首页 > 最新文献

Pain Reports最新文献

英文 中文
Discontinuation and nonpublication analysis of chronic pain randomized controlled trials. 慢性疼痛随机对照试验的中止和非发表分析。
IF 4.8 Q2 NEUROSCIENCES Pub Date : 2023-05-01 DOI: 10.1097/PR9.0000000000001069
Samuel M Jacobsen, Ty Moore, Alexander Douglas, Drew Lester, Austin L Johnson, Matt Vassar

Introduction: The primary objective of this cross-sectional analysis is to evaluate rates of discontinuation and nonpublication of Randomized controlled trials (RCTs) of therapeutic interventions to treat chronic pain.

Methods: Using ClinicalTrials.gov, a sample was obtained which included clinical trials pertaining to chronic pain. Trials were analyzed for publication status and completion status of each trial. If information was unavailable on the trial registry database, or could not be allocated through a systematic search, the corresponding trialist was contacted and data points were gathered.

Results: In our final analysis of the 408 RCTs, we found that 281 (68.9%) were published in a peer-reviewed journal and 127 (31.1%) were unpublished trials. Of 112 discontinued trials, 59 (52.7%) reached publication. In addition, 221 of 296 completed trials (74.7%) were published, and 75 (25.3%) remained unpublished after trial completion. The most common listed reason for trial discontinuation was administrative recommendations (41 of 71 trials [57.7%]), while not receiving an email reply to our standardized email from the corresponding trialist was the most common result for trial nonpublication (49 of 88 trials [55.7%]). Clinical trials funded by nonindustry sponsors were more likely to reach publication than industry-funded clinical trials (unadjusted odds ratio 1.86 [95% CI, 1.18-2.95]; adjusted odds ratio 3.01 [95% CI, 1.76-5.14]).

Conclusion: The rate of discontinuation of RCTs involving patients with chronic pain is concerning. Chronic pain affects many patients; thus, the importance of having quality data from clinical trials cannot be overstated. Our study indicates that chronic pain RCTs are frequently discontinued and their findings often go unpublished - all of which could provide crucial information to providers and patients regarding the treatment of chronic pain. We offer suggestions to enhance chronic pain RCT completion, thereby reducing the waste of resources in chronic pain research.

本横断面分析的主要目的是评估治疗性干预治疗慢性疼痛的随机对照试验(rct)的中止率和未发表率。方法:使用ClinicalTrials.gov网站获取样本,其中包括与慢性疼痛有关的临床试验。分析各试验的发表状态和完成状态。如果在试验注册数据库中没有信息,或者无法通过系统搜索分配信息,则联系相应的试验人员并收集数据点。结果:在我们对408项随机对照试验的最终分析中,我们发现281项(68.9%)发表在同行评议期刊上,127项(31.1%)为未发表的试验。在112项中止试验中,59项(52.7%)发表。此外,296项已完成的试验中有221项(74.7%)发表,75项(25.3%)在试验完成后仍未发表。试验中止最常见的原因是行政建议(71项试验中有41项[57.7%]),而未收到相应试验人员的电子邮件回复是试验未发表最常见的原因(88项试验中有49项[55.7%])。由非行业赞助商资助的临床试验比行业资助的临床试验更有可能发表(未经调整的优势比1.86 [95% CI, 1.18-2.95];校正优势比3.01 [95% CI, 1.76-5.14])。结论:涉及慢性疼痛患者的随机对照试验的中止率令人担忧。慢性疼痛影响许多患者;因此,从临床试验中获得高质量数据的重要性怎么强调都不为过。我们的研究表明,慢性疼痛随机对照试验经常被终止,他们的发现往往没有发表——所有这些都可以为提供者和患者提供关于慢性疼痛治疗的重要信息。我们提出了提高慢性疼痛RCT完成度的建议,从而减少慢性疼痛研究的资源浪费。
{"title":"Discontinuation and nonpublication analysis of chronic pain randomized controlled trials.","authors":"Samuel M Jacobsen,&nbsp;Ty Moore,&nbsp;Alexander Douglas,&nbsp;Drew Lester,&nbsp;Austin L Johnson,&nbsp;Matt Vassar","doi":"10.1097/PR9.0000000000001069","DOIUrl":"https://doi.org/10.1097/PR9.0000000000001069","url":null,"abstract":"<p><strong>Introduction: </strong>The primary objective of this cross-sectional analysis is to evaluate rates of discontinuation and nonpublication of Randomized controlled trials (RCTs) of therapeutic interventions to treat chronic pain.</p><p><strong>Methods: </strong>Using ClinicalTrials.gov, a sample was obtained which included clinical trials pertaining to chronic pain. Trials were analyzed for publication status and completion status of each trial. If information was unavailable on the trial registry database, or could not be allocated through a systematic search, the corresponding trialist was contacted and data points were gathered.</p><p><strong>Results: </strong>In our final analysis of the 408 RCTs, we found that 281 (68.9%) were published in a peer-reviewed journal and 127 (31.1%) were unpublished trials. Of 112 discontinued trials, 59 (52.7%) reached publication. In addition, 221 of 296 completed trials (74.7%) were published, and 75 (25.3%) remained unpublished after trial completion. The most common listed reason for trial discontinuation was administrative recommendations (41 of 71 trials [57.7%]), while not receiving an email reply to our standardized email from the corresponding trialist was the most common result for trial nonpublication (49 of 88 trials [55.7%]). Clinical trials funded by nonindustry sponsors were more likely to reach publication than industry-funded clinical trials (unadjusted odds ratio 1.86 [95% CI, 1.18-2.95]; adjusted odds ratio 3.01 [95% CI, 1.76-5.14]).</p><p><strong>Conclusion: </strong>The rate of discontinuation of RCTs involving patients with chronic pain is concerning. Chronic pain affects many patients; thus, the importance of having quality data from clinical trials cannot be overstated. Our study indicates that chronic pain RCTs are frequently discontinued and their findings often go unpublished - all of which could provide crucial information to providers and patients regarding the treatment of chronic pain. We offer suggestions to enhance chronic pain RCT completion, thereby reducing the waste of resources in chronic pain research.</p>","PeriodicalId":52189,"journal":{"name":"Pain Reports","volume":"8 3","pages":"e1069"},"PeriodicalIF":4.8,"publicationDate":"2023-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10079346/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9640639","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Performance and acceptability of the Stressful Life Events Screening Questionnaire in a chronic pain population: a mixed-methods study. 慢性疼痛人群压力生活事件筛选问卷的表现和可接受性:一项混合方法研究。
IF 4.8 Q2 NEUROSCIENCES Pub Date : 2023-05-01 DOI: 10.1097/PR9.0000000000001072
Lene Therese Bergerud Linnemørken, Helle Stangeland, Silje Endresen Reme, Synne Øien Stensland

Introduction: Pain-related fear, anxiety, and avoidance may play key roles in the chronification of pain and related disability. For practitioners, knowledge about the source or drivers of these fears, including patients' exposure to potentially traumatic events (PTEs) and related posttraumatic stress symptoms, could be particularly helpful in guiding their treatment approach.

Objectives: We aimed to investigate whether the use of a brief screening for PTEs could help inform chronic pain treatment.

Methods: The performance and acceptability of the Stressful Life Events Screening Questionnaire (SLESQ) was assessed among 567 adult patients (59% women, mean age 48.1 years) meeting at a hospital outpatient pain clinic. The sensitivity, specificity, and 20 months temporal stability of the SLESQ, assessing exposure to 14 specific trauma types followed by a 15th item capturing exposure to "other events," were assessed through digital administration and follow-up interviews with 55 participants. The qualitative responses of 158 participants reporting exposure to "other events" were reviewed and assessed based on fulfillment of the A Criterion for traumatic events in the Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition. The acceptability of the SLESQ was assessed in clinical interviews with 12 participants.

Results: The SLESQ demonstrated acceptable sensitivity (70.0%), high specificity (94.9%), and moderate temporal stability (κ = 0.66, P < 0.001). Participants' qualitative elaborations of "other events" were largely (76.3%) consistent with Criterion A events. The screening was well accepted and welcomed.

Conclusion: The results indicate that the use of a brief screening for potential trauma may be helpful to guide clinical practice in chronic pain settings.

与疼痛相关的恐惧、焦虑和回避可能在疼痛和相关残疾的慢性化中起关键作用。对于从业者来说,了解这些恐惧的来源或驱动因素,包括患者对潜在创伤性事件(pte)的暴露和相关的创伤后应激症状,可能对指导他们的治疗方法特别有帮助。目的:我们的目的是调查使用pte的简短筛查是否有助于告知慢性疼痛的治疗。方法:对某医院疼痛门诊就诊的567例成年患者(女性59%,平均年龄48.1岁)进行应激性生活事件筛查问卷(SLESQ)的评分和可接受性评估。通过数字管理和对55名参与者的随访访谈,评估了SLESQ的敏感性、特异性和20个月的时间稳定性,评估了14种特定创伤类型的暴露,随后是第15项捕捉“其他事件”暴露的项目。根据《精神疾病诊断与统计手册》第五版中创伤性事件A标准的实现情况,对158名报告“其他事件”暴露的参与者的定性反应进行了审查和评估。在与12名参与者的临床访谈中评估了SLESQ的可接受性。结果:SLESQ具有可接受的灵敏度(70.0%)、高特异性(94.9%)和中等时间稳定性(κ = 0.66, P < 0.001)。参与者对“其他事件”的定性描述大部分(76.3%)与标准A事件一致。放映得到了很好的接受和欢迎。结论:结果表明,使用简短的筛选潜在的创伤可能有助于指导临床实践的慢性疼痛设置。
{"title":"Performance and acceptability of the Stressful Life Events Screening Questionnaire in a chronic pain population: a mixed-methods study.","authors":"Lene Therese Bergerud Linnemørken,&nbsp;Helle Stangeland,&nbsp;Silje Endresen Reme,&nbsp;Synne Øien Stensland","doi":"10.1097/PR9.0000000000001072","DOIUrl":"https://doi.org/10.1097/PR9.0000000000001072","url":null,"abstract":"<p><strong>Introduction: </strong>Pain-related fear, anxiety, and avoidance may play key roles in the chronification of pain and related disability. For practitioners, knowledge about the source or drivers of these fears, including patients' exposure to potentially traumatic events (PTEs) and related posttraumatic stress symptoms, could be particularly helpful in guiding their treatment approach.</p><p><strong>Objectives: </strong>We aimed to investigate whether the use of a brief screening for PTEs could help inform chronic pain treatment.</p><p><strong>Methods: </strong>The performance and acceptability of the Stressful Life Events Screening Questionnaire (SLESQ) was assessed among 567 adult patients (59% women, mean age 48.1 years) meeting at a hospital outpatient pain clinic. The sensitivity, specificity, and 20 months temporal stability of the SLESQ, assessing exposure to 14 specific trauma types followed by a 15th item capturing exposure to \"other events,\" were assessed through digital administration and follow-up interviews with 55 participants. The qualitative responses of 158 participants reporting exposure to \"other events\" were reviewed and assessed based on fulfillment of the A Criterion for traumatic events in the Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition. The acceptability of the SLESQ was assessed in clinical interviews with 12 participants.</p><p><strong>Results: </strong>The SLESQ demonstrated acceptable sensitivity (70.0%), high specificity (94.9%), and moderate temporal stability (κ = 0.66, <i>P</i> < 0.001). Participants' qualitative elaborations of \"other events\" were largely (76.3%) consistent with Criterion A events. The screening was well accepted and welcomed.</p><p><strong>Conclusion: </strong>The results indicate that the use of a brief screening for potential trauma may be helpful to guide clinical practice in chronic pain settings.</p>","PeriodicalId":52189,"journal":{"name":"Pain Reports","volume":"8 3","pages":"e1072"},"PeriodicalIF":4.8,"publicationDate":"2023-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10129107/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9364304","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effectiveness of music therapy within community hospitals: an EMMPIRE retrospective study. 社区医院音乐治疗的有效性:EMMPIRE回顾性研究。
IF 4.8 Q2 NEUROSCIENCES Pub Date : 2023-04-13 eCollection Date: 2023-05-01 DOI: 10.1097/PR9.0000000000001074
Samuel N Rodgers-Melnick, Rachael L Rivard, Seneca Block, Jeffery A Dusek

Introduction: Given the challenges health systems face in providing effective nonpharmacologic treatment for pain and psychological distress, clinical effectiveness studies of evidence-based strategies such as music therapy (MT) are needed.

Objectives: This study examined changes in patient-reported outcomes (PROs) after MT and explored variables associated with pain reduction of ≥2 units on a 0 to 10 numeric rating scale (NRS).

Methods: A retrospective review was conducted on initial MT interventions provided to adults receiving community hospital care between January 2017 and July 2020. Sessions were included if participants reported pre-session pain, anxiety, and/or stress scores of ≥4 on the NRS. Data analysis included a bootstrap analysis of single-session changes in PROs and a logistic regression exploring variables associated with pain reduction (ie, ≥2 units vs <2 units).

Results: Patients (n = 1056; mean age: 63.83 years; 76.1% female; 57.1% White; 41.1% Black/African American) reported clinically significant mean reductions in pain (2.04 units), anxiety (2.80 units), and stress (3.48 units). After adjusting for demographic, clinical, and operational characteristics in the model (c-statistic = 0.668), patients receiving an MT session in which pain management was a goal were 4.32 times more likely (95% confidence interval 2.26, 8.66) to report pain reduction of ≥2 units than patients receiving an MT session in which pain management was not a session goal.

Conclusion: This retrospective study supports the clinical effectiveness of MT for symptom management in community hospitals. However, additional research is needed to determine which characteristics of MT interventions and patients influence pain change.

引言:鉴于卫生系统在为疼痛和心理困扰提供有效的非药物治疗方面面临的挑战,需要对音乐疗法等循证策略进行临床有效性研究。目的:本研究检查了MT后患者报告结果(PROs)的变化,并在0至10的数字评定量表(NRS)上探讨了与疼痛减轻≥2个单位相关的变量。方法:对2017年1月至2020年7月期间接受社区医院护理的成年人的初始MT干预进行回顾性审查。如果参与者在NRS上报告会前疼痛、焦虑和/或压力得分≥4,则包括会话。数据分析包括PROs单次会话变化的bootstrap分析和探索与疼痛减轻相关变量的逻辑回归(即≥2个单位与结果:患者(n=1056;平均年龄:63.83岁;76.1%女性;57.1%白人;41.1%黑人/非裔美国人)报告疼痛(2.04个单位)、焦虑(2.80个单位),和应力(3.48个单位)。在对模型中的人口统计学、临床和操作特征进行调整后(c统计量=0.668),接受以疼痛管理为目标的MT治疗的患者报告疼痛减轻≥2个单位的可能性是接受以疼痛控制为非治疗目标的MT疗程的患者的4.32倍(95%置信区间2.26,8.66)。结论:本回顾性研究支持MT在社区医院症状管理中的临床有效性。然而,还需要更多的研究来确定MT干预和患者的哪些特征会影响疼痛变化。
{"title":"Effectiveness of music therapy within community hospitals: an EMMPIRE retrospective study.","authors":"Samuel N Rodgers-Melnick,&nbsp;Rachael L Rivard,&nbsp;Seneca Block,&nbsp;Jeffery A Dusek","doi":"10.1097/PR9.0000000000001074","DOIUrl":"https://doi.org/10.1097/PR9.0000000000001074","url":null,"abstract":"<p><strong>Introduction: </strong>Given the challenges health systems face in providing effective nonpharmacologic treatment for pain and psychological distress, clinical effectiveness studies of evidence-based strategies such as music therapy (MT) are needed.</p><p><strong>Objectives: </strong>This study examined changes in patient-reported outcomes (PROs) after MT and explored variables associated with pain reduction of ≥2 units on a 0 to 10 numeric rating scale (NRS).</p><p><strong>Methods: </strong>A retrospective review was conducted on initial MT interventions provided to adults receiving community hospital care between January 2017 and July 2020. Sessions were included if participants reported pre-session pain, anxiety, and/or stress scores of ≥4 on the NRS. Data analysis included a bootstrap analysis of single-session changes in PROs and a logistic regression exploring variables associated with pain reduction (ie, ≥2 units vs <2 units).</p><p><strong>Results: </strong>Patients (n = 1056; mean age: 63.83 years; 76.1% female; 57.1% White; 41.1% Black/African American) reported clinically significant mean reductions in pain (2.04 units), anxiety (2.80 units), and stress (3.48 units). After adjusting for demographic, clinical, and operational characteristics in the model (c-statistic = 0.668), patients receiving an MT session in which pain management was a goal were 4.32 times more likely (95% confidence interval 2.26, 8.66) to report pain reduction of ≥2 units than patients receiving an MT session in which pain management was not a session goal.</p><p><strong>Conclusion: </strong>This retrospective study supports the clinical effectiveness of MT for symptom management in community hospitals. However, additional research is needed to determine which characteristics of MT interventions and patients influence pain change.</p>","PeriodicalId":52189,"journal":{"name":"Pain Reports","volume":"8 3","pages":"e1074"},"PeriodicalIF":4.8,"publicationDate":"2023-04-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/e5/01/painreports-8-e1074.PMC10508459.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41161181","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Responders and nonresponders to topical capsaicin display distinct temporal summation of pain profiles. 对局部辣椒素有反应者和无反应者表现出不同的疼痛特征的时间总和。
IF 4.8 Q2 NEUROSCIENCES Pub Date : 2023-04-04 eCollection Date: 2023-05-01 DOI: 10.1097/PR9.0000000000001071
Felyx Wong, Aditi Reddy, Yeanuk Rho, Jan Vollert, Paul H Strutton, Sam W Hughes

Introduction: Topical application of capsaicin can produce an ongoing pain state in healthy participants. However, approximately one-third report no pain response (ie, nonresponders), and the reasons for this are poorly understood.

Objectives: In this study, we investigated temporal summation of pain (TSP) profiles, pain ratings and secondary hyperalgesia responses in responders and nonresponders to 1% topical capsaicin cream.

Methods: Assessments were made at baseline and then during an early (ie, 15 minutes) and late (ie, 45 minutes) time points post-capsaicin in 37 healthy participants.

Results: Participants reporting a visual analogue scale (VAS) rating of >50 were defined as responders (n = 24) and those with <50 VAS rating were defined as nonresponders (n = 13). There was a facilitation of TSP during the transition from an early to the late time point post-capsaicin (P<0.001) and the development of secondary hyperalgesia (P<0.05) in the responder group. Nonresponders showed no changes in TSP or secondary hyperalgesia during the early and late time points. There was an association between baseline TSP scores and the later development of a responder or nonresponder phenotype (r = 0.36; P = 0.03). Receiver operating characteristic analysis revealed that baseline TSP works as a good response predictor at an individual level (area under the curve = 0.75).

Conclusion: These data suggest that responders and nonresponders have different facilitatory pain mechanisms. The assessment of TSP may help to identify participants with stronger endogenous pain facilitation who may be more likely to respond to topical capsaicin.

引言:局部应用辣椒素可以使健康参与者产生持续的疼痛状态。然而,大约三分之一的人报告没有疼痛反应(即无反应),其原因尚不清楚。目的:在这项研究中,我们调查了对1%局部辣椒素乳膏有反应和无反应的患者的疼痛(TSP)特征、疼痛分级和继发性痛觉过敏反应的时间总和。方法:对37名健康参与者进行基线评估,然后在辣椒素治疗后的早期(即15分钟)和晚期(即45分钟)时间点进行评估。结果:报告视觉模拟量表(VAS)评分>50的参与者被定义为有反应者(n=24)和有反应者。结论:这些数据表明有反应者和无反应者具有不同的促进性疼痛机制。TSP的评估可能有助于确定具有更强内源性疼痛促进作用的参与者,他们可能更有可能对局部辣椒素产生反应。
{"title":"Responders and nonresponders to topical capsaicin display distinct temporal summation of pain profiles.","authors":"Felyx Wong,&nbsp;Aditi Reddy,&nbsp;Yeanuk Rho,&nbsp;Jan Vollert,&nbsp;Paul H Strutton,&nbsp;Sam W Hughes","doi":"10.1097/PR9.0000000000001071","DOIUrl":"https://doi.org/10.1097/PR9.0000000000001071","url":null,"abstract":"<p><strong>Introduction: </strong>Topical application of capsaicin can produce an ongoing pain state in healthy participants. However, approximately one-third report no pain response (ie, nonresponders), and the reasons for this are poorly understood.</p><p><strong>Objectives: </strong>In this study, we investigated temporal summation of pain (TSP) profiles, pain ratings and secondary hyperalgesia responses in responders and nonresponders to 1% topical capsaicin cream.</p><p><strong>Methods: </strong>Assessments were made at baseline and then during an early (ie, 15 minutes) and late (ie, 45 minutes) time points post-capsaicin in 37 healthy participants.</p><p><strong>Results: </strong>Participants reporting a visual analogue scale (VAS) rating of >50 were defined as responders (n = 24) and those with <50 VAS rating were defined as nonresponders (n = 13). There was a facilitation of TSP during the transition from an early to the late time point post-capsaicin (P<0.001) and the development of secondary hyperalgesia (P<0.05) in the responder group. Nonresponders showed no changes in TSP or secondary hyperalgesia during the early and late time points. There was an association between baseline TSP scores and the later development of a responder or nonresponder phenotype (r = 0.36; P = 0.03). Receiver operating characteristic analysis revealed that baseline TSP works as a good response predictor at an individual level (area under the curve = 0.75).</p><p><strong>Conclusion: </strong>These data suggest that responders and nonresponders have different facilitatory pain mechanisms. The assessment of TSP may help to identify participants with stronger endogenous pain facilitation who may be more likely to respond to topical capsaicin.</p>","PeriodicalId":52189,"journal":{"name":"Pain Reports","volume":"8 3","pages":"e1071"},"PeriodicalIF":4.8,"publicationDate":"2023-04-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10508395/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41166339","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Real-world data and evidence in pain research: a qualitative systematic review of methods in current practice. 真实世界的数据和证据在疼痛研究:在当前实践方法的定性系统回顾。
IF 4.8 Q2 NEUROSCIENCES Pub Date : 2023-03-01 DOI: 10.1097/PR9.0000000000001057
Jan Vollert, Bethea A Kleykamp, John T Farrar, Ian Gilron, David Hohenschurz-Schmidt, Robert D Kerns, Sean Mackey, John D Markman, Michael P McDermott, Andrew S C Rice, Dennis C Turk, Ajay D Wasan, Robert H Dworkin

The use of routinely collected health data (real-world data, RWD) to generate real-world evidence (RWE) for research purposes is a growing field. Computerized search methods, large electronic databases, and the development of novel statistical methods allow for valid analysis of data outside its primary clinical purpose. Here, we systematically reviewed the methodology used for RWE studies in pain research. We searched 3 databases (PubMed, EMBASE, and Web of Science) for studies using retrospective data sources comparing multiple groups or treatments. The protocol was registered under the DOI:10.17605/OSF.IO/KGVRM. A total of 65 studies were included. Of those, only 4 compared pharmacological interventions, whereas 49 investigated differences in surgical procedures, with the remaining studying alternative or psychological interventions or epidemiological factors. Most 39 studies reported significant results in their primary comparison, and an additional 12 reported comparable effectiveness. Fifty-eight studies used propensity scores to account for group differences, 38 of them using 1:1 case:control matching. Only 17 of 65 studies provided sensitivity analyses to show robustness of their findings, and only 4 studies provided links to publicly accessible protocols. RWE is a relevant construct that can provide evidence complementary to randomized controlled trials (RCTs), especially in scenarios where RCTs are difficult to conduct. The high proportion of studies reporting significant differences between groups or comparable effectiveness could imply a relevant degree of publication bias. RWD provides a potentially important resource to expand high-quality evidence beyond clinical trials, but rigorous quality standards need to be set to maximize the validity of RWE studies.

使用常规收集的健康数据(真实世界数据,RWD)生成用于研究目的的真实世界证据(RWE)是一个不断发展的领域。计算机化的搜索方法,大型电子数据库,以及新型统计方法的发展,允许对其主要临床目的之外的数据进行有效的分析。在这里,我们系统地回顾了疼痛研究中RWE研究使用的方法。我们检索了3个数据库(PubMed、EMBASE和Web of Science),寻找使用回顾性数据源比较多组或治疗的研究。该协议在DOI:10.17605/OSF.IO/KGVRM下注册。共纳入65项研究。其中,只有4项比较了药物干预,而49项调查了外科手术的差异,其余的研究了替代或心理干预或流行病学因素。大多数39项研究在初步比较中报告了显著的结果,另外12项研究报告了可比较的有效性。58项研究使用倾向分数来解释群体差异,其中38项使用1:1的案例:对照匹配。65项研究中只有17项提供了敏感性分析来证明其研究结果的稳健性,只有4项研究提供了可公开访问的协议链接。RWE是一种相关的结构,可以为随机对照试验(rct)提供补充证据,特别是在rct难以进行的情况下。较高比例的研究报告了组间的显著差异或可比较的有效性,这可能意味着存在一定程度的发表偏倚。RWD为扩大临床试验以外的高质量证据提供了潜在的重要资源,但需要制定严格的质量标准,以最大限度地提高RWE研究的有效性。
{"title":"Real-world data and evidence in pain research: a qualitative systematic review of methods in current practice.","authors":"Jan Vollert,&nbsp;Bethea A Kleykamp,&nbsp;John T Farrar,&nbsp;Ian Gilron,&nbsp;David Hohenschurz-Schmidt,&nbsp;Robert D Kerns,&nbsp;Sean Mackey,&nbsp;John D Markman,&nbsp;Michael P McDermott,&nbsp;Andrew S C Rice,&nbsp;Dennis C Turk,&nbsp;Ajay D Wasan,&nbsp;Robert H Dworkin","doi":"10.1097/PR9.0000000000001057","DOIUrl":"https://doi.org/10.1097/PR9.0000000000001057","url":null,"abstract":"<p><p>The use of routinely collected health data (real-world data, RWD) to generate real-world evidence (RWE) for research purposes is a growing field. Computerized search methods, large electronic databases, and the development of novel statistical methods allow for valid analysis of data outside its primary clinical purpose. Here, we systematically reviewed the methodology used for RWE studies in pain research. We searched 3 databases (PubMed, EMBASE, and Web of Science) for studies using retrospective data sources comparing multiple groups or treatments. The protocol was registered under the DOI:10.17605/OSF.IO/KGVRM. A total of 65 studies were included. Of those, only 4 compared pharmacological interventions, whereas 49 investigated differences in surgical procedures, with the remaining studying alternative or psychological interventions or epidemiological factors. Most 39 studies reported significant results in their primary comparison, and an additional 12 reported comparable effectiveness. Fifty-eight studies used propensity scores to account for group differences, 38 of them using 1:1 case:control matching. Only 17 of 65 studies provided sensitivity analyses to show robustness of their findings, and only 4 studies provided links to publicly accessible protocols. RWE is a relevant construct that can provide evidence complementary to randomized controlled trials (RCTs), especially in scenarios where RCTs are difficult to conduct. The high proportion of studies reporting significant differences between groups or comparable effectiveness could imply a relevant degree of publication bias. RWD provides a potentially important resource to expand high-quality evidence beyond clinical trials, but rigorous quality standards need to be set to maximize the validity of RWE studies.</p>","PeriodicalId":52189,"journal":{"name":"Pain Reports","volume":"8 2","pages":"e1057"},"PeriodicalIF":4.8,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/2d/2d/painreports-8-e1057.PMC9891449.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10661659","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Epidemiology of neuropathic pain: an analysis of prevalence and associated factors in UK Biobank. 神经病理性疼痛的流行病学:英国生物银行的患病率和相关因素分析。
IF 4.8 Q2 NEUROSCIENCES Pub Date : 2023-03-01 DOI: 10.1097/PR9.0000000000001066
Georgios Baskozos, Harry L Hébert, Mathilde Mv Pascal, Andreas C Themistocleous, Gary J Macfarlane, David Wynick, David Lh Bennett, Blair H Smith
{"title":"Epidemiology of neuropathic pain: an analysis of prevalence and associated factors in UK Biobank.","authors":"Georgios Baskozos, Harry L Hébert, Mathilde Mv Pascal, Andreas C Themistocleous, Gary J Macfarlane, David Wynick, David Lh Bennett, Blair H Smith","doi":"10.1097/PR9.0000000000001066","DOIUrl":"10.1097/PR9.0000000000001066","url":null,"abstract":"","PeriodicalId":52189,"journal":{"name":"Pain Reports","volume":"8 2","pages":"e1066"},"PeriodicalIF":4.8,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7614463/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9916769","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Translating evidence: pain treatment in newborns, infants, and toddlers during needle-related procedures. 翻译证据:新生儿、婴儿和学步儿童在针相关程序中的疼痛治疗。
IF 4.8 Q2 NEUROSCIENCES Pub Date : 2023-03-01 DOI: 10.1097/PR9.0000000000001064
Denise Harrison, Mariana Bueno

Introduction: Treatment of pain in preterm, sick, and healthy newborns and infants and toddlers (up to 2 years of age) is consistently reported to be inadequate, and effective strategies are poorly implemented.

Objectives: To present existing evidence of effective pain treatment strategies during needle-related procedures and to highlight initiatives focused on translating evidence into practice.

Methods: This Clinical Update focuses on the 2022 International Association for the Study of Pain Global Year for Translating Pain Knowledge to Practice in the specific population of newborns, infants, and toddlers. Best evidence is reviewed, and existing knowledge translation strategies and programs available to implement evidence into practice are presented.

Results: Effective strategies for newborn and young infants during frequently occurring needle procedures include small volumes of sweet solutions, breastfeeding, or skin-to-skin care when feasible and culturally acceptable. In addition, strategies such as nonnutritive sucking, positioning, swaddling, gentle touch, facilitated tucking, and secure holding can be used. For toddlers, the evidence is less robust, and discerning between pain and distress is challenging. However, strategies recommended for needle-related procedures include upright secure comfort holding by parents/caregivers, age-appropriate distraction, and topical anesthetics. Translation of effective pain management needs to involve the family, who need to be supported and empowered to comfort their child during painful procedures. Organizational, nationwide, and global initiatives aimed at improving implementation of effective pain treatments exist.

Conclusion: There is evidence of effective pain management strategies for newborns, infants, and toddlers, and a great deal of effort is being made to translate knowledge into action.

导读:据报道,对早产儿、患病新生儿和健康新生儿以及婴幼儿(2岁以下)疼痛的治疗一直不足,而且有效的策略执行不力。目的:提出在针相关程序中有效的疼痛治疗策略的现有证据,并强调将证据转化为实践的举措。方法:本临床更新重点关注2022年国际疼痛研究协会全球年将疼痛知识转化为新生儿,婴儿和幼儿特定人群的实践。对最佳证据进行了审查,并提出了现有的知识转化策略和可用于将证据付诸实践的计划。结果:新生儿和幼儿在经常发生的针头手术中有效的策略包括小体积的甜溶液,母乳喂养,或在可行和文化上可接受的皮肤对皮肤护理。此外,可以使用诸如非营养性吸吮、定位、襁褓、轻柔的触摸、方便的收纳和安全的抱着等策略。对于蹒跚学步的孩子来说,证据就不那么确凿了,辨别疼痛和悲伤是很有挑战性的。然而,针相关手术的建议策略包括由父母/护理人员直立安全舒适地握住,适合年龄的分散注意力和局部麻醉。有效的疼痛管理的翻译需要涉及家庭,谁需要支持和授权,以安慰他们的孩子在痛苦的过程中。组织,国家和全球的倡议旨在改善实施有效的疼痛治疗存在。结论:有证据表明,有效的疼痛管理策略的新生儿,婴儿和幼儿,并作出了大量的努力,将知识转化为行动。
{"title":"Translating evidence: pain treatment in newborns, infants, and toddlers during needle-related procedures.","authors":"Denise Harrison,&nbsp;Mariana Bueno","doi":"10.1097/PR9.0000000000001064","DOIUrl":"https://doi.org/10.1097/PR9.0000000000001064","url":null,"abstract":"<p><strong>Introduction: </strong>Treatment of pain in preterm, sick, and healthy newborns and infants and toddlers (up to 2 years of age) is consistently reported to be inadequate, and effective strategies are poorly implemented.</p><p><strong>Objectives: </strong>To present existing evidence of effective pain treatment strategies during needle-related procedures and to highlight initiatives focused on translating evidence into practice.</p><p><strong>Methods: </strong>This Clinical Update focuses on the 2022 International Association for the Study of Pain Global Year for Translating Pain Knowledge to Practice in the specific population of newborns, infants, and toddlers. Best evidence is reviewed, and existing knowledge translation strategies and programs available to implement evidence into practice are presented.</p><p><strong>Results: </strong>Effective strategies for newborn and young infants during frequently occurring needle procedures include small volumes of sweet solutions, breastfeeding, or skin-to-skin care when feasible and culturally acceptable. In addition, strategies such as nonnutritive sucking, positioning, swaddling, gentle touch, facilitated tucking, and secure holding can be used. For toddlers, the evidence is less robust, and discerning between pain and distress is challenging. However, strategies recommended for needle-related procedures include upright secure comfort holding by parents/caregivers, age-appropriate distraction, and topical anesthetics. Translation of effective pain management needs to involve the family, who need to be supported and empowered to comfort their child during painful procedures. Organizational, nationwide, and global initiatives aimed at improving implementation of effective pain treatments exist.</p><p><strong>Conclusion: </strong>There is evidence of effective pain management strategies for newborns, infants, and toddlers, and a great deal of effort is being made to translate knowledge into action.</p>","PeriodicalId":52189,"journal":{"name":"Pain Reports","volume":"8 2","pages":""},"PeriodicalIF":4.8,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9937096/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10825717","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Higher self-perceived stress reactivity is associated with increased chronic pain risk. 较高的自我感知压力反应与慢性疼痛风险增加有关。
IF 4.8 Q2 NEUROSCIENCES Pub Date : 2023-03-01 DOI: 10.1097/PR9.0000000000001068
Brandon L Boring, Alison Richter, Vani A Mathur

Introduction: Experiencing stress can contribute to unfavorable pain experiences, but outcomes vary across individuals. Evidence suggests that a person's specific reactivity to stressful events may influence pain responses. Previous studies measuring physiological stress reactivity have found associations with pain both clinically and in the laboratory. However, the time and cost required for testing physiological stress reactivity may limit clinical application.

Objective: Self-reported perception of one's own stress reactivity has been shown to correlate with physiological stress reactivity in relation to health outcomes and may represent a valuable tool in clinical pain assessment.

Methods: Using data from the Midlife in the US survey, we selected participants who did not have chronic pain at baseline (n = 1512) and who had data at follow-up 9 years later. Stress reactivity was assessed using a subscale of the Multidimensional Personality Questionnaire. We conducted a binary logistic regression to determine the odds of developing chronic pain, controlling for demographics and other health-related variables.

Results: Results indicate that higher reported stress reactivity at baseline increased the odds of developing chronic pain at follow-up (odds ratio (OR) = 1.085, 95% confidence interval (CI) (1.021, 1.153), P = 0.008), with the only other significant predictor being the number of chronic conditions (OR = 1.118, 95% CI (1.045, 1.197), P = 0.001).

Conclusion: Findings provide evidence for the predictive criterion validity of self-reported stress reactivity in the context of chronic pain risk. More generally, with increased need for virtual assessment and care, self-reported stress reactivity may be a useful, time-efficient, and cost-efficient tool for predicting pain outcomes in research and clinical contexts.

导读:经历压力会导致不利的疼痛体验,但结果因人而异。有证据表明,一个人对压力事件的特定反应可能会影响疼痛反应。以往测量生理应激反应的研究已经在临床和实验室中发现了与疼痛的关联。然而,测试生理应激反应性所需的时间和成本可能会限制临床应用。目的:一个人对自身应激反应的自我报告感知已被证明与与健康结果相关的生理应激反应相关,可能是临床疼痛评估的一个有价值的工具。方法:使用来自美国中年调查的数据,我们选择了基线时没有慢性疼痛的参与者(n = 1512),并在9年后的随访中有数据。使用多维人格问卷的子量表评估压力反应。我们进行了二元逻辑回归,以确定发生慢性疼痛的几率,控制人口统计学和其他与健康相关的变量。结果:结果表明,基线时较高的应激反应性增加了随访时发生慢性疼痛的几率(优势比(OR) = 1.085, 95%可信区间(CI) (1.021, 1.153), P = 0.008),唯一其他显著的预测因素是慢性疾病的数量(OR = 1.118, 95% CI (1.045, 1.197), P = 0.001)。结论:研究结果为慢性疼痛风险背景下自我报告应激反应的预测标准有效性提供了证据。更普遍的是,随着对虚拟评估和护理需求的增加,自我报告的应激反应可能是一种有用的、时间效率高的、成本效益高的工具,用于预测研究和临床环境中的疼痛结果。
{"title":"Higher self-perceived stress reactivity is associated with increased chronic pain risk.","authors":"Brandon L Boring,&nbsp;Alison Richter,&nbsp;Vani A Mathur","doi":"10.1097/PR9.0000000000001068","DOIUrl":"https://doi.org/10.1097/PR9.0000000000001068","url":null,"abstract":"<p><strong>Introduction: </strong>Experiencing stress can contribute to unfavorable pain experiences, but outcomes vary across individuals. Evidence suggests that a person's specific reactivity to stressful events may influence pain responses. Previous studies measuring physiological stress reactivity have found associations with pain both clinically and in the laboratory. However, the time and cost required for testing physiological stress reactivity may limit clinical application.</p><p><strong>Objective: </strong>Self-reported perception of one's own stress reactivity has been shown to correlate with physiological stress reactivity in relation to health outcomes and may represent a valuable tool in clinical pain assessment.</p><p><strong>Methods: </strong>Using data from the Midlife in the US survey, we selected participants who did not have chronic pain at baseline (n = 1512) and who had data at follow-up 9 years later. Stress reactivity was assessed using a subscale of the Multidimensional Personality Questionnaire. We conducted a binary logistic regression to determine the odds of developing chronic pain, controlling for demographics and other health-related variables.</p><p><strong>Results: </strong>Results indicate that higher reported stress reactivity at baseline increased the odds of developing chronic pain at follow-up (odds ratio (OR) = 1.085, 95% confidence interval (CI) (1.021, 1.153), <i>P</i> = 0.008), with the only other significant predictor being the number of chronic conditions (OR = 1.118, 95% CI (1.045, 1.197), <i>P</i> = 0.001).</p><p><strong>Conclusion: </strong>Findings provide evidence for the predictive criterion validity of self-reported stress reactivity in the context of chronic pain risk. More generally, with increased need for virtual assessment and care, self-reported stress reactivity may be a useful, time-efficient, and cost-efficient tool for predicting pain outcomes in research and clinical contexts.</p>","PeriodicalId":52189,"journal":{"name":"Pain Reports","volume":"8 2","pages":"e1068"},"PeriodicalIF":4.8,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/f0/ef/painreports-8-e1068.PMC10036055.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9546099","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Preclinical study in a postoperative pain model to investigate the action of ketamine, lidocaine, and ascorbic acid in reversing fentanyl-induced, non-glutamate-dependent hyperalgesia. 术后疼痛模型的临床前研究,研究氯胺酮、利多卡因和抗坏血酸在逆转芬太尼诱导的非谷氨酸依赖性痛觉过敏中的作用。
IF 4.8 Q2 NEUROSCIENCES Pub Date : 2023-02-13 eCollection Date: 2023-03-01 DOI: 10.1097/PR9.0000000000001062
Marina Ayres Delgado, Luana Assis Ferreira, Bianka Jaciara Dos Santos Gomes, Isis Katarine Orlandi Leite, Marcus Vinícius Gomez, Célio Castro-Junior

Introduction: Opioid-induced hyperalgesia (OIH) is a paradoxical phenomenon in which exposure to opioids can increase sensitivity to painful stimuli. Currently, several drugs have been used in an attempt to prevent OIH. We design this study to address the effect of preemptive treatment with ketamine, lidocaine, and ascorbic acid in a rat preclinical model of perioperative opioid-induced hyperalgesia.

Methods: To reproduce OIH in a model of postoperative pain, rats received successive doses of fentanyl subcutaneously and underwent an incision in the paw. In an attempt to prevent OIH, ketamine, lidocaine, and ascorbic acid were administered before treatment with fentanyl. The von Frey test and the hot-plate test were used to evaluate mechanical allodynia and thermal hyperalgesia, respectively, with a follow-up period from 1 hour up to 7 days after surgery. Spinal cord nerve terminals (synaptosomes) were used to assess glutamate release under our experimental conditions.

Results: Consecutive fentanyl injections increased the postoperative pain as indicated by increased thermal hyperalgesia and allodynia 48 hours after incision. Ketamine, lidocaine, and the combination of ketamine + lidocaine were able to prevent thermal hyperalgesia but not mechanical allodynia. Ascorbic acid did not prevent the hyperalgesia induced by fentanyl. We found no correlation between spinal glutamate release and the pharmacological treatments.

Conclusion: Fentanyl induced a hyperalgesic effect that last few days in a postoperative model of pain. Hyperalgesic effect was not totally inhibited by ketamine and lidocaine in rats. Increased glutamate release was not the main molecular mechanism of fentanyl-induced hyperalgesia.

简介:阿片类药物诱导的痛觉过敏(OIH)是一种矛盾的现象,在这种现象中,暴露于阿片类物质会增加对疼痛刺激的敏感性。目前,已经使用了几种药物来预防OIH。我们设计了这项研究,以解决氯胺酮、利多卡因和抗坏血酸在大鼠围手术期阿片类药物诱导的痛觉过敏临床前模型中的先发制人治疗效果。方法:为了在术后疼痛模型中复制OIH,大鼠接受连续剂量的芬太尼皮下注射,并在爪子上切开。为了预防OIH,在芬太尼治疗前给予氯胺酮、利多卡因和抗坏血酸。冯-弗雷试验和热板试验分别用于评估机械性超敏和热痛觉过敏,随访时间为术后1小时至7天。在我们的实验条件下,使用脊髓神经末梢(突触体)来评估谷氨酸的释放。结果:连续注射芬太尼增加了术后疼痛,表现为切口后48小时热痛觉过敏和异常性疼痛增加。氯胺酮、利多卡因和氯胺酮+利多卡因的组合能够预防热痛觉过敏,但不能预防机械性超敏。抗坏血酸不能阻止芬太尼引起的痛觉过敏。我们发现脊髓谷氨酸释放与药物治疗之间没有相关性。结论:芬太尼在术后疼痛模型中诱导了持续数天的痛觉过敏效应。氯胺酮和利多卡因对大鼠的痛觉过敏作用没有完全抑制。谷氨酸释放增加不是芬太尼引起痛觉过敏的主要分子机制。
{"title":"Preclinical study in a postoperative pain model to investigate the action of ketamine, lidocaine, and ascorbic acid in reversing fentanyl-induced, non-glutamate-dependent hyperalgesia.","authors":"Marina Ayres Delgado,&nbsp;Luana Assis Ferreira,&nbsp;Bianka Jaciara Dos Santos Gomes,&nbsp;Isis Katarine Orlandi Leite,&nbsp;Marcus Vinícius Gomez,&nbsp;Célio Castro-Junior","doi":"10.1097/PR9.0000000000001062","DOIUrl":"https://doi.org/10.1097/PR9.0000000000001062","url":null,"abstract":"<p><strong>Introduction: </strong>Opioid-induced hyperalgesia (OIH) is a paradoxical phenomenon in which exposure to opioids can increase sensitivity to painful stimuli. Currently, several drugs have been used in an attempt to prevent OIH. We design this study to address the effect of preemptive treatment with ketamine, lidocaine, and ascorbic acid in a rat preclinical model of perioperative opioid-induced hyperalgesia.</p><p><strong>Methods: </strong>To reproduce OIH in a model of postoperative pain, rats received successive doses of fentanyl subcutaneously and underwent an incision in the paw. In an attempt to prevent OIH, ketamine, lidocaine, and ascorbic acid were administered before treatment with fentanyl. The von Frey test and the hot-plate test were used to evaluate mechanical allodynia and thermal hyperalgesia, respectively, with a follow-up period from 1 hour up to 7 days after surgery. Spinal cord nerve terminals (synaptosomes) were used to assess glutamate release under our experimental conditions.</p><p><strong>Results: </strong>Consecutive fentanyl injections increased the postoperative pain as indicated by increased thermal hyperalgesia and allodynia 48 hours after incision. Ketamine, lidocaine, and the combination of ketamine + lidocaine were able to prevent thermal hyperalgesia but not mechanical allodynia. Ascorbic acid did not prevent the hyperalgesia induced by fentanyl. We found no correlation between spinal glutamate release and the pharmacological treatments.</p><p><strong>Conclusion: </strong>Fentanyl induced a hyperalgesic effect that last few days in a postoperative model of pain. Hyperalgesic effect was not totally inhibited by ketamine and lidocaine in rats. Increased glutamate release was not the main molecular mechanism of fentanyl-induced hyperalgesia.</p>","PeriodicalId":52189,"journal":{"name":"Pain Reports","volume":"8 2","pages":"e1062"},"PeriodicalIF":4.8,"publicationDate":"2023-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10508464/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41154994","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Personalizing digital pain management with adapted machine learning approach. 采用自适应的机器学习方法进行个性化数字疼痛管理。
IF 4.8 Q2 NEUROSCIENCES Pub Date : 2023-02-13 eCollection Date: 2023-03-01 DOI: 10.1097/PR9.0000000000001065
Yifat Fundoiano-Hershcovitz, Keren Pollak, Pavel Goldstein

Introduction: Digital therapeutics (DT) emerged and has been expanding rapidly for pain management. However, the efficacy of such approaches demonstrates substantial heterogeneity. Machine learning (ML) approaches provide a great opportunity for personalizing the efficacy of DT. However, the ML model accuracy is mainly associated with reduced clinical interpretability. Moreover, classical ML models are not adapted for the longitudinal nature of the DT follow-up data, which may also include nonlinear fluctuations.

Objectives: This study presents an analytical framework for personalized pain management using piecewise mixed-effects model trees, considering the data dependencies, nonlinear trajectories, and boosting model interpretability.

Methods: We demonstrated the implementation of the model with posture biofeedback training data of 3610 users collected during 8 weeks. The users reported their pain levels and posture quality. We developed personalized models for nonlinear time-related fluctuations of pain levels, posture quality, and weekly training duration using age, gender, and body mass index as potential moderating factors.

Results: Pain levels and posture quality demonstrated strong improvement during the first 3 weeks of the training, followed by a sustained pattern. The age of the users moderated the time fluctuations in pain levels, whereas age and gender interactively moderated the trajectories in the posture quality. Train duration increased during the first 3 weeks only for older users, whereas all the users decreased the training duration during the next 5 weeks.

Conclusions: This analytical framework offers an opportunity for investigating the personalized efficacy of digital therapeutics for pain management, taking into account users' characteristics and boosting interpretability and can benefit from including more users' characteristics.

引言:数字疗法(DT)在疼痛管理方面出现并迅速扩展。然而,这些方法的效果显示出很大的异质性。机器学习(ML)方法为个性化DT的功效提供了一个很好的机会。然而,ML模型的准确性主要与临床可解释性的降低有关。此外,经典的ML模型不适用于DT后续数据的纵向性质,这也可能包括非线性波动。目的:本研究使用分段混合效应模型树,考虑数据相关性、非线性轨迹和增强模型可解释性,提出了一个个性化疼痛管理的分析框架。方法:我们用8周内收集的3610名用户的姿势生物反馈训练数据演示了该模型的实施。用户报告了他们的疼痛程度和姿势质量。我们使用年龄、性别和体重指数作为潜在的调节因素,开发了疼痛水平、姿势质量和每周训练持续时间的非线性时间相关波动的个性化模型。结果:在训练的前3周,疼痛程度和姿势质量得到了显著改善,随后出现了持续的模式。使用者的年龄调节了疼痛水平的时间波动,而年龄和性别交互调节了姿势质量的轨迹。只有年龄较大的用户在前3周的训练持续时间增加,而所有用户在接下来的5周都减少了训练持续时间。结论:该分析框架为研究数字疗法在疼痛管理中的个性化疗效提供了机会,考虑了用户的特点,提高了可解释性,并可以从包含更多用户的特点中受益。
{"title":"Personalizing digital pain management with adapted machine learning approach.","authors":"Yifat Fundoiano-Hershcovitz,&nbsp;Keren Pollak,&nbsp;Pavel Goldstein","doi":"10.1097/PR9.0000000000001065","DOIUrl":"https://doi.org/10.1097/PR9.0000000000001065","url":null,"abstract":"<p><strong>Introduction: </strong>Digital therapeutics (DT) emerged and has been expanding rapidly for pain management. However, the efficacy of such approaches demonstrates substantial heterogeneity. Machine learning (ML) approaches provide a great opportunity for personalizing the efficacy of DT. However, the ML model accuracy is mainly associated with reduced clinical interpretability. Moreover, classical ML models are not adapted for the longitudinal nature of the DT follow-up data, which may also include nonlinear fluctuations.</p><p><strong>Objectives: </strong>This study presents an analytical framework for personalized pain management using piecewise mixed-effects model trees, considering the data dependencies, nonlinear trajectories, and boosting model interpretability.</p><p><strong>Methods: </strong>We demonstrated the implementation of the model with posture biofeedback training data of 3610 users collected during 8 weeks. The users reported their pain levels and posture quality. We developed personalized models for nonlinear time-related fluctuations of pain levels, posture quality, and weekly training duration using age, gender, and body mass index as potential moderating factors.</p><p><strong>Results: </strong>Pain levels and posture quality demonstrated strong improvement during the first 3 weeks of the training, followed by a sustained pattern. The age of the users moderated the time fluctuations in pain levels, whereas age and gender interactively moderated the trajectories in the posture quality. Train duration increased during the first 3 weeks only for older users, whereas all the users decreased the training duration during the next 5 weeks.</p><p><strong>Conclusions: </strong>This analytical framework offers an opportunity for investigating the personalized efficacy of digital therapeutics for pain management, taking into account users' characteristics and boosting interpretability and can benefit from including more users' characteristics.</p>","PeriodicalId":52189,"journal":{"name":"Pain Reports","volume":"8 2","pages":"e1065"},"PeriodicalIF":4.8,"publicationDate":"2023-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10508370/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41159156","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
期刊
Pain Reports
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1