Jacobs Lab is developing new technologies in the fields of diabetes, telehealth, and hearing science:
- Closed loop artificial pancreas research and development
- Ubiquitous computing in the home
- Hearing research
These projects also interrelate in various ways. For example, we are studying how ubiquitous sensing using body-worn sensors can be used to predict and grade exercise in people with type 1 diabetes so as to adjust their insulin and glucagon dosing within the context of a closed loop artificial pancreas system (Mitigating Risk project). As another example of projects cross-relating, in addition to designing systems that assess hearing within a test facility, we create systems that can be used by patients within the home environment or by clinicians within a hospital ward (Comprehensive Ototoxicity Monitoring Program for VA project).
Ongoing research projects
Deciphering the Due Date - Using A.I. to Project and Improve Childbirth
Program: Oregon Health & Science University Foundation
Title: Deciphering the Due Date - Using A.I. to Project and Improve Childbirth
Dates of Project: 01/01/2021 – 12/31/2021
Project Summary: The goal of this project is to predict parturition using temperature data in humans.
Novel Artificial Intelligence Algorithm to Automatically Detect, Diagnose, and Determine the Severity of Cardiac and Pulmonary D
Program: Oregon Health & Science University Foundation
Dates of Project: 06/01/20-09/30/21
Project summary: The goal of this project is to design new machine learning algorithms to predict heart murmurs from acoustic recordings of the heart.
Rare Diseases Clinical Research Consoria (RDCRC) for the Rare Diseases Clinical Research Network (RDCRN) – Pilot/Feasibility
Program: 30005550-0 NIH Children’s Research Institute (CRI)
Dates of Project: 08/01/20 – 07/31/21
Project summary: We hypothesize the food photography estimate of energy intake will more closely match the total energy expenditure (TEE) than traditional 3-day diet records and be a more accurate method to measure dietary intake among subjects in the UCDC longitudinal study.
Improving glycemic management in patients with type 1 diabetes using a context-aware automated insulin delivery system
Grant: 1 R01DK1225833-01
Principal Investigator: Peter Jacobs and Jessica Castle
Project start and end dates: 7/15/2019-6/1/2023
Project summary: The objective of this project is to integrate contextual patterns of daily living as new inputs into an automated insulin delivery system to improve glycemic outcomes for people with type 1 diabetes.
Leveraging big data, virtual patient populations, and advanced machine learning to develop optimal personalized closed loop
Principal Investigator: Peter Jacobs
Project start and end dates: 7/1/2019-6/30/2020
Project summary: Funding for this project is to use the Tidepool big data set to design advanced machine learning and intelligent controls for personalized glucose control in type 1 diabetes.
Improving glucose control with advanced technology designed for high risk patients with type 1 diabetes
Grant: NIH/NIDDK 1 R01DK120367-01
Principal Investigator: Co-PIs Jacobs, Castle
Project Start and End Dates: 9/30/2018 - 6/30/2022
Project Summary: The objective of this project is to optimize the design and then evaluate a robust artificial pancreas system for use in patients with uncontrolled type 1 diabetes with HbA1C greater than 8% and compare HbA1C outcomes with these patients relative to a decision support system that utilizes continuous glucose monitoring (CGM) and multiple daily injection (MDI) therapy.
Modeling of insulin and glucagon sensitivity during exercise in type 1 diabetes
Grant: NIH/NIDDK 1 R01 DK110175-01A1
Principal Investigator: Jacobs, El Youssef
Project start and end dates: 4/1/2017 –3/31/22
Project summary: The purpose of this project is to investigate how the glucoregulatory system responds to different exercise paradigms (aerobic and anaerobic) in order to develop an artificial pancreas (AP) system for better control of insulin and glucagon delivery in type 1 diabetes (T1D).
Exercise in diabetes initiative: The effect of exercise on glycemic control in type 1 diabetes (T1-DEXI)
Grant: Helmsley Charitable Trust
Principal Investigator: Roy Beck (JAEB)
Co-investigator: Jacobs/Castle Sub-award co-PI
Project Start and End Dates: 11/30/2016 - present
Project Summary: A goal is to complete a protocol and a pilot study for a larger study that assesses how physical activity and nutrition impact glycemic control in people with type 1 diabetes. A second major goal is to complete the data acquisition hardware and software to support this study.
Improving glycemic control through integration of ubiquitous wearable sensors within a
modular open source artificial pancreas platform called iPancreas
Program: Juvenile Diabetes Research Foundation
Principal Investigator: Jacobs, Castle
Project start and end dates: 8/1/2017 –7/31/2022
Project summary: In this project, we are accomplishing three major goals. The primary goal is to the research community a flexible, fully customizable open access artificial pancreas platform called iPancreas that is capable of integrating custom control algorithms as well as multiple input signals (glucose sensors, physical activity, skin impedance, and others) for automating delivery of insulin and glucagon to a person with type 1 diabetes. A second goal is to build a smart-phone AP system using iPancreas called AP-Active that integrates glucose sensor data as well as heart rate and accelerometer data to inform a control algorithm that will respond better to physical activity and help maintain euglycemia while preventing exercise-induced hypoglycemia. And third, we plan to evaluate AP-Active in 25 participants with type 1 diabetes in an 8-week randomized cross-over trial during which participants will use AP-Active for 4 weeks and will use a standard AP for 4 weeks.
Design and evaluation of an MDI decision support system
Program: Helmsley Charitable Trust
Principal Investigator: Jacobs, Castle
Project start and end dates: 5/1/2017 – 10/31/2021
Project summary: Funding for this project is to develop a decision support system called DailyDose that will enable improved glucose control for people with type 1 diabetes using multiple-daily injection (MDI) therapy with a smart pen technology.
Comprehensive fall prevention and detection in MS
Grant: 1l01RX001831-01A1 (Cameron)
Program: VA RR&D VA Rehabilitation Research and Development Merit Award
Principal Investigator: Michelle Cameron
Project start and end dates: January 1 2016 – December 31 2020
Co-investigator: Peter Jacobs
Project Summary: The objective of this grant is to develop and evaluate a fall detection and localization system that my research team is currently developing. The evaluation will take place within a cohort of patients with MS who fall often.
Non-aqueous glucagon formulation to enable outpatient studies with a bi-hormonal pump
Grant: Juvenile Diabetes Research Foundation, Discovery & Development Partnership
Principal investigator: Castle, Jacobs, Petrelski
Project start and end dates: January 1st 2016 – December 31, 2017. Project summary: iPancreas: Internet based on-demand artificial pancreas app-generator to accelerate clinical trials research
Project summary:The goal of this project is to test a bi-hormonal closed-loop system utilizing two omnipods, one to deliver aspart insulin and one to deliver stabilized glucagon (formulated by Xeris) as compared to an insulin alone closed-loop system and as compared to standard of care (sensor-augmented pump) in the outpatient setting.
Mitigating risk in a closed loop system by exercise detection and miniaturization
Program: NIH National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK)
Principal Investigators: Peter Jacobs, Jessica R. Castle
Project Start and End Dates: September 30, 2013 to September 29, 2017
Project Summary: The objective of this project is to improve treatments for type 1 diabetes via optimization of a closed loop artificial pancreas system by 1) incorporating exercise detection to reduce the risk of hypoglycemia and 2) improving usability by reducing the number of system components.
Components of the bi-hormonal artificial pancreas system: Two Tandem pumps, a Dexcom glucose sensor, and a Nexus smart phone running our control algorithm.
Protocols: A randomized four-way cross-over AP study
Unobtrusive measurement of sleep disordered breathing in the home
Program: NIH National Heart, Blood and Lung Institute (NHLBI)
Principal Investigators: Chad Hagen, Peter Jacobs
Project Start and End Dates: January 1, 2014 to December 31, 2016
Project Summary: The purpose of this project is to use load cells to assess sleep apnea and other sleep disorders passively. Load cell developed to detect respiration and sleep apnea. This sensor gets placed on the rail of a bed frame. We use signal processing and machine learning to translate the sensed signal into an estimation of disordered breathing.
iPancreas: Internet based on-demand artificial pancreas app-generator to accelerate clinical trials research
Grant: 2017 Catalyst Award (Jacobs)
Program: OHSU OCTRI Pilot Award
Principal investigator:Peter G. Jacobs
Project start and end dates: July 1st 2016 – June 30th, 2017.
Project summary:The objective of this project is to translate the OHSU artificial pancreas (AP) technology for use by other research groups through the creation of iPancreas, an Internet-based on-demand AP app generator.
Position tracking and mobility assessment system for indoor monitoring of elders
Project Summary: This phase-2 STTR will commercialize a Position Tracking and Mobility Assessment System targeted specifically for elderly patients within their home environment.
Comprehensive ototoxicity monitoring program for VA: A randomized trial
Program: VA Rehabilitation Research and Development Merit Award
Principal Investigators: Marilyn Dille, Dawn Konrad-Martin
Project Start and End Dates: April 1, 2014 to March 31, 2018
Co-Investigator: Peter Jacobs
Project Summary: The proposed study is designed to establish that ototoxicity monitoring when introduced as a comprehensive program of evidence-based protocols will improve Veteran hearing outcomes and quality of life by influencing therapeutic planning and improving access to timely audiological rehabilitation services.
A passive tag-free approach to localization and activity monitoring
Program: Alzheimer's Association 2012 Everyday Technologies for Alzheimer's Care
Principal Investigators: Eric Wan, Peter Jacobs
Project Start and End Dates: November 1, 2012 to October 1, 2014
Grant: 1R43AG049573 –01A1 (Jacobs, Wan)
Program: NIH/NIA National Institute for aging
Principal investigator: Peter Jacobs
Project start and End Dates: Sept 1 2010 – May 31, 2016
Co-investigator: Michelle Cameron
Project summary: In-home monitoring system for assessing gait using wall-mounted Radio Frequency transceivers. The objective of this project is to develop new ways of assessing gait using Radio Frequency fingerprinting and RSSI signals.
Project Summary: The objective of this grant is to research and develop a Position Tracking and Mobility Assessment System targeted specifically for monitoring patients with mild cognitive impairment / Alzheimer’s Disease within their home environment.
Mobile monitoring of chemotherapy-induced peripheral neuropathy
Program: OHSU Pilot Project
Principal Investigator: Kerri M. Winters-Stone
Co-investigator: Peter Jacobs
Project Start and End Dates: Sept 1, 2014-Aug 30 2016
Project Summary: We are developing a mobile phone-based system that could accurately quantify chemotherapy-induced peripheral neuropathy symptoms and functional changes using a smartphone application interface that is easy to administer by a clinician or a non-expert such as by a patient herself and which could be broadly implemented in multiple settings and populations. For the proposed study we want to determine the feasibility and acceptability of the mobile phone system by clinicians, nurses, physical therapists and patients. The feasibility and acceptability data will be used to refine the user interface, data collection protocols, signal processing during a neuropathy test, balance and sway test, and walking test and other preferences and features of the system to maximize utilization potential in the clinic and home settings. We expect that following this feasibility study the system will be ready for near-term, widespread implementation.