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Enhancing Patient Safety in Opioid Prescribing: A Systematic Review of Potential Indicators 加强阿片类药物处方中的患者安全:潜在指标系统回顾
Pub Date : 2023-12-09 DOI: 10.1101/2023.12.07.23299686
Neetu Bansal, Wael Y. Khawagi, Nan Shang, Li-Chia Chen
Background This systematic review aimed to identify a comprehensive list of prescribing safety indicators for opioids in any setting from published literature.
背景 本系统综述旨在从已发表的文献中找出一份全面的阿片类药物处方安全指标清单。
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引用次数: 0
Artificial Intelligence and Machine Learning in Cancer Related Pain: A Systematic Review 人工智能和机器学习在癌症相关疼痛中的应用:系统综述
Pub Date : 2023-12-08 DOI: 10.1101/2023.12.06.23299610
Vivian Salama, Brandon Godinich, Yimin Geng, Laia Humbert-Vidan, Laura Maule, Kareem A. Wahid, Mohamed A. Naser, Renjie He, Abdallah S. R. Mohamed, Clifton D. Fuller, Amy C. Moreno
Background/objective: Pain is a challenging multifaceted symptom reported by most cancer patients, resulting in a substantial burden on both patients and healthcare systems. This systematic review aims to explore applications of artificial intelligence/machine learning (AI/ML) in predicting pain-related outcomes and supporting decision-making processes in pain management in cancer. Methods: A comprehensive search of Ovid MEDLINE, EMBASE and Web of Science databases was conducted using terms including Cancer, Pain, Pain Management, Analgesics, Opioids, Artificial Intelligence, Machine Learning, Deep Learning, and Neural Networks, published up to September 7, 2023. The screening process was performed using the Covidence screening tool. Only original studies conducted in human cohorts were included. AI/ML models, their validation and performance and adherence to TRIPOD guidelines were summarized from the final included studies.Results: This systematic review included 44 studies from 2006-2023. Most studies were prospective and uni-institutional. There was an increase in the trend of AI/ML studies in cancer pain in the last 4 years. Nineteen studies used AI/ML for classifying cancer patients pain development after cancer therapy, with median AUC 0.80 (range 0.76-0.94). Eighteen studies focused on cancer pain research with median AUC 0.86 (range 0.50-0.99), and 7 focused on applying AI/ML for cancer pain management decisions with median AUC 0.71 (range 0.47-0.89). Multiple ML models were investigated with. median AUC across all models in all studies (0.77). Random forest models demonstrated the highest performance (median AUC 0.81), lasso models had the highest median sensitivity (1), while Support Vector Machine had the highest median specificity (0.74). Overall adherence of included studies to TRIPOD guidelines was 70.7%. Lack of external validation (14%) and clinical application (23%) of most included studies was detected. Reporting of model calibration was also missing in the majority of studies (5%).Conclusion:Implementation of various novel AI/ML tools promises significant advances in the classification, risk stratification, and management decisions for cancer pain. These advanced tools will integrate big health-related data for personalized pain management in cancer patients. Further research focusing on model calibration and rigorous external clinical validation in real healthcare settings is imperative for ensuring its practical and reliable application in clinical practice.
背景/目的:疼痛是大多数癌症患者都会出现的一种具有挑战性的多方面症状,给患者和医疗保健系统都造成了沉重的负担。本系统综述旨在探讨人工智能/机器学习(AI/ML)在预测疼痛相关结果和支持癌症疼痛管理决策过程中的应用。研究方法使用癌症、疼痛、疼痛管理、镇痛剂、阿片类药物、人工智能、机器学习、深度学习和神经网络等术语,对 Ovid MEDLINE、EMBASE 和 Web of Science 数据库中截至 2023 年 9 月 7 日发表的文章进行了全面检索。筛选过程使用 Covidence 筛选工具进行。只有在人类队列中进行的原创研究才被纳入。从最终纳入的研究中总结了人工智能/ML 模型、其验证和性能以及对 TRIPOD 指南的遵守情况:本系统综述纳入了 2006-2023 年间的 44 项研究。大多数研究为前瞻性研究,且为单机构研究。在过去 4 年中,关于癌痛的人工智能/ML 研究呈上升趋势。有 19 项研究使用 AI/ML 对癌症患者治疗后的疼痛发展进行分类,中位 AUC 为 0.80(范围为 0.76-0.94)。18 项研究侧重于癌症疼痛研究,中位 AUC 为 0.86(范围为 0.50-0.99),7 项研究侧重于将 AI/ML 应用于癌症疼痛管理决策,中位 AUC 为 0.71(范围为 0.47-0.89)。所有研究都对多个 ML 模型进行了调查,所有模型的中位 AUC 均为(0.77)。随机森林模型的性能最高(AUC 中位数为 0.81),套索模型的灵敏度中位数最高(1),而支持向量机的特异性中位数最高(0.74)。纳入研究对 TRIPOD 指南的总体遵守率为 70.7%。大多数纳入研究缺乏外部验证(14%)和临床应用(23%)。结论:各种新型人工智能/移动医疗工具的应用有望在癌痛的分类、风险分层和管理决策方面取得重大进展。这些先进的工具将整合与健康相关的大数据,对癌症患者进行个性化疼痛管理。为确保其在临床实践中的实际可靠应用,必须进一步开展研究,重点是在实际医疗环境中进行模型校准和严格的外部临床验证。
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引用次数: 0
Effectiveness of Implementation Interventions in Musculoskeletal Healthcare: A Systematic Review 肌肉骨骼保健实施干预措施的有效性:系统综述
Pub Date : 2023-11-30 DOI: 10.1101/2023.11.29.23299209
Peter Bech Hansen, Mikkel Bahnsen, Mikkel Sloth Nørgaard, Jette Frost Jepsen, Michael Skovdal Rathleff, Kristian Damgaard Lyng
Background Implementing new knowledge into clinical practice is a challenge, but nonetheless crucial to improve our healthcare system related to the management of musculoskeletal pain. This systematic review aimed to assess the effectiveness of implementation interventions within musculoskeletal healthcare.
背景:将新知识应用到临床实践中是一个挑战,但对于改善我们与肌肉骨骼疼痛管理相关的医疗保健系统至关重要。本系统综述旨在评估在肌肉骨骼保健中实施干预措施的有效性。
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引用次数: 0
Localized and Widespread Chronic Pain in Sexual and Gender Minority People – An Analysis of The PRIDE Study 性和性别少数人群局部和广泛的慢性疼痛- PRIDE研究的分析
Pub Date : 2023-11-28 DOI: 10.1101/2023.11.27.23299101
Andrea L. Chadwick, Nadra E. Lisha, Micah E. Lubensky, Zubin Dastur, Mitchell R. Lunn, Juno Obedin-Maliver, Annesa Flentje
Sex-related differences (without taking gender into account) in chronic pain have been widely researched over the past few decades in predominantly cisgender (persons whose gender corresponds to their sex assigned at birth) and heterosexual populations. Historically, chronic pain conditions have a higher incidence and prevalence in cisgender women, including but not limited to fibromyalgia, irritable bowel syndrome, and migraine. The goal of the present study was to identify and characterize the presence and characteristics of chronic pain in SM and GM persons using data from The PRIDE Study, which is the first large-scale, long-term national cohort health study of people who identify as lesbian, gay, bisexual, transgender, queer (LGBTQ+), or as another sexual or gender minority person. A total of 6189 adult participants completed The PRIDE Study’s 2022 Annual Questionnaire at the time of data analysis. A total of 2462 (45.6%) participants reported no chronic pain, leaving 2935 (54.6%) participants who reported experiencing chronic pain. The findings from this study highlight that chronic pain is present to a significant degree in sexual and gender minority (SGM) adults who participated in The PRIDE Study with chronic spine pain (cervical, thoracic, and lumbar) being the most common location/region of pain. Notably, more than one-third of non-binary persons, transgender men, and people who selected another gender experienced chronic widespread pain, defined by having 3 or more total regions of chronic pain. The lowest prevalence of chronic widespread pain was among transgender women and cisgender men. When considering sexual orientation, the highest prevalence of widespread pain was in participants who selected another sexual orientation, followed by queer and asexual/demisexual/gray-ace, with the lowest prevalence of chronic widespread pain being in those who identify as straight/heterosexual, bisexual/pansexual, and gay/lesbian. Future studies are planned to elucidate how a variety of biopsychosocial mechanisms may influence chronic pain in SGM persons.
在过去的几十年里,人们对慢性疼痛的性别相关差异(不考虑性别)进行了广泛的研究,研究对象主要是顺性人群(性别与出生时的生理性别相符的人)和异性恋人群。历史上,慢性疼痛在顺性女性中有较高的发病率和患病率,包括但不限于纤维肌痛、肠易激综合征和偏头痛。本研究的目的是利用PRIDE研究的数据来识别和描述SM和GM人群中慢性疼痛的存在和特征,PRIDE研究是第一个大规模的、长期的全国性队列健康研究,研究对象是女同性恋、男同性恋、双性恋、变性人、酷儿(LGBTQ+)或其他性取向或性别少数群体。在数据分析时,共有6189名成年参与者完成了PRIDE研究的2022年年度问卷调查。共有2462名(45.6%)参与者报告没有慢性疼痛,剩下2935名(54.6%)参与者报告有慢性疼痛。这项研究的结果强调了慢性疼痛在参加PRIDE研究的性少数和性别少数(SGM)成年人中存在的显著程度,慢性脊柱疼痛(颈椎、胸椎和腰椎)是最常见的疼痛部位/区域。值得注意的是,超过三分之一的非二元性人、跨性别男性和选择其他性别的人经历了慢性广泛性疼痛,定义为有3个或更多的慢性疼痛区域。慢性广泛性疼痛患病率最低的是跨性别女性和顺性别男性。当考虑到性取向时,广泛疼痛的患病率最高的是选择另一种性取向的参与者,其次是酷儿和无性恋/半性恋/灰色ace,慢性广泛疼痛的患病率最低的是那些自认为是直/异性恋、双性恋/泛性恋和同性恋者。未来的研究计划阐明各种生物心理社会机制如何影响SGM患者的慢性疼痛。
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引用次数: 0
How side effects can improve treatment efficacy: a randomized trial 副作用如何提高治疗效果:一项随机试验
Pub Date : 2023-11-22 DOI: 10.1101/2023.11.22.23298877
Lieven A. Schenk, Tahmine Fadai, Christian Büchel
While treatment side effects may adversely impact patients, they could also potentially function as indicators for effective treatment. In this study, we investigated whether and how side effects can trigger positive treatment expectations and enhance treatment outcomes.
虽然治疗副作用可能对患者产生不利影响,但它们也可能作为有效治疗的潜在指标。在这项研究中,我们调查了副作用是否以及如何引发积极的治疗预期并提高治疗效果。
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引用次数: 0
Exploring the thermally-controlled fentanyl transdermal therapy to provide constant drug delivery by physics-based digital twins 探索热控芬太尼透皮疗法,通过基于物理的数字双胞胎提供持续的药物输送
Pub Date : 2023-11-20 DOI: 10.1101/2023.11.20.23298752
Flora Bahrami, Agnes Psikuta, René Michel Rossi, Alex Dommann, Thijs Defraeye
Transdermal drug delivery is suitable for low-molecular-weight drugs with specific lipophilicity, like fentanyl, which is widely used for cancer-induced pain management. However, fentanyl’s transdermal therapy displays high intra-individual variability. Factors like skin characteristics at application sites and ambient temperature contribute to this variation. In this study, we developed a physics-based digital twin of the human body to cope with this variability and propose better adapted setups. This twin includes an in-silico skin model for drug penetration, a pharmacokinetic model, and a pharmacodynamic model. Based on the results of our simulations, applying the patch on the flank (side abdominal area) showed a 15.3% higher maximum fentanyl concentration in the plasma than on the chest. Additionally, the time to reach this maximum concentration when delivered through the flank was 19.8 h, which was 10.3 h earlier than via the upper arm. Finally, this variation led to an 18% lower minimum pain intensity for delivery via the flank than the chest. Moreover, the impact of seasonal changes on ambient temperature and skin temperature by considering the activity level was investigated. Based on our result, the fentanyl uptake flux by capillaries increased by up to 11.8% from an inactive state in winter to an active state in summer. We also evaluated the effect of controlling fentanyl delivery by adjusting the temperature of the patch to alleviate the pain to reach a mild pain intensity (rated three on the VAS scale). By implementing this strategy, the average pain intensity decreased by 1.1 points, and the standard deviation for fentanyl concentration in plasma and average pain intensity reduced by 37.5% and 33.3%, respectively. Therefore, our digital twin demonstrated the efficacy of controlled drug release through temperature regulation, ensuring the therapy toward the intended target outcome and reducing therapy out-come variability. This holds promise as a potentially useful tool for physicians.
经皮给药适用于具有特定亲脂性的低分子量药物,如芬太尼,芬太尼广泛用于癌症引起的疼痛管理。然而,芬太尼的透皮治疗显示出高度的个体差异性。诸如涂抹部位的皮肤特征和环境温度等因素会导致这种变化。在这项研究中,我们开发了一个基于物理的人体数字双胞胎来应对这种可变性,并提出了更好的适应性设置。这对双胞胎包括一个用于药物渗透的硅皮肤模型,一个药代动力学模型和一个药效学模型。根据我们的模拟结果,将贴片贴在腹部侧面,血浆中芬太尼的最大浓度比贴在胸部高15.3%。此外,通过侧腹输送时达到最大浓度的时间为19.8小时,比通过上臂输送早10.3小时。最后,这种差异导致经侧腹分娩的最小疼痛强度比经胸部分娩低18%。此外,考虑活动水平,研究季节变化对环境温度和皮肤温度的影响。根据我们的研究结果,芬太尼的毛细血管吸收通量从冬季的不活跃状态增加到夏季的活跃状态,增加了11.8%。我们还评估了通过调节贴片的温度来控制芬太尼释放的效果,以减轻疼痛,达到轻度疼痛强度(VAS评分为3级)。实施该策略后,患者的平均疼痛强度降低了1.1分,血浆中芬太尼浓度和平均疼痛强度的标准差分别降低了37.5%和33.3%。因此,我们的数字双胞胎证明了通过温度调节控制药物释放的有效性,确保了治疗达到预期的目标结果,并减少了治疗结果的可变性。这有望成为医生潜在的有用工具。
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引用次数: 0
Real-world study of intranasal ketamine for use in patients with refractory chronic migraine 鼻内氯胺酮用于难治性慢性偏头痛患者的实际研究
Pub Date : 2022-11-22 DOI: 10.1101/2022.11.20.22282558
Hsiangkuo Yuan, Aniket Natekar, Jade Park, Clinton Lauritsen, Eugene Viscusi, Michael Marmura
Subanesthetic ketamine infusion has been used for managing refractory headache in inpatient or outpatient infusion settings. Intranasal (IN) ketamine may be an alternative option for outpatient care.We performed a retrospective study at a single tertiary headache center to assess the clinical effectiveness and tolerability of IN ketamine in patients with refractory chronic migraine (rCM). Candidates who received IN ketamine between January 2019 and February 2020 were screened through an electronic medical record query. Manual chart reviews and structured phone interviews were conducted upon obtaining informed consent. Among 242 subjects screened, 169 (age 44.3 ± 13.8; female 79.9%) were interviewed. They reported 25.0 ± 8.7 monthly headache days and tried 6.9 ± 3.1 preventive medications. Overall, they used roughly 7.8 ± 7.0 sprays (ie., 78 mg) per day and 11.6 ± 8.9 days per month. Intranasal ketamine was reported as "very effective" in 49.1% and quality of life (QOL) was considered "much better" in 35.5%. However, 74.0% reported at least one adverse event (AE). In this retrospective study, IN ketamine can serve as an acute treatment for rCM by reducing headache intensity and improving QOL with relatively tolerable AEs. Most patients found IN ketamine effective and continued to use it despite these AEs. The study is limited by its single-center design and selection/recall biases. Well-designed prospective placebo-controlled trials are necessary to demonstrate the efficacy and safety of IN ketamine in patients with migraine.
亚麻醉氯胺酮输注已用于管理顽固性头痛在住院或门诊输液设置。鼻内氯胺酮(IN)可能是门诊治疗的另一种选择。我们在单一三级头痛中心进行了一项回顾性研究,以评估IN氯胺酮对难治性慢性偏头痛(rCM)患者的临床疗效和耐受性。在2019年1月至2020年2月期间接受氯胺酮治疗的候选人通过电子病历查询进行筛选。在获得知情同意后,进行了手工图表审查和结构化电话访谈。242例受试者中,169例(年龄44.3±13.8;女性79.9%)。患者每月头痛天数为25.0±8.7天,服用预防药物6.9±3.1天。总的来说,他们使用了大约7.8±7.0个喷雾剂(即。(78毫克)/天,每月11.6±8.9天。49.1%的人认为鼻内氯胺酮“非常有效”,35.5%的人认为生活质量“好得多”。然而,74.0%的患者报告了至少一次不良事件(AE)。在本回顾性研究中,In氯胺酮可作为rCM的急性治疗药物,降低头痛强度,改善生活质量,ae相对可耐受。大多数患者发现氯胺酮有效,并继续使用它,尽管这些不良事件。该研究受到单中心设计和选择/回忆偏差的限制。设计良好的前瞻性安慰剂对照试验是必要的,以证明氯胺酮对偏头痛患者的有效性和安全性。
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引用次数: 0
Intrathecal oxytocin for neuropathic pain: A randomized, controlled, cross-over trial 鞘内催产素治疗神经性疼痛:一项随机对照交叉试验
Pub Date : 2022-11-18 DOI: 10.1101/2022.11.16.22282417
James C. Eisenach, Regina S. Curry, Timothy T Houle
Objective: To investigate the effect of intrathecal oxytocin compared to placebo on pain and hypersensitivity in individuals with chronic neuropathic pain.Study design: Randomized, controlled, double-blind cross-over studySetting: Outpatient clinical research unit.Subjects: Individuals between ages of 18 and 70 years with neuropathic pain caudal to the umbilicus for at least 6 months.Methods: Individuals received two blinded intrathecal injections of either oxytocin or saline, separated by at least 7 days, and ongoing neuropathic pain (VAS: visual analog scale) and areas of hypersensitivity were measured at intervals for 4 hours. The primary outcome was VAS pain, analyzed by linear mixed effects model. Secondary outcomes were verbal pain intensity scores at intervals for 7 days and areas of hypersensitivity and elicited pain for 4 hr after injections.Results: The study was stopped early after completion of 5 of 40 subjects planned due to slow recruitment and funding limitations. Pain intensity prior to injection was 4.75 +/- 0.99 and modeled pain intensity decreased more after oxytocin than placebo to 1.61 +/- 0.87.and 2.49 +/- 0.87, respectively (p=0.003). Daily pain scores were lower in the week following injection of oxytocin than saline (2.53 +/- 0.89 vs 3.66 +/- 0.89; p=0.001). Hypersensitivity differed between oxytocin and placebo by small amounts in opposite directions depending on modality tested. There were no study drug related adverse effects.Discussion: Although limited by the small number of subjects studied, oxytocin reduced pain more than placebo in all subjects. Further study of spinal oxytocin in this population is warranted.
目的:探讨鞘内催产素与安慰剂对慢性神经性疼痛患者疼痛和超敏反应的影响。研究设计:随机、对照、双盲交叉研究设置:门诊临床研究单位。受试者:年龄在18岁到70岁之间,患有神经性疼痛,至少持续6个月。方法:受试者接受两次鞘内盲注射催产素或生理盐水,间隔至少7天,每隔4小时测量持续神经性疼痛(VAS:视觉模拟评分)和超敏区域。主要终点为VAS疼痛,采用线性混合效应模型进行分析。次要结果是每隔7天的口头疼痛强度评分和注射后4小时的过敏区域和引起的疼痛。结果:由于招募缓慢和资金限制,在计划的40名受试者中有5名完成后,研究提前停止。注射前疼痛强度为4.75 +/- 0.99,注射后疼痛强度下降幅度大于安慰剂,为1.61 +/- 0.87。和2.49 +/- 0.87 (p=0.003)。注射催产素后一周的每日疼痛评分低于生理盐水(2.53 +/- 0.89 vs 3.66 +/- 0.89;p = 0.001)。根据测试的方式,催产素和安慰剂之间的过敏反应在相反的方向上有少量的不同。没有研究药物相关的不良反应。讨论:虽然研究对象数量有限,但在所有受试者中,催产素比安慰剂更能减轻疼痛。脊髓后叶催产素在这一人群中的进一步研究是必要的。
{"title":"Intrathecal oxytocin for neuropathic pain: A randomized, controlled, cross-over trial","authors":"James C. Eisenach, Regina S. Curry, Timothy T Houle","doi":"10.1101/2022.11.16.22282417","DOIUrl":"https://doi.org/10.1101/2022.11.16.22282417","url":null,"abstract":"Objective: To investigate the effect of intrathecal oxytocin compared to placebo on pain and hypersensitivity in individuals with chronic neuropathic pain.\u0000Study design: Randomized, controlled, double-blind cross-over study\u0000Setting: Outpatient clinical research unit.\u0000Subjects: Individuals between ages of 18 and 70 years with neuropathic pain caudal to the umbilicus for at least 6 months.\u0000Methods: Individuals received two blinded intrathecal injections of either oxytocin or saline, separated by at least 7 days, and ongoing neuropathic pain (VAS: visual analog scale) and areas of hypersensitivity were measured at intervals for 4 hours. The primary outcome was VAS pain, analyzed by linear mixed effects model. Secondary outcomes were verbal pain intensity scores at intervals for 7 days and areas of hypersensitivity and elicited pain for 4 hr after injections.\u0000Results: The study was stopped early after completion of 5 of 40 subjects planned due to slow recruitment and funding limitations. Pain intensity prior to injection was 4.75 +/- 0.99 and modeled pain intensity decreased more after oxytocin than placebo to 1.61 +/- 0.87.and 2.49 +/- 0.87, respectively (p=0.003). Daily pain scores were lower in the week following injection of oxytocin than saline (2.53 +/- 0.89 vs 3.66 +/- 0.89; p=0.001). Hypersensitivity differed between oxytocin and placebo by small amounts in opposite directions depending on modality tested. There were no study drug related adverse effects.\u0000Discussion: Although limited by the small number of subjects studied, oxytocin reduced pain more than placebo in all subjects. Further study of spinal oxytocin in this population is warranted.","PeriodicalId":501393,"journal":{"name":"medRxiv - Pain Medicine","volume":"26 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138523380","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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medRxiv - Pain Medicine
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