Development of an Algorithm That Predicts Hypoventilation Due to an Opioid Overdose
1 other identifier
observational
20
1 country
1
Brief Summary
RTM Vital Signs, LLC is developing a miniature wearable tracheal sound sensor that communicates with a cell phone containing a machine-learning diagnostic algorithm designed to detect and predict the onset of mild, moderate, and severe hypoventilation (respiratory depression) due to an opioid overdose. The purpose of this clinical trial is to develop/validate diagnostic algorithms capable of detecting/predicting the onset of hypoventilation induced by a controlled intravenous infusion of fentanyl. The wearable sensor and algorithms will provide a series of alerts and alarms to the person, caregiver, and/or emergency personnel.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at below P25 for all trials
Started May 2019
Shorter than P25 for all trials
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
February 16, 2019
CompletedFirst Posted
Study publicly available on registry
February 19, 2019
CompletedStudy Start
First participant enrolled
May 15, 2019
CompletedPrimary Completion
Last participant's last visit for primary outcome
May 14, 2020
CompletedStudy Completion
Last participant's last visit for all outcomes
May 14, 2020
CompletedMay 9, 2019
May 1, 2019
1 year
February 16, 2019
May 7, 2019
Conditions
Keywords
Outcome Measures
Primary Outcomes (3)
Percent Sensitivity and Specificity of Detecting/Predicting the Onset of Mild Hypoventilation due to an Opioid Overdose
The investigators will evaluate the risk-index algorithm's ability to detect/predict at which point during the standardized fentanyl infusion protocol does mild hypoventilation actually occur. Calculate the percent sensitivity and specificity of detecting/predicting the onset of mild hypoventilation (PaCO2- 45 to 50 mm Hg) due to a fentanyl overdose.
1 to 3 hours
Percent Sensitivity and Specificity of Detecting/Predicting the Onset of Moderate Hypoventilation due to an Opioid Overdose
The investigators will evaluate the risk-index algorithm's ability to detect/predict at which point during the standardized fentanyl infusion protocol does moderate hypoventilation actually occur. Calculate the percent sensitivity and specificity of detecting/predicting the onset of mild hypoventilation (PaCO2- 51 to 60 mm Hg) due to a fentanyl overdose.
1 to 3 hours
Percent Sensitivity and Specificity of Detecting/Predicting the Onset of Severe Hypoventilation due to an Opioid Overdose
The investigators will evaluate the risk-index algorithm's ability to detect/predict at which point during the standardized fentanyl infusion protocol does severe hypoventilation actually occur. Calculate the percent sensitivity and specificity of detecting/predicting the onset of severe hypoventilation (PaCO2 \> 60 mm Hg) due to a fentanyl overdose.
1 to 3 hours
Secondary Outcomes (1)
Absolute Difference Between Trachea Sound Sensor's Measurements and Reference Sensor Measurements
1 to 3 hours
Interventions
Produce mild and moderate respiratory depression (hypoventilation) using a controlled intravenous infusion of fentanyl while measuring/recording respiratory rate, tidal volume, body activity, and body position.
Eligibility Criteria
Healthy males/females of all ethnic backgrounds, 18 to 40 years of age
You may qualify if:
- Healthy women/men between 18 and 40 years of age.
- Negative history of drug or alcohol abuse.
- Negative history of cigarette smoking in previous 6 months.
- Negative history of active cardiac, vascular, pulmonary, renal, hepatic, nervous, metabolic or immune disease.
- BMI \< 30
You may not qualify if:
- Age \< 18 years and \> 40 years.
- Pregnant or planning to become pregnant.
- Positive history drug or alcohol abuse.
- Positive drug screen for opioids, benzodiazepines, hypnotics.
- Positive Drug Abuse Screening Test result (score of 6 or greater).
- BMI \> 30
- History of sleep apnea.
- History of cigarette smoking in previous 6 months.
- History of difficult airway during anesthesia management.
- History of allergy or skin sensitivity to tape, silicone, fentanyl, chlorhexidine.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
- RTM Vital Signs, LLClead
- Thomas Jefferson Universitycollaborator
Study Sites (1)
Thomas Jefferson University
Philadelphia, Pennsylvania, 19107, United States
Related Publications (19)
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.
PMID: 11574361BACKGROUNDBoyer EW. Management of opioid analgesic overdose. N Engl J Med. 2012 Jul 12;367(2):146-55. doi: 10.1056/NEJMra1202561. No abstract available.
PMID: 22784117BACKGROUNDVolkow ND, Collins FS. The Role of Science in Addressing the Opioid Crisis. N Engl J Med. 2017 Jul 27;377(4):391-394. doi: 10.1056/NEJMsr1706626. Epub 2017 May 31. No abstract available.
PMID: 28564549BACKGROUNDYadollahi 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: 17278773BACKGROUNDChen G, de la Cruz I, Rodriguez-Villegas E. Automatic lung tidal volumes estimation from tracheal sounds. Annu Int Conf IEEE Eng Med Biol Soc. 2014;2014:1497-500. doi: 10.1109/EMBC.2014.6943885.
PMID: 25570253BACKGROUNDRamsay MA, Usman M, Lagow E, Mendoza M, Untalan E, De Vol E. The accuracy, precision and reliability of measuring ventilatory rate and detecting ventilatory pause by rainbow acoustic monitoring and capnometry. Anesth Analg. 2013 Jul;117(1):69-75. doi: 10.1213/ANE.0b013e318290c798. Epub 2013 Apr 30.
PMID: 23632055BACKGROUNDReyes BA, Reljin N, Chon KH. Tracheal sounds acquisition using smartphones. Sensors (Basel). 2014 Jul 30;14(8):13830-50. doi: 10.3390/s140813830.
PMID: 25196108BACKGROUNDStuth EA, Stucke AG, Zuperku EJ. Effects of anesthetics, sedatives, and opioids on ventilatory control. Compr Physiol. 2012 Oct;2(4):2281-367. doi: 10.1002/cphy.c100061.
PMID: 23720250BACKGROUNDO'Croinin D, Ni Chonghaile M, Higgins B, Laffey JG. Bench-to-bedside review: Permissive hypercapnia. Crit Care. 2005 Feb;9(1):51-9. doi: 10.1186/cc2918. Epub 2004 Aug 5.
PMID: 15693984BACKGROUNDVannucci RC, Towfighi J, Brucklacher RM, Vannucci SJ. Effect of extreme hypercapnia on hypoxic-ischemic brain damage in the immature rat. Pediatr Res. 2001 Jun;49(6):799-803. doi: 10.1203/00006450-200106000-00015.
PMID: 11385141BACKGROUNDYu L, Ting CK, Hill BE, Orr JA, Brewer LM, Johnson KB, Egan TD, Westenskow DR. Using the entropy of tracheal sounds to detect apnea during sedation in healthy nonobese volunteers. Anesthesiology. 2013 Jun;118(6):1341-9. doi: 10.1097/ALN.0b013e318289bb30.
PMID: 23407106BACKGROUNDPenzel T, Sabil A. The use of tracheal sounds for the diagnosis of sleep apnoea. Breathe (Sheff). 2017 Jun;13(2):e37-e45. doi: 10.1183/20734735.008817.
PMID: 29184596BACKGROUNDJin F, Goh DY, Louis IM. An Enhanced Respiratory Rate Montoring Method for Real Tracheal Sound Recordings. 17 European Signal Processing Conference. 2009:642- 645.
BACKGROUNDHarper VP, Pasterkamp H, Kiyokawa H, Wodicka GR. Modeling and measurement of flow effects on tracheal sounds. IEEE Trans Biomed Eng. 2003 Jan;50(1):1-10. doi: 10.1109/TBME.2002.807327.
PMID: 12617519BACKGROUNDBureev AS, Dikman EY, Zhdanov DS, Zemlyakov IY, Kutsov MS. Mathematic Model for Spectral Characteristics of Respiratory Sounds Registered in Trachea Region. Global Journal of Pure and Applied Mathematics. 2016;12(5):4569-4578.
BACKGROUNDKraman SS, Wodicka GR, Pressler GA, Pasterkamp H. Comparison of lung sound transducers using a bioacoustic transducer testing system. J Appl Physiol (1985). 2006 Aug;101(2):469-76. doi: 10.1152/japplphysiol.00273.2006. Epub 2006 Apr 20.
PMID: 16627681BACKGROUNDLu BY. Unidirectional Microphone based Wireless Recorder for the Respiration Sound. J Bioengineer & Biomedical Sci. 2016;6(3).
BACKGROUNDPerus O, Marsot A, Ramain E, Dahman M, Paci A, Raucoules-Aime M, Simon N. Performance of alfentanil target-controlled infusion in normal and morbidly obese female patients. Br J Anaesth. 2012 Oct;109(4):551-60. doi: 10.1093/bja/aes211. Epub 2012 Jun 24.
PMID: 22732112BACKGROUNDShafer SL, Varvel JR, Aziz N, Scott JC. Pharmacokinetics of fentanyl administered by computer-controlled infusion pump. Anesthesiology. 1990 Dec;73(6):1091-102. doi: 10.1097/00000542-199012000-00005.
PMID: 2248388BACKGROUND
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
Stephen McNulty, DO
Thomas Jefferson University
Central Study Contacts
Study Design
- Study Type
- observational
- Observational Model
- COHORT
- Time Perspective
- PROSPECTIVE
- Sponsor Type
- INDUSTRY
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
February 16, 2019
First Posted
February 19, 2019
Study Start
May 15, 2019
Primary Completion
May 14, 2020
Study Completion
May 14, 2020
Last Updated
May 9, 2019
Record last verified: 2019-05
Data Sharing
- IPD Sharing
- Will not share