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Gabriel RA, Park BH, Hsu CN, Macias AA. A Review of Leveraging Artificial Intelligence to Predict Persistent Postoperative Opioid Use and Opioid Use Disorder and its Ethical Considerations. Curr Pain Headache Rep 2025; 29:30. [PMID: 39847176 PMCID: PMC11758157 DOI: 10.1007/s11916-024-01319-2] [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: 10/24/2024] [Indexed: 01/24/2025]
Abstract
PURPOSE OF REVIEW Artificial intelligence (AI) offers a new frontier for aiding in the management of both acute and chronic pain, which may potentially transform opioid prescribing practices and addiction prevention strategies. In this review paper, not only do we discuss some of the current literature around predicting various opioid-related outcomes, but we also briefly point out the next steps to improve trustworthiness of these AI models prior to real-time use in clinical workflow. RECENT FINDINGS Machine learning-based predictive models for identifying risk for persistent postoperative opioid use have been reported for spine surgery, knee arthroplasty, hip arthroplasty, arthroscopic joint surgery, outpatient surgery, and mixed surgical populations. Several machine learning-based models have been described to predict an individual's propensity for opioid use disorder and opioid overdose. Natural language processing and large language model approaches have been described to detect opioid use disorder and persistent postsurgical opioid use from clinical notes. AI holds significant promise in enhancing the management of acute and chronic opioids, which may offer tools to help optimize dosing, predict addiction risks, and personalize pain management strategies. By harnessing the power of AI, healthcare providers can potentially improve patient outcomes, reduce the burden of opioid addiction, and contribute to solving the opioid crisis.
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Affiliation(s)
- Rodney A Gabriel
- Division of Perioperative Informatics, Department of Anesthesiology, University of California, San Diego, La Jolla, CA, USA.
- Department of Biomedical Informatics, University of California, San Diego Health, La Jolla, CA, USA.
| | - Brian H Park
- Division of Perioperative Informatics, Department of Anesthesiology, University of California, San Diego, La Jolla, CA, USA
| | - Chun-Nan Hsu
- Division of Perioperative Informatics, Department of Anesthesiology, University of California, San Diego, La Jolla, CA, USA
- Department of Neurosciences, University of California, San Diego, La Jolla, CA, USA
| | - Alvaro A Macias
- Division of Perioperative Informatics, Department of Anesthesiology, University of California, San Diego, La Jolla, CA, USA
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Gabriel RA, Seng EC, Curran BP, Winston P, Trescot AM, Filipovski I. A Narrative Review of Ultrasound-Guided and Landmark-based Percutaneous Cryoneurolysis for the Management of Acute and Chronic Pain. Curr Pain Headache Rep 2024; 28:1097-1104. [PMID: 38963513 PMCID: PMC11461560 DOI: 10.1007/s11916-024-01281-z] [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: 06/06/2024] [Indexed: 07/05/2024]
Abstract
PURPOSE OF REVIEW Cryoneurolysis refers to the process of reversibly ablating peripheral nerves with extremely cold temperatures to provide analgesia for weeks to months. With ultrasound-guidance or landmark-based techniques, it is an effective modality for managing both acute and chronic pain. In this review, we summarize the reported literature behind its potential applications and efficacy. RECENT FINDINGS Here, we summarize several studies (from case reports to clinical trials) describing the use of ultrasound-guided and landmark-based cryoneurolysis for acute and chronic pain. Acute pain indications included pain related to knee arthroplasty, limb amputations, mastectomies, shoulder surgery, rib fractures, and burn. Chronic pain indications included chronic knee pain (due to osteoarthritis), shoulder pain, painful neuropathies, postmastectomy pain syndrome, phantom limb pain, facial pain/headaches, foot/ankle pain, inguinal pain, and sacroiliac joint pain. For both acute and chronic pain indications, more high quality randomized controlled clinical trials are needed to definitively assess the efficacy of cryoneurolysis versus other standard therapies for a multitude of pain conditions.
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Affiliation(s)
- Rodney A Gabriel
- University of California, San Diego, La Jolla, CA, California, USA.
| | - Eri C Seng
- University of California, San Diego, La Jolla, CA, California, USA
| | - Brian P Curran
- University of California, San Diego, La Jolla, CA, California, USA
| | - Paul Winston
- University of British Columbia, Vancouver, Canada
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Tan X, Zhou Y, Qin Y, Wu L, Yang R, Bao X, Jiang R, Sun X, Ying X, Ben Z, Dai Q, Zhang Z, Zeng K, Han M. Self-Healing Hydrogel Resulting from the Noncovalent Interaction between Ropivacaine and Low-Molecular-Weight Gelator Sodium Deoxycholate Achieves Stable and Endurable Local Analgesia in Vivo. ACS APPLIED MATERIALS & INTERFACES 2024; 16:45969-45988. [PMID: 39171973 DOI: 10.1021/acsami.4c07883] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/23/2024]
Abstract
Regional analgesia based on the local anesthetic ropivacaine plays a crucial role in postoperative pain management and recovery; however, the short duration of analgesia limits its clinical potential. Various drug delivery systems such as microparticles and lipid carriers have been used to prolong the analgesic effect, yet most of them are prone to abrupt release from the site of administration or have poor analgesic effects of less than 48 h, which fail to meet the needs of postoperative analgesia. In this study, a low-molecular-weight gelator sodium deoxycholate-based hydrogel loaded with ropivacaine (DC-ROP gel) was designed for long-acting analgesia. The noncovalent interaction between ropivacaine and sodium deoxycholate helps to improve the stability and sustained release performance of the gel. This internal drug-binding hydrogel also avoids experiencing the burst release effect commonly seen in polymer hydrogels previously reported for the slow release of local anesthetics. DC-ROP gel exhibited the dual advantages of self-healing after compression and long-term controlled release. In mice with inflammatory pain, DC-ROP gel achieved peripheral nerve block for more than 1 week after a single injection. Histological and blood biochemical analyses confirmed that the DC-ROP gel did not produce systemic toxicity, and cytotoxicity experiments demonstrated that the DC-ROP gel resulted in low irritation. These results suggest that DC-ROP gel provides a promising strategy for local anesthetics in long-term postoperative pain management, broadening the potential of bile salt-based low-molecular-weight hydrogels for drug delivery.
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Affiliation(s)
- Xin Tan
- Institute of Pharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Yi Zhou
- National Narcotic Laboratory Zhejiang Regional Center, Hangzhou 310000, China
| | - Yaxin Qin
- Institute of Pharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Linjie Wu
- Institute of Pharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Ruizhi Yang
- Department of Anesthesiology, The First Affiliated Hospital of Fujian Medical University, Fuzhou 350005, China
| | - Xiaoyan Bao
- Institute of Pharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Ruolin Jiang
- Institute of Pharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Xiaoyan Sun
- Institute of Pharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Xufang Ying
- Institute of Pharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Zhiqing Ben
- Institute of Pharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Qi Dai
- Department of Radiation Oncology, Key Laboratory of Cancer Prevention and Intervention, The Second Afliated Hospital, College of Medicine, Zhejiang University, Hangzhou 310058, China
| | - Zhicheng Zhang
- Department of Radiation Oncology, Key Laboratory of Cancer Prevention and Intervention, The Second Afliated Hospital, College of Medicine, Zhejiang University, Hangzhou 310058, China
| | - Kai Zeng
- Department of Anesthesiology, The First Affiliated Hospital of Fujian Medical University, Fuzhou 350005, China
| | - Min Han
- Institute of Pharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
- Department of Radiation Oncology, Key Laboratory of Cancer Prevention and Intervention, The Second Afliated Hospital, College of Medicine, Zhejiang University, Hangzhou 310058, China
- Hangzhou Institute of Innovative Medicine, Zhejiang University, Hangzhou 310058, PR China
- National Key Laboratory of Advanced Drug Delivery and Release Systems, Zhejiang University, Hangzhou 310058, China
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Tan X, Ke P, Chen Z, Zhou Y, Wu L, Bao X, Qin Y, Jiang R, Han M. Construction of injectable micron-sized polymorphic vesicles for prolonged local anesthesia with weekly sustained release of ropivacaine. Int J Pharm 2024; 661:124378. [PMID: 38925241 DOI: 10.1016/j.ijpharm.2024.124378] [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: 02/26/2024] [Revised: 05/22/2024] [Accepted: 06/21/2024] [Indexed: 06/28/2024]
Abstract
Currently, to overcome the short half-life of the local anesthetic ropivacaine, drug delivery systems such as nanoparticles and liposomes have been used to prolong the analgesic effect, but they are prone to abrupt release from the site of administration or have poor slow-release effects, which increases the risk of cardiotoxicity. In this study, injectable lipid suspensions based on ropivacaine-docusate sodium hydrophobic ion pairing (HIP) were designed to significantly prolong the duration of analgesia. The resulting ion-paired lipid suspension (HIP/LIPO) had a micrometer scale and a high zeta potential, which facilitates stable in situ retention. The strong interaction between docusate sodium and ropivacaine was verified using thermal and spectroscopic analyses, and the formation of micron-sized polymorphic vesicles was attributed to the mutual stabilizing interactions between ropivacaine-docusate sodium HIP, docusate sodium and lecithin. The HIP/LIPO delivery system could maintain drug release for more than 5 days in vitro and achieve high analgesic efficacy for more than 10 days in vivo, reducing the side effects associated with high drug doses. The stable HIP/LIPO delivery system is a promising strategy that offers a clinically beneficial alternative for postoperative pain management and other diseases.
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Affiliation(s)
- Xin Tan
- Institute of Pharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Peng Ke
- Department of Anesthesiology, Fujian Provincial Hospital, Fujian Shengli Clinical Medical College, Fujian Medical University, Fuzhou 350108, China
| | - Ziying Chen
- Institute of Pharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Yi Zhou
- National Narcotic Laboratory Zhejiang Regional Center, Hangzhou 310000, China
| | - Linjie Wu
- Institute of Pharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Xiaoyan Bao
- Institute of Pharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Yaxin Qin
- Institute of Pharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Ruolin Jiang
- Institute of Pharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Min Han
- Institute of Pharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China; Department of Radiation Oncology, Key Laboratory of Cancer Prevention and Intervention, The Second Afliated Hospital, College of Medicine, Zhejiang University, Hangzhou 310058, China; Hangzhou Institute of Innovative Medicine, Zhejiang University, Hangzhou 310058, China; Jinhua Institute of Zhejiang University, Jinhua 321299, Zhejiang, China; National Key Laboratory of Advanced Drug Delivery and Release Systems, Zhejiang University, Hangzhou 310058, China.
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Gabriel RA, Kestenholz R, Filipovski I. Repeated Ultrasound-Guided Percutaneous Intercostal Cryoneurolysis for the Management of Chronic Postmastectomy Pain Syndrome: A Case Report. A A Pract 2024; 18:e01764. [PMID: 38411989 DOI: 10.1213/xaa.0000000000001764] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/28/2024]
Abstract
Ultrasound-guided percutaneous cryoneurolysis of the intercostal nerves is an effective analgesic modality for the management of postmastectomy pain syndrome. The duration of analgesia provided by intercostal cryoneurolysis for chronic postmastectomy pain syndrome may vary. Furthermore, limited studies have described the repeated use of cryoneurolysis to manage chronic pain in these patients. In this case report, we describe the repeated use of ultrasound-guided cryoneurolysis of the intercostal nerves to manage chronic postmastectomy pain for 2.5 years. No adverse events or long-term neurologic sequelae were reported.
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Affiliation(s)
- Rodney A Gabriel
- From the Division of Regional Anesthesia, Department of Anesthesiology, University of California San Diego, La Jolla, California
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Filipovski I, Gabriel RA, Kestenholz R. Ultrasound-Guided Cryoneurolysis for the Treatment of Painful Diabetic Neuropathy of the Foot: A Case Series. Cureus 2024; 16:e56267. [PMID: 38495961 PMCID: PMC10944322 DOI: 10.7759/cureus.56267] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/16/2024] [Indexed: 03/19/2024] Open
Abstract
Diabetic peripheral neuropathy is one of the most common causes of chronic neuropathic pain. Treatment of peripheral neuropathy has been limited to either treating the underlying cause or using medications, such as tricyclic antidepressants and anticonvulsants, to manage the symptoms. In this case series, we report the use of ultrasound-guided percutaneous cryoneurolysis of the superficial peroneal nerves to treat diabetic neuropathy of the feet. This demonstrates the potential effectiveness and safety of using cryoneurolysis for painful peripheral diabetic neuropathy.
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Affiliation(s)
| | - Rodney A Gabriel
- Anesthesiology, University of California San Diego, San Diego, USA
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Macres S, Aldwinckle RJ, Saldahna U, Pritzlaff SG, Jung M, Santos J, Kotova M, Bishop R. Reconceptualizing Acute Pain Management in the 21st Century. Adv Anesth 2023; 41:87-110. [PMID: 38251624 DOI: 10.1016/j.aan.2023.06.006] [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: 01/23/2024]
Abstract
Acute pain can have many etiologies that include surgical procedures, trauma (motor vehicle accident), musculoskeletal injuries (rib fracture) and, burns among others. Valuable components of a multimodal approach to acute pain management include both opioid and non-opioid medications, procedure specific regional anesthesia techniques (peripheral nerve blocks and neuraxial approaches), and interventional approaches (eg, peripheral nerve stimulation and cryo-neurolysis). Overall, successful acute perioperative pain management requires a multimodal, multidisciplinary approach that involves a coordinated effort between the surgical team, the anesthesia team, nursing, and pharmacy staff using Enhanced Recovery After Surgery (ERAS) protocols.
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Affiliation(s)
- Stephen Macres
- Department of Anesthesiology and Pain Medicine, University of California, Davis Medical Center, 4150 V. Street, Sacramento, CA 95817, USA.
| | - Robin J Aldwinckle
- Anesthesiology, Department of Anesthesiology & Pain Medicine, 4150 V. Street, PSSB Suite 1200, Sacramento, CA 95817, USA
| | - Usha Saldahna
- Regional Anesthesia Fellowship, Department of Anesthesiology and Pain Medicine, University of California, Davis Medical Center, 4150 V. Street, Sacramento, CA 95817, USA
| | - Scott G Pritzlaff
- Division of Pain Medicine, Pain Medicine Fellowship, Department of Anesthesiology and Pain Medicine, University of California, Davis Medical Center, 4860 Y. Street, Suite 3020, Sacramento CA 95817, USA
| | - Michael Jung
- Pain Fellowship, Department of Anesthesiology and Pain Medicine, UC Davis Medical Center, 4860 Y. Street, Suite 3020, Sacramento CA 95817, USA
| | - Josh Santos
- Pre-Anesthesia Readiness & Education Program, 4150 V. Street, Sacramento, CA 95817, USA
| | - Mariya Kotova
- Department of Pharmacy, UC Davis Medical Center, 1240 47th Avenue, Sacramento, CA 95831, USA
| | - Robert Bishop
- Department of Anesthesiology and Pain Medicine, University of California Davis Medical Center, Sacramento, CA, USA
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