Uncovering emotional and network dynamics in the speech of patients with chronic low back pain.

BACKGROUND: Computational linguistics allows an understanding of language structure and different forms of expression of patients' perceptions. AIMS: The aims of this study were (i) to carry out a descriptive analysis of the discourse of people with chronic low back pain using sentiment analysis (SA) and network analysis; (ii) to verify the correlation between patients' profiles, pain intensity and disability levels with SA and network analysis; and (iii) to identify clusters in our sample according to language and SA using an unsupervised machine learning technique. METHODS: We performed a secondary analysis of a qualitative study including participants with chronic non-specific low back pain. We used the data related to participants' feelings when they received the diagnosis. The SA and network analysis were performed using the Valence Aware Dictionary and sEntiment Reasoner, and the Speech Graph, respectively. Clustering was performed using the K-means algorithm. RESULTS: In the SA, the mean composite score was -0.31 (Sd. = 0.58). Most participants presented a negative discourse (n = 41; 72%). Word Count (WC) and Largest Strongly connected Component (LSC) positively correlated with education. No statistically significant correlations were observed between pain intensity, disability levels, SA, and network analysis. Two clusters were identified in our sample. CONCLUSION: The SA showed that participants reported their feeling when describing the moment of the diagnosis using sentences with negative discourse. We did not find a statistically significant correlation between pain intensity, disability levels, SA, and network analysis. Education level presented positive correlation with WC and LSC.

Nociceptive, neuropathic, or nociplastic low back pain? The low back pain phenotyping (BACPAP) consortium's international and multidisciplinary consensus recommendations.

The potential to classify low back pain as being characterised by dominant nociceptive, neuropathic, or nociplastic mechanisms is a clinically relevant issue. Preliminary evidence suggests that these low back pain phenotypes might respond differently to treatments; however, more research must be done before making specific recommendations. Accordingly, the low back pain phenotyping (BACPAP) consortium was established as a group of 36 clinicians and researchers from 13 countries (five continents) and 29 institutions, to apply a modified Nominal Group Technique methodology to develop international and multidisciplinary consensus recommendations to provide guidance for identifying the dominant pain phenotype in patients with low back pain, and potentially adapt pain management strategies. The BACPAP consortium's recommendations are also intended to provide direction for future clinical research by building on the established clinical criteria for neuropathic and nociplastic pain. The BACPAP consortium's consensus recommendations are a necessary early step in the process to determine if personalised pain medicine based on pain phenotypes is feasible for low back pain management. Therefore, these recommendations are not ready to be implemented in clinical practice until additional evidence is generated that is specific to these low back pain phenotypes.

Knowledge on cause, clinical manifestation and treatment for fibromyalgia among medical doctors: A worldwide survey.

OBJECTIVES: Hench introduced the fibromyalgia syndrome almost 50 years ago. In the meantime, the prevalence has increased, the clinical criteria have changed and the way we explain (chronic) pain has altered. DESIGN: In the current study, we conducted a worldwide survey in which we investigate whether medical doctors are familiar with the American College of Rheumatology (ACR) criteria for fibromyalgia and, if so, whether these medical doctors adhere to the clinical guidelines following evidence-based treatments. RESULTS: In total, 286 medical doctors from 43 countries spread over 6 continents filled out the survey. In most of the countries, the diagnosis fibromyalgia was used. Only 10% adhere to the ACR criteria, widespread pain (44%), unrefreshed sleep (24%), fatigue (20%) and cognitive problems (8%) were most used diagnostic criteria. Of the respondents, 94 (32%) mentioned that the cause is unknown or idiopathic, but also a wide variety of other causes was mentioned. More than 70 different treatment options were provided, of which 24% of the responses were classified as according to the clinical guidelines. From this study, we conclude that many medical doctors do not follow the ACR criteria; the majority has an inappropriate knowledge of causes for fibromyalgia and that a minority of treatment advice adhere to the guidelines.

Are we missing the opioid consumption in low- and middle-income countries?

OBJECTIVES: The rise in opioid prescriptions with a parallel increase in opioid use disorders remains a significant challenge in some developed countries (opioid epidemic). However, little is known about opioid consumption in low- and middle-income countries (LMICs). In this short report, we aim to discuss the increase in opioid consumption in LMICs by providing an update on the opioid perspective in Brazil. METHODS: We analyzed opioid sales on the publicly available Brazilian Health Regulatory Agency (ANVISA) database from 2015 to 2020. RESULTS: In Brazil, opioid sales increased 34.8 %, from 8,839,029 prescriptions in 2015 to 11,913,823 prescriptions in 2020, this represents an increase from 44 to 56 prescriptions for every 1,000 inhabitants. Codeine phosphate combined with paracetamol and tramadol hydrochloride were the most common opioids prescribed with an increase each year. CONCLUSIONS: The results suggest that opioid prescriptions are rising in Brazil in a 5 years period. Brazil may have a unique opportunity to learn from other countries and develop consistent policies and guidelines to better educate patients and prescribers and to prevent an opioid crisis.

Education on pain disciplines in physical therapy in Chile: In need of change. / Educación sobre las disciplinas del dolor en las carreras de kinesiología en Chile: necesidad de un cambio.

Pain is a major public health concern associated with emotional disorders and physical disability and generates increased sick leave and healthcare expenditures. However, despite its social impact and the high pain-related costs, the training of healthcare professionals, such as physical therapists, in pain management is insufficient, leading to an inadequate therapeutic approach. This study aimed to determine the existence of a specific program on pain within the curricula of physical therapy careers in accredited universities in Chile. Out of 40 physical therapy careers, we analyzed 38 curricula. None of them had a specific discipline on pain management in their curricula. Although there is no concrete definition of the best modality for pain education in undergraduate students, it has been shown that following the International Association for The Study of Pain curricula improves students' knowledge and awareness of pain management.

El dolor es un importante problema de salud pública, asociado con trastornos emocionales y discapacidad física, generando un aumento en licencias laborales y gastos en el sistema de salud. Sin embargo, a pesar del impacto social y los altos costos relacionados con el dolor, hay una capacitación insuficiente en la formación de los profesionales de la salud, como kinesiólogos y fisioterapeutas sobre el manejo del dolor, lo que lleva a un abordaje terapéutico inadecuado. El objetivo de este estudio fue determinar la existencia de un programa específico en dolor dentro de las mallas curriculares de las carreras de kinesiología en universidades acreditadas en Chile. De 40 carreras de kinesiología, analizamos 38 mallas curriculares. Ninguna de ellas presentaba una disciplina específica sobre dolor en su plan de estudios. Si bien no hay una definición concreta sobre la mejor modalidad para la educación en dolor en alumnos de pregrado, se ha demostrado que seguir los planes de estudios de la impacta significativamente en el conocimiento y las creencias del dolor de los estudiantes.

'It's about time'. Dissemination and evaluation of a global health systems strengthening roadmap for musculoskeletal health - insights and future directions.

Actions towards the health-related Sustainable Development Goal 3.4 typically focus on non-communicable diseases (NCDs) associated with premature mortality, with less emphasis on NCDs associated with disability, such as musculoskeletal conditions-the leading contributor to the global burden of disability. Can systems strengthening priorities for an underprioritised NCD be codesigned, disseminated and evaluated? A 'roadmap' for strengthening global health systems for improved musculoskeletal health was launched in 2021. In this practice paper, we outline dissemination efforts for this Roadmap and insights on evaluating its reach, user experience and early adoption. A global network of 22 dissemination partners was established to drive dissemination efforts, focussing on Africa, Asia and Latin America, each supported with a suite of dissemination assets. Within a 6-month evaluation window, 52 Twitter posts were distributed, 2195 visitors from 109 countries accessed the online multilingual Roadmap and 138 downloads of the Roadmap per month were recorded. Among 254 end users who answered a user-experience survey, respondents 'agreed' or 'strongly agreed' the Roadmap was valuable (88.3%), credible (91.2%), useful (90.1%) and usable (85.4%). Most (77.8%) agreed or strongly agreed they would adopt the Roadmap in some way. Collection of real-world adoption case studies allowed unique insights into adoption practices in different contexts, settings and health system levels. Diversity in adoption examples suggests that the Roadmap has value and adoption potential at multiple touchpoints within health systems globally. With resourcing, harnessing an engaged global community and establishing a global network of partners, a systems strengthening tool can be cocreated, disseminated and formatively evaluated.

Exploratory analysis of 5 supervised machine learning models for predicting the efficacy of the endogenous pain inhibitory pathway in patients with musculoskeletal pain.

OBJECTIVES: The identification of factors that influence the efficacy of endogenous pain inhibitory pathways remains challenging due to different protocols and populations. We explored five machine learning (ML) models to estimate the Conditioned Pain Modulation (CPM) efficacy. DESIGN: Exploratory, cross-sectional design. SETTING AND PARTICIPANTS: This study was conducted in an outpatient setting and included 311 patients with musculoskeletal pain. METHODS: Data collection included sociodemographic, lifestyle, and clinical characteristics. CPM efficacy was calculated by comparing the pressure pain thresholds before and after patients submerged their non-dominant hand in a bucket of cold water (cold-pressure test) (1-4 °C). We developed five ML models: decision tree, random forest, gradient-boosted trees, logistic regression, and support vector machine. MAIN OUTCOME MEASURES: Model performance were assessed using receiver operating characteristic curve (AUC), accuracy, sensitivity, specificity, precision, recall, F1-score, and the Matthews Correlation Coefficient (MCC). To interpret and explain the predictions, we used SHapley Additive explanation values and Local Interpretable Model-Agnostic Explanations. RESULTS: The XGBoost model presented the highest performance with an accuracy of 0.81 (95% CI = 0.73 to 0.89), F1 score of 0.80 (95% CI = 0.74 to 0.87), AUC of 0.81 (95% CI: 0.74 to 0.88), MCC of 0.61, and Kappa of 0.61. The model was influenced by duration of pain, fatigue, physical activity, and the number of painful areas. CONCLUSIONS: XGBoost showed potential in predicting the CPM efficacy in patients with musculoskeletal pain on our dataset. Further research is needed to ensure the external validity and clinical utility of this model.

Implementation of an online pain science education for chronic musculoskeletal pain in Brazilian public health system: protocol for a hybrid type III randomised controlled trial with economic evaluation.

BACKGROUND: Although clinical practice guidelines recommend pain education as the first-line option for the management of chronic musculoskeletal pain, there is a lack of pain education programmes in healthcare. Thus, digital health programmes can be an effective tool for implementing pain education strategies for public health. This trial will aim to analyse the implementation and effectiveness outcomes of three online pain science education strategies in the Brazilian public health system (SUS) for individuals with chronic musculoskeletal pain. METHODS: We will conduct a hybrid type III effectiveness-implementation randomised controlled trial with economic evaluation. We will include adult individuals with chronic musculoskeletal pain, recruited from primary healthcare in the city of Guarapuava, Brazil. Individuals will be randomised to three implementation groups receiving a pain science education intervention (EducaDor) but delivered in different modalities: group 1) synchronous online; group 2) asynchronous videos; and group 3) interactive e-book only. Implementation outcomes will include acceptability, appropriateness, feasibility, adoption, fidelity, penetration, sustainability, and costs. We will also assess effectiveness outcomes, such as pain, function, quality of life, sleep, self-efficacy, and adverse effects. Cost-effectiveness and cost-utility analyses will be conducted from the SUS and societal perspectives. The evaluations will be done at baseline, post-intervention (10 weeks), and 6 months. DISCUSSION: This study will develop and implement a collaborative intervention model involving primary healthcare professionals, secondary-level healthcare providers, and patients to enhance self-management of chronic pain. In addition to promoting better pain management, this study will also contribute to the field of implementation science in public health by generating important insights and recommendations for future interventions. TRIAL REGISTRATION: ClinicalTrials.gov (NCT05302180; 03/29/2022).

Context and priorities for health systems strengthening for pain and disability in low- and middle-income countries: a secondary qualitative study and content analysis of health policies.

Musculoskeletal (MSK) health impairments contribute substantially to the pain and disability burden in low- and middle-income countries (LMICs), yet health systems strengthening (HSS) responses are nascent in these settings. We aimed to explore the contemporary context, framed as challenges and opportunities, for improving population-level prevention and management of MSK health in LMICs using secondary qualitative data from a previous study exploring HSS priorities for MSK health globally and (2) to contextualize these findings through a primary analysis of health policies for integrated management of non-communicable diseases (NCDs) in select LMICs. Part 1: 12 transcripts of interviews with LMIC-based key informants (KIs) were inductively analysed. Part 2: systematic content analysis of health policies for integrated care of NCDs where KIs were resident (Argentina, Bangladesh, Brazil, Ethiopia, India, Kenya, Malaysia, Philippines and South Africa). A thematic framework of LMIC-relevant challenges and opportunities was empirically derived and organized around five meta-themes: (1) MSK health is a low priority; (2) social determinants adversely affect MSK health; (3) healthcare system issues de-prioritize MSK health; (4) economic constraints restrict system capacity to direct and mobilize resources to MSK health; and (5) build research capacity. Twelve policy documents were included, describing explicit foci on cardiovascular disease (100%), diabetes (100%), respiratory conditions (100%) and cancer (89%); none explicitly focused on MSK health. Policy strategies were coded into three categories: (1) general principles for people-centred NCD care, (2) service delivery and (3) system strengthening. Four policies described strategies to address MSK health in some way, mostly related to injury care. Priorities and opportunities for HSS for MSK health identified by KIs aligned with broader strategies targeting NCDs identified in the policies. MSK health is not currently prioritized in NCD health policies among selected LMICs. However, opportunities to address the MSK-attributed disability burden exist through integrating MSK-specific HSS initiatives with initiatives targeting NCDs generally and injury and trauma care.

Do patients with fibromyalgia have body image and tactile acuity distortion?

BACKGROUND: The aims of this study were twofold: (1) to compare the body image and tactile acuity of patients with fibromyalgia and asymptomatic participants, and (2) to investigate the effects of an 8-week exercise-based intervention (aerobic or Pilates exercises) on the body image, tactile acuity, and pain intensity in patients with fibromyalgia. METHODS: A cross-sectional study and a secondary analysis of a randomized controlled trial were carried out, which assessed the following outcomes in 24 patients with fibromyalgia and 24 asymptomatic participants: subjective body image (Drawing Test), tactile acuity (Two-Point Discrimination Test), limb circumference (Cirtometry), and pain (Pain Numerical Rating Scale). After the assessment, the 24 patients with fibromyalgia were randomly allocated to one of the intervention groups: aerobic or Pilates. RESULTS: There was no significant difference in the tactile acuity of the cervical, lumbar, hands, and feet regions between the participants with fibromyalgia and the asymptomatic participants (p > 0.05). However, patients with fibromyalgia showed changes in subjective body image when the drawings were compared to the cirtometry measurements. After the intervention, there was no significant difference between aerobic exercise and Pilates for pain and tactile acuity in the cervical, lumbar, hands, and feet regions of patients with fibromyalgia (p > 0.05). CONCLUSIONS: Patients with fibromyalgia presented altered perception in subjective body image but not on tactile acuity, when compared to asymptomatic participants. In addition, there was no difference between aerobic exercise and Pilates for pain and tactile acuity in these patients.

Culture and musculoskeletal pain: strategies, challenges, and future directions to develop culturally sensitive physical therapy care.

BACKGROUND: Pain experience has a multidimensional nature. Assessment and treatment recommendations for pain conditions suggest clinicians use biopsychosocial approaches to treat pain and disability. The current pain research is overwhelmingly skewed towards the study of biological and psychological factors including interventions, whereas, cultural factors are often ignored. OBJECTIVE: The aims of this Masterclass is threefold: (1) to discuss cultural influences on pain, (2) to provide strategies for delivering appropriate pain education and exercises in culturally diverse people with chronic pain, and (3) to present challenges and future directions to clinicians and researchers. DISCUSSION: Cultural factors have a relevant influence on the way individuals experience and manage health and illness. Thus, people with different cultural experience perceive, respond, communicate and manage their pain in different ways. In this aspect, the contents of pain education should be presented using different culturally appropriate examples, metaphors, images, and delivery methods that may enhance the impact of the message. Efforts should be made to produce and spread culturally adapted evidence-based materials and resources. In addition, a culturally sensitive approach may help to introduce patients to graded activities, so that they can apply these strategies in culturally acceptable and meaningful ways. Future studies should investigate the effectiveness of culturally-adapted interventions in pain-related outcomes in different pain conditions in patients with different cultural backgrounds.

Cognitive functional therapy compared with core exercise and manual therapy in patients with chronic low back pain: randomised controlled trial.

ABSTRACT: Cognitive functional therapy (CFT) is a physiotherapy-led intervention that has evolved from an integration of foundational behavioral psychology and neuroscience within the physiotherapist practice directed at the multidimensional nature of chronic low back pain (CLBP). The current evidence about the comparative effectiveness of CFT for CLBP is still scarce. We aimed to investigate whether CFT is more effective than core training exercise and manual therapy (CORE-MT) in pain and disability in patients with CLBP. A total of 148 adults with CLBP were randomly assigned to receive 5 one-hour individualized sessions of either CFT (n = 74) or CORE-MT (n = 74) within a period of 8 weeks. Primary outcomes were pain intensity (numeric pain rating scale, 0-10) and disability (Oswestry Disability Index, 0-100) at 8 weeks. Patients were assessed preintervention, at 8 weeks and 6 and 12 months after the first treatment session. Altogether, 97.3% (n = 72) of patients in each intervention group completed the 8 weeks of the trial. Cognitive functional therapy was more effective than CORE-MT in disability at 8 weeks (MD = -4.75; 95% CI -8.38 to -1.11; P = 0.011, effect size= 0.55) but not in pain intensity (MD = -0.04; 95% CI -0.79 to 0.71; P = 0.916). Treatment with CFT reduced disability, but the difference was not clinically important compared with CORE-MT postintervention (short term) in patients with CLBP. There was no difference in pain intensity between interventions, and the treatment effect was not maintained in the mid-term and long-term follow-ups.

Features and methods to discriminate between mechanism-based categories of pain experienced in the musculoskeletal system: a Delphi expert consensus study.

ABSTRACT: Classification of musculoskeletal pain based on underlying pain mechanisms (nociceptive, neuropathic, and nociplastic pain) is challenging. In the absence of a gold standard, verification of features that could aid in discrimination between these mechanisms in clinical practice and research depends on expert consensus. This Delphi expert consensus study aimed to: (1) identify features and assessment findings that are unique to a pain mechanism category or shared between no more than 2 categories and (2) develop a ranked list of candidate features that could potentially discriminate between pain mechanisms. A group of international experts were recruited based on their expertise in the field of pain. The Delphi process involved 2 rounds: round 1 assessed expert opinion on features that are unique to a pain mechanism category or shared between 2 (based on a 40% agreement threshold); and round 2 reviewed features that failed to reach consensus, evaluated additional features, and considered wording changes. Forty-nine international experts representing a wide range of disciplines participated. Consensus was reached for 196 of 292 features presented to the panel (clinical examination-134 features, quantitative sensory testing-34, imaging and diagnostic testing-14, and pain-type questionnaires-14). From the 196 features, consensus was reached for 76 features as unique to nociceptive (17), neuropathic (37), or nociplastic (22) pain mechanisms and 120 features as shared between pairs of pain mechanism categories (78 for neuropathic and nociplastic pain). This consensus study generated a list of potential candidate features that are likely to aid in discrimination between types of musculoskeletal pain.

Patients should not rely on low back pain information from Brazilian official websites: A mixed-methods review.

BACKGROUND: Websites from official organizations (e.g., Ministry of Health and Professional Councils) are assumed to be trustworthy sources of information. OBJECTIVE: To investigate the credibility, accuracy, and readability of low back pain (LBP) web-based content in Brazilian official websites. METHODS: Mixed-methods review. Google search was used for retrieving web-information about Brazilian trustworthy organizations. We assessed the URLs on three domains: credibility, accuracy, and readability of LBP contents. Qualitative analysis was performed using an open source platform in three stages: (1) organization into thematic units; (2) data exploration; and (3) interpretation of the data and summarization. RESULTS: We included 84 URLs. Accuracy was assessed for 58 URLs and none fully adhered to the guidelines. Credibility analysis was performed for 67 URLs. Disclosure of authorship was not mentioned in 58 (87%) of the URLs, 63 (94%) did not mention the sources of their information, none presented a declaration of conflict of interest, and 16 (24%) did not provide the date of creation. Readability was assessed for 72 URLs and was classified as "easy" to read in 65%. Six main themes emerged in the qualitative analysis: (1) Explanations and causes for LBP, (2) diagnosis, (3) recommendations about medication, (4) recommendations for coping and self-management, (5) performing exercises, and (6) recommendations for children and adolescents. CONCLUSIONS: The reading level is appropriate for patient-oriented information. However, Brazilian official websites demonstrated low credibility standards and while some of the content is partially supported by the current literature, there is also much inaccurate information about LBP.

Meditation for adults with non-specific low back pain: a systematic review and meta-analysis.

OBJECTIVES: We aim to determine the effectiveness of meditation for adults with non-specific low back pain. METHODS: We searched PubMed, EMBASE, PEDro, Scopus, Web of Science, Cochrane Library, and PsycINFO databases for randomized controlled trials that investigated the effectiveness of meditation in adults with non-specific low back pain. Two reviewers rated risk of bias using the PEDro scale and the certainty of the evidence using the GRADE approach. Primary outcomes were pain intensity and disability. RESULTS: We included eight trials with a total of 1,234 participants. Moderate-certainty evidence shows that meditation is better than usual care for disability at short-term (SMD = -0.22; 95% CI = -0.42 to -0.02). We also found that meditation is better than usual care for pain intensity at long-term (SMD = -0.28; 95% CI = -0.54 to -0.02). There is no significant difference for pain intensity between meditation and minimal intervention or usual care at short and intermediate-term. We did not find differences between meditation and minimal intervention for disability at intermediate-term or usual care in any follow-up period. CONCLUSIONS: We found small effect sizes and moderate-certainty evidence that meditation is slightly better than minimal intervention in the short-term for disability. Low-certainty of evidence suggests that meditation is slightly better than usual care for pain in the long-term. Meditation appears to be safe with most trials reporting no serious adverse events.