Respiratory Monitoring System That Detects & Predicts OIRD
RTM-NIH-SBIR-2
Wearable Wireless Respiratory Monitoring System That Detects and Predicts Opioid Induced Respiratory Depression
2 other identifiers
interventional
120
1 country
1
Brief Summary
This study is being conducted to evaluate the ability of the Respiratory Monitoring System (RMS) to detect and predict opioid induced respiratory depression (OIRD) in post-operative surgical patients managed with opioid medications. The ability of the RMS to detect OIRD will be compared to the detection of OIRD using a commercial capnometer, pulse oximeter, airflow monitor, and breathing volume monitor . We hypothesize the RMS will detect the onset and progression of a true OIRD event with high sensitivity, specificity, positive predictive value, and negative predictive value. A true OIRD event will be determined by the reference device trend data. RTM Vital Signs, LLC is developing a Respiratory Monitoring System (RMS) that consists of a wearable Trachea Sound Sensor (TSS) and a software application that measures the sounds of air flow within the trachea during inhalation and exhalation and cardiovascular sounds. The sounds of airflow in the trachea are used to continuously monitor a patient's respiratory rate (RR), relative tidal volume (TV), relative minute ventilation (MV), pattern of breathing, duration of apnea in a healthcare setting. The cardiovascular sounds are used to continuously monitor pulse rate and PR variability. Once commercialized, clinicians will observe the RMS trend data on a smart phone, bedside display, or electronic medical record to determine whether the patient is breathing within their normal range, breathing more than their normal range (hyperventilation), breathing less than their normal range (hypoventilation), or not breathing (apnea). Real-time alerts and alarms will be based upon trends in a patient's rate and depth of breathing, number and duration of apnea events, RTM's Risk-Index-Score, and RTM's machine learning/artificial intelligence methods.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P50-P75 for not_applicable
Started Jan 2026
Shorter than P25 for not_applicable
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
October 13, 2025
CompletedFirst Posted
Study publicly available on registry
October 15, 2025
CompletedStudy Start
First participant enrolled
January 20, 2026
CompletedPrimary Completion
Last participant's last visit for primary outcome
November 30, 2026
ExpectedStudy Completion
Last participant's last visit for all outcomes
November 30, 2026
February 9, 2026
February 1, 2026
10 months
October 13, 2025
February 6, 2026
Conditions
Keywords
Outcome Measures
Primary Outcomes (1)
Evaluate RMS Trend Data Prior to Each True OIRD Event to Determine the Sensitivity, Specificity, Positive Predictive Value, and Negative Predictive Value for Detecting and Predicting a True OIRD Event.
Evaluate the recorded RMS trend data using a variety of analytical methods (pattern recognition, Risk-Index-Score, machine learning/artificial intelligence) to determine the sensitivity, specificity, positive predictive value, and negative predictive value for detecting a true OIRD event in post-operative surgical patients being managed with opioid medications for pain control.
From placement of the TSS and reference devices to device removal. A maximum of 24 hours of RMS and mask/pneumotach data in the PACU and a maximum of 24 hours of RMS and reference breathing data on the general wards, ICU, or intermediate ICU.
Secondary Outcomes (2)
Correlate RMS breathing data to reference breathing data to determine accuracy and precision of measurement.
Baseline -RMS, Hamilton and ExSpiron reference data (15 min max). PACU- RMS, Hamilton , ExSpiron, and Capnostream reference data (90 min max for mask/pnuemotach). Hospital Wards, ICU, iICU- RMS, ExSpiron and Capnostream (reference data 24 hours max).
RMS Safety Endpoint
From TSS adhesion on the neck to removal of the TSS for 26+ hours of wear-time.
Study Arms (1)
Post-operative surgical patients routinely managed with opioid medications
OTHERThis is a non-significant risk clinical trial in 120 patients that are undergoing a surgical procedure that routinely utilizes parenteral and oral opioids for post-operative pain control. We plan to recruit and study a similar number of male/female patients with a range of ages and BMI.
Interventions
Expert clinicians will evaluate the ability of the RMS sensor and diagnostic algorithms to detect and predict true OIRD events in post-operative patients routinely managed with opioid medications. Expert clinicians will adjudicate detailed reference data and EMR data to identify a true OIRD event. The definition of a true OIRD event will be based upon the PRODIGY Study definition and RTM definition of a true event. Performance of the RMS will be based upon the sensitivity, specificity, positive predictive value, and negative predictive value for detecting true OIRD events.
Eligibility Criteria
You may qualify if:
- Surgical patients routinely managed post-op with opioid medication as their primary analgesic for break through pain.
- Age ≥ 18 years
- BMI 20 to 40
- American Society of Anesthesiologists physical status I, II, and III.
- Understands written and spoken English language
You may not qualify if:
- Age \< 18 years.
- BMI \< 20 or \> 40.
- American Society of Anesthesiologists physical status IV and V.
- Active Do Not Resuscitate (DNR) order.
- Does not understand written and spoken English well.
- Anxiety or claustrophobia related to wearing a face mask or nasal cannula.
- History of skin irritation or inflammation related to the adhesives or materials used in the TSS sensor, facemask, nasal cannula, or pulse oximeter probe.
- Active infection or inflammation of the skin above the proximal trachea.
- Anticipated hospital length of stay less than 24 hours.
- Excessive facial hair that may prevent attachment of the RMS sensor
- Unstable cardiovascular or pulmonary function or any condition that, in the opinion of the Investigator, would interfere with their participation in the trial or pose an excessive risk to study staff (e.g., known history of hepatitis B or C).
- Pregnancy or breast feeding.
- Current participation in an industry sponsored pharmaceutical study or a medical device study.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
- RTM Vital Signs, LLCcollaborator
- National Institute on Drug Abuse (NIDA)collaborator
- Thomas Jefferson Universitylead
Study Sites (1)
Thomas Jefferson University Hospital
Philadelphia, Pennsylvania, 19107, United States
Related Publications (3)
Khanna AK, Bergese SD, Jungquist CR, Morimatsu H, Uezono S, Lee S, Ti LK, Urman RD, McIntyre R Jr, Tornero C, Dahan A, Saager L, Weingarten TN, Wittmann M, Auckley D, Brazzi L, Le Guen M, Soto R, Schramm F, Ayad S, Kaw R, Di Stefano P, Sessler DI, Uribe A, Moll V, Dempsey SJ, Buhre W, Overdyk FJ; PRediction of Opioid-induced respiratory Depression In patients monitored by capnoGraphY (PRODIGY) Group Collaborators. Prediction of Opioid-Induced Respiratory Depression on Inpatient Wards Using Continuous Capnography and Oximetry: An International Prospective, Observational Trial. Anesth Analg. 2020 Oct;131(4):1012-1024. doi: 10.1213/ANE.0000000000004788.
PMID: 32925318BACKGROUNDMildh LH, Scheinin H, Kirvela OA. The concentration-effect relationship of the respiratory depressant effects of alfentanil and fentanyl. Anesth Analg. 2001 Oct;93(4):939-46. doi: 10.1097/00000539-200110000-00028.
PMID: 11574361BACKGROUNDYadollahi A, Moussavi ZM. Acoustical respiratory flow. A review of reliable methods for measuring air flow. IEEE Eng Med Biol Mag. 2007 Jan-Feb;26(1):56-61. doi: 10.1109/memb.2007.289122. No abstract available.
PMID: 17278773BACKGROUND
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
Marc C Torjman, PhD
Thomas Jefferson University
- STUDY DIRECTOR
Jeffrey I Joseph, DO
Thomas Jefferson University
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- NA
- Masking
- NONE
- Purpose
- DIAGNOSTIC
- Intervention Model
- SINGLE GROUP
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
October 13, 2025
First Posted
October 15, 2025
Study Start
January 20, 2026
Primary Completion (Estimated)
November 30, 2026
Study Completion (Estimated)
November 30, 2026
Last Updated
February 9, 2026
Record last verified: 2026-02