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Garrido-Suárez BB, Garrido G, Bellma-Menéndez A, Aparicio-López G, Valdés-Martínez O, Morales-Aguiar RA, Fernández-Pérez MD, Ochoa-Rodríguez E, Verdecia-Reyes Y, Delgado-Hernández R. A multi-target ligand (JM-20) prevents morphine-induced hyperalgesia in naïve and neuropathic rats. Eur J Pharmacol 2024; 983:176992. [PMID: 39265881 DOI: 10.1016/j.ejphar.2024.176992] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2024] [Revised: 08/27/2024] [Accepted: 09/06/2024] [Indexed: 09/14/2024]
Abstract
The present study examines the possible inhibitory effect of JM-20, a multi-target neuroprotective compound, on the development of morphine-induced hyperalgesia in Male Sprague-Dawley naïve rats. Additionally, the impact of JM-20 on chronic constriction injury (CCI) rats under chronic morphine exposure was investigated, and its efficacy in reducing mechanical hypersensitivity and histopathological changes in the sciatic nerve was assessed. JM-20 (20 mg/kg, per os [p.o.]), administered 60 min before morphine (10 mg/kg, s.c. twice daily at 12 h intervals) for ten days, significantly inhibited the development of morphine-induced hyperalgesia assessed using an electronic pressure-meter paw test, hot-plate, and formalin test, as well as the appearance of spontaneous withdrawal somatic symptoms in rats. Furthermore, JM-20 decreases spinal pro-inflammatory interleukin-1β and restores glutathione to close physiological concentrations, biomarkers directly related to the intensity of mechanical hypernociception. After CCI and sham surgery, co-treatment with JM-20 (10 mg/kg, p.o.) for five days decreased morphine increased-mechanical hypersensitivity, even 12 days after its discontinuation. Continued morphine treatment imposed a neuroinflammatory challenge in CCI animals, further increasing cellularity (>75% immune cell infiltration) with lymphocytes and macrophages. However, JM-20 co-treatment still reduced the presence of cellular infiltrates (51-75%) with a predominance of lymphocytes. Even in the absence of nerve injury, JM-20 attenuated the peripheral neuroinflammatory response observed in morphine-treated sham-operated animals (0% vs. 1-25%). These findings suggest that JM-20 could prevent morphine-induced hyperalgesia by anti-inflammatory and antioxidant mechanisms.
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Affiliation(s)
- Bárbara B Garrido-Suárez
- Centro de Investigación y Desarrollo de Medicamentos, Ave 26, No. 1605 Boyeros y Puentes Grandes, CP 10600, La Habana, Cuba; Instituto de Ciencias del Mar, Loma y 37, Nuevo Vedado, Havana, CP 10300, Cuba.
| | - Gabino Garrido
- Departamento de Ciencias Farmacéuticas, Facultad de Ciencias, Edificio Ñ3, Universidad Católica del Norte, Angamos, 0610, Antofagasta, CP 124000, Chile.
| | - Addis Bellma-Menéndez
- Centro de Investigación y Desarrollo de Medicamentos, Ave 26, No. 1605 Boyeros y Puentes Grandes, CP 10600, La Habana, Cuba
| | - Guillermo Aparicio-López
- Centro de Investigación y Desarrollo de Medicamentos, Ave 26, No. 1605 Boyeros y Puentes Grandes, CP 10600, La Habana, Cuba
| | - Odalys Valdés-Martínez
- Centro de Investigación y Desarrollo de Medicamentos, Ave 26, No. 1605 Boyeros y Puentes Grandes, CP 10600, La Habana, Cuba
| | | | | | - Estael Ochoa-Rodríguez
- Laboratorio de Síntesis Orgánica de La Facultad de Química de La Universidad de La Habana, Zapata s/n entre G y Carlitos Aguirre, Vedado Plaza de la Revolución, CP 10400, La Habana, Cuba
| | - Yamila Verdecia-Reyes
- Laboratorio de Síntesis Orgánica de La Facultad de Química de La Universidad de La Habana, Zapata s/n entre G y Carlitos Aguirre, Vedado Plaza de la Revolución, CP 10400, La Habana, Cuba
| | - René Delgado-Hernández
- Clinical Pharmacy and Pharmaceutical Care Unit, Department of Pharmacy and Pharmaceutical Technology, and Physical Chemistry, Faculty of Pharmacy and Food Sciences, Universitat de Barcelona, Av. Joan XXIII, 27-31, 08028, Barcelona, Spain
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Degro CE, Jiménez-Vargas NN, Guzman-Rodriguez M, Schincariol H, Tsang Q, Reed DE, Lomax AE, Bunnett NW, Stein C, Vanner SJ. A pH-sensitive opioid does not exhibit analgesic tolerance in a mouse model of colonic inflammation. Br J Pharmacol 2024. [PMID: 39396524 DOI: 10.1111/bph.17363] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2024] [Revised: 09/04/2024] [Accepted: 09/06/2024] [Indexed: 10/15/2024] Open
Abstract
BACKGROUND AND PURPOSE Tolerance to the analgesic effects of opioids and resultant dose escalation is associated with worsening of side effects and greater addiction risk. Here, we compare the development of tolerance to the conventional opioid fentanyl with a novel pH-sensitive μ-opioid receptor (MOR) agonist, (±)-N-(3-fluoro-1-phenethylpiperidine-4-yl)-N-phenyl propionamide (NFEPP) that is active only in acidic inflammatory microenvironments. EXPERIMENTAL APPROACH An opioid tolerance model was developed in male C57BL/6 mice, with and without dextran sulphate sodium colitis, using increasing doses of either fentanyl or NFEPP over 5 days. Visceral nociception was assessed in vivo by measuring visceromotor responses (VMRs) to noxious colorectal distensions and in vitro measuring colonic afferent nerve activity of mesenteric nerves and performing patch-clamp recordings from isolated dorsal root ganglia neurons. Somatic thermal nociception was tested using a tail immersion assay. Cardiorespiratory effects were analysed by pulse oximeter experiments. KEY RESULTS VMRs and tail immersion tests demonstrated tolerance to fentanyl, but not to NFEPP in colitis mice. Cross-tolerance also occurred to fentanyl, but not to NFEPP. The MOR agonist DAMGO inhibited colonic afferent nerve activity in colitis mice exposed to chronic NFEPP, but not those from fentanyl-treated mice. Similarly, in patch-clamp recordings from isolated dorsal root ganglia neurons, DAMGO inhibited neurons from NFEPP-, but not fentanyl-treated mice. CONCLUSION AND IMPLICATIONS NFEPP did not exhibit tolerance in an inflammatory pain model, unlike fentanyl. Consequently, dose escalation to maintain analgesia during an evolving inflammation could be avoided, mitigating the potential risk of side effects.
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Affiliation(s)
- Claudius E Degro
- Gastrointestinal Diseases Research Unit, Kingston General Hospital, Queen's University, Kingston, Ontario, Canada
- Department of General and Visceral Surgery, Charité - Universitätsmedizin Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Benjamin Franklin, Berlin, Germany
| | | | - Mabel Guzman-Rodriguez
- Gastrointestinal Diseases Research Unit, Kingston General Hospital, Queen's University, Kingston, Ontario, Canada
| | - Hailey Schincariol
- Gastrointestinal Diseases Research Unit, Kingston General Hospital, Queen's University, Kingston, Ontario, Canada
| | - Quentin Tsang
- Gastrointestinal Diseases Research Unit, Kingston General Hospital, Queen's University, Kingston, Ontario, Canada
| | - David E Reed
- Gastrointestinal Diseases Research Unit, Kingston General Hospital, Queen's University, Kingston, Ontario, Canada
| | - Alan E Lomax
- Gastrointestinal Diseases Research Unit, Kingston General Hospital, Queen's University, Kingston, Ontario, Canada
| | - Nigel W Bunnett
- Department of Molecular Pathobiology, Pain Research Center, New York University, College of Dentistry, New York, New York, USA
- Department of Neuroscience and Physiology, Neuroscience Institute, Grossman, School of Medicine, New York University, New York, New York, USA
| | - Christoph Stein
- Department of Experimental Anaesthesiology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Benjamin Franklin, Berlin, Germany
| | - Stephen J Vanner
- Gastrointestinal Diseases Research Unit, Kingston General Hospital, Queen's University, Kingston, Ontario, Canada
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Kaye AD, Dufrene K, Cooley J, Walker M, Shah S, Hollander A, Shekoohi S, Robinson CL. Neuropsychiatric Effects Associated with Opioid-Based Management for Palliative Care Patients. Curr Pain Headache Rep 2024; 28:587-594. [PMID: 38564124 DOI: 10.1007/s11916-024-01248-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/19/2024] [Indexed: 04/04/2024]
Abstract
PURPOSE OF REVIEW The abundance of opioids administered in the palliative care setting that was once considered a standard of care is at present necessitating that providers evaluate patients for unintentional and deleterious symptomology related to aberrant opioid use and addiction. Polypharmacy with opioids is dynamic in affecting patients neurologically, and increased amounts of prescriptions have had inimical effects, not only for the individual, but also for their families and healthcare providers. The purpose of this review is to widen the perspective of opioid consequences and bring awareness to the numerous neuropsychiatric effects associated with the most commonly prescribed opioids for patients receiving palliative care. RECENT FINDINGS Numerous clinical and research studies have found evidence in support for increased incidence of opioid usage and abuse as well as undesirable neurological outcomes. The most common and concerning effects of opioid usage in this setting are delirium and problematic drug-related behavioral changes such as deceitful behavior towards family and physicians, anger outbursts, overtaking of medications, and early prescription refill requests. Other neuropsychiatric effects detailed by recent studies include drug-seeking behavior, tolerance, dependence, addictive disorder, anxiety, substance use disorder, emotional distress, continuation of opioids to avoid opioid withdrawal syndrome, depression, and suicidal ideation. Opioid usage has detrimental and confounding effects that have been overlooked for many years by palliative care providers and patients receiving palliative care. It is necessary, even lifesaving, to be cognizant of potential neuropsychiatric effects that opioids can have on an individual, especially for those under palliative care. By having an increased understanding and awareness of potential opioid neuropsychiatric effects, patient quality of life can be improved, healthcare system costs can be decreased, and patient outcomes can be met and exceeded.
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Affiliation(s)
- Alan D Kaye
- Department of Anesthesiology, Louisiana State University Health Sciences Center at Shreveport, 1501 Kings Highway, Shreveport, LA, 71103, USA
- Department of Pharmacology, Louisiana State University Health Sciences Center at Shreveport, Toxicology, and Neurosciences, Shreveport, LA, 71103, USA
| | - Kylie Dufrene
- School of Medicine, Louisiana State University Health Sciences Center Shreveport, Shreveport, LA, 71103, USA
| | - Jada Cooley
- School of Medicine, Louisiana State University Health Sciences Center Shreveport, Shreveport, LA, 71103, USA
| | - Madeline Walker
- School of Medicine, Louisiana State University Health Sciences Center Shreveport, Shreveport, LA, 71103, USA
| | - Shivam Shah
- School of Medicine, Louisiana State University Health Sciences Center Shreveport, Shreveport, LA, 71103, USA
| | - Alex Hollander
- School of Medicine, Louisiana State University Health Sciences Center Shreveport, Shreveport, LA, 71103, USA
| | - Sahar Shekoohi
- Department of Anesthesiology, Louisiana State University Health Sciences Center at Shreveport, 1501 Kings Highway, Shreveport, LA, 71103, USA.
| | - Christopher L Robinson
- Department of Anesthesiology, Critical Care, and Pain Medicine, Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, MA, 02215, USA
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Costa AR, Tavares I, Martins I. How do opioids control pain circuits in the brainstem during opioid-induced disorders and in chronic pain? Implications for the treatment of chronic pain. Pain 2024; 165:324-336. [PMID: 37578500 DOI: 10.1097/j.pain.0000000000003026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Accepted: 07/07/2023] [Indexed: 08/15/2023]
Abstract
ABSTRACT Brainstem areas involved in descending pain modulation are crucial for the analgesic actions of opioids. However, the role of opioids in these areas during tolerance, opioid-induced hyperalgesia (OIH), and in chronic pain settings remains underappreciated. We conducted a revision of the recent studies performed in the main brainstem areas devoted to descending pain modulation with a special focus on the medullary dorsal reticular nucleus (DRt), as a distinctive pain facilitatory area and a key player in the diffuse noxious inhibitory control paradigm. We show that maladaptive processes within the signaling of the µ-opioid receptor (MOR), which entail desensitization and a switch to excitatory signaling, occur in the brainstem, contributing to tolerance and OIH. In the context of chronic pain, the alterations found are complex and depend on the area and model of chronic pain. For example, the downregulation of MOR and δ-opioid receptor (DOR) in some areas, including the DRt, during neuropathic pain likely contributes to the inefficacy of opioids. However, the upregulation of MOR and DOR, at the rostral ventromedial medulla, in inflammatory pain models, suggests therapeutic avenues to explore. Mechanistically, the rationale for the diversity and complexity of alterations in the brainstem is likely provided by the alternative splicing of opioid receptors and the heteromerization of MOR. In conclusion, this review emphasizes how important it is to consider the effects of opioids at these circuits when using opioids for the treatment of chronic pain and for the development of safer and effective opioids.
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Affiliation(s)
- Ana Rita Costa
- Department of Biomedicine, Unit of Experimental Biology, Faculty of Medicine, University of Porto, Porto, Portugal
- IBMC-Institute of Molecular and Cell Biology, University of Porto, Porto, Portugal
- I3S- Institute of Investigation and Innovation in Health, University of Porto, Porto, Portugal. Costa is now with the Department of Biochemistry and Biophysics, Stockholm University, Stockholm, Sweden and Science for Life Laboratory, Solna, Sweden
| | - Isaura Tavares
- Department of Biomedicine, Unit of Experimental Biology, Faculty of Medicine, University of Porto, Porto, Portugal
- IBMC-Institute of Molecular and Cell Biology, University of Porto, Porto, Portugal
- I3S- Institute of Investigation and Innovation in Health, University of Porto, Porto, Portugal. Costa is now with the Department of Biochemistry and Biophysics, Stockholm University, Stockholm, Sweden and Science for Life Laboratory, Solna, Sweden
| | - Isabel Martins
- Department of Biomedicine, Unit of Experimental Biology, Faculty of Medicine, University of Porto, Porto, Portugal
- IBMC-Institute of Molecular and Cell Biology, University of Porto, Porto, Portugal
- I3S- Institute of Investigation and Innovation in Health, University of Porto, Porto, Portugal. Costa is now with the Department of Biochemistry and Biophysics, Stockholm University, Stockholm, Sweden and Science for Life Laboratory, Solna, Sweden
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McKenzie C, Skrobik Y, Devlin JW. Scheduled intravenous opioids. Intensive Care Med 2023; 49:1541-1543. [PMID: 37922011 PMCID: PMC10709215 DOI: 10.1007/s00134-023-07254-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Accepted: 10/10/2023] [Indexed: 11/05/2023]
Affiliation(s)
- Cathrine McKenzie
- National Institute of Health and Social Care Research (NIHR) Biomedical Research Centre, School of Medicine, Perioperative and Critical Care Theme and NIHR Applied Research Collaborative (ARC), University of Southampton, Wessex, Southampton, UK
- Pharmacy and Critical Care, University Hospital, Southampton NHS Foundation Trust, Southampton, UK
- Institute of Pharmaceutical Sciences, School of Cancer and Pharmacy, King's College London, London, UK
| | - Yoanna Skrobik
- Department of Medicine, McGill University, Montreal, QC, Canada
- Department of Medicine, Cambridge University, Cambridge, UK
| | - John W Devlin
- School of Pharmacy and Pharmaceutical Sciences, Bouve College of Health Sciences, Northeastern University, Boston, MA, USA.
- Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA, USA.
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Turk R, Hamid N. Postoperative Pain Control Following Shoulder Arthroplasty: Rethinking the Need for Opioids. Orthop Clin North Am 2023; 54:453-461. [PMID: 37718084 DOI: 10.1016/j.ocl.2023.04.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/19/2023]
Abstract
The use of opioid pain medication regimens to control perioperative pain has led to significant patient and societal consequences. There are several alternative, opioid-sparing and opioid-minimizing pain regimens that have been shown to provide equal, if not superior, pain relief with fewer secondary consequences. This article provides an in-depth review of the current evidence regarding efficacy, safety, and feasibility of a perioperative opioid-sparing clinical pathway for patients undergoing shoulder arthroplasty.
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Affiliation(s)
- Robby Turk
- Atrium Health Musculoskeletal Institute, Charlotte, NC, USA; Atrium Health, Carolinas Medical Center, 1000 Blythe Boulevard, Charlotte, NC 28203, USA.
| | - Nady Hamid
- Atrium Health Musculoskeletal Institute, Charlotte, NC, USA; Atrium Health, Carolinas Medical Center, 1000 Blythe Boulevard, Charlotte, NC 28203, USA; OrthoCarolina, Charlotte, NC, USA
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Colosia A, Njue A, Bajwa Z, Dragon E, Robinson RL, Sheffield KM, Thakkar S, Richiemer SH. The Burden of Metastatic Cancer-Induced Bone Pain: A Narrative Review. J Pain Res 2022; 15:3399-3412. [PMID: 36317162 PMCID: PMC9617513 DOI: 10.2147/jpr.s371337] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Accepted: 09/01/2022] [Indexed: 11/06/2022] Open
Abstract
Bone pain is one of the most common forms of pain reported by cancer patients with metastatic disease. We conducted a review of oncology literature to further understand the epidemiology of and treatment approaches for metastatic cancer–induced bone pain and the effect of treatment of painful bone metastases on the patient’s quality of life. Two-thirds of patients with advanced, metastatic, or terminal cancer worldwide experience pain. Cancer pain due to bone metastases is the most common form of pain in patients with advanced disease and has been shown to significantly reduce patients’ quality of life. Treatment options for cancer pain due to bone metastases include nonsteroidal anti-inflammatory drugs, palliative radiation, bisphosphonates, denosumab, and opioids. Therapies including palliative radiation and opioids have strong evidence supporting their efficacy treating cancer pain due to bone metastases; other therapies, like bisphosphonates and denosumab, do not. There is sufficient evidence that patients who experience pain relief after radiation therapy have improved quality of life; however, a substantial proportion are nonresponders. For those still requiring pain management, even with available analgesics, many patients are undertreated for cancer pain due to bone metastases, indicating an unmet need. The studies in this review were not designed to determine why cancer pain due to bone metastases was undertreated. Studies specifically addressing cancer pain due to bone metastases, rather than general cancer pain, are limited. Additional research is needed to determine patient preferences and physician attitudes regarding choice of analgesic for moderate to severe cancer pain due to bone metastases.
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Affiliation(s)
- Ann Colosia
- Department of Market Access and Outcomes Strategy, RTI Health Solutions, Research Triangle Park, NC, USA
| | - Annete Njue
- Department of Market Access and Outcomes Strategy, RTI Health Solutions, Manchester, UK
| | - Zahid Bajwa
- Medical Affairs, Eli Lilly and Company, Indianapolis, IN, USA
| | | | - Rebecca L Robinson
- Value, Evidence, and Outcomes, Eli Lilly and Company, Indianapolis, IN, USA,Correspondence: Rebecca L Robinson, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, IN, 46285, USA, Tel +1 3174331323, Fax +1 3172777444, Email
| | | | | | - Steven H Richiemer
- Division of Pain Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
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Jones CA, Throckmorton TW, Murphy J, Eason RR, Joyce M, Bernholt DL, Azar FM, Brolin TJ. Opioid-sparing pain management protocol after shoulder arthroplasty results in less opioid consumption and higher satisfaction: a prospective, randomized controlled trial. J Shoulder Elbow Surg 2022; 31:2057-2065. [PMID: 35803549 DOI: 10.1016/j.jse.2022.05.029] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/07/2022] [Revised: 05/19/2022] [Accepted: 05/30/2022] [Indexed: 02/01/2023]
Abstract
BACKGROUND The opioid epidemic has become a central focus in health care. In an effort to reduce opioid use, orthopedic surgeons use multimodal strategies to control postoperative pain. However, no clear consensus exists on ideal pain management strategies after shoulder arthroplasty, and most protocols are opioid-driven. This study sought to determine if patients undergoing shoulder arthroplasty using a postoperative opioid-sparing pain-control regimen would have equivalent pain scores and satisfaction as patients using a traditional opioid-based regimen. METHODS Patients undergoing primary anatomic or reverse total shoulder arthroplasty were prospectively enrolled and randomized into an opioid-sparing (OS) or a traditional opioid-based (OB) postoperative pain protocol. Both groups received opioid education, periarticular injection with liposomal bupivacaine, and preoperative and postoperative multimodal management (acetaminophen, celecoxib, and gabapentin). The OB group was discharged with 40 oxycodone tablets and standard icing, whereas the OS group received ketorolac during admission, continuous cryotherapy, and discharged with 10 oxycodone tablets for rescue. Patients were queried regarding levels of pain and opioid consumption at days 1-7 and at 2, 6, and 12 weeks postoperatively. Patient satisfaction was recorded at 1, 2, 6, and 12 weeks. Range of motion (ROM), American Shoulder and Elbow Surgeons Standardized Shoulder Assessment Form (ASES), and Single Assessment Numerical Evaluation (SANE) scores were assessed preoperatively and at 12 weeks postoperatively. Complications, readmissions, and reoperations were recorded. RESULTS In 78 patients, no difference in VAS pain scores were seen at any time between groups. The OS group consumed less oral morphine equivalents (OME) from inpatient hospitalization to 12 weeks postoperatively (P < .05). Total OME consumption was reduced by 213% for the OS vs. the OB group (112 vs. 239; P < .0001). The OS group consumed fewer opioid pills at all time points (P < .05). A 395% reduction in number of opioid pills consumed in the first 12 weeks postoperatively was seen in the OS vs. the OB group (4.3 vs. 17.0; P < .0001). Significantly more patients in the OS group discontinued opioids by 2 weeks postoperatively (86.1% vs. 58.5%; P = .011), and 94.4% in the OS group discontinued opioids by 6 weeks postoperatively. The OS group was more satisfied with pain management at 1 and 6 weeks (P = .05). No difference in ROM, ASES or SANE scores, complications, readmissions, or reoperations were seen between groups. CONCLUSIONS This study demonstrated a nearly 4-fold reduction in opioid pain pill consumption and earlier cessation of opioids with an OS pain management protocol. Patients also reported higher satisfaction with this pain management strategy.
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Affiliation(s)
- Caleb A Jones
- University of Tennessee Health Science Center, Campbell Clinic Department of Orthopaedic Surgery and Biomedical Engineering, Memphis, TN, USA
| | - Thomas W Throckmorton
- University of Tennessee Health Science Center, Campbell Clinic Department of Orthopaedic Surgery and Biomedical Engineering, Memphis, TN, USA
| | - Jeff Murphy
- Murphy Statistical Services, Warsaw, IN, USA
| | | | - Myles Joyce
- Campbell Clinic Foundation, Memphis, TN, USA
| | - David L Bernholt
- University of Tennessee Health Science Center, Campbell Clinic Department of Orthopaedic Surgery and Biomedical Engineering, Memphis, TN, USA
| | - Frederick M Azar
- University of Tennessee Health Science Center, Campbell Clinic Department of Orthopaedic Surgery and Biomedical Engineering, Memphis, TN, USA
| | - Tyler J Brolin
- University of Tennessee Health Science Center, Campbell Clinic Department of Orthopaedic Surgery and Biomedical Engineering, Memphis, TN, USA.
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Lim SY, Cengiz P. Opioid tolerance and opioid-induced hyperalgesia: Is TrkB modulation a potential pharmacological solution? Neuropharmacology 2022; 220:109260. [PMID: 36165856 DOI: 10.1016/j.neuropharm.2022.109260] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Revised: 06/23/2022] [Accepted: 09/15/2022] [Indexed: 11/29/2022]
Abstract
Opioids are widely prescribed for moderate to severe pain in patients with acute illness, cancer pain, and chronic noncancer pain. However, long-term opioid use can cause opioid tolerance and opioid-induced hyperalgesia (OIH), contributing to the opioid misuse and addiction crisis. Strategies to mitigate opioid tolerance and OIH are needed to reduce opioid use and its sequelae. Currently, there are few effective pharmacological strategies that reduce opioid tolerance and OIH. The intrinsic tyrosine kinase receptor B (TrkB) ligand, brain-derived neurotrophic factor (BDNF), has been shown to modulate pain. The BDNF-TrkB signaling plays a role in initiating and sustaining elevated pain sensitivity; however, increasing evidence has shown that BDNF and 7,8-dihydroxyflavone (7,8-DHF), a potent blood-brain barrier-permeable ligand to TrkB, exert neuroprotective, anti-inflammatory, and antioxidant effects that may protect against opioid tolerance and OIH. As such, TrkB signaling may be an important therapeutic avenue in opioid tolerance and OIH. Here, we review 1) the mechanisms of pain, opioid analgesia, opioid tolerance, and OIH; 2) the role of BDNF-TrkB in pain modulation; and 3) the neuroprotective effects of 7,8-DHF and their implications for opioid tolerance and OIH.
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Affiliation(s)
- Sin Yin Lim
- Pharmacy Practice and Translational Research Division, University of Wisconsin-Madison School of Pharmacy, Madison, WI, United States.
| | - Pelin Cengiz
- Department of Pediatrics, University of Wisconsin-Madison School of Medicine and Public Health, Madison, WI, United States; Waisman Center, University of Wisconsin-Madison, United States.
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10
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Adil SM, Charalambous LT, Rajkumar S, Seas A, Warman PI, Murphy KR, Rahimpour S, Parente B, Dharmapurikar R, Dunn TW, Lad SP. Machine Learning to Predict Successful Opioid Dose Reduction or Stabilization After Spinal Cord Stimulation. Neurosurgery 2022; 91:272-279. [PMID: 35384918 DOI: 10.1227/neu.0000000000001969] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Accepted: 02/05/2022] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Spinal cord stimulation (SCS) effectively reduces opioid usage in some patients, but preoperatively, there is no objective measure to predict who will most benefit. OBJECTIVE To predict successful reduction or stabilization of opioid usage after SCS using machine learning models we developed and to assess if deep learning provides a significant benefit over logistic regression (LR). METHODS We used the IBM MarketScan national databases to identify patients undergoing SCS from 2010 to 2015. Our models predict surgical success as defined by opioid dose stability or reduction 1 year after SCS. We incorporated 30 predictors, primarily regarding medication patterns and comorbidities. Two machine learning algorithms were applied: LR with recursive feature elimination and deep neural networks (DNNs). To compare model performances, we used nested 5-fold cross-validation to calculate area under the receiver operating characteristic curve (AUROC). RESULTS The final cohort included 7022 patients, of whom 66.9% had successful surgery. Our 5-variable LR performed comparably with the full 30-variable version (AUROC difference <0.01). The DNN and 5-variable LR models demonstrated similar AUROCs of 0.740 (95% CI, 0.727-0.753) and 0.737 (95% CI, 0.728-0.746) ( P = .25), respectively. The simplified model can be accessed at SurgicalML.com . CONCLUSION We present the first machine learning-based models for predicting reduction or stabilization of opioid usage after SCS. The DNN and 5-variable LR models demonstrated comparable performances, with the latter revealing significant associations with patients' pre-SCS pharmacologic patterns. This simplified, interpretable LR model may augment patient and surgeon decision making regarding SCS.
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Affiliation(s)
- Syed M Adil
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
| | - Lefko T Charalambous
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
| | - Shashank Rajkumar
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
| | - Andreas Seas
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
| | - Pranav I Warman
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
| | - Kelly R Murphy
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
| | - Shervin Rahimpour
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
| | - Beth Parente
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
| | | | - Timothy W Dunn
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
- Duke AI Health, Duke University, Durham, North Carolina, USA
| | - Shivanand P Lad
- Department of Neurosurgery, Duke University Medical Center, Durham, North Carolina, USA
- Higgs Boson Health, Durham, North Carolina, USA
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Wang Y, Ma MT, Wang J, Han CZY, Li K, Ru QM, Li N, Liu X, Wang R. Peripheral Administration of an Opioid Peptide Analog Ameliorates Morphine-Produced Hyperalgesia in a Spared Nerve Injury Model. Int J Pept Res Ther 2021. [DOI: 10.1007/s10989-021-10319-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Has C, El Hachem M, Bučková H, Fischer P, Friedová M, Greco C, Nevoránková P, Salavastru C, Mellerio JE, Zambruno G, Bodemer C. Practical management of epidermolysis bullosa: consensus clinical position statement from the European Reference Network for Rare Skin Diseases. J Eur Acad Dermatol Venereol 2021; 35:2349-2360. [PMID: 34545960 DOI: 10.1111/jdv.17629] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Accepted: 08/13/2021] [Indexed: 01/13/2023]
Abstract
Inherited epidermolysis bullosa (EB) comprises rare disorders that manifest with fragility and blistering of the skin and mucous membranes, with variable clinical severity. Management of EB is challenging due to disease rarity and complexity, the wide range of extracutaneous manifestations and a profound impact on daily life for the patient and family members. Although reference centres providing multidisciplinary care for EB exist in each European country, it is common for healthcare professionals that are not specialized in this rare disorder to treat EB patients. Here, experts of the European Reference Network for Rare and Undiagnosed Skin Diseases (ERN-Skin, https://ern-skin.eu) propose practical recommendations for the diagnosis and management of the commonest clinical issues, skin blisters and wounds, oral manifestations, pain and itch.
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Affiliation(s)
- C Has
- Department of Dermatology, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - M El Hachem
- Dermatology Unit and Genodermatosis Unit, Genetics and Rare Diseases Research Division, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - H Bučková
- Department of Dermatology, Children's Hospital, University Hospital Brno, Brno, Czech Republic
| | - P Fischer
- Department of Prosthetic Dentistry, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - M Friedová
- NevDent, Dental Private Clinic, Brno, Czech Republic
| | - C Greco
- Pain and Palliative Care Unit, Hôpital Necker Enfants Malades, Paris, France
| | - P Nevoránková
- NevDent, Dental Private Clinic, Brno, Czech Republic
| | - C Salavastru
- Paediatric Dermatology Department, "Carol Davila" University of Medicine and Pharmacy, Colentina Clinical Hospital, Bucharest, Romania
| | - J E Mellerio
- St John's Institute of Dermatology, Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - G Zambruno
- Genodermatosis Unit, Genetics and Rare Diseases Research Division, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - C Bodemer
- Service de Dermatologie, Hôpital Necker Enfants Malades, Paris, France
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