underrepresented population

代表性不足的人口
  • 文章类型: Journal Article
    背景:在临床试验中通常代表性不足的肺癌个体中使用免疫检查点抑制剂(ICI)的数据有限。我们的目的是检查ICI访问权限,安全,以及使用真实世界数据在这些人群中的结果。
    方法:纳入2018年至2021年新开始接受ICIs治疗的肺癌患者。患者因素(年龄,性别,种族,保险,Charlson合并症指数(CCI),东部肿瘤协作组(ECOG)的表现状况,自身免疫性疾病(AD)的历史,治疗前3个月内感染,和脑转移)被收集和分组。通过累积发生率分析和卡方检验,检查了每个患者因素与ICI治疗开始时间(TTI)和免疫相关不良事件(irAE)的关联。分别。使用Log-rank测试和Cox模型来评估患者因素与总生存期(OS)的关联。
    结果:125名患者(中位年龄:70岁(50-88岁),68(54.4%)男性,9人(7.2%)有医疗补助/没有保险,44(35.2%)的ECOG≥2,101(80.8%)的CCI≥3,16(12.8%)的AD,14人(11.2%)有感染,26例(20.8%)发生脑转移。在新诊断的IV期患者中(N=62),患者因素没有发现TTI的差异.在12个月内发生了50次irAE,患者因素的irAE发生率没有差异。在晚期组(N=123)中,OS没有因患者因素而异,种族除外(p=0.045)。在多变量回归中,白人的OS比非白人低。(危险比=2.82[1.01-7.87],p=0.047)。
    结论:以前代表性较差的亚组显示ICI使用没有明显延迟,一般公差,和可比较的结果。这为ICI在临床和/或社会人口统计学上边缘化的人群中的使用增加了实际证据。
    BACKGROUND: The data on immune checkpoint inhibitors (ICI) use in lung cancer individuals generally underrepresented in clinical trials are limited. We aimed to examine the ICI access, safety, and outcome in these populations using real-world data.
    METHODS: Patients with lung cancer newly started on ICIs from 2018 to 2021 were included. Patient factors (age, sex, race, insurance, Charlson comorbidity index (CCI), Eastern Cooperative Oncology Group (ECOG) performance status, histories of autoimmune disease (AD), infection within 3 months before treatment, and brain metastasis) were collected and grouped. Associations of each patient factor with the time-to-treatment initiation (TTI) of ICIs and immune-related adverse events (irAEs) were examined via cumulative incidence analyses and Chi-squared tests, respectively. Log-rank tests and Cox models were used to assess association of patient factors with overall survival (OS).
    RESULTS: Of 125 patients (median age:70 years (50-88), 68 (54.4 %) males), 9 (7.2 %) had Medicaid/uninsured, 44 (35.2 %) had ECOG ≥ 2, 101 (80.8 %) had CCI ≥ 3, 16 (12.8 %) had ADs, 14 (11.2 %) had infections, and 26 (20.8 %) had brain metastases. In newly diagnosed stage IV patients (N = 62), no difference in TTI was found by patient factors. Fifty irAEs occurred within 12 months and no differences in irAEs occurrence by patient factors. In advanced-stage group (N = 123), OS did not differ by patient factors, except for race (p = 0.045). Whites showed an inferior OS than non-Whites in multivariable regression. (Hazards ratio = 2.82 [1.01-7.87], p = 0.047).
    CONCLUSIONS: Previously poorly represented subgroups were shown to have no significant delays in ICI use, general tolerance, and comparable outcomes. This adds practical evidence to ICI use in clinically and/or socio-demographically marginalized populations.
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  • 文章类型: Journal Article
    拉丁美洲人报告的自评健康状况(SRH)低于非西班牙裔白人。然而,在拉丁裔人群中,SRH与医学诊断的慢性病(MDCD)之间的关联仍未得到充分研究.这项研究评估了波多黎各主要拉丁裔成年人的一项SRH指标与MDCD状态之间的关系。
    波多黎各社会心理观察研究的参与者(30-75岁;n=965),Environmental,和慢性病趋势(前景)报告了SRH(优秀/非常好,不错,或公平/贫穷)和MDCD(从未与从未)。我们进行了多变量逻辑回归来评估SRH和MDCD之间的关联,根据关键的社会经济因素进行了调整,人口统计学,和行为混杂因素。
    27%的参与者报告了优异/非常好的SRH,39%好,和34%的公平/差。SRH正常/差(与优秀/非常好)的参与者更有可能报告疼痛性炎症的MDCD(比值比[OR]=4.95[95%CI,3.27-7.48]),肾病(4.64[2.16-9.97]),睡眠障碍(4.47[2.83-7.05]),偏头痛(4.07[2.52-6.58]),超重/肥胖(3.84[2.51-5.88]),抑郁症(3.61[2.28-5.74]),高血压(3.59[2.43-5.32]),高血糖(3.43[2.00-5.89]),心血管疾病(3.13[2.01-4.87]),焦虑(2.87[1.85-4.44]),关节炎(2.80[1.83-4.30]),糖尿病(2.46[1.57-3.83]),呼吸系统问题(2.45[1.59-3.79]),胃部问题(2.44[1.57-3.81]),眼病(2.42[1.44-4.06]),胆囊疾病(2.34[1.35-4.05]),肝病(2.26[1.38-3.70]),胃灼热(2.25[1.55-3.26]),高脂血症(2.10[1.44-3.06]),和甲状腺状况(2.04[1.30-3.21])。
    SRH可能反映了MDCD负担,并作为有效的筛选器,可以有效地识别需要临床服务的拉丁裔个人。这与波多黎各有关,在有限的情况下,慢性病发病率仍然很高,获得医疗保健的机会不同。
    UNASSIGNED: Latinos report lower self-rated health (SRH) than non-Hispanic White persons. However, the association between SRH and medically diagnosed chronic diseases (MDCDs) remains understudied in Latino populations. This study assessed the relationship between a single-item SRH indicator and MDCD status among predominantly Latino adults in Puerto Rico.
    UNASSIGNED: Participants (30-75 years; n=965) of the Puerto Rico Observational Study of Psychosocial, Environmental, and Chronic Disease Trends (PROSPECT) reported SRH (excellent/very good, good, or fair/poor) and MDCD (ever vs never). We performed multivariate logistic regressions to evaluate the association between SRH and MDCD, which adjusted for key socioeconomic, demographic, and behavioral confounders.
    UNASSIGNED: Twenty-seven percent of participants reported excellent/very good SRH, 39% good, and 34% fair/poor. Participants with fair/poor SRH (vs excellent/very good) were more likely to report MDCD for painful inflammation (odds ratio [OR]=4.95 [95% CI, 3.27-7.48]), kidney disease (4.64 [2.16-9.97]), sleep disorder (4.47 [2.83-7.05]), migraine headaches (4.07 [2.52-6.58]), overweight/obesity (3.84 [2.51-5.88]), depression (3.61 [2.28-5.74]), hypertension (3.59 [2.43-5.32]), high blood sugar (3.43 [2.00-5.89]), cardiovascular disease (3.13 [2.01-4.87]), anxiety (2.87 [1.85-4.44]), arthritis (2.80 [1.83-4.30]), diabetes (2.46 [1.57-3.83]), respiratory problems (2.45 [1.59-3.79]), stomach problems (2.44 [1.57-3.81]), eye disease (2.42 [1.44-4.06]), gallbladder disease (2.34 [1.35-4.05]), liver disease (2.26 [1.38-3.70]), heartburn (2.25 [1.55-3.26]), hyperlipidemia (2.10 [1.44-3.06]), and thyroid conditions (2.04 [1.30-3.21]).
    UNASSIGNED: SRH may reflect MDCD burden and serve as a valid screener to efficiently identify Latino individuals in high need of clinical services. This is relevant in Puerto Rico, where chronic disease rates remain high amid limited, disparate access to health care.
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  • 文章类型: Journal Article
    背景:eConsult是一种不断发展的远程皮肤病学工具,有可能解决健康差异。在大流行的背景下,远程皮肤病学的使用趋势仍在定义中,大流行后恢复,以及越来越多的非医师初级保健提供者。目标:目的是了解地理位置广阔的德克萨斯州异步皮肤病学eConsults的远程皮肤病学利用趋势。方法:这项多中心回顾性研究检查了eConsult工具,非营利性卫生系统,比较了2022年1月至2023年3月893次eConsult访视与27,189次当面皮肤科就诊的特征。结果:当比较通过eConsult与传统的当面访问看到的患者的人口统计学时,eConsults显示儿科患病率明显更高(22.5%vs.7.6%,p<0.001),西班牙裔/拉丁裔(20.5%vs.10.4%,p<0.001),非裔美国人(12.5%vs.6.9%,p<0.001),亚洲(4.6%与2.1%,p<0.001),和美洲印第安人(1.0%对0.5%,p=0.049)患者与亲自就诊相比。eConsult用户来自学士学位持有者比例较低的地区,家庭平均收入减少,以及医疗补助和Tricare用户的比例增加。医师(MD/DO)提交的eConsult病例比非医师提供者(NPP)多,与远程皮肤科医生有相当的诊断一致性,并且对当面皮肤科就诊的推荐率相似。结论:虽然这项研究的局限性在于它是在单一医疗保健系统中进行的描述性数据分析,具有有限的泛化性,eConsults承诺扩大服务不足群体的皮肤病学准入,尤其是儿童,来自代表性不足的背景的个人,以及医疗补助和Tricare成员。虽然由初级保健医师和NPP发起的eConsults没有显著的诊断或转诊差异,应该继续研究这些不断变化的趋势。
    Background: An eConsult is a growing teledermatology tool that has the potential to address health disparities. Trends in teledermatology usage are still being defined in the context of the pandemic, postpandemic recovery, and a growing nonphysician primary care provider population. Objective: The aim was to understand teledermatology utilization trends for asynchronous dermatology eConsults in the geographically expansive state of Texas. Methods: This multicenter retrospective study examined the eConsult tool within a large, nonprofit health system, comparing characteristics of 893 eConsult visits with 27,189 in-person dermatology encounters from January 2022 to March 2023. Results: When comparing the demographics of patients seen through eConsult versus traditional in-person visits, eConsults demonstrated a significantly higher prevalence of pediatric (22.5% vs. 7.6%, p < 0.001), Hispanic/Latino (20.5% vs. 10.4%, p < 0.001), African American (12.5% vs. 6.9%, p < 0.001), Asian (4.6% vs. 2.1%, p < 0.001), and American Indian (1.0% vs. 0.5%, p = 0.049) patients compared with in-person visits. eConsult users came from areas with a lower percentage of bachelor\'s degree holders, reduced average household income, and an increased proportion of Medicaid and Tricare users. Physicians (MD/DO) submitted more eConsult cases than nonphysician providers (NPPs), with comparable diagnostic agreement with teledermatologists and similar recommendation rates for in-person dermatology visits. Conclusions: While the limitation of this study was that it was a descriptive data analysis in a single health care system with limited generalizability, eConsults hold promise to broaden dermatologic access for underserved groups, especially children, individuals from underrepresented backgrounds, and Medicaid and Tricare members. While no significant diagnostic or referral differences were seen for eConsults initiated by primary care physician and NPPs, these changing trends should continue to be examined.
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  • 文章类型: Journal Article
    肥厚型心肌病(HCM)是一种常见的遗传性心脏病,具有明显的临床和遗传异质性。研究中代表性不足的族裔群体可能具有独特的特征。我们试图评估俄罗斯HCM患者的临床和遗传前景。对193例患者(52%为男性;95%为东部斯拉夫血统;中位年龄56岁)进行了临床评估,包括基因检测,并前瞻性地记录结果。因此,48%患有阻塞性HCM,25%的家庭有HCM,21%无症状,68%有合并症。在2.8年的随访中,全因死亡率为2.86%/年。总共5.7%的人接受了植入式心脏复律除颤器(ICD),21%的患者接受了中隔缩小治疗。对176位先证者的测序分析在66位患者(38%)中鉴定出64位致病变异;复发变异为MYBPC3p.Q1233*(8),MYBPC3p.R346H(2),MYH7p.A729P(2),TPM1p.Q210R(3),和FLNCp.H1834Y(2);10个是多变异携带者(5.7%);5个患有非肌节HCM,ALPK3、TRIM63和FLNC。纤丝变异携带者对心力衰竭的预后较差(HR=7.9,p=0.007)。总之,在俄罗斯的HCM人口中,临床医师应注意ICD的低使用率和相对较高的死亡率;一些明显的复发变异被怀疑具有建立效应;对一些罕见变异的家庭研究丰富了HCM的全球知识.
    Hypertrophic cardiomyopathy (HCM) is a common inherited cardiac disorder characterized by marked clinical and genetic heterogeneity. Ethnic groups underrepresented in studies may have distinctive characteristics. We sought to evaluate the clinical and genetic landscape of Russian HCM patients. A total of 193 patients (52% male; 95% Eastern Slavic origin; median age 56 years) were clinically evaluated, including genetic testing, and prospectively followed to document outcomes. As a result, 48% had obstructive HCM, 25% had HCM in family, 21% were asymptomatic, and 68% had comorbidities. During 2.8 years of follow-up, the all-cause mortality rate was 2.86%/year. A total of 5.7% received an implantable cardioverter-defibrillator (ICD), and 21% had septal reduction therapy. A sequencing analysis of 176 probands identified 64 causative variants in 66 patients (38%); recurrent variants were MYBPC3 p.Q1233* (8), MYBPC3 p.R346H (2), MYH7 p.A729P (2), TPM1 p.Q210R (3), and FLNC p.H1834Y (2); 10 were multiple variant carriers (5.7%); 5 had non-sarcomeric HCM, ALPK3, TRIM63, and FLNC. Thin filament variant carriers had a worse prognosis for heart failure (HR = 7.9, p = 0.007). In conclusion, in the Russian HCM population, the low use of ICD and relatively high mortality should be noted by clinicians; some distinct recurrent variants are suspected to have a founder effect; and family studies on some rare variants enriched worldwide knowledge in HCM.
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  • 文章类型: Preprint
    基因组数据集缺乏多样性,目前偏向欧洲血统的个人,提出了开发包容性生物医学模型的挑战。这种数据的稀缺性在包括与电子健康记录相关的基因组数据的标记数据集中尤其明显。为了解决这个差距,本文介绍了PopGenAdapt,基因型到表型预测模型,采用最初为计算机视觉提出的半监督域适应(SSDA)技术。PopGenAdapt旨在利用来自欧洲血统个人的大量标记数据,以及来自当前代表性不足的人群的有限标记数据和大量未标记数据。该方法是在来自尼日利亚的代表性不足的人群中进行评估的,斯里兰卡,和夏威夷对几种疾病结果的预测。结果表明,与最先进的监督学习方法相比,这些人群的基因型到表型模型的性能有了显着改善,将SSDA设置为在生物医学研究中创建更具包容性的机器学习模型的有前途的策略。我们的代码可在https://github.com/AI-sandbox/PopGenAdapt上获得。
    The lack of diversity in genomic datasets, currently skewed towards individuals of European ancestry, presents a challenge in developing inclusive biomedical models. The scarcity of such data is particularly evident in labeled datasets that include genomic data linked to electronic health records. To address this gap, this paper presents PopGenAdapt, a genotype-to-phenotype prediction model which adopts semi-supervised domain adaptation (SSDA) techniques originally proposed for computer vision. PopGenAdapt is designed to leverage the substantial labeled data available from individuals of European ancestry, as well as the limited labeled and the larger amount of unlabeled data from currently underrepresented populations. The method is evaluated in underrepresented populations from Nigeria, Sri Lanka, and Hawaii for the prediction of several disease outcomes. The results suggest a significant improvement in the performance of genotype-to-phenotype models for these populations over state-of-the-art supervised learning methods, setting SSDA as a promising strategy for creating more inclusive machine learning models in biomedical research.
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  • 文章类型: Journal Article
    眼内压(IOP)是青光眼唯一可改变的危险因素,全球不可逆失明的主要原因。在这次审查中,我们总结了过去10年和2022年12月之前发表的IOP全基因组关联研究(GWASs)的发现.通过GWAS发现了超过190个与IOP相关的遗传基因座和候选基因,尽管这些研究大多是在欧洲和亚洲祖先的受试者中进行的。我们还讨论了如何将这些常见变异用于预测IOP和青光眼的多基因风险评分。并通过孟德尔随机化推断与其他性状和条件的因果关系。此外,我们总结了最近一项大规模全外显子组关联研究(ExWAS)的发现,该研究在40个新基因中发现了与IOP相关的罕见变异,其中六个是临床治疗的药物靶标或正在临床试验中进行评估。最后,我们讨论了未来IOP遗传研究的必要性,包括来自未研究人群的个体,包括拉丁美洲人和非洲人,为了充分表征IOP的遗传结构。
    Intraocular pressure (IOP) is the only modifiable risk factor for glaucoma, the leading cause of irreversible blindness worldwide. In this review, we summarize the findings of genome-wide association studies (GWASs) of IOP published in the past 10 years and prior to December 2022. Over 190 genetic loci and candidate genes associated with IOP have been uncovered through GWASs, although most of these studies were conducted in subjects of European and Asian ancestries. We also discuss how these common variants have been used to derive polygenic risk scores for predicting IOP and glaucoma, and to infer causal relationship with other traits and conditions through Mendelian randomization. Additionally, we summarize the findings from a recent large-scale exome-wide association study (ExWAS) that identified rare variants associated with IOP in 40 novel genes, six of which are drug targets for clinical treatment or are being evaluated in clinical trials. Finally, we discuss the need for future genetic studies of IOP to include individuals from understudied populations, including Latinos and Africans, in order to fully characterize the genetic architecture of IOP.
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  • 文章类型: Journal Article
    医疗保健专业是一个定义松散但研究越来越多的概念。在遗传咨询中,“专业发展”对入门级遗传咨询师的期望在“遗传咨询师基于实践的能力”中进行了描述,“但是遗传咨询学生中“专业”的教学和评估相对未被探索。这项研究调查了项目领导者和临床主管对遗传咨询研究生所表现出的专业精神的看法,以了解他们相关的优势和失误。美国和加拿大遗传咨询认证委员会(ACGC)认可的遗传咨询研究生课程的项目领导和临床主管成员接受了关于他们对2017-2019年遗传咨询学生关于四个专业行为领域的观察的调查:诚信,责任/尽责,团队合作,和病人护理,与为每个域提供的每个行为的Merriam-Webster定义。与会者还提供了开放式文字说明。描述性结果显示,263名参与者发现这些职业行为的所有方面都是必不可少的。患者护理具有最高的重要性,并且是在遗传咨询学生中观察到的最有优势的领域。职业行为的失败被确定为自我意识,时间管理,和彻底。自由回应指出,ACGC关于职业行为的教育建议或策略可能会改善遗传咨询学生的职业行为,反过来,遗传咨询师参与者表示,在遗传咨询学生和遗传咨询师对职业行为的期望中,考虑不同的专业和文化背景的重要性,因此遗传咨询中的“专业性”不是通过白色镜头来定义的。进一步调查遗传咨询学生在研究生培训期间面临的职业行为挑战以及有关这些行为的教育策略,将有助于遗传咨询师培训的发展和改进。鉴于这个话题的敏感性,这个讨论的部分可能会引发一些读者。
    Professionalism in health care is a loosely defined but increasingly studied concept. In genetic counseling, \"professional development\" expectations for entry-level genetic counselors are described in the \"Practice-Based Competencies for Genetic Counselors,\" but the teaching and evaluation of \"professionalism\" among genetic counseling students is relatively unexplored. This study investigated program leaders\' and clinical supervisors\' perceptions of professionalism demonstrated by genetic counseling graduate students to learn about their associated strengths and lapses. Members of program leadership and clinical supervisors at Accreditation Council for Genetic Counseling (ACGC) accredited genetic counseling graduate programs in the United States and Canada were surveyed regarding their observations of genetic counseling students for the years 2017-2019 regarding four domains of professional behavior: integrity, accountability/conscientiousness, teamwork, and patient care, with the Merriam-Webster definition of each behavior provided for each domain. Participants also provided open-text descriptions. Descriptive results showed that the 263 participants found all facets of these professional behaviors to be essential. Patient care had the highest importance and was the domain with the most strengths observed among genetic counseling students. Lapses in professional behavior were identified for self-awareness, time management, and thoroughness. Free responses noted that suggestions or strategies for education about professional behavior from ACGC may improve the professional behavior of genetic counseling students and in turn, genetic counselors. Participants voiced the importance of consideration of diverse professional and cultural backgrounds in setting the expectations for professional behavior among genetic counseling students and genetic counselors so that \"professionalism\" in genetic counseling is not defined through a White lens. Further investigation into challenges that genetic counseling students face regarding professional behavior during their graduate training and strategies for education about these behaviors will aid in the growth and improvement of the training of genetic counselors. Given the sensitive nature of this topic, portions of this discussion may be triggering for some readers.
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  • 文章类型: Journal Article
    在用于预测建模的数据收集中,某些群体代表性不足,基于性别,种族/民族,或年龄,可能会对这些群体产生不太准确的预测。最近,预测的公平性问题引起了极大的关注,随着数据驱动的模型越来越多地用于执行关键的决策任务。在机器学习文献中实现公平性的现有方法通常以鼓励所有组的公平预测性能的方式构建单个预测模型。这些方法有两个主要限制:(i)公平性通常是通过损害某些组的准确性来实现的;(ii)不同组之间的因变量和自变量之间的基本关系可能不相同。我们提出了一种用于二元结果的逻辑回归模型的联合公平性模型(JFM)方法,该方法使用联合建模目标函数来估计特定于组的分类器,该目标函数结合了用于预测的公平性标准。我们引入了一种加速平滑近端梯度算法来求解凸目标函数,并给出了JFM估计的关键渐近性质。通过模拟,我们证明了JFM在实现良好的预测性能和跨组奇偶校验方面的有效性,与单一公平模型相比,组分离模型,和团体无知模式,特别是当少数群体的样本量较小时。最后,我们在一个真实的例子中证明了JFM方法的实用性,以获得被诊断为2019年冠状病毒病(COVID-19)的代表性不足的老年患者的公平风险预测.
    In data collection for predictive modeling, underrepresentation of certain groups, based on gender, race/ethnicity, or age, may yield less accurate predictions for these groups. Recently, this issue of fairness in predictions has attracted significant attention, as data-driven models are increasingly utilized to perform crucial decision-making tasks. Existing methods to achieve fairness in the machine learning literature typically build a single prediction model in a manner that encourages fair prediction performance for all groups. These approaches have two major limitations: (i) fairness is often achieved by compromising accuracy for some groups; (ii) the underlying relationship between dependent and independent variables may not be the same across groups. We propose a joint fairness model (JFM) approach for logistic regression models for binary outcomes that estimates group-specific classifiers using a joint modeling objective function that incorporates fairness criteria for prediction. We introduce an accelerated smoothing proximal gradient algorithm to solve the convex objective function, and present the key asymptotic properties of the JFM estimates. Through simulations, we demonstrate the efficacy of the JFM in achieving good prediction performance and across-group parity, in comparison with the single fairness model, group-separate model, and group-ignorant model, especially when the minority group\'s sample size is small. Finally, we demonstrate the utility of the JFM method in a real-world example to obtain fair risk predictions for underrepresented older patients diagnosed with coronavirus disease 2019 (COVID-19).
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  • 文章类型: Journal Article
    背景:纤维肌痛是一种复杂的疼痛状况,主要影响女性。鉴于这种疾病缺乏了解,患者报告对药物的依从性差和对医疗服务的不信任。本研究旨在描述纤维肌痛患者对RCT的招募特征和非依从性相关因素。
    方法:我们对正在进行的RCT数据进行了回顾性纵向分析。我们调查了招募的受试者的特征,同意,并随机化。使用生存分析技术研究了依从性,及其相关因素采用Cox比例风险回归模型进行识别。
    结果:联系了524名受试者,269人符合条件,61名同意和40名受试者被随机分配。38%的人不遵守该协议,访问次数的中位数为5次。招聘调查报告称,90%的人可能会参加RCT,52%以前曾参与过,19%的医生知道RCT。一些障碍与研究者有关(工作人员的友善和接受他们参与试验的结果)和中心有关(隐私保密问题和机构的声誉),在坚持和不坚持的参与者之间没有差异。我们报告了非依从性的重要因素为5分或更多的VAS焦虑(5.3HR,p=0.01),身体质量指数(BMI)(0.91HR,p=0.041)和生活质量(QoL)-个人发展子域(0.89HR,p=0.046)。
    结论:纤维肌痛患者的招募和依从性是一个挑战;然而,他们似乎渴望参加RCT。我们建议创建一个舒适的,友好和信任的环境,以提高招聘率。更高的焦虑,较低的BMI和较低的生活质量与较高的流失率相关.
    BACKGROUND: Fibromyalgia is a complex pain condition that affects mostly women. Given the disease\'s lack of understanding, patients report poor adherence to medication and mistrust of medical services. This study aims to describe the recruitment characteristics and non-adherence associated factors of fibromyalgia patients to an RCT.
    METHODS: We performed a retrospective longitudinal analysis with data from our ongoing RCT. We investigated characteristics of subjects recruited, consented, and randomized. Adherence was studied using survival analysis techniques, and its associated factors were identified using Cox proportional hazards regression model.
    RESULTS: 524 subjects were contacted, 269 were eligible, 61 consented and 40 subjects were randomized. Thirty-eight percent were non-adherent to the protocol with a median of visits of five. The recruitment survey reported that 90% would likely participate in RCTs, 52% had previous participation, and 19% were aware of RCTs by their physicians. Some barriers were investigator-related (staff\'s friendliness and receiving the results of their trial participation) and center-related (privacy-confidentiality issues and the institution\'s reputation), without difference between adherent and non-adherent participants. We report significant factors for non-adherence as VAS anxiety score of 5 or more (5.3 HR, p = 0.01), Body Mass Index (BMI) (0.91 HR, p = 0.041) and Quality of Life (QoL) - Personal development subdomain (0.89 HR, p = 0.046).
    CONCLUSIONS: Recruitment and adherence of fibromyalgia patients is a challenge; however, they seem eager to participate in RCTs. We recommend creating a comfortable, friendly and trusting environment to increase the recruitment rate. Higher anxiety, lower BMI and lower quality of life were associated with a higher attrition rate.
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  • 文章类型: Journal Article
    需要在纤维肌痛中进行有力的随机临床试验。然而,招聘面临的挑战。这项研究旨在描述和评估障碍和促进者的感知以及参与代表性不足和非代表性不足的纤维肌痛患者的相关因素。
    我们在2020年4月7日至7月3日期间,通过REDCap(研究电子数据捕获)针对纤维肌痛患者进行了一项在线调查,该调查仅限于美国。我们描述并比较了代表性不足和代表性不足的参与者之间的调查特征,我们采用logistic回归模型评估参与临床试验的相关因素.
    总共,481人完成了调查,其中包括168名代表性不足的纤维肌痛患者。只有(1)11.09%的人报告说以前参与过临床试验,并且明显的障碍与研究人员相关(缺乏研究人员的友好性和获得结果的机会)和中心相关(隐私和保密政策,和机构的声誉);(2)参与率和感知障碍和促进者在代表性不足和代表性不足的患者之间是相似的;并且与低收入正相关,年龄较高,和他们的医生对临床试验的认识;与研究者相关障碍的感知呈负相关;(4)对于代表性不足的人群,情感支持的存在。
    我们的研究结果表明参与率低,无论代表性不足的人口状况如何。策略,包括他们的医生作为联络人,以提高临床试验的意识,在这一人群中,还应考虑改善患者与研究人员的沟通。
    BACKGROUND: There is a need of well-powered randomized clinical trials in fibromyalgia. However, challenges for recruitment are presented. This study aims to describe and assess the perception of barriers and facilitators and the associated factors for the participation of underrepresented and non-underrepresented fibromyalgia patients.
    METHODS: We performed an online survey through REDCap (Research Electronic Data Capture) targeting fibromyalgia patients from April 7 to July 3, 2020 during the COVID-19 stay home mandate and it was restricted to the United States of America. We described and compared the survey characteristics between underrepresented and non-underrepresented participants, and we performed logistic regression models to assess the associated factors with clinical trial participation.
    RESULTS: In total, 481 completed the survey including 168 underrepresented fibromyalgia patients. Only (1) 11.09 % reported previous participation in clinical trials and the significant perceived barriers were investigator-related (lack of friendliness of research staff and the opportunity to receive the results) and center-related (privacy and confidentiality policies, and the institution\'s reputation); (2) the participation rate and perceived barriers and facilitators were similar between underrepresented and non-underrepresented patients; and was positively associated with low income, higher age, and clinical trial awareness from their physician; and negatively associated with the perception of investigator-related barriers; and (4) for the underrepresented population, the presence of emotional support.
    CONCLUSIONS: Our findings suggest low rates of participation, regardless of underrepresented population status. Strategies as involving their physician as liaison to increase the awareness of clinical trials, as well as improving patient-researcher communication should be considered in this population.
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