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Impact of individual and treatment characteristics on wearable sensor-based digital biomarkers of opioid use. NPJ Digit Med 2022; 5:123. [PMID: 35995825 PMCID: PMC9395337 DOI: 10.1038/s41746-022-00664-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Accepted: 07/27/2022] [Indexed: 11/08/2022] Open
Abstract
Opioid use disorder is one of the most pressing public health problems of our time. Mobile health tools, including wearable sensors, have great potential in this space, but have been underutilized. Of specific interest are digital biomarkers, or end-user generated physiologic or behavioral measurements that correlate with health or pathology. The current manuscript describes a longitudinal, observational study of adult patients receiving opioid analgesics for acute painful conditions. Participants in the study are monitored with a wrist-worn E4 sensor, during which time physiologic parameters (heart rate/variability, electrodermal activity, skin temperature, and accelerometry) are collected continuously. Opioid use events are recorded via electronic medical record and self-report. Three-hundred thirty-nine discreet dose opioid events from 36 participant are analyzed among 2070 h of sensor data. Fifty-one features are extracted from the data and initially compared pre- and post-opioid administration, and subsequently are used to generate machine learning models. Model performance is compared based on individual and treatment characteristics. The best performing machine learning model to detect opioid administration is a Channel-Temporal Attention-Temporal Convolutional Network (CTA-TCN) model using raw data from the wearable sensor. History of intravenous drug use is associated with better model performance, while middle age, and co-administration of non-narcotic analgesia or sedative drugs are associated with worse model performance. These characteristics may be candidate input features for future opioid detection model iterations. Once mature, this technology could provide clinicians with actionable data on opioid use patterns in real-world settings, and predictive analytics for early identification of opioid use disorder risk.
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Bhat I, Arya VK, Mandal B, Jayant A, Dutta V, Rana SS. Postoperative hemodynamics after high spinal block with or without intrathecal morphine in cardiac surgical patients: a randomized-controlled trial. Can J Anaesth 2021; 68:825-834. [PMID: 33564993 DOI: 10.1007/s12630-021-01937-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Revised: 11/14/2020] [Accepted: 11/18/2020] [Indexed: 11/27/2022] Open
Abstract
PURPOSE There is some evidence for the use of intrathecal morphine as a means to provide prolonged analgesia in selective cardiac surgical patients; however, the hemodynamic effects of intrathecal morphine are not well defined. This study was designed to study the effect of intrathecal morphine on hemodynamic parameters in cardiac surgery patients. METHODS In a prospective, double-blind study, 100 adult cardiac surgical patients were randomized to receive either intrathecal 40 mg of 0.5% hyperbaric bupivacaine alone (intrathecal bupivacaine [ITB] group, n = 50) or intrathecal 250 µg of morphine added to 40 mg of 0.5% bupivacaine (intrathecal bupivacaine and morphine [ITBM] group, n = 50). Hemodynamic data, pain scores, rescue analgesic use, spirometry, and vasopressor use were recorded every four hours after surgery for 48 hr. The primary outcome was the incidence of vasoplegia in each group, which was defined as a cardiac index > 2.2 L·min-1·m-2 with the requirement of vasopressors to maintain the mean arterial pressure > 60 mmHg with the hemodynamic episode lasting > four hours. RESULTS Eighty-seven patients were analyzed (ITB group, n = 42, and ITBM group, n =45). The incidence of vasoplegia was higher in the ITBM group than in the ITB group [14 (31%) vs 5 (12%), respectively; relative risk, 2.6; 95% confidence interval [CI], 1.0 to 6.6; P = 0.04]. The mean (standard deviation [SD]) duration of vasoplegia was significantly longer in the ITBM group than in the ITB group [8.9 (3.0) hr vs 4.3 (0.4) hr, respectively; difference in means, 4.6; 95% CI, 3.7 to 5.5; P < 0.001]. CONCLUSION Intrathecal morphine added to bupivacaine for high spinal anesthesia increases the incidence and duration of vasoplegia in cardiac surgery patients. TRIAL REGISTRATION www.clinicaltrials.gov (NCT02825056); registered 19 June 2016.
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Affiliation(s)
- Imran Bhat
- Department of Anaesthesiology and Intensive Care, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| | - Virendra K Arya
- Department of Anaesthesiology and Intensive Care, Post Graduate Institute of Medical Education and Research, Chandigarh, India.
- Department of Anesthesiology, Perioperative and Pain Medicine, Max Rady College of Medicine, University of Manitoba, St. Boniface Hosptial, Winnipeg, MB, Canada.
| | - Banashree Mandal
- Department of Anaesthesiology and Intensive Care, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| | - Aveek Jayant
- Department of Anaesthesiology and Critical Care Medicine, Amrita Institute of Medical Sciences, Kochi, India
| | - Vikas Dutta
- Department of Anesthesiology, Perioperative and Pain Medicine, Max Rady College of Medicine, University of Manitoba, St. Boniface Hosptial, Winnipeg, MB, Canada
| | - Sandeep Singh Rana
- Department of Cardiothoracic and Vascular Surgery, Post Graduate Institute of Medical Education and Research, Chandigarh, India
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Hayek SM, McEwan MT, Veizi E, Roh J, Ali O, Katta S, Hunter J, Delozier SJ, Deer TR. Effect of Long‐Term Intrathecal Bupivacaine Infusion on Blood Pressure. Neuromodulation 2019; 22:811-817. [DOI: 10.1111/ner.12956] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2019] [Revised: 02/22/2019] [Accepted: 03/06/2019] [Indexed: 12/01/2022]
Affiliation(s)
- Salim M. Hayek
- University Hospitals Cleveland Medical CenterCase Western Reserve University Cleveland OH USA
| | - Matthew T. McEwan
- University Hospitals Cleveland Medical CenterCase Western Reserve University Cleveland OH USA
| | - Elias Veizi
- Cleveland Veterans Administration Medical CenterCase Western Reserve University Cleveland OH USA
| | - Justin Roh
- University Hospitals Cleveland Medical CenterCase Western Reserve University Cleveland OH USA
| | - Omar Ali
- University Hospitals Cleveland Medical CenterCase Western Reserve University Cleveland OH USA
| | - Siva Katta
- University Hospitals Cleveland Medical CenterCase Western Reserve University Cleveland OH USA
| | - John Hunter
- University Hospitals Cleveland Medical CenterCase Western Reserve University Cleveland OH USA
| | - Sarah J. Delozier
- University Hospitals Cleveland Medical CenterCase Western Reserve University Cleveland OH USA
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Guedes-Martins L, Graça H, Saraiva JP, Guedes L, Gaio R, Cerdeira AS, Macedo F, Almeida H. The effects of spinal anaesthesia for elective caesarean section on uterine and umbilical arterial pulsatility indexes in normotensive and chronic hypertensive pregnant women: a prospective, longitudinal study. BMC Pregnancy Childbirth 2014; 14:291. [PMID: 25169212 PMCID: PMC4158071 DOI: 10.1186/1471-2393-14-291] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2014] [Accepted: 08/24/2014] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Despite the known effects of neuraxial blockade on major vessel function and the rapid decrease in uterine vascular impedance, it is unclear how the blockade affects the utero-placental circulation in the near-term. We hypothesize that among women with chronic hypertension, a loss of sympathetic tonus consequent to spinal block may cause significant changes in the utero-placental haemodynamics than the changes typical in normal pregnant women. Therefore, the main study objective was to analyse the effect of spinal anaesthesia for caesarean section on uterine and umbilical arterial impedance in pregnant women at term diagnosed with stage-1 chronic hypertension. METHODS A prospective, longitudinal study was performed in singleton pregnant women (203 low-risk and 33 with hypertension) scheduled to undergo elective caesarean section. The mean arterial blood pressure and pulsatility indexes for the uterine and umbilical arteries were recorded before and after spinal anaesthesia was performed using 8-9 mg hyperbaric bupivacaine (5 mg/mL) and 2-2.5 μg sufentanil (5 μg/mL). Multiple linear regression models with errors capable of correlation or with unequal variances were fitted using the generalized least squares. RESULTS In normotensive women, the mean arterial blood pressure decreased after administering spinal anaesthesia (p < 0.05). The pulsatility index of the uterine and umbilical arteries did not change after spinal anaesthesia. In the hypertensive women, the mean arterial blood pressure (p < 0.05) and uterine artery pulsatility index (p < 0.05) decreased. In both groups, the umbilical artery pulsatility index did not change after spinal anaesthesia. CONCLUSIONS In stage-1 chronic hypertensive pregnant women at term, spinal anaesthesia for caesarean section reduces uterine artery impedance but not umbilical artery impedance.
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Affiliation(s)
- Luís Guedes-Martins
- Departamento da Mulher e da Medicina Reprodutiva, Centro Hospitalar do Porto EPE, Largo Prof, Abel Salazar, 4099-001 Porto, Portugal.
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van Ojik AL, Jansen PAF, Brouwers JRBJ, van Roon EN. Treatment of chronic pain in older people: evidence-based choice of strong-acting opioids. Drugs Aging 2013; 29:615-25. [PMID: 22765848 DOI: 10.2165/11632620-000000000-00000] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
In the treatment of chronic malignant and non-malignant pain, opioids are used as strong analgesics. Frail elderly patients often have multiple co-morbidities and use multiple medicines, leading to an increased risk of clinically relevant drug-drug and drug-disease interactions. Age-related changes and increased frailty may lead to a less predictable drug response, increased drug sensitivity, and potential harmful drug effects. As a result, physicians face a complex task in prescribing medication to elderly patients. In this review, the appropriateness of the strong-acting opioids buprenorphine, fentanyl, hydromorphone, methadone, morphine, oxycodone and tapentadol is determined for use in elderly patients. Evidence-based recommendations for prescribing strong opioids to the frail elderly are presented. A literature search was performed for all individual drugs, using a validated and published set of 23 criteria concerning effectiveness, safety, pharmacokinetics and pharmacodynamics, experience, and convenience in elderly patients. First, information on the criteria was obtained from pharmaceutical reference books and a MEDLINE search. The information obtained on the individual drugs in the class of opioids was compared with the reference drug morphine. Evidence-based recommendations were formulated on the basis of the pros and cons for the frail elderly. Using the set of 23 criteria, no differentiation can be made between the appropriateness of buprenorphine, fentanyl, hydromorphone, morphine and oxycodone for use in elderly patients. Methadone has strong negative considerations in the treatment of chronic pain in the frail elderly. Methadone has a high drug-drug interaction potential and is associated with prolongation of the QT interval and a potential risk of accumulation due to a long elimination half-life. In addition, methadone is difficult to titrate because of its large inter-individual variability in pharmacokinetics, particularly in the frail elderly. Because of a lack of empiric knowledge, the use of tapentadol is not recommended in frail elderly persons. Nevertheless, tapentadol may prove to be a useful analgesic for the treatment of chronic pain in frail elderly persons because of its possible better gastrointestinal tolerability. In the treatment of chronic pain in the frail elderly, the opioids of first choice are buprenorphine, fentanyl, hydromorphone, morphine and oxycodone. In order to improve the convenience for elderly patients, the controlled-release oral dosage forms and transdermal formulations are preferred.
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Affiliation(s)
- Annette L van Ojik
- Expertise Centre for Pharmacotherapy in Old Persons (Ephor), University Medical Center, Utrecht, The Netherlands
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Hassett P, Ansari B, Gnanamoorthy P, Kinirons B, Laffey JG. Determination Of The Efficacy And Side-effect Profile Of Lower Doses Of Intrathecal Morphine In Patients Undergoing Total Knee Arthroplasty. BMC Anesthesiol 2008; 8:5. [PMID: 18816386 PMCID: PMC2559822 DOI: 10.1186/1471-2253-8-5] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2008] [Accepted: 09/24/2008] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Intrathecal (IT) morphine provides excellent post-operative analgesia, but causes multiple side effects including nausea and vomiting (PONV), pruritus and respiratory depression, particularly at higher doses. The lowest effective dose of spinal morphine in patients undergoing total knee arthroplasty is not known. METHODS We evaluated the analgesic efficacy and side effect profile of 100 - 300 μg IT morphine in patients undergoing elective total knee replacement in this prospective, randomized, controlled, double-blind study. Sixty patients over the age of 60 undergoing elective knee arthroplasty were enrolled. Patients were randomized to receive spinal anaesthesia with 15 mg Bupivacaine and IT morphine in three groups: (i) 100 μg; (ii) 200 μg; and (iii) 300 μg. RESULTS Both 200 μg and 300 μg IT morphine provided comparable levels of postoperative analgesia. However, patients that received 100 μg had greater pain postoperatively, with higher pain scores and a greater requirement for supplemental morphine. There were no differences between groups with regard to PONV, pruritus, sedation, respiratory depression or urinary retention. CONCLUSION Both 200 μg and 300 μg provided comparable postoperative analgesia, which was superior to that provided by 100 mug IT morphine in patients undergoing total knee arthroplasty. Based on these findings, we recommend that 200 μg IT morphine be used in these patients. TRIAL REGISTRATION ClinicalTrials.gov Identifier NCT00695045.
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Affiliation(s)
- Patrick Hassett
- Department of Anaesthesia, Galway University Hospitals and National University of Ireland, Galway, Ireland
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Hesselgard K, Strömblad LG, Romner B, Reinstrup P. Postoperative continuous intrathecal pain treatment in children after selective dorsal rhizotomy with bupivacaine and two different morphine doses. Paediatr Anaesth 2006; 16:436-43. [PMID: 16618299 DOI: 10.1111/j.1460-9592.2005.01804.x] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
BACKGROUND Children undergoing selective dorsal rhizotomy (SDR) experience severe pain postoperatively; a pain related to both the extensive surgical exposure with multilevel laminectomy and nerve root manipulation. We sought to define an optimal dose of continuous intrathecal (IT) morphine and bupivacaine to treat this severe pain. The aim of this study was to compare two different concentrations of morphine in a fixed dose of bupivacaine with regard to the analgesic effect and survey if they differed in side effects. METHODS Twenty-six children, aged 2.7-7.4 years undergoing SDR were included in this study. Postoperatively 11 children received a continuous infusion of morphine 0.4 microg x kg(-1) x h(-1) and bupivacaine 40 microg x kg(-1) x h(-1) (low-dose group) and 15, a continuous infusion of morphine 0.6 microg x kg(-1) x h(-1) and bupivacaine 40 microg x kg(-1) x h(-1) (high-dose group). The Behavioral Observational Pain Scale (BOPS) was used to evaluate pain. RESULTS Better pain relief was obtained in the high-dose group seen in lower BOPS score compared with the low-dose group [P = 0.03, Fisher's permutation test and P = 0.06 Wilcoxon-Mann-Whitney (WMW) test]. The low-dose group received seven times as much ketobemidone 0.43 +/- 0.54 mg x kg(-1) 48 h(-1) compared with 0.06 +/- 0.09 mg x kg(-1) 48 h(-1) in the high-dose group (P = 0.0005 Fisher's permutation test, P = 0.0017 WMW test). There was no statistical difference in pruritus and postoperative nausea and vomiting between the groups. Respiratory and hemodynamic depression was not found. CONCLUSION This study shows that, compared with low-dose, the higher dose of continuous IT morphine combined with bupivacaine, significantly reduce pain score and postoperative intravenous analgesic requirements without increasing adverse effects.
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MESH Headings
- Analgesics, Opioid/administration & dosage
- Analgesics, Opioid/adverse effects
- Analgesics, Opioid/therapeutic use
- Anesthetics, Local/administration & dosage
- Anesthetics, Local/adverse effects
- Anesthetics, Local/therapeutic use
- Bupivacaine/administration & dosage
- Bupivacaine/adverse effects
- Bupivacaine/therapeutic use
- Child
- Child, Preschool
- Dose-Response Relationship, Drug
- Drug Combinations
- Female
- Humans
- Injections, Spinal
- Laminectomy
- Male
- Morphine/administration & dosage
- Morphine/adverse effects
- Morphine/therapeutic use
- Pain Measurement/drug effects
- Pain, Postoperative/drug therapy
- Postoperative Nausea and Vomiting/epidemiology
- Rhizotomy
- Spinal Nerve Roots/surgery
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Naganobu K, Maeda N, Miyamoto T, Hagio M, Nakamura T, Takasaki M. Cardiorespiratory effects of epidural administration of morphine and fentanyl in dogs anesthetized with sevoflurane. J Am Vet Med Assoc 2004; 224:67-70. [PMID: 14710878 DOI: 10.2460/javma.2004.224.67] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
OBJECTIVE To determine the cardiorespiratory effects of epidural administration of morphine alone and in combination with fentanyl in dogs anesthetized with sevoflurane. DESIGN Prospective study. ANIMALS 6 dogs. PROCEDURE Dogs were anesthetized with sevoflurane and allowed to breathe spontaneously. After a stable plane of anesthesia was achieved, morphine (0.1 mg/kg [0.045 mg/lb]) or a combination of morphine and fentanyl (10 microg/kg [4.5 microg/lb]) was administered through an epidural catheter, the tip of which was positioned at the level of L6 or L7. Cardiorespiratory variables were measured for 90 minutes. RESULTS Epidural administration of morphine alone did not cause any significant changes in cardiorespiratory measurements. However, epidural administration of morphine and fentanyl induced significant decreases in diastolic and mean arterial blood pressures and total peripheral resistance. Stroke volume was unchanged, PaCO2 was significantly increased, and arterial pH and base excess were significantly decreased. Heart rate was significantly lower after epidural administration of morphine and fentanyl than after administration of morphine alone. None of the dogs had any evidence of urine retention, vomiting, or pruritus after recovery from anesthesia. CONCLUSIONS AND CLINICAL RELEVANCE Results suggest that epidural administration of morphine at a dose of 0.1 mg/kg in combination with fentanyl at a dose of 10 microg/kg can cause cardiorespiratory depression in dogs anesthetized with sevoflurane.
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Affiliation(s)
- Kiyokazu Naganobu
- Veterinary Teaching Hospital, Faculty of Agriculture, Miyazaki University, Miyazaki 889-2192, Japan
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Murphy PM, Stack D, Kinirons B, Laffey JG. Optimizing the dose of intrathecal morphine in older patients undergoing hip arthroplasty. Anesth Analg 2003; 97:1709-1715. [PMID: 14633547 DOI: 10.1213/01.ane.0000089965.75585.0d] [Citation(s) in RCA: 65] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
UNLABELLED Intrathecal (IT) morphine provides excellent postoperative analgesia but may result in many side effects, including postoperative nausea and vomiting, pruritus, and respiratory depression, particularly at larger doses. Older patients may be at particular risk. The optimal dose of spinal morphine in older patients undergoing hip arthroplasty is not known. We designed this prospective, randomized, controlled, double-blinded study to evaluate the analgesic efficacy and side effect profile of 50-200 microg of IT morphine in older patients undergoing elective hip arthroplasty. Sixty patients older than 65 years undergoing elective hip arthroplasty were enrolled. Patients were randomized to receive spinal anesthesia with 15 mg of bupivacaine and IT morphine in four groups: 1). 0 microg, 2). 50 microg, 3). 100 microg, and 4). 200 microg. IT morphine 100 and 200 microg produced effective pain relief and decreased the postoperative requirement for morphine compared with control. IT morphine 50 microg did not provide effective pain relief. Both 100 and 200 microg of IT morphine provided comparable levels of postoperative analgesia. There were no between-group differences in postoperative nausea and vomiting, sedation, respiratory depression, or urinary retention. Pruritus was significantly more frequent with 200 microg of IT morphine. In conclusion, 100 microg of IT morphine provided the best balance between analgesic efficacy and side effect profile in older patients undergoing hip arthroplasty. IMPLICATIONS The dosage of intrathecal morphine that provides the best balance between analgesic efficacy and side effect profile in the older patient undergoing hip arthroplasty is not known. This prospective, randomized, controlled, double-blinded clinical trial demonstrates that a dose of 100 microg of intrathecal morphine provides the best balance between efficacy and side effects, compared with doses of 0, 50, and 200 microg of morphine, in this patient population.
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Affiliation(s)
- P M Murphy
- *Department of Anaesthesia, Merlin Park Regional Hospital, Galway; and †Clinical Sciences Institute, National University of Ireland, Galway, Ireland
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Abstract
Upon receipt in the dorsal horn (DH) of the spinal cord, nociceptive (pain-signalling) information from the viscera, skin and other organs is subject to extensive processing by a diversity of mechanisms, certain of which enhance, and certain of which inhibit, its transfer to higher centres. In this regard, a network of descending pathways projecting from cerebral structures to the DH plays a complex and crucial role. Specific centrifugal pathways either suppress (descending inhibition) or potentiate (descending facilitation) passage of nociceptive messages to the brain. Engagement of descending inhibition by the opioid analgesic, morphine, fulfils an important role in its pain-relieving properties, while induction of analgesia by the adrenergic agonist, clonidine, reflects actions at alpha(2)-adrenoceptors (alpha(2)-ARs) in the DH normally recruited by descending pathways. However, opioids and adrenergic agents exploit but a tiny fraction of the vast panoply of mechanisms now known to be involved in the induction and/or expression of descending controls. For example, no drug interfering with descending facilitation is currently available for clinical use. The present review focuses on: (1) the organisation of descending pathways and their pathophysiological significance; (2) the role of individual transmitters and specific receptor types in the modulation and expression of mechanisms of descending inhibition and facilitation and (3) the advantages and limitations of established and innovative analgesic strategies which act by manipulation of descending controls. Knowledge of descending pathways has increased exponentially in recent years, so this is an opportune moment to survey their operation and therapeutic relevance to the improved management of pain.
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Affiliation(s)
- Mark J Millan
- Department of Psychopharmacology, Institut de Recherches Servier, 125 Chemin de Ronde, 78290 Croissy/Seine, Paris, France.
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