6D24 
Assessing the Accuracy and the Impact of Standard-Practice Ventricular Drainage on Intracranial Pressure Measurements following Traumatic Brain Injury”
PI: Deborah Stein, MD Co-PI: Bizhan Aarabi, MD
Role: Co-PI
2016 - 2019
United States Air Force Contract: FA8650-16-2-6H05 
Evaluation of Handoff Outcomes in a Multi-Site Continuum of Care Exercise (HandOff)
PI: Thomas Grissom
Role: Co-PI
2015 - 2018

Publications

Please see Dr. Hu's faculty profile for a complete list of his publications.

You can also see his publications on PubMed.

Contact

Office: 410-328-7264
Email: phu@som.umaryland.edu

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