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Respiration DisordersRTM-NIH-SBIR-2NCT07217197

Respiratory Monitoring System That Detects & Predicts OIRD

A study testing Study to evaluate a Respiratory Monitoring System (RMS) with a Tracheal Sound Sensor (TSS) for detecting and predicting opioid induced respiratory Depression (OIRD). in people with Respiration Disorders, run by Thomas Jefferson University at 1 site in United States.

Enrolling by invitation

Enrolling by invitation. The study team selects and invites participants, usually from an existing group of patients.

Sites and contacts
Official record
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Trial 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. Read more about this study

Who is it for?
Ages 18 years and older
Conditions the study is for
Respiration Disorders
What is being tested?
Study to evaluate a Respiratory Monitoring System (RMS) with a Tracheal Sound Sensor (TSS) for detecting and predicting opioid induced respiratory Depression (OIRD).
Could I receive a placebo?
No, everyone receives an active treatment
How many people
120 participants
Where
1 siteUnited States
Study dates
20 Jan 2026to 30 Nov 2026
Phase
Interventional
Are there results?
Not yet: the study is under way

Key requirements

Who can take part, as listed by the sponsor. Only the study team can confirm whether you are eligible, so take this list to your doctor.

  • Ages 18 years and older
  • All sexes
  • No healthy volunteers
  • Adult, Older adult

Who may be able to join

  • 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

Who cannot join

  • 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.
Show all 13Show fewer
  • 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.

Trial locations and contacts

1 site in 1 country. Contact the study team or a site near you to ask about taking part.

United States1 site
  • Thomas Jefferson University Hospital

    Philadelphia, Pennsylvania, 19107

Other trials in United States

About this study

Official title: Wearable Wireless Respiratory Monitoring System That Detects and Predicts Opioid Induced Respiratory Depression

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.

Read more

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.

Read the detailed description

TJU research personnel will be trained by RTM personnel to ensure all questions related to the proper use of the device and study methods are addressed prior to application and use.

Subject Screening:

Patients scheduled for surgery at Thomas Jefferson University Hospital will be screened for recruitment and enrollment. Potential study subjects will be contacted by a research coordinator for pre-screening, screening for inclusion/exclusion criteria, and initial informed consent. The following assessments will be performed as part of the screening and eligibility evaluation:

  1. Type of surgery and surgeon that routinely orders opioid medications in the PACU, ICU, intermittent ICU, and general wards of TJUH for post-operative pain control.
  2. Review of the subjects' medical history, surgical history, and current medications.
  3. Review of the subject's systems to confirm the study subject does not currently have unstable cardiovascular disease, a pulmonary infection, severe asthma, severe bronchitis, or severe emphysema.
  4. Demographics (year of birth, gender, and race).
  5. Body Mass Index (BMI) calculation (based on subjects' height and weight).

Informed Consent:

Subjects interested in participating in the research study after the initial informed consent discussion will be contacted by a study investigator. An investigator will complete the informal consent process (in-person or virtual). The subject will receive a signed copy of the consent document.

Subject Enrollment:

Subjects will be considered enrolled upon consent. If consent is obtained prior to presenting to TJUH, the subject will be re-evaluated for all inclusion and exclusion criteria. A urine pregnancy test will be performed based upon age and LNMP. If any criteria are not met the subject will be excluded from the study without testing. Any subjects that are withdrawn prior to attaching the RMS and data collection will not count against the total evaluated population.

Data Requirements:

Data regarding demographics, medical/surgical history, current medications, current symptoms, laboratory results, and inclusion / exclusion criteria will be captured prior to commencing study related procedures.

A summary of the study data for analysis is listed below:

  1. Subject's age, gender, height, weight, neck circumference, and body mass index (BMI) calculation.
  2. Examination of the subject's neck prior to attachment of the TSS onto the skin surface and after removal.
  3. Recordings of sounds of airflow in the trachea during inhalation/exhalation and cardiovascular sounds using the RMS.
  4. Recordings of Hamilton ventilator pneumotach/capnometer/pulse oximeter measurements of RR, relative TV, relative MV, seconds since last breath (duration of apnea), oxygen saturation, and pulse rate (PR)
  5. Recordings of Medtronic Capnostream capnometer/pulse oximeter measurements of RR, carbon-dioxide concentration, pulse rate, hemoglobin oxygen saturation, and seconds since last breath (duration of apnea).
  6. Recordings of Senzime ExSpiron 2xi breathing volume monitor measurements of RR, relative TV, and relative MV.
  7. Patient data from the TJUH electronic medical record, including date/time/dose of medications delivered, laboratory results, imaging results, medical history, physical examination, diagnostic codes, hospital length of stay, any adverse events, clinical outcomes in the hospital, and clinical outcomes 30 days and 60 days after hospital discharge.

Some study data will be recorded on paper source documents and some data will be recorded on a password protected/encrypted computer and stored in a HIPPA compliant Cloud account.

General Study Procedure Protocol-

Data Collection:

Blinded data will be collected/recorded by research personnel at Thomas Jefferson University Hospital located in center city Philadelphia. RMS breathing data and reference breathing data will be recorded upon admission to the hospital for approximately 15 minutes (baseline), in the PACU for a maximum of 24 hours, and on the general wards, ICU, or intermediate ICU for a maximum of 24 hours.

Baseline Procedure:

Upon admission to the hospital, the TSS's acoustic sensor head (containing two microphones) will be adhered to the study subject's neck above the proximal trachea (midline within the sternal notch or side of the neck) with medical adhesive tape. The sensor's body will be adhered to the skin of the chest wall with medical adhesive tape. RMS data will be transmitted via Bluetooth low energy to a software program on an adjacent tablet computer for recording. RMS data will be recorded with the patient breathing normal RR and TV for approximately 15 minutes. The subject may be asked to breath with a deeper depth of breathing and a more shallow depth of breathing during the baseline recording procedure.

In addition, breathing data will be recorded using a reference volume monitor (ExSpiron 2Xi) and a reference airflow monitor, carbon dioxide monitor, and oxygen saturation monitor (Hamilton C-1 ventilator pneumotach, capnometer, and pulse oximeter). The ExSpiron 2Xi uses an electrical impedance method with electrodes adhered to the chest wall for measuring RR, relative TV and relative MV. The Hamilton uses an airflow sensor, a capnometer, and a pulse oximeter to measure PR, oxygen saturation, RR, apnea duration, and carbon dioxide concentration.

All devices will be removed upon completion of the 15 minute baseline procedure.

Data Collection in the Post-Anesthesia Care Unit (PACU):

TJUH nurses and physicians will manage post-operative surgical patients using routine standard-of-care methods for pain control. Long-acting opioids, short-acting opioids, and non-opioid analgesics will be routinely delivered by PACU nurses to manage a patient's post-operative pain.

Blinded RMS breathing data and time-synced reference breathing data (ExSpiron 2Xi volume data) will be recorded once situated in the PACU. The Medtronic Capnostream's capnometer nasal cannula and pulse oximeter finger probe will also be attached to the patient. Data will be recorded for a maximum of 24 hours while PACU nurses manage the patient's post-operative pain using routine standard-of-care methods.

Data Collection on the General Wards, ICU, or intermediate ICU:

Upon leaving the PACU, RMS breathing data and Medtronic Capnostream breathing data will be recorded on the hospital general wards, ICU, and/or intermediate ICU for a maximum of 24 hours. RMS data will be transmitted via Bluetooth low energy to an adjacent tablet computer for recording.

Time-synced Capnostream capnometer reference data (using a nasal cannula) and pulse oximeter reference data (using a finger probe) will be continuously recorded for a maximum of 24 hours. Time-synced ExSpiron reference data (using electrode pads on chest wall) will be recorded for a maximum of 24 hours.

All research data will be blinded (clinicians will not have access to any research data). TJUH nurses will manage their post-operative surgical patients using routine standard-of-care methods for pain control. Long-acting opioids, short-acting opioids, and non-opioid analgesics will be routinely delivered by ward nurses to manage a patient's post-operative pain.

The TSS, Capnostream nasal cannula, and ExSpiron 2Xi electrode pad set will be removed after a maximum of 24 hours of blinded data collection. The ExSpiron pad set may be removed prior to the 24 hours if requested by the patient.

The TSS will be removed and the skin examined for any evidence of irritation, inflammation, or injury. The area of TSS attachment may be photographed. Recorded RMS data, reference breathing data, and de-identified EMR data will be uploaded to an encrypted HIPPA compliance data base.

Data Analysis:

Recorded Capnostream trend data will be analyzed by experienced clinicians in relationship to medication delivery to identify true OIRD events by 2 methods:. One method of data analysis will use the PRODIGY definition of a true OIRD event: 1) RR less than 5 breaths/minute for greater than 3 minutes, 2) hemoglobin oxygen saturation less than 85% for greater than 3 minutes, 3) a period of apnea lasting greater than 30 seconds, 4) and end-tidal carbon dioxide concentration less than 15 mm Hg or greater than 60 mm Hg, or 5) treatment with naloxone to reverse OIRD. The PRODIGY study observed a 46% incidence of OIRD in hospitalized patients managed with parenteral opioids using the above definition. Another method of data analysis will use RTM's definition of a true OIRD event: 1) RR less than 8 breaths/minute for greater than 3 minutes, 2) hemoglobin oxygen saturation less than 90% for greater than 3 minutes, 3) a period of apnea lasting greater than 15 seconds, 4) an end-tidal carbon dioxide concentration less than 20 mm Hg or greater than 50 mm Hg, or 5) treatment with naloxone to reverse OIRD. Experienced clinicians will adjudicate the RMS data and reference breathing data to identify trend data that is missing, uninterpretable, and/or out-of-range.

The RMS data (RR, relative TV, relative MV, apnea duration, PR) will also be compared/correlated with the Hamilton reference data (RR, TV, MV, apnea duration, PR, carbon dioxide concentration) and the ExSpiron 2Xi reference data (RR, relative TV, relative MV) to determine the accuracy of measurement. The correlation will be determined using mean difference, bias, precision, mean-absolute relative difference, standard deviation, and Bland-Altman plots.

Other Data Collection:

A research coordinator will contact each patient 1 to 3 days after completion of data collection and approximately 30 days and 60 days later to document any adverse events and clinical outcomes. Investigators will review the EPIC electronic medical record in detail to determine time/dose of opioid, sedative, anesthetic, and other medication delivery; and to identify clinical signs/symptoms of clinical deterioration with a focus on OIRD.

Being tested
Study to evaluate a Respiratory Monitoring System (RMS) with a Tracheal Sound Sensor (TSS) for detecting and predicting opioid induced respiratory Depression (OIRD).
Keywords
respiratory depression, respiratory monitoring system, tidal volume, minute ventilation, respiratory rate, tracheal sound sensor, opioid induced respiratory depression, breathing
Medical subject headings
Respiration Disorders, Respiratory Insufficiency, Respiratory Aspiration

What participants receive

What participants receive. In a randomised study each person is assigned to one group by chance.

  • Study to evaluate a Respiratory Monitoring System (RMS) with a Tracheal Sound Sensor (TSS) for detecting and predicting opioid induced respiratory Depression (OIRD).Device

    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.

Study groups in NCT07217197
Study groupRoleWhat they receive
Post-operative surgical patients routinely managed with opioid medicationsOtherThis 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.
Receives: Device: Study to evaluate a Respiratory Monitoring System (RMS) with a Tracheal Sound Sensor (TSS) for detecting and predicting opioid induced respiratory Depression (OIRD).

What is being measured

The primary outcome is the main question the study is designed to answer.

  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.

    Measured: 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)
  1. Correlate RMS breathing data to reference breathing data to determine accuracy and precision of measurement.

    Correlate the RMS breathing data to time-synced Hamilton C-1 ventilator reference data (airflow during inhalation/exhalation, RR, TV, MV, apnea duration, PR, oxygen saturation, carbon dioxide concentration), ExSpiron 2Xi reference data (RR, relative TV, relative MV), and Capnostream reference data (RR, duration of apnea, carbon dioxide concentration, PR, and oxygen saturation) recordings to calculate accuracy and precision.

    Measured: 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).

  2. RMS Safety Endpoint

    The TSS will be removed from the skin of the neck after 26+ hours of wear-time. A clinician will perform a physical examination of the skin site approximately 10 minutes after removal of the TSS to evaluate for erythema, induration, or any injury of the epidermis or dermis. Research staff will document any allergic reaction, skin irritation, or injury that required premature removal of the TSS or medical intervention.

    Measured: From TSS adhesion on the neck to removal of the TSS for 26+ hours of wear-time.

Timeline

From the start of the study to its completion; the mark is today. Estimated dates are the sponsor’s plan.

  1. First posted15 Oct 2025
  2. Study start20 Jan 2026
  3. Primary completion30 Nov 2026 (estimated)
  4. Study completion30 Nov 2026 (estimated)

Resources

More details

For doctors and researchers: how the study is designed, who runs it, and its registry IDs.

Study design
Study type
Interventional
Phase
Phase N/A
Primary purpose
Diagnosis
Allocation
Not applicable
Intervention model
Single group
Masking
None (open label)
Enrolment
120 participants (estimated)
IDs, dates and publications
ClinicalTrials.gov ID
NCT07217197
Sponsor's protocol ID
R44DA059491
Other IDs
4R44DA059491-02
Acronym
RTM-NIH-SBIR-2
Status last verified
Feb 2026
First submitted
13 Oct 2025
Last updated
9 Feb 2026
Results posted
No
Data monitoring committee
No
FDA-regulated drug
No
FDA-regulated device
Yes
Individual data sharing
Undecided: Summary data will be included in peer publications and patent applications. Individual patient data may be included in peer publications but may not be shared with other research scientists until patent applications are submitted and IP secured.

Publications

  • 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.

    PubMed 32925318
  • Mildh 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.

    PubMed 11574361
  • Yadollahi 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.

    PubMed 17278773

Questions about this trial

What is this clinical trial studying?

A study testing Study to evaluate a Respiratory Monitoring System (RMS) with a Tracheal Sound Sensor (TSS) for detecting and predicting opioid induced respiratory Depression (OIRD). in people with Respiration Disorders, run by Thomas Jefferson University at 1 site in United States.

The full registered description is in the About this study section and the official record.

Who may be eligible to take part?

The sponsor lists 5 inclusion and 13 exclusion criteria. Eligibility is decided by the study team after screening, so read the full criteria and contact a listed site.

Is this clinical trial currently recruiting?

The record says: enrolling by invitation, as of the sponsor's last update on 9 Feb 2026. Status can change between updates, so confirm with the study contact before making plans.

Where is the study taking place?

The record lists 1 site in United States. Whether a site is taking part right now should be confirmed with that site. See every site.

What are the possible benefits and risks?

They depend on the study and the treatment, and no study can promise a benefit. The study team explains the known risks during informed consent, before anyone joins; the record itself does not list them.

Are results available for this study?

This study is still under way. Results are not available in the source record yet.

How can a doctor refer a patient or contact the research team?

The record lists no contact. The official record names the sponsor, who can be asked directly. AzTrials does not enrol participants or take referrals.

What does the primary outcome measure?

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. (time frame: 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.). It is what the study was designed to measure, not a finding.

Where can I read the original study information?

On the ClinicalTrials.gov record for NCT07217197, which also lists 3 linked publications.

Does a listing mean the treatment is approved or proven to work?

No. A listing means the study is registered. It does not show that the treatment is safe, works, or is approved by a regulator.

How often is this information updated?

AzTrials copies changed records from ClinicalTrials.gov every night and reloads the whole registry every week. The sponsor last updated this record on 9 Feb 2026.

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