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PURPOSE OF REVIEW: To evaluate the effectiveness of radiofrequency neurotomy in managing sacroiliac joint pain utilizing a systematic review with meta-analysis of randomized controlled trials (RCTs) and observational studies. RECENT FINDINGS: The prevalence of sacroiliac joint pain is estimated at around 25% of low back pain cases, and its diagnosis lacks a gold standard. Treatments include exercise therapy, injections, ablation, and fusion, with variable effectiveness. COVID-19 altered utilization patterns of interventions, including sacroiliac joint procedures, and the evidence for these interventions remains inconclusive. Recently, Medicare has issued its local coverage determinations (LCDs) in the United States, which provides noncoverage of sacroiliac joint radiofrequency neurotomy. Additionally, a recent systematic review of sacroiliac joint injections showed Level III or fair evidence. The sacroiliac joint, a critical axial joint linking the spine and pelvis, contributes to low back pain. Its complex innervation pattern varies among individuals. Sacroiliac joint dysfunction, causing pain and stiffness, arises from diverse factors.The present systematic review and meta-analysis aimed to evaluate radiofrequency neurotomy's effectiveness for sacroiliac joint pain management by applying rigorous methodology, considering both RCTs and observational studies. Despite methodological disparities, the evidence from this review, supported by changes in pain scores and functional improvement, suggests Level III evidence with fair recommendation for radiofrequency neurotomy as a treatment option. The review's strengths include its comprehensive approach and quality assessment. However, limitations persist, including variations in criteria and technical factors, underscoring the need for further high-quality studies in real-world scenarios.
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Dor Lombar , Ablação por Radiofrequência , Articulação Sacroilíaca , Articulação Sacroilíaca/cirurgia , Humanos , Dor Lombar/cirurgia , Dor Lombar/terapia , Ablação por Radiofrequência/métodos , Resultado do Tratamento , COVID-19 , Ensaios Clínicos Controlados Aleatórios como Assunto , Denervação/métodosRESUMO
BACKGROUND: Spinal cord stimulation is an effective therapy for chronic back and/or leg pain. Amplitude dose-response studies are lacking; therefore, little guidance exists regarding the minimum amplitude requirements with specific high dose parameters. This study characterized the minimum amplitude level that maintained SCS therapy satisfaction and pain relief when stimulating at 1000 Hz and 90 µsec. MATERIALS AND METHODS: Qualified patients had back and leg pain, an implanted neurostimulator programmed to 1000 Hz and 90 µsec, and were very or somewhat satisfied with the therapy, and an average overall VAS pain score ≤ 4 from a daily diary. Patients received four blinded amplitudes (titrated from 80%, 60%, 40%, and 20% of baseline perception threshold), approximately two weeks each, with 1000 Hz and 90 µsec and position-adaptive stimulation enabled. Patients' satisfaction and overall VAS pain scores were collected for each period. All patients continued through the study, even after reporting lack of therapy satisfaction or pain relief. RESULTS: The minimum amplitude, which maintained therapy satisfaction, was 80% of perception threshold for two patients, 60% for one patient, and 20% for 21 patients. Additionally, six patients lost satisfaction changing from their baseline amplitude to 80% perception threshold. The minimum amplitude level, which maintained overall pain relief, was 80% perception threshold for three patients, 60% perception threshold for one patient, 40% perception threshold for two patients, and 20% perception threshold for 19 patients. Five patients required the setting they were programmed to during the baseline period. CONCLUSION: The qualified study patients defined an implanted population reporting good pain relief and satisfaction using HD SCS therapy at baseline. The majority of these patients were able to maintain therapy satisfaction and pain relief (70% and 63.3%, respectively) with 20% perception threshold amplitude. Amplitudes below perception threshold could potentially maintain effective SCS therapy with HD stimulation in a subset of patients.
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Estimulação da Medula Espinal , Humanos , Dor , Manejo da Dor , Medição da Dor , Projetos Piloto , Medula Espinal , Resultado do TratamentoRESUMO
PURPOSE OF REVIEW: Chronic thoracic pain, even though not as prevalent as low back and neck pain, appears in approximately 30% of the general population. The severity of thoracic pain and degree of disability seems to be similar to other painful conditions. Despite this severity, interventions in managing chronic thoracic pain are less frequent, and there is a paucity of literature regarding epidural injections and facet joint interventions. RECENT FINDINGS: As with lumbar and cervical spine, a multitude of interventions are offered in managing chronic thoracic pain, including interventional techniques with epidural injections and facet joint interventions. A single randomized controlled trial (RCT) has been published with a 2-year follow-up of clinical effectiveness of the results. However, there have not been any cost-utility analysis studies pertaining to either epidural injections or facet joint interventions in thoracic pain. Based on the results of the RCT, a cost-utility analysis of thoracic interlaminar epidural injections was undertaken. Evaluation of the cost-utility analysis of thoracic interlaminar epidural injections with or without steroids in managing thoracic disc herniation, thoracic spinal stenosis, and thoracic discogenic or axial pain was assessed in 110 patients with a 2-year follow-up. Direct payment data from 2018 was utilized for procedural costs and indirect costs. Costs, including drug costs, were determined by multiplication of direct procedural payment data by a factor of 1.67 or addition of 40% of cost to accommodate for indirect payments and arrive at overall costs. Cost-utility analysis showed direct procedural cost of USD $1943.19, whereas total estimated costs year per QALY were USD $3245.12.
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Anestésicos Locais/economia , Anti-Inflamatórios/economia , Dor nas Costas/tratamento farmacológico , Análise Custo-Benefício , Injeções Epidurais , Adulto , Anestésicos Locais/uso terapêutico , Anti-Inflamatórios/uso terapêutico , Método Duplo-Cego , Quimioterapia Combinada/economia , Quimioterapia Combinada/métodos , Feminino , Humanos , Injeções Epidurais/economia , Injeções Epidurais/métodos , Masculino , Pessoa de Meia-Idade , Anos de Vida Ajustados por Qualidade de Vida , Ensaios Clínicos Controlados Aleatórios como Assunto , Vértebras Torácicas , Resultado do Tratamento , Articulação ZigapofisáriaRESUMO
PURPOSE OF REVIEW: The growing prevalence of spinal pain in the USA continues to produce substantial economic impact and strain on health-related quality of life. Percutaneous adhesiolysis is utilized for recalcitrant, resistant conditions involving spinal pain when epidural injections have failed to provide adequate improvement, especially low back and lower extremity pain, specifically in post-lumbar surgery syndrome. Despite multiple publications and systematic reviews, the debate continues in reference to effectiveness, safety, appropriate utilization, and medical necessity of percutaneous adhesiolysis in chronic pain. This systematic review, therefore, was undertaken to evaluate and to update effectiveness of percutaneous adhesiolysis to treat chronic refractory low back and lower extremity pain, post-surgical patients of the lumbar spine. RECENT FINDINGS: From 2009 to 2016, there was a decline of 53.2% utilization of percutaneous adhesiolysis with an annual decline of 10.3% per 100,000 fee-for-service (FFS) Medicare population. Multiple insurers, including Medicare, with Medicare area contractors of Noridian and Palmetto have issued noncoverage policies for percutaneous adhesiolysis resulting in these steep declines and continued noncoverage by Medicare Advantage plans, Managed Care plans of Medicaid, and other insurers. Since 2005, 4 systematic reviews of percutaneous adhesiolysis were published with 3 of them showing proper methodology and appropriate results with effectiveness of adhesiolysis, whereas one poorly performed systematic review showed negative results. In addition, there were only 4 randomized controlled trials (RCTs) to be included in the previous systematic reviews of post-surgery syndrome, whereas now, the RCTs and other studies have increased. This systematic review shows level I or strong evidence for the effectiveness of percutaneous adhesiolysis in managing chronic low back and lower extremity pain related to post-lumbar surgery syndrome.
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Dor Crônica/terapia , Dor Lombar/terapia , Extremidade Inferior , Manejo da Dor/métodos , Dor Pós-Operatória/terapia , Dor Crônica/diagnóstico , Humanos , Dor Lombar/diagnóstico , Extremidade Inferior/patologia , Vértebras Lombares , Estudos Observacionais como Assunto/métodos , Dor Pós-Operatória/diagnóstico , Ensaios Clínicos Controlados Aleatórios como Assunto/métodos , Síndrome , Resultado do TratamentoRESUMO
OBJECTIVE: Despite the high prevalence of chronic multisite pain, there is little consensus on methods to characterize it. Commonly used assessments report only one dimension of pain, that is, intensity, thus ignoring the spatial aspect of pain. We developed a novel pain quantification index, the Integrated Pain Quantification Index (IPQI), on a scale of 0 to 1 that integrates multiple distinct pain measures into a single value, thus representing multidimensional pain information with a single value. DESIGN: Single-visit, noninterventional, epidemiological study. SETTING: Fourteen outpatient multidisciplinary pain management programs. PATIENTS: Patients with chronic pain of the trunk and/or limbs for at least six months with average overall pain intensity of at least 5 on the numeric rating scale. METHODS: Development of IPQI was performed in a large population (N = 810) of chronic pain patients from the Multiple Areas of Pain (MAP) study. RESULTS: Prevalence of two or more noncontiguous painful areas was at 88.3% (95% confidence interval [CI] = 0.86-0.90), with a mean of 6.3 areas (SD = 5.57 areas). Prevalence of more than 10% body area in pain was at 52.8% (95% CI = 0.49-0.56), with a mean at 16.1% (17.16%). On average, IPQI values were near the middle of the scale, with mean and median IPQI at 0.52 (SD = 0.13) and 0.55, respectively. The IPQI was generalizable and clinically relevant across all domains recommended by the Initiative on Methods, Measurement, and Pain Assessment in Clinical Trials. CONCLUSIONS: IPQI provided a single pain score for representing complex, multidimensional pain information on one scale and has implications for comparing pain populations across longitudinal clinical trials.
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Dor Crônica/diagnóstico , Medição da Dor/métodos , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Inquéritos e Questionários , Adulto JovemRESUMO
BACKGROUND: The role of antiplatelet/anticoagulant therapy is well known for its primary and secondary prevention of sequela from cardiovascular disease by decreasing the incidence of acute cerebral, cardiovascular, peripheral vascular, and other thrombo-embolicevents. The overwhelming data show that the risk of thrombotic events is significantly higher than that of bleeding during surgery after antiplatelet drug discontinuation. It has been assumed that discontinuing antiplatelet therapy prior to performing interventional pain management techniques is a common practice, even though doing so may potentially increase the risk of acute cerebral and cardiovascular events. A survey of practice patterns was conducted in 2012, since then the risks associated with thromboembolic events and bleeding, has not been systematically evaluated. OBJECTIVE: To conduct an updated assessment of the perioperative antiplatelet and anticoagulant practice patterns of U.S. interventional pain management physicians and compare this with data collected in 2012 with 2021 data regarding practice patterns of continuing or discontinuing anticoagulant therapy. STUDY DESIGNn: Postal survey of interventional pain management physicians. STUDY SETTING: Interventional pain management practices in the United States. METHODS: The survey was conducted based on online responses of the members of the American Society of Interventional Pain Physicians (ASIPP) in 2021. The survey was designed similar to the 2012 survey to assess updated practice patterns. RESULTS: The questionnaire was sent out to 1,700 members in October 2021. Out of these, 185 members completed the survey, while 105 were returned due to invalid addresses. The results showed that 23% changed their practice patterns during the previous year. The results also showed that all physicians discontinued warfarin therapy with the majority of physicians accepting an INR of 1.5 as a safe level. Low dose aspirin (81 mg) was discontinued for 3 to 7 days for low-risk procedures by 8% of the physicians, 34% of the physicians for moderate or intermediate risk procedures, whereas they were discontinued by 76% of the physicians for high-risk procedures. High dose aspirin (325 mg) was discontinued at a higher rate. Antiplatelet agents, including dipyridamole, cilostazol, and Aggrenox (aspirin, extended-release dipyridamole) were discontinued from 3 to 5 days by 18%-23% of the physicians for low-risk procedures, approximately 60% of the physicians for moderate or intermediate-risk procedures, and over 90% of the physicians for high-risk procedures. Platelet aggregation inhibitors clopidogrel, prasugrel, ticlopidine, and ticagrelor were discontinued for 3 to 5 days by approximately 26% to 41% for low-risk procedures, almost 90% for moderate or intermediate-risk procedures, and over 97% for high-risk procedures. Thrombin inhibitor dabigatran was discontinued by 33% of the physicians for low-risk procedures, 92% for moderate or intermediate-risk procedures, and 99% for high-risk procedures. Anti-Xa agents, apixaban, rivaroxaban, and Edoxaban were discontinued in over 25% of the physicians for low-risk procedures, approximately 90% for moderate or intermediate-risk procedures, and 99% for high-risk procedures. LIMITATIONS: This study was limited by its being an online survey of the membership of one organization in one country, that there was only a 11.6% response rate, and the sample size is relatively small. Underreporting in surveys is common. Further, the incidence of thromboembolic events or epidural hematomas was not assessed. CONCLUSION: The results in the 2021 survey illustrate a continued pattern of discontinuing antiplatelet and anticoagulant therapy in the perioperative period. The majority of discontinuation patterns appear to fall within guidelines.
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Anticoagulantes , Manejo da Dor , Assistência Perioperatória , Inibidores da Agregação Plaquetária , Padrões de Prática Médica , Humanos , Inibidores da Agregação Plaquetária/uso terapêutico , Anticoagulantes/uso terapêutico , Anticoagulantes/administração & dosagem , Manejo da Dor/métodos , Padrões de Prática Médica/estatística & dados numéricos , Assistência Perioperatória/métodos , Inquéritos e Questionários , Estados UnidosRESUMO
BACKGROUND: Chronic axial spinal pain is one of the major causes of disability. Literature shows that spending on low back and neck pain and musculoskeletal disorders continues to escalate, not only with disability, but also with increasing costs, accounting for the highest amount of various disease categories. Based on the current literature utilizing controlled diagnostic blocks, facet joints, nerve root dura, and sacroiliac joints have been shown as potential sources of spinal pain. Therapeutic facet joint interventional modalities of axial spinal pain include radiofrequency neurotomy, therapeutic facet joint nerve blocks, and therapeutic intraarticular injections. OBJECTIVE: The objective of this systematic review and meta-analysis is to evaluate the effectiveness of facet joint nerve blocks as a therapeutic modality in managing chronic axial spinal pain of facet joint origin. STUDY DESIGN: A systematic review and meta-analysis of randomized controlled trials (RCTs) and observational studies utilizing the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) checklist. METHODS: The available literature on facet joint nerve blocks in axial spinal pain was reviewed. The quality assessment criteria utilized were the Cochrane review criteria to assess risk of bias, the Interventional Pain Management Techniques - Quality Appraisal of Reliability and Risk of Bias Assessment (IPM-QRB) for randomized therapeutic trials, and the Interventional Pain Management Techniques - Quality Appraisal of Reliability and Risk of Bias Assessment for Nonrandomized Studies (IPM-QRBNR) for nonrandomized studies. The evidence was graded according to Grading of Recommendations, Assessment, Development, and Evaluation (GRADE) assessment criteria. The level of evidence was based on best evidence synthesis with modified grading of qualitative evidence from Level I to Level V. A comprehensive literature search of multiple databases from 1966 to July 2023, including manual searches of the bibliography of known review articles was performed. Quality assessment of the included studies and best evidence synthesis were incorporated into qualitative and quantitative evidence synthesis. OUTCOME MEASURES: The primary outcome measure was the proportion of patients with significant relief and functional improvement of greater than 50% of at least 3 months. Duration of relief was categorized as short-term (less than 6 months) and long-term (greater than 6 months). RESULTS: This assessment identified 8 high-quality and one moderate quality RCTs and 8 high quality and 4 moderate quality non-randomized studies with application of spinal facet joint nerve blocks as therapeutic modalities. However, based on the Grading of Recommendations, Assessment, Development and Evaluations (GRADE) assessment, only 3 of the 21 studies showed high levels of evidence and clinical applicability, with 11 studies showing moderate levels of GRADE evidence and clinical applicability. LIMITATIONS: Despite the availability of multiple studies, the paucity of literature is considered as the major drawback. Based on Grading of Recommendations, Assessment Development, and Evaluations (GRADE) assessment, only 3 of the 21 studies showed high levels of evidence and clinical applicability. CONCLUSION: Based on the present systematic review and meta-analysis with 9 RCTs and 12 non-randomized studies, the evidence is Level II with moderate to strong recommendation for therapeutic facet joint nerve blocks in managing spinal facet joint pain.
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Dor Crônica , Bloqueio Nervoso , Articulação Zigapofisária , Humanos , Bloqueio Nervoso/métodos , Dor Crônica/terapia , Manejo da Dor/métodos , Dor Lombar/terapia , Dor nas Costas/terapiaRESUMO
BACKGROUND: The frequency of performance of interventional techniques in chronic pain patients receiving anticoagulant and antiplatelet therapy continues to increase. Understanding the importance of continuing chronic anticoagulant therapy, the need for interventional techniques, and determining the duration and discontinuation or temporary suspension of anticoagulation is crucial to avoiding devastating complications, primarily when neuraxial procedures are performed. Anticoagulants and antiplatelets target the clotting system, increasing the bleeding risk. However, discontinuation of anticoagulant or antiplatelet drugs exposes patients to thrombosis risk, which can lead to significant morbidity and mortality, especially in those with coronary artery or cerebrovascular disease. These guidelines summarize the current peer reviewed literature and develop consensus-based guidelines based on the best evidence synthesis for patients receiving anticoagulant and antiplatelet therapy during interventional procedures. STUDY DESIGN: Review of the literature and development of guidelines based on best evidence synthesis. OBJECTIVES: To provide a current and concise appraisal of the literature regarding the assessment of bleeding and thrombosis risk during interventional techniques for patients taking anticoagulant and/or antiplatelet medications. METHODS: Development of consensus guidelines based on best evidence synthesis included review of the literature on bleeding risks during interventional pain procedures, practice patterns, and perioperative management of anticoagulant and antiplatelet therapy. A multidisciplinary panel of experts developed methodology, risk stratification based on best evidence synthesis, and management of anticoagulant and antiplatelet therapy. It also included risk of cessation of anticoagulant and antiplatelet therapy based on a multitude of factors. Multiple data sources on bleeding risk, practice patterns, risk of thrombosis, and perioperative management of anticoagulant and antiplatelet therapy were identified. The relevant literature was identified through searches of multiple databases from 1966 through 2023. In the development of consensus statements and guidelines, we used a modified Delphi technique, which has been described to minimize bias related to group interactions. Panelists without a primary conflict of interest voted on approving specific guideline statements. Each panelist could suggest edits to the guideline statement wording and could suggest additional qualifying remarks or comments as to the implementation of the guideline in clinical practice to achieve consensus and for inclusion in the final guidelines, each guideline statement required at least 80% agreement among eligible panel members without primary conflict of interest. RESULTS: A total of 34 authors participated in the development of these guidelines. Of these, 29 participated in the voting process. A total of 20 recommendations were developed. Overall, 100% acceptance was obtained for 16 of 20 items. Total items were reduced to 18 with second and third round voting. The final results were 100% acceptance for 16 items (89%). There was disagreement for 2 statements (statements 6 and 7) and recommendations by 3 authors. These remaining 2 items had an acceptance of 94% and 89%. The disagreement and dissent were by Byron J. Schneider, MD, with recommendation that all transforaminals be classified into low risk, whereas Sanjeeva Gupta, MD, desired all transforaminals to be in intermediate risk. The second disagreement was related to Vivekanand A. Manocha, MD, recommending that cervical and thoracic transforaminal to be high risk procedures.Thus, with appropriate literature review, consensus-based statements were developed for the perioperative management of patients receiving anticoagulants and antiplatelets These included the following: estimation of the thromboembolic risk, estimation of bleeding risk, and determination of the timing of restarting of anticoagulant or antiplatelet therapy.Risk stratification was provided classifying the interventional techniques into three categories of low risk, moderate or intermediate risk, and high risk. Further, on multiple occasions in low risk and moderate or intermediate risk categories, recommendations were provided against cessation of anticoagulant or antiplatelet therapy. LIMITATIONS: The continued paucity of literature with discordant recommendations. CONCLUSION: Based on the review of available literature, published clinical guidelines, and recommendations, a multidisciplinary panel of experts presented guidelines in managing interventional techniques in patients on anticoagulant or antiplatelet therapy in the perioperative period. These guidelines provide a comprehensive assessment of classification of risk, appropriate recommendations, and recommendations based on the best available evidence.
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Anticoagulantes , Assistência Perioperatória , Inibidores da Agregação Plaquetária , Humanos , Inibidores da Agregação Plaquetária/uso terapêutico , Anticoagulantes/uso terapêutico , Anticoagulantes/efeitos adversos , Assistência Perioperatória/métodos , Assistência Perioperatória/normas , Manejo da Dor/métodos , Manejo da Dor/normas , Dor Crônica/tratamento farmacológico , Hemorragia/induzido quimicamente , Sociedades Médicas/normasRESUMO
BACKGROUND: Epidural hematomas after appropriately performed cervicothoracic interlaminar epidural injections have been associated with the rapid onset of neurological symptoms and devastating outcomes, despite prompt identification and treatment. Anticoagulation issues were initially felt to be the problem, but the occurrence of fulminant hematomas in patients without coagulation forced a reassessment of the causes and responses to this problem. OBJECTIVES: To evaluate why fulminant epidural hematomas occur after cervicothoracic epidural injections, with a literature review to survey knowledge about them in the surgical literature, and to offer comments as to what the interventional pain physician can do to minimize their occurrence. STUDY DESIGN: A perspective piece with a literature review. SETTINGS: Interventional pain management practices. METHODS: A perspective on the issue of fulminant cervical hematomas and an associated literature review. RESULTS: Anatomical studies show that there are no meaningful arteries in the posterior epidural spaces which would explain hematomas. There is a dense posterior intravertebral epidural venous plexus at C1 and also at C6-C7 extending caudally to the upper thoracic region. A venous origin has been questioned because venous pressure was felt to be too low to explain the bleeding. The surgical literature, going back 80 years, contains numerous reports of engorged epidural veins causing radiculopathy and myelopathy. These engorged veins can occur in the presence or absence of spinal pathology. There is no known means of reliably identifying these engorged veins; they have been mistaken for disc protrusions. At least one report documents massive bleeding from these veins. Studies done on a feline model of cervical stenosis suggest that the epidural pressure can reach arterial levels. LIMITATIONS: No direct documentation of arterialized posterior intravertebral epidural venous pressures has been made. While anatomical anomalies and degeneration contribute to epidural scarring, we do not have a full understanding as to the cause of arterialization of veins, particularly in younger patients with no obvious intraspinal pathology. CONCLUSION: Fulminant cervicothoracic epidural hematomas after an epidural injection appear to arise from the unintentional and unavoidable puncture of arterialized veins with sharp needles. A technique to open a path out from the foramen so that the blood can escape is described. Alternatively, providers should consider injecting more cephalad, between C2-C3 and C6-C7 in the cervical spine, or an alternative procedure, such as a selective nerve root injection. A cervical transforaminal approach should only be attempted with a blunt needle, which cannot enter an artery. Should symptoms occur, cervical flexion rotation maneuvers should be implemented while awaiting prompt transfer to a facility where an appropriate diagnosis and treatment can be provided. KEY WORDS: Cervical epidural hematoma, cervical epidural injection, posterior intravertebral venous plexus, arterialized epidural veins, pressurized epidural veins.
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Evaluation of new and established patients is an integral part of interventional pain management. Over the last 3 decades, there has been significant confusion over the proper documentation for evaluation and management (E/M) services in general and for interventional pain management in particular. Interventional pain physicians have learned how to evaluate patients presenting with pain on the basis of their specialty training. Although modern training programs are introducing residents and fellows to the intricacies of E/M services and federal regulations, this has not always been the case. Multiple textbooks about pain management, physiatry, and neurology, and numerous journal articles have described the evaluation of pain patients, but they have not been specific to chronic pain patients and may not meet the regulatory perspective.A multitude of these issues led to the development of guidelines in 1995 and 1997, which were highly complicated and difficult to follow. These also led to significant criticism from clinicians. Consequently, further guidance was developed to be effective January 2021.The crucial concept in the present system of coding for E/M services is medical decision making, which includes 3 elements since 2021: 1.The number and complexity of problems addressed. 2. Amount or complexity of data to be reviewed and analyzed. 3. Risk of complications and/or morbidity or mortality of patient management. In order to select a level of E/M service, 2 of the 3 elements of medical decision making (MDM) must be met or exceeded. This is in contrast to prior guidelines wherein for new patients, all 3 elements with history, physical examination and MDM , and for established patients have been met. For ease of appreciation, an algorithmic approach created by the American Medical Association (AMA), and Centers for Medicare and Medicaid Services (CMS) approved a new MDM table outlining all of the appropriate criteria.This review systematically describes the changes and provides an algorithmic approach for application in interventional pain management practices.
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Dor Crônica , Manejo da Dor , Idoso , Humanos , Estados Unidos , Medicare , Dor Crônica/diagnóstico , Dor Crônica/terapia , Documentação , Centers for Medicare and Medicaid Services, U.S.RESUMO
BACKGROUND: Various regulations and practice patterns develop on the basis of Local Coverage Determination (LCD), which are variably perceived as guidelines and/or mandated polices/ regulations. LCDs developed in 2021 and effective since December 2021 mandated a minimum of 2 views for final needle placement with contrast injection which includes both anteroposterior (AP) and lateral or oblique view. Radiation safety has been a major concern for pain physicians and multiple tools have been developed to reduce radiation dose, along with improvement in technologies to limit radiation exposure while performing fluoroscopically guided interventional procedures, with implementation of principles of As Low As Reasonably Achievable (ALARA). The mandated 2 views of epidural injections have caused concern among some physicians, because of the potential of increased exposure to ionizing radiation, despite application of various principles to minimize radiation exposure. Others, including policymakers are of the opinion that it reduces potential abuse and improves safety. OBJECTIVE: To assess variations in the performance of epidural procedures prior to the implementation of the new LCD compared with after the implementation of the new LCD by comparing time and dosage for all types of epidural procedures. STUDY DESIGN: A retrospective, case controlled, comparative evaluation of radiation exposure during epidural procedures in interventional pain management. SETTING: An interventional pain management practice and a specialty referral center in a private practice setting in the United States. METHODS: The study was performed using the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) criteria. The main outcome measure was radiation exposure time measured in seconds and dose measured in mGy-kG2 (milligray to kilogray squared per procedure). RESULTS: Changes in exposure and dose varied by procedural type and location. Exposure time in seconds increased overall by 21%, whereas radiation dose mGy-kG increased 133%. Fluoroscopy time increased most for lumbar interlaminar epidural injections of 43%, followed by 29% for cervical interlaminar epidural injections, 20% for caudal epidural injections, and 14% for lumbar transforaminal epidural injections. In contrast, highest increases were observed in the radiation dose mGy of 191% for caudal epidural injections, followed by 173% for lumbar interlaminar epidural injections, 113% for lumbar transforaminal epidural injections, and the lowest being cervical interlaminar epidural injections of 94%. This study also shows lesser increases for cervical interlaminar epidural injections because an oblique view is utilized rather than a lateral view resulting in a radiation dosage increase of 94% compared to overall increase of 133%, whereas the duration of time of 29% was higher than the overall combined duration of all procedures which only increased by 21%. LIMITATIONS: A retrospective evaluation utilizing the experience of a single physician. CONCLUSION: The results of this study showed significant increases in radiation exposure time and dosage; however, increase of dosage was overall 21% median Interquartile Range (IQR) compared to 133% of radiation dose median IQR. In addition, the results also showed variations for procedure, overall showing highest increases for lumbar interlaminar epidural injections for time (43%) and caudal epidural injections for dosage (191%).
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Dor , Exposição à Radiação , Humanos , Estudos Retrospectivos , Injeções Epidurais/métodos , Fluoroscopia/métodosRESUMO
INTRODUCTION: The COVID-19 pandemic resulted in major disruptions in all aspects of human life including a decline of medical services utilized during 2020. An analysis of the impact of COVID-19 pandemic showed an 18.7% reduction in utilization patterns of interventional techniques in managing chronic pain in the Medicare population from 2019 to 2020. However, specific changes in utilization patterns of facet joint interventions have not been studied. Thus, we sought to assess the utilization patterns including an update of facet joint interventions from 2018 to 2020, with analysis of the impact of COVID-19 pandemic in managing chronic spinal pain utilizing facet joint interventions in the fee-for-service Medicare population of the United States. METHODS: The present investigation was designed to assess utilization patterns and variables of facet joint interventions, in managing chronic spinal pain from 2010 to 2020 in the fee-for-service (FFS) Medicare population in the United States (US), and how the COVID-19 pandemic impacted these utilization patterns. Data for the analysis were obtained from the master database from the Centers for Medicare & Medicaid Services (CMS) physician/supplier procedure summary from 2000 to 2020. RESULTS: Results of this analysis showed significant impact of COVID-19 with overall decrease of 18.5% of all facet joint interventions per 100,000 Medicare population compared to 20.2 and 20.5% decrease for lumbar and cervical facet joint injections, 15 and 13.1% decrease per 100,000 Medicare population of lumbosacral and cervicothoracic facet joint neurolysis procedures. The results are significant in that comparative analysis from 2000 to 2010 and 2010 to 2019 showing an annual increase of 14.4 vs. 2.2%, illustrating a decelerating pattern. There were also significant growth patterns noted with decreases in facet joint injections and nerve blocks compared to facet joint neurolytic procedures. CONCLUSIONS: This analysis shows a significant effect of COVID-19 producing an overall decrease in utilization of facet joint interventions relative to pre-COVID data. Further, the analysis demonstrates continued deceleration of utilization patterns of facet joint interventions compared to the periods of 2000-2010 and 2010-2019.
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BACKGROUND: Extensive research into potential sources of thoracic pain with or without referred pain into the chest wall has demonstrated that thoracic facet joints can be a potential source of pain confirmed by precise, diagnostic blocks.The objective of this systematic review and meta-analysis is to evaluate the effectiveness of medial branch blocks and radiofrequency neurotomy as a therapeutic thoracic facet joint intervention. METHODS: Systematic review and meta-analysis of randomized controlled trials (RCTs) and observational studies of medial branch blocks and the radiofrequency neurotomy in managing thoracic pain utilizing the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) checklist was performed. A comprehensive literature search of multiple databases of RCTs and observational studies of medial branch blocks and radiofrequency neurotomy in managing chronic thoracic pain were identified from 1996 to December 2022 with inclusion of manual searches of the bibliography of known review articles and multiple databases. Methodologic quality and risk of bias assessment was also conducted. Evidence was synthesized utilizing principles of quality assessment and best evidence synthesis, with conventional and single meta-analysis. The primary outcome measure of success was 3 months of pain reduction for medial branch blocks and 6 months for radiofrequency thermoneurolysis for a single treatment. Short-term success was defined as up to 6 months and long-term was more than 6 months. RESULTS: This literature search yielded 11 studies meeting the inclusion criteria, of which 3 were RCTs and 8 were observational studies. Of the 3 RCTs, 2 of them assessed medial branch blocks and one trial assessed radiofrequency for thoracic pain. The evidence for managing thoracic pain with qualitative analysis and single-arm meta-analysis and GRADE system of appraisal, with the inclusion of 2 RCTs and 3 observational studies for medial branch blocks was Level II. For radiofrequency neurotomy, with the inclusion of one RCT of 20 patients in the treatment group and 5 observational studies, the evidence was Level III in managing thoracic pain. LIMITATIONS: There was a paucity of literature with RCTs and real-world pragmatic controlled trials. Even observational studies had small sample sizes providing inadequate clinically applicable results. In addition, there was heterogeneity of the available studies in terms of their inclusion and exclusion criteria, defining their endpoints and the effectiveness of the procedures. CONCLUSION: This systematic review and meta-analysis show Level II evidence of medial branch blocks and Level III evidence for radiofrequency neurotomy on a long-term basis in managing chronic thoracic pain. KEY WORDS: Chronic spinal pain, thoracic facet or zygapophysial joint pain, facet joint nerve blocks, medial branch blocks, controlled comparative local anesthetic blocks, diagnostic accuracy, radiofrequency neurotomy.
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Dor Crônica , Bloqueio Nervoso , Articulação Zigapofisária , Humanos , Bloqueio Nervoso/métodos , Manejo da Dor/métodos , Dor Crônica/cirurgia , Denervação , Anestesia Local , Dor no Peito , Articulação Zigapofisária/cirurgia , Resultado do TratamentoRESUMO
BACKGROUND: The sacroiliac joint is one of the proven causes of low back and lower extremity pain, ranging from 10% to 25% in patients with persistent axial low back pain without disc herniation, discogenic pain, or radiculitis. Despite the difficulty of diagnosis, multiple therapeutic modalities including surgical and nonsurgical interventions have been utilized. Among the interventional modalities, intraarticular injections are commonly utilized. OBJECTIVE: To evaluate the therapeutic effectiveness of intraarticular injections in the sacroiliac joint. STUDY DESIGN: A systematic review and meta-analysis of randomized controlled trials (RCTs) and observational studies of the therapeutic effectiveness of intraarticular injections of the sacroiliac joint utilizing the Preferred Reporting Items For Systematic Reviews And Meta-Analyses (PRISMA) checklist. METHODS: The available literature on therapeutic sacroiliac joint intraarticular injections was reviewed. The quality assessment criteria utilized were the Cochrane review criteria to assess risk of bias, the Interventional Pain Management Techniques - Quality Appraisal of Reliability and Risk of Bias Assessment (IPM-QRB) for randomized therapeutic trials, and the Interventional Pain Management Techniques - Quality Appraisal of Reliability and Risk of Bias Assessment for Nonrandomized Studies (IPM-QRBNR) for nonrandomized studies. The level of evidence was based on best evidence synthesis with modified grading of qualitative evidence from Level I to Level V. Data collection was performed including literature published from 1966 through December 2022, as well as manual searches of the bibliographies of known articles. OUTCOME MEASURES: Primary outcome measures include pain relief and improvement in functional status at 3 months for a single intervention. Only the studies performed under fluoroscopic guidance, with at least 3 months of follow-up were included. Duration of relief was categorized as short-term (< 6 months) and long-term (> 6 months). RESULTS: Based on the qualitative and quantitative analyses with a single-arm meta-analysis and the Grading of Recommendations, Assessment, Development and Evaluations (GRADE) system of appraisal, and the inclusion of 11 RCTs (5 positive, 6 negative) and 3 observational studies (2 positive, one negative), the evidence was Level III or fair in managing low back pain of sacroiliac joint origin with sacroiliac joint injections. LIMITATIONS: This systematic review and meta-analysis are limited by lack of eligible studies, inconsistencies among the available studies, variations in techniques, variable diagnostic standards for inclusion criteria, and finally, the inability to correlate the results and perform an optimal systematic review and meta-analysis. CONCLUSION: The present systematic review and meta-analysis show an inability to perform conventional dual-arm analysis, whereas a single-arm meta-analysis demonstrated a difference of approximately 3 points on the Numeric Rating Scale (NRS) and 8 points on the Oswestry Disability Index (ODI). However, there were no studies that considered >= 50% relief as the criterion standard. Overall, the qualitative and quantitative evidence combined shows Level III or fair evidence for therapeutic sacroiliac joint injections for managing low back pain of sacroiliac joint origin. KEY WORDS: Chronic low back pain, sacroiliac joint pain, sacroiliac joint dysfunction, sacroiliitis, sacroiliac joint injection, sacroiliac joint nerve blocks, radiofrequency ablation, conventional radiofrequency, pulsed radiofrequency.
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INTRODUCTION: Chronic refractory low back and lower extremity pain recalcitrant to conservative management and epidural injections secondary to postsurgery syndrome, spinal stenosis, and disc herniation are sometimes managed with percutaneous adhesiolysis. Consequently, this systematic review and meta-analysis was undertaken to assess the efficacy of percutaneous adhesiolysis in managing low back and lower extremity pain. METHODS: A systematic review and meta-analysis of randomized controlled trials (RCTs) utilizing the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) checklist was performed. A comprehensive literature search of multiple databases from 1966 to July 2022, including manual searches of the bibliography of known review articles was performed. Quality assessment of the included trials, meta-analysis, and best evidence synthesis was performed. The primary outcome measure was a significant reduction in pain (short term up to 6 months and long term more than 6 months). RESULTS: The search identified 26 publications, with 9 trials meeting the inclusion criteria. The results of dual-arm and single-arm analyses showed significant improvement in pain and function at 12 months. Opioid consumption was also significantly reduced at 6 months with dual-arm analysis, whereas single-arm analysis showed a significant decrease from baseline to treatment at the 3-, 6-, and 12-month analyses. At 1 year follow-up, seven of seven trials were positive for improvements in pain relief, function, and diminution of opioid use. DISCUSSION: Based on the present systematic review of nine RCTs, the evidence level is I to II, with moderate to strong recommendation for percutaneous adhesiolysis in managing low back and lower extremity pain. The limitations of the evidence include paucity of literature, lack of placebo-controlled trials, and the majority of the trials studying post lumbar surgery syndrome. CONCLUSION: The evidence is level I to II or strong to moderate based on five high-quality and two moderate-quality RCTs, with 1 year follow-up that percutaneous adhesiolysis is efficacious in the treatment of chronic refractory low back and lower extremity pain.
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STUDY DESIGN: A retrospective cohort study of utilization patterns and variables of epidural injections in the fee-for-service (FFS) Medicare population. OBJECTIVES: To update the utilization of epidural injections in managing chronic pain in the FFS Medicare population, from 2000 to 2020, and assess the impact of COVID-19. SUMMARY OF BACKGROUND DATA: The analysis of the utilization of interventional techniques also showed an annual decrease of 2.5% per 100,000 FFS Medicare enrollees from 2009 to 2018, contrasting to an annual increase of 7.3% from 2000 to 2009. The impact of the COVID-19 pandemic has not been assessed. METHODS: This analysis was performed by utilizing master data from the Centers for Medicare and Medicaid Services, physician/supplier procedure summary from 2000 to 2020. The analysis was performed by the assessment of utilization patterns using guidance from Strengthening the Reporting of Observational Studies in Epidemiology. RESULTS: Epidural procedures declined at a rate of 19% per 100,000 Medicare enrollees in the FFS Medicare population in the United States from 2019 to 2020, with an annual decline of 3% from 2010 to 2019. From 2000 to 2010, there was an annual increase of 8.3%. This analysis showed a decline in all categories of epidural procedures from 2019 to 2020. The major impact of COVID-19, with closures taking effect from April 1, 2020, through December 31, 2020, will be steeper and rather dramatic compared with April 1 to December 31, 2019. However, monthly data from the Centers for Medicare and Medicaid Services is not available as of now. Overall declines from 2010 to 2019 showed a decrease for cervical and thoracic transforaminal injections with an annual decrease of 5.6%, followed by lumbar interlaminar and caudal epidural injections of 4.9%, followed by 1.8% for lumbar/sacral transforaminal epidurals, and 0.9% for cervical and thoracic interlaminar epidurals. CONCLUSION: Declining utilization of epidural injections in all categories was exacerbated to a decrease of 19% from 2019 to 2020, related, in part, to the COVID-19 pandemic. This followed declining patterns of epidural procedures of 3% overall annually from 2010 to 2019.
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COVID-19 , Dor Crônica , Idoso , Humanos , Estados Unidos/epidemiologia , Dor Crônica/terapia , Dor Crônica/tratamento farmacológico , Estudos Retrospectivos , Pandemias , Medicare , COVID-19/epidemiologia , Injeções EpiduraisRESUMO
BACKGROUND: Extensive research into potential sources of neck pain and referred pain into the upper extremities and head has shown that the cervical facet joints can be a potential pain source confirmed by precision, diagnostic blocks. STUDY DESIGN: Systematic review and meta-analysis utilizing the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) checklist, quality assessment of the included studies, conventional and single-arm meta-analysis, and best evidence synthesis. OBJECTIVE: The objective of this systematic review and meta-analysis is to evaluate the effectiveness of radiofrequency neurotomy as a therapeutic cervical facet joint intervention in managing chronic neck pain. METHODS: Available literature was included. Methodologic quality assessment of studies was performed from 1996 to September 2021. The level of evidence of effectiveness was determined. RESULTS: Based on the qualitative and quantitative analysis with single-arm meta-analysis and Grading of Recommendations, Assessment, Development and Evaluations (GRADE) system of appraisal, with inclusion of one randomized controlled trial (RCT) of 12 patients in the treatment group and eight positive observational studies with inclusion of 589 patients showing positive outcomes with moderate to high clinical applicability, the evidence is level II in managing neck pain with cervical radiofrequency neurotomy. The evidence for managing cervicogenic headache was level III to IV with qualitative analysis and single-arm meta-analysis and GRADE system of appraisal, with the inclusion of 15 patients in the treatment group in a positive RCT and 134 patients in observational studies. An overwhelming majority of the studies produced multiple lesions. LIMITATIONS: There was a paucity of literature and heterogeneity among the available studies. CONCLUSION: This systematic review and meta-analysis shows level II evidence with radiofrequency neurotomy on a long-term basis in managing chronic neck pain with level III to IV evidence in managing cervicogenic headaches.
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BACKGROUND: Opioid prescribing in the United States is decreasing, however, the opioid epidemic is continuing at an uncontrollable rate. Available data show a significant number of opioid deaths, primarily associated with illicit fentanyl use. It is interesting to also note that the data show no clear correlation between opioid prescribing (either number of prescriptions or morphine milligram equivalent [MME] per capita), opioid hospitalizations, and deaths. Furthermore, the data suggest that the 2016 guidelines from the Centers for Disease Control and Prevention (CDC) have resulted in notable problems including increased hospitalizations and mental health disorders due to the lack of appropriate opioid prescribing as well as inaptly rapid tapering or weaning processes. Consequently, when examined in light of other policies and complications caused by COVID-19, a fourth wave of the opioid epidemic has been emerging. OBJECTIVES: In light of this, we herein seek to provide guidance for the prescription of opioids for the management of chronic non-cancer pain. These clinical practice guidelines are based upon a systematic review of both clinical and epidemiological evidence and have been developed by a panel of multidisciplinary experts assessing the quality of the evidence and the strength of recommendations and offer a clear explanation of logical relationships between various care options and health outcomes. METHODS: The methods utilized included the development of objectives and key questions for the various facets of opioid prescribing practice. Also utilized were employment of trustworthy standards, and appropriate disclosures of conflicts of interest(s). The literature pertaining to opioid use, abuse, effectiveness, and adverse consequences was reviewed. The recommendations were developed after the appropriate review of text and questions by a panel of multidisciplinary subject matter experts, who tabulated comments, incorporated changes, and developed focal responses to questions posed. The multidisciplinary panel finalized 20 guideline recommendations for prescription of opioids for chronic non-cancer pain. Summary of the results showed over 90% agreement for the final 20 recommendations with strong consensus. The consensus guidelines included 4 sections specific to opioid therapy with 1) ten recommendations particular to initial steps of opioid therapy; 2) five recommendations for assessment of effectiveness of opioid therapy; 3) three recommendations regarding monitoring adherence and side effects; and 4) two general, final phase recommendations. LIMITATIONS: There is a continued paucity of literature of long-term opioid therapy addressing chronic non-cancer pain. Further, significant biases exist in the preparation of guidelines, which has led to highly variable rules and regulations across various states. CONCLUSION: These guidelines were developed based upon a comprehensive review of the literature, consensus among expert panelists, and in alignment with patient preferences, and shared decision-making so as to improve the long-term pain relief and function in patients with chronic non-cancer pain. Consequently, it was concluded - and herein recommended - that chronic opioid therapy should be provided in low doses with appropriate adherence monitoring and understanding of adverse events only to those patients with a proven medical necessity, and who exhibit stable improvement in both pain relief and activities of daily function, either independently or in conjunction with other modalities of treatments.
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Dor Crônica , Humanos , Analgésicos Opioides/uso terapêutico , Dor Crônica/tratamento farmacológico , Fentanila , Padrões de Prática Médica , PrescriçõesRESUMO
BACKGROUND: Cervical facet joint pain is often managed with either cervical radiofrequency neurotomy, cervical medial branch blocks, or cervical intraarticular injections. However, the effectiveness of each modality continues to be debated. Further, there is no agreement in reference to superiority or inferiority of facet joint nerve blocks compared to radiofrequency neurotomy, even though cervical facet joint radiofrequency neurotomy has been preferred by many and in fact, has been mandated by the Centers for Medicare and Medicaid Services (CMS), except when radiofrequency cannot be confirmed. Each procedure has advantages and disadvantages in reference to clinical utility, outcomes, cost utility, and side effect profile. However, comparative analysis has not been performed thus far in the literature in a clinical setting. STUDY DESIGN: A retrospective, case-control, comparative evaluation of outcomes and cost utility. SETTING: The study was conducted in an interventional pain management practice, a specialty referral center, a private practice setting in the United States. OBJECTIVE: To evaluate the clinical outcomes and cost utility of therapeutic medial branch blocks with radiofrequency neurotomy in managing chronic neck pain of facet joint origin. METHODS: The study was performed utilizing Strengthening the Reporting of Observational Studies in Epidemiology Analysis (STROBE) criteria. Only the patients meeting the diagnostic criteria of facet joint pain by means of comparative, controlled diagnostic local anesthetic blocks were included.The main outcome measure was pain relief measured by Numeric Rating Scale (NRS) evaluated at 3, 6, and 12 months. Significant improvement was defined as at least 50% improvement in pain relief. Cost utility was calculated with direct payment data for the procedures with addition of estimated indirect costs over a period of one year based on highly regarded surgical literature and previously published interventional pain management literature. RESULTS: Overall, 295 patients met inclusion criteria with 132 patients receiving cervical medial branch blocks and 163 patients with cervical radiofrequency neurotomy. One hundred and seven patients in the cervical medial branch group and 105 patients in the radiofrequency group completed one year follow-up. There was significant improvement in both groups from baseline to 12 months with pain relief and proportion of patients with >= 50% pain relief. Average relief of each procedure for cervical medial branch blocks was 13 to 14 weeks, whereas for radiofrequency neurotomy, it was 20 to 25 weeks. Significant pain relief was recorded in 100%, 94%, and 81% of the patients in the medial branch blocks group, whereas it was 100%, 69%, and 64% in the radiofrequency neurotomy group at 3, 6, and 12 month follow-up, with significant difference at 6 and 12 months.Cost utility analysis showed average cost for quality-adjusted life year (QALY) of $4,994 for cervical medial branch blocks compared to $5,364 for cervical radiofrequency neurotomy. Six of 132 patients (5%) in the cervical medial branch group and 53 of 163 (33%) patients in the cervical radiofrequency neurotomy group were converted to other treatments, either due to side effects (6 patients or 4%) or inadequate relief (47 patients or 29%). CONCLUSION: In this study, outcomes of cervical therapeutic medial branch blocks compared to radiofrequency neurotomy demonstrated significantly better outcomes with significant pain relief with similar costs for both treatments over a period of one year.
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Bloqueio Nervoso , Articulação Zigapofisária , Idoso , Denervação , Humanos , Medicare , Cervicalgia/tratamento farmacológico , Cervicalgia/cirurgia , Bloqueio Nervoso/métodos , Estudos Retrospectivos , Resultado do Tratamento , Estados Unidos , Articulação Zigapofisária/cirurgiaRESUMO
BACKGROUND: Traditional pain assessment methods have significant limitations due to the high variability in patient reported pain scores and perception of pain by different individuals. There is a need for generalized and automatic pain detection and recognition methods. In this paper, state-of-the-art machine learning (ML) and deep learning methods in this field are analyzed as well as pain management techniques. OBJECTIVE: The objective of the study is to analyze the current use of artificial intelligence (AI) and ML in the analysis and management of pain and to disseminate this knowledge prompting future utilization by medical professionals. STUDY DESIGN: A narrative review of the literature focusing on the latest algorithms in AI and ML for pain assessment and management. METHODS: Research studies were collected using a literature search on PubMed, Science Direct and IEEE Xplore between 2018 and 2020. RESULTS: The results of our assessment resulted in the identification of 47 studies meeting inclusion criteria. Pain assessment was the most studied subject with 11 studies, followed by automated measurements with 10 studies, spinal diagnosis with 8 studies, facial expression with 7 studies, pain assessment in special settings evaluated in 5 studies, 4 studies described treatment algorithms, and 2 studies assessed neonatal pain. These studies varied from simple to highly complex methodology. The majority of the studies suffered from inclusion of a small number of patients and without replication of results. However, considering AI and ML are dynamic and emerging specialties, the results shown here are promising. Consequently, we have described all the available literature in summary formats with commentary. Among the various assessments, facial expression and spinal diagnosis and management appear to be ready for inclusion as we continue to progress. LIMITATIONS: This review is not a systematic review of ML and AI applications in pain research. This review only provides a general idea of the upcoming techniques but does not provide an authoritative evidence-based conclusive opinion of their clinical application and effectiveness. CONCLUSION: While a majority of the studies focused on classification tasks, very few studies have explored the diagnosis and management of pain. Usage of ML techniques as support tools for clinicians holds an immense potential in the field of pain management.