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Active social engagement and health among older adults: assessing differences by cancer survivorship status. 老年人积极参与社会活动与健康:评估癌症幸存者状况的差异。
IF 3.2 2区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-08-20 DOI: 10.1186/s12955-024-02281-8
Jennifer L Moss, Veronica Bernacchi, Erin Kitt-Lewis

Introduction: The number of older adults who are cancer survivors is rapidly growing. Evidence is needed to inform interventions to support successful aging among older adults (including older adult cancer survivors). Active engagement with life, that is, spending time with family and/or close friends, may be related to health outcomes, but this concept remains understudied.

Methods: We used survey data to assess active engagement among older adults (ages 50 + years) from seven mid-Atlantic US states (n = 2,914), and geocoded their residence to collect collected measures of community availability of social interaction. Outcomes were physical and mental health-related quality of life (HRQoL), assessed with the SF-12. We used multivariable, multilevel linear regression to evaluate relationships between social interactions (i.e., "active engagement with life," or visiting with family and/or friends at least once per week and having at least three close friends, and community-level availability, measured with census tract-level park land and walkability and with county-level availability of social associations) and HRQoL. Finally, we explored differences in these relationships by recent cancer survivorship.

Results: Overall, 1,518 (52.3%) participants were actively engaged. Active engagement was associated with higher physical HRQoL (estimate = 0.94, standard error [SE] = 0.46, p = .04) and mental HRQoL (estimate = 2.10, SE = 0.46, p < .001). The relationship between active engagement and physical HRQoL was stronger for recent cancer survivors (estimate = 4.95, SE = 1.84, p < .01) than for the general population (estimate = 1.10, SE = 0.43, p = .01). Community-level availability of social interaction was not associated with HRQoL.

Conclusion: Our analysis demonstrated promising associations between active engagement with life and HRQoL among older adults, with large benefits for older cancer survivors. Additional research is needed on how active engagement is associated with better HRQoL, which can inform future policies and programs to optimize the aging process in the US.

介绍:癌症幸存者中的老年人数量正在迅速增长。我们需要为支持老年人(包括老年癌症幸存者)成功步入老年的干预措施提供证据。积极参与生活,即花时间与家人和/或亲密朋友在一起,可能与健康结果有关,但这一概念仍未得到充分研究:我们利用调查数据评估了美国大西洋中部七个州的老年人(50 岁以上)(n = 2,914)的积极参与程度,并对他们的居住地进行了地理编码,以收集社区社交互动可用性的测量数据。结果是身体和心理健康相关的生活质量(HRQoL),采用 SF-12 进行评估。我们使用多变量、多层次线性回归来评估社交互动(即 "积极投入生活",或每周至少与家人和/或朋友会面一次,以及至少有三个亲密朋友)与 HRQoL 之间的关系。最后,我们还根据最近的癌症幸存者情况探讨了这些关系的差异:总体而言,有 1,518 人(52.3%)积极参与。积极参与与较高的身体 HRQoL(估计值 = 0.94,标准误差 [SE] = 0.46,p = .04)和心理 HRQoL(估计值 = 2.10,标准误差 = 0.46,p 结论:我们的分析表明,积极参与与较高的身体 HRQoL 和心理 HRQoL 有着良好的关系:我们的分析表明,积极投入生活与老年人的 HRQoL 之间存在良好的关联,对老年癌症幸存者大有裨益。关于积极参与如何与更好的 HRQoL 相关联,还需要进行更多的研究,这可以为未来优化美国老龄化进程的政策和计划提供参考。
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引用次数: 0
Validation and psychometric evaluation of the Short Warwick-Edinburgh Mental Well-Being Scale (SWEMWBS) among Czech adolescents using Item Response Theory. 利用项目反应理论对捷克青少年的沃里克-爱丁堡心理健康简易量表(SWEMWBS)进行验证和心理测量评估。
IF 3.2 2区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-08-19 DOI: 10.1186/s12955-024-02280-9
Radka Hanzlová, Aleš Kudrnáč

Background: The topic of adolescent mental health is currently a subject of much debate due to the increasing prevalence of mental health problems among this age group. Therefore, it is crucial to have high-quality and validated mental well-being measurement tools. While such tools do exist, they are often not tailored specifically to adolescents and are not available in Czech language. The aim of this study is to validate and test the Czech version of the Short Warwick-Edinburgh Mental Well-Being Scale (SWEMWBS) on a large sample of Czech adolescents aged 15 to 18 years.

Methods: The analysis is based on data from the first wave of the Czech Education Panel Survey (CZEPS) and was mainly conducted using Item Response Theory (IRT), which is the most appropriate method for this type of analysis. Specifically, the Graded Response Model (GRM) was applied to the data. This comprehensive validation study also included reliability and three types of validity (construct, convergent and criterion) testing.

Results: The study found that the Czech version of the SWEMWBS for adolescents aged 15 to 18 years (N = 22,498) has good quality and psychometric properties. The data was analysed using the GRM model as it met the assumptions for the use of IRT. The estimated parameter values by GRM demonstrated good discriminant and informative power for all items, except for item 7, which showed poorer results compared to the others. However, excluding it from the scale would not enhance the overall quality of the scale. The five-category response scale functions effectively. Additionally, the results demonstrated high reliability, and all types of validity tested were also confirmed.

Conclusions: The Czech version of the SWEMWBS for adolescents has been validated as a psychometrically sound, reliable and valid instrument for measuring mental well-being. It can therefore be used with confidence in future studies.

背景:由于青少年心理健康问题在这一年龄组中日益普遍,青少年心理健康这一话题目前正引起广泛讨论。因此,拥有高质量且经过验证的心理健康测量工具至关重要。虽然此类工具确实存在,但它们往往不是专门为青少年量身定制的,也没有捷克语版本。本研究旨在对捷克 15 至 18 岁青少年的大量样本验证和测试捷克版的沃里克-爱丁堡心理健康简易量表(SWEMWBS):分析以捷克教育小组调查(CZEPS)第一波的数据为基础,主要采用项目反应理论(IRT)进行,这是此类分析最合适的方法。具体而言,对数据采用了分级反应模型(GRM)。这项综合验证研究还包括信度和三种效度(建构效度、聚合效度和标准效度)测试:研究发现,针对 15 至 18 岁青少年的捷克版 SWEMWBS(N=22,498)具有良好的质量和心理测量特性。由于符合使用 IRT 的假设条件,因此使用 GRM 模型对数据进行了分析。根据 GRM 估计的参数值,除第 7 项与其他项目相比结果较差外,其他项目均具有良好的区分度和信息量。然而,将其排除在量表之外并不会提高量表的整体质量。五类反应量表功能有效。此外,研究结果表明该量表具有很高的信度,而且所有类型的效度测试也都得到了证实:结论:捷克版的青少年 SWEMWBS 已被证实是一种心理测量方法合理、可靠且有效的心理健康测量工具。因此,在今后的研究中可以放心使用。
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引用次数: 0
Heterogeneity of patient-reported outcome measures in clinical research. 临床研究中患者报告结果测量的异质性。
IF 3.2 2区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-08-17 DOI: 10.1186/s12955-024-02282-7
Jan Henrik Terheyden, Lisa Gittel, Julie Jungblut, Deanna J Taylor, Frank G Holz, David P Crabb, Robert P Finger

Background: The use of patient-reported outcome measures (PROMs) in clinical research increases and use of heterogeneous instruments reflects how well diverse traits are captured by a medical specialty. In order to reflect the heterogeneity of current PROM use in ophthalmology, we reviewed the available literature.

Methods: The medical literature database Web of Science was searched for the most cited articles in clinical ophthalmology. Titles, abstracts and full text articles were reviewed for the use of PROMs and a list of the 100 most cited articles using PROMs was obtained and stratified by year of publication.

Results: A total of 1,996 articles were screened. Seventy-seven out of the 100 articles identified included one PROM, and the average number of instruments was 1.5 ± 1.1. The most widely used PROMs were the National Eye Institute Visual Function Questionnaire (33%), the Ocular Surface Disease Index (14%) and the Medical Outcomes Study Short Form (13%). A simulation analysis suggested that the distribution of PROM use in ophthalmology study did not significantly differ from a power law distribution. Twenty-two percent and fifteen percent of articles did not reference and did not specify the PROM used, respectively. This rate decreased in the more recently published articles (p = 0.041).

Conclusions: Our data suggest that the heterogeneity of PROMs applied in ophthalmology studies is low. The selection of PROMs for clinical studies should be done carefully, depending on the research goal.

背景:在临床研究中,患者报告结果测量法(PROMs)的使用越来越多,不同测量工具的使用反映了一个医学专业对不同特征的捕捉程度。为了反映眼科目前使用的 PROM 的异质性,我们回顾了现有的文献:方法:我们在医学文献数据库 Web of Science 中搜索了临床眼科领域被引用次数最多的文章。我们对文章的标题、摘要和全文进行了审查,以确定是否使用了PROMs,并获得了使用PROMs引用最多的100篇文章列表,该列表按发表年份进行了分层:结果:共筛选出 1,996 篇文章。结果:共筛选出 1,996 篇文章,在确定的 100 篇文章中,有 77 篇包含一种 PROM,工具的平均数量为 1.5 ± 1.1。使用最广泛的 PROM 是美国国家眼科研究所视觉功能问卷(33%)、眼表疾病指数(14%)和医疗结果研究简表(13%)。模拟分析表明,眼科研究中 PROM 的使用分布与幂律分布无明显差异。分别有22%和15%的文章未提及和未说明所使用的PROM。这一比例在近期发表的文章中有所下降(p = 0.041):我们的数据表明,眼科研究中使用的 PROM 的异质性较低。我们的数据表明,眼科研究中使用的 PROM 的异质性较低,临床研究中应根据研究目标谨慎选择 PROM。
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引用次数: 0
Converting PROMIS®-29 v2.0 profile data to SF-36 physical and mental component summary scores in patients with cardiovascular disorders. 将心血管疾病患者的 PROMIS®-29 v2.0 资料数据转换为 SF-36 身心部分总分。
IF 3.2 2区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-08-15 DOI: 10.1186/s12955-024-02277-4
Gregor Liegl, Felix H Fischer, Carl N Martin, Maria Rönnefarth, Annelie Blumrich, Michael Ahmadi, Leif-Hendrik Boldt, Kai-Uwe Eckardt, Matthias Endres, Frank Edelmann, Holger Gerhardt, Ulrike Grittner, Arash Haghikia, Norbert Hübner, Ulf Landmesser, David Leistner, Knut Mai, Jil Kollmus-Heege, Dominik N Müller, Christian H Nolte, Sophie K Piper, Kai M Schmidt-Ott, Tobias Pischon, Simrit Rattan, Ira Rohrpasser-Napierkowski, Katharina Schönrath, Jeanette Schulz-Menger, Oliver Schweizerhof, Joachim Spranger, Joachim E Weber, Martin Witzenrath, Sein Schmidt, Matthias Rose

Background: Health-related quality of life (HRQL) has become an important outcome parameter in cardiology. The MOS 36-ltem Short-Form Health Survey (SF-36) and the PROMIS-29 are two widely used generic measures providing composite HRQL scores. The domains of the SF-36, a well-established instrument utilized for several decades, can be aggregated to physical (PCS) and mental (MCS) component summary scores. Alternative scoring algorithms for correlated component scores (PCSc and MCSc) have also been suggested. The PROMIS-29 is a newer but increasingly used HRQL measure. Analogous to the SF-36, physical and mental health summary scores can be derived from PROMIS-29 domain scores, based on a correlated factor solution. So far, scores from the PROMIS-29 are not directly comparable to SF-36 results, complicating the aggregation of research findings. Thus, our aim was to provide algorithms to convert PROMIS-29 data to well-established SF-36 component summary scores.

Methods: Data from n = 662 participants of the Berlin Long-term Observation of Vascular Events (BeLOVE) study were used to estimate linear regression models with either PROMIS-29 domain scores or aggregated PROMIS-29 physical/mental health summary scores as predictors and SF-36 physical/mental component summary scores as outcomes. Data from a subsequent assessment point (n = 259) were used to evaluate the agreement between empirical and predicted SF-36 scores.

Results: PROMIS-29 domain scores as well as PROMIS-29 health summary scores showed high predictive value for PCS, PCSc, and MCSc (R2 ≥ 70%), and moderate predictive value for MCS (R2 = 57% and R2 = 40%, respectively). After applying the regression coefficients to new data, empirical and predicted SF-36 component summary scores were highly correlated (r > 0.8) for most models. Mean differences between empirical and predicted scores were negligible (|SMD|<0.1).

Conclusions: This study provides easy-to-apply algorithms to convert PROMIS-29 data to well-established SF-36 physical and mental component summary scores in a cardiovascular population. Applied to new data, the agreement between empirical and predicted SF-36 scores was high. However, for SF-36 mental component summary scores, considerably better predictions were found under the correlated (MCSc) than under the original factor model (MCS). Additionally, as a pertinent byproduct, our study confirmed construct validity of the relatively new PROMIS-29 health summary scores in cardiology patients.

背景:健康相关生活质量(HRQL)已成为心脏病学的一个重要结果参数。MOS 36-ltem 短式健康调查(SF-36)和 PROMIS-29 是两种广泛使用的通用测量方法,可提供综合 HRQL 分数。SF-36 是一种使用了几十年的成熟工具,其各领域可汇总为身体(PCS)和精神(MCS)部分的总分。也有人提出了相关成分分数(PCSc 和 MCSc)的替代评分算法。PROMIS-29 是一种较新的 HRQL 测量方法,但使用得越来越多。与 SF-36 类似,根据相关因子解决方案,可从 PROMIS-29 领域得分中得出身体和心理健康总分。到目前为止,PROMIS-29 的得分还不能直接与 SF-36 的结果进行比较,这使得研究结果的汇总变得更加复杂。因此,我们的目标是提供一种算法,将 PROMIS-29 数据转换为成熟的 SF-36 成分总分:方法:使用柏林血管事件长期观察(BeLOVE)研究的 n = 662 名参与者的数据来估计线性回归模型,以 PROMIS-29 领域得分或综合 PROMIS-29 身体/心理健康汇总得分作为预测因素,以 SF-36 身体/心理组件汇总得分作为结果。后续评估点的数据(n = 259)用于评估经验分数与预测 SF-36 分数之间的一致性:结果:PROMIS-29 领域得分和 PROMIS-29 健康总分对 PCS、PCSc 和 MCSc 有较高的预测价值(R2 ≥ 70%),对 MCS 有中等的预测价值(R2 = 57% 和 R2 = 40%)。将回归系数应用于新数据后,在大多数模型中,经验值和预测值的 SF-36 成分总分高度相关(r > 0.8)。经验分数和预测分数之间的平均差异可以忽略不计(|SMD|结论:本研究提供了易于应用的算法,可将 PROMIS-29 数据转换为心血管人群中成熟的 SF-36 身体和精神部分总分。应用于新数据时,经验分数和预测 SF-36 分数之间的一致性很高。然而,对于 SF-36 精神部分的总分,在相关模型(MCSc)下的预测结果要比在原始因子模型(MCS)下的预测结果好得多。此外,作为一项相关的副产品,我们的研究证实了相对较新的 PROMIS-29 健康总分在心脏病患者中的构建有效性。
{"title":"Converting PROMIS<sup>®</sup>-29 v2.0 profile data to SF-36 physical and mental component summary scores in patients with cardiovascular disorders.","authors":"Gregor Liegl, Felix H Fischer, Carl N Martin, Maria Rönnefarth, Annelie Blumrich, Michael Ahmadi, Leif-Hendrik Boldt, Kai-Uwe Eckardt, Matthias Endres, Frank Edelmann, Holger Gerhardt, Ulrike Grittner, Arash Haghikia, Norbert Hübner, Ulf Landmesser, David Leistner, Knut Mai, Jil Kollmus-Heege, Dominik N Müller, Christian H Nolte, Sophie K Piper, Kai M Schmidt-Ott, Tobias Pischon, Simrit Rattan, Ira Rohrpasser-Napierkowski, Katharina Schönrath, Jeanette Schulz-Menger, Oliver Schweizerhof, Joachim Spranger, Joachim E Weber, Martin Witzenrath, Sein Schmidt, Matthias Rose","doi":"10.1186/s12955-024-02277-4","DOIUrl":"10.1186/s12955-024-02277-4","url":null,"abstract":"<p><strong>Background: </strong>Health-related quality of life (HRQL) has become an important outcome parameter in cardiology. The MOS 36-ltem Short-Form Health Survey (SF-36) and the PROMIS-29 are two widely used generic measures providing composite HRQL scores. The domains of the SF-36, a well-established instrument utilized for several decades, can be aggregated to physical (PCS) and mental (MCS) component summary scores. Alternative scoring algorithms for correlated component scores (PCS<sub>c</sub> and MCS<sub>c</sub>) have also been suggested. The PROMIS-29 is a newer but increasingly used HRQL measure. Analogous to the SF-36, physical and mental health summary scores can be derived from PROMIS-29 domain scores, based on a correlated factor solution. So far, scores from the PROMIS-29 are not directly comparable to SF-36 results, complicating the aggregation of research findings. Thus, our aim was to provide algorithms to convert PROMIS-29 data to well-established SF-36 component summary scores.</p><p><strong>Methods: </strong>Data from n = 662 participants of the Berlin Long-term Observation of Vascular Events (BeLOVE) study were used to estimate linear regression models with either PROMIS-29 domain scores or aggregated PROMIS-29 physical/mental health summary scores as predictors and SF-36 physical/mental component summary scores as outcomes. Data from a subsequent assessment point (n = 259) were used to evaluate the agreement between empirical and predicted SF-36 scores.</p><p><strong>Results: </strong>PROMIS-29 domain scores as well as PROMIS-29 health summary scores showed high predictive value for PCS, PCS<sub>c</sub>, and MCS<sub>c</sub> (R<sup>2</sup> ≥ 70%), and moderate predictive value for MCS (R<sup>2</sup> = 57% and R<sup>2</sup> = 40%, respectively). After applying the regression coefficients to new data, empirical and predicted SF-36 component summary scores were highly correlated (r > 0.8) for most models. Mean differences between empirical and predicted scores were negligible (|SMD|<0.1).</p><p><strong>Conclusions: </strong>This study provides easy-to-apply algorithms to convert PROMIS-29 data to well-established SF-36 physical and mental component summary scores in a cardiovascular population. Applied to new data, the agreement between empirical and predicted SF-36 scores was high. However, for SF-36 mental component summary scores, considerably better predictions were found under the correlated (MCS<sub>c</sub>) than under the original factor model (MCS). Additionally, as a pertinent byproduct, our study confirmed construct validity of the relatively new PROMIS-29 health summary scores in cardiology patients.</p>","PeriodicalId":12980,"journal":{"name":"Health and Quality of Life Outcomes","volume":"22 1","pages":"64"},"PeriodicalIF":3.2,"publicationDate":"2024-08-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11328444/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141987876","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A scoping review of the use of minimally important difference of EQ-5D utility index and EQ-VAS scores in health technology assessment. 关于在卫生技术评估中使用 EQ-5D 实用性指数和 EQ-VAS 评分的最小重要差异的范围综述。
IF 3.2 2区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-08-13 DOI: 10.1186/s12955-024-02272-9
Caroline Shaw, Louise Longworth, Bryan Bennett, Louise McEntee-Richardson, James W Shaw

Objectives: Estimates of minimally important differences (MID) can assist interpretation of data collected using patient-reported outcomes (PRO), but variability exists in the emphasis placed on MIDs in health technology assessment (HTA) guidelines. This study aimed to identify to what extent information on the MID of a commonly used PRO, the EQ-5D, is required and utilised by selected HTA agencies.

Methods: Technology appraisal (TA) documents from HTA agencies in England, France, Germany, and the US between 2019 and 2021 were reviewed to identify documents which discussed MID of EQ-5D data as a clinical outcome assessment (COA) endpoint.

Results: Of 151 TAs utilising EQ-5D as a COA endpoint, 58 (38%) discussed MID of EQ-5D data. Discussion of MID was most frequent in Germany, in 75% (n = 12/16) of Gemeinsamer Bundesausschuss (G-BA) and 44% (n = 34/78) of Institut für Qualität und Wirtschaftlichkeit im Gesundheitswesen, (IQWiG) TAs. MID was predominantly applied to the EQ-VAS (n = 50), most frequently using a threshold of > 7 or > 10 points (n = 13). G-BA and IQWiG frequently criticised MID analyses, particularly the sources of MID thresholds for the EQ-VAS, as they were perceived as being unsuitable for assessing the validity of MID.

Conclusion: MID of the EQ-5D was not frequently discussed outside of Germany, and this did not appear to negatively impact decision-making of these HTA agencies. While MID thresholds were often applied to EQ-VAS data in German TAs, analyses were frequently rejected in benefit assessments due to concerns with their validity. Companies should pre-specify analyses of continuous data in statistical analysis plans to be considered for treatment benefit assessment in Germany.

目的:最小重要差异(MID)的估算有助于解释使用患者报告结果(PRO)收集的数据,但健康技术评估(HTA)指南对最小重要差异的重视程度存在差异。本研究旨在确定选定的 HTA 机构在多大程度上需要并利用常用的 PRO(EQ-5D)的 MID 信息:对英国、法国、德国和美国的 HTA 机构在 2019 年至 2021 年期间的技术评估(TA)文件进行了审查,以确定将 EQ-5D 数据的 MID 作为临床结果评估(COA)终点进行讨论的文件:在151份使用EQ-5D作为COA终点的TA中,有58份(38%)讨论了EQ-5D数据的MID。在德国,75%(n = 12/16)的Gemeinsamer Bundesausschuss (G-BA)和44%(n = 34/78)的Institut für Qualität und Wirtschaftlichkeit im Gesundheitswesen, (IQWiG) TAs讨论MID的情况最为频繁。MID 主要应用于 EQ-VAS(n = 50),最常用的阈值为 > 7 分或 > 10 分(n = 13)。G-BA和IQWiG经常批评MID分析,尤其是EQ-VAS的MID阈值来源,因为它们被认为不适合评估MID的有效性:结论:EQ-5D 的 MID 在德国以外的国家并不经常被讨论,这似乎并没有对这些 HTA 机构的决策产生负面影响。虽然德国技术评估机构经常对EQ-VAS数据应用MID阈值,但由于担心其有效性,在效益评估中经常拒绝分析。公司应在统计分析计划中预先指定对连续性数据的分析,以便在德国进行治疗效益评估时予以考虑。
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引用次数: 0
Patient-reported outcomes and daily activity assessed with a digital wearable device in patients with paroxysmal nocturnal hemoglobinuria treated with ravulizumab: REVEAL, a prospective, observational study. 使用数字可穿戴设备评估接受雷珠单抗治疗的阵发性夜间血红蛋白尿患者的患者报告结果和日常活动:REVEAL,一项前瞻性观察研究。
IF 3.2 2区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-08-09 DOI: 10.1186/s12955-024-02279-2
Elizabeth A Griffiths, Jae S Min, Wei-Nchih Lee, Jeffrey C Yu, Yogesh Patel, Karl-Johan Myren, David Dingli

Background: Paroxysmal nocturnal hemoglobinuria (PNH) is a rare, chronic blood disorder. Symptoms such as fatigue can have a substantial impact on patients' physical activity levels, sleep, quality of life, and work productivity. Ravulizumab treatment can reduce thrombosis risk, improve survival and quality of life, and reduce fatigue in PNH, but information is limited on how it impacts sleep and physical activity. Here, data on resting heart rate, daily physical activity, and sleep in ravulizumab-treated patients with PNH were passively collected via a digital wearable activity-tracking device and patient-reported outcome (PRO) data were collected via weekly surveys in the same cohort.

Methods: REVEAL was a 32-week prospective observational cohort study in individuals with PNH receiving ravulizumab in the USA. A wrist-worn Fitbit™ collected data on resting heart rate, daily step count, and sleep duration from eligible patients. Patients also completed the following electronic weekly surveys: Functional Assessment of Chronic Illness Therapy (FACIT) - Fatigue, Patient-Reported Outcomes Measurement Information System (PROMIS) Global Physical Health, PROMIS Global Mental Health, PROMIS Sleep-Related Impairment and Sleep Disturbance, and Work Productivity and Activity Impairment Questionnaire - Specific Health Problem (WPAI-SHP). Data collected from the activity trackers and surveys were compared against US general population values reported in the literature.

Results: Twenty-eight ravulizumab-treated patients were included (median age: 34 years; 54% female). PRO scores were within US general population normative values, including FACIT-Fatigue (40.0), PROMIS Global Physical Health (51.0), Global Mental Health (51.0), Sleep-Related Impairment (50.0), and Sleep Disturbance (49.0). Similarly, mean resting heart rate (67 bpm), daily step count (7476), and sleep duration (7.7 h) were within the range of US general population values. Daily step count was positively correlated with PROMIS Global Physical and Mental Health scores.

Conclusions: This was the first study to use digital monitoring technology to collect data on physical activity and sleep in patients with PNH. The findings indicate that ravulizumab treatment enables patients with PNH to achieve activity levels (heart rate, sleep duration, step count) and quality of life that are comparable to those of the US general population. A weak positive correlation was identified between patient-reported physical and mental health and daily physical activity levels.

背景:阵发性夜间血红蛋白尿症(PNH)是一种罕见的慢性血液疾病:阵发性夜间血红蛋白尿症(PNH)是一种罕见的慢性血液疾病。疲劳等症状会严重影响患者的体力活动水平、睡眠、生活质量和工作效率。雷珠单抗治疗可降低血栓形成风险、提高存活率和生活质量,并减轻 PNH 患者的疲劳,但有关它如何影响睡眠和体力活动的信息却很有限。在此,我们通过数字可穿戴活动追踪设备被动收集了接受雷珠单抗治疗的PNH患者的静息心率、日常体力活动和睡眠数据,并通过每周调查收集了同一队列的患者报告结果(PRO)数据:REVEAL是一项为期32周的前瞻性观察性队列研究,研究对象是在美国接受雷珠单抗治疗的PNH患者。腕戴式 Fitbit™ 收集了符合条件的患者的静息心率、每日步数和睡眠时间等数据。患者还完成了以下每周电子调查:慢性疾病治疗功能评估 (FACIT) - 疲劳、患者报告结果测量信息系统 (PROMIS) 全球身体健康、PROMIS 全球心理健康、PROMIS 睡眠相关损害和睡眠干扰,以及工作效率和活动损害问卷 - 特定健康问题 (WPAI-SHP)。从活动追踪器和调查中收集的数据与文献中报道的美国普通人群数值进行了比较:纳入了28名接受过雷武利珠单抗治疗的患者(中位年龄:34岁;54%为女性)。PRO评分符合美国普通人群标准值,包括FACIT-疲劳(40.0)、PROMIS全球身体健康(51.0)、全球心理健康(51.0)、睡眠相关损害(50.0)和睡眠障碍(49.0)。同样,平均静息心率(67 bpm)、每日步数(7476 步)和睡眠时间(7.7 小时)也在美国普通人群的范围之内。每日步数与 PROMIS 全球身心健康评分呈正相关:这是第一项使用数字监测技术收集 PNH 患者体力活动和睡眠数据的研究。研究结果表明,雷珠单抗治疗可使 PNH 患者达到与美国普通人群相当的活动水平(心率、睡眠时间、步数)和生活质量。患者报告的身心健康与日常体育活动水平之间存在微弱的正相关性。
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引用次数: 0
Solving the puzzle of quality of life in cancer: integrating causal inference and machine learning for data-driven insights. 解开癌症患者生活质量之谜:整合因果推理和机器学习,获得数据驱动的洞察力。
IF 3.2 2区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-08-07 DOI: 10.1186/s12955-024-02274-7
Hakan Şat Bozcuk, Mustafa Serkan Alemdar

Background: Understanding the determinants of global quality of life in cancer patients is crucial for improving their overall well-being. While correlations between various factors and quality of life have been established, the causal relationships remain largely unexplored. This study aimed to identify the causal factors influencing global quality of life in cancer patients and compare them with known correlative factors.

Methods: We conducted a retrospective analysis of European Organization for Research and Treatment of Cancer Quality of Life Questionnaire data, alongside demographic and disease-related features, collected from new cancer patients during their initial visit to an oncology outpatient clinic. Correlations with global quality of life were identified using univariate and multivariate regression analyses. Causal inference analysis was performed using two approaches. First, we employed the Dowhy Python library for causal analysis, incorporating prior information and manual characterization of an acyclic graph. Second, we utilized the Linear Non-Gaussian Acyclic Model (LiNGAM) machine learning algorithm from the Lingam Python library, which automatically generated an acyclic graph without prior information. The significance level was set at p < 0.05.

Results: Multivariate analysis of 469 new admissions revealed that disease stage, role functioning, emotional functioning, social functioning, fatigue, pain and diarrhea were linked with global quality of life. The most influential direct causal factors were emotional functioning, social functioning, and physical functioning, while the most influential indirect factors were physical functioning, emotional functioning, and fatigue. Additionally, the most prominent total causal factors were identified as type of cancer (diagnosis), cancer stage, and sex, with total causal effect ratios of -9.47, -4.67, and - 1.48, respectively. The LiNGAM algorithm identified type of cancer (diagnosis), nausea and vomiting and social functioning as significant, with total causal effect ratios of -9.47, -0.42, and 0.42, respectively.

Conclusions: This study identified that causal factors for global quality of life in new cancer patients are distinct from correlative factors. Understanding these causal relationships could provide valuable insights into the complex dynamics of quality of life in cancer patients and guide targeted interventions to improve their well-being.

背景:了解癌症患者整体生活质量的决定因素对于改善他们的整体福祉至关重要。虽然各种因素与生活质量之间的相关性已经确定,但因果关系在很大程度上仍未得到探讨。本研究旨在确定影响癌症患者整体生活质量的因果关系,并将其与已知的相关因素进行比较:我们对欧洲癌症研究和治疗组织的生活质量问卷数据以及人口学和疾病相关特征进行了回顾性分析。使用单变量和多变量回归分析确定了与总体生活质量的相关性。因果推理分析采用两种方法进行。首先,我们使用 Dowhy Python 库进行因果分析,其中包含先验信息和无环图的手动特征描述。其次,我们使用了 Lingam Python 库中的线性非高斯无环模型(LiNGAM)机器学习算法,该算法无需先验信息即可自动生成无环图。显著性水平设定为 p 结果:对 469 例新入院患者进行的多变量分析表明,疾病阶段、角色功能、情感功能、社会功能、疲劳、疼痛和腹泻与总体生活质量有关。影响最大的直接因果因素是情绪功能、社会功能和身体功能,而影响最大的间接因素是身体功能、情绪功能和疲劳。此外,癌症类型(诊断)、癌症分期和性别是最突出的总因果因素,总因果效应比分别为-9.47、-4.67和-1.48。LiNGAM算法认为癌症(诊断)类型、恶心呕吐和社会功能具有显著性,总因果效应比分别为-9.47、-0.42和0.42:本研究发现,新发癌症患者整体生活质量的因果关系与相关因素不同。了解这些因果关系可为了解癌症患者生活质量的复杂动态提供有价值的见解,并指导采取有针对性的干预措施来改善他们的福祉。
{"title":"Solving the puzzle of quality of life in cancer: integrating causal inference and machine learning for data-driven insights.","authors":"Hakan Şat Bozcuk, Mustafa Serkan Alemdar","doi":"10.1186/s12955-024-02274-7","DOIUrl":"10.1186/s12955-024-02274-7","url":null,"abstract":"<p><strong>Background: </strong>Understanding the determinants of global quality of life in cancer patients is crucial for improving their overall well-being. While correlations between various factors and quality of life have been established, the causal relationships remain largely unexplored. This study aimed to identify the causal factors influencing global quality of life in cancer patients and compare them with known correlative factors.</p><p><strong>Methods: </strong>We conducted a retrospective analysis of European Organization for Research and Treatment of Cancer Quality of Life Questionnaire data, alongside demographic and disease-related features, collected from new cancer patients during their initial visit to an oncology outpatient clinic. Correlations with global quality of life were identified using univariate and multivariate regression analyses. Causal inference analysis was performed using two approaches. First, we employed the Dowhy Python library for causal analysis, incorporating prior information and manual characterization of an acyclic graph. Second, we utilized the Linear Non-Gaussian Acyclic Model (LiNGAM) machine learning algorithm from the Lingam Python library, which automatically generated an acyclic graph without prior information. The significance level was set at p < 0.05.</p><p><strong>Results: </strong>Multivariate analysis of 469 new admissions revealed that disease stage, role functioning, emotional functioning, social functioning, fatigue, pain and diarrhea were linked with global quality of life. The most influential direct causal factors were emotional functioning, social functioning, and physical functioning, while the most influential indirect factors were physical functioning, emotional functioning, and fatigue. Additionally, the most prominent total causal factors were identified as type of cancer (diagnosis), cancer stage, and sex, with total causal effect ratios of -9.47, -4.67, and - 1.48, respectively. The LiNGAM algorithm identified type of cancer (diagnosis), nausea and vomiting and social functioning as significant, with total causal effect ratios of -9.47, -0.42, and 0.42, respectively.</p><p><strong>Conclusions: </strong>This study identified that causal factors for global quality of life in new cancer patients are distinct from correlative factors. Understanding these causal relationships could provide valuable insights into the complex dynamics of quality of life in cancer patients and guide targeted interventions to improve their well-being.</p>","PeriodicalId":12980,"journal":{"name":"Health and Quality of Life Outcomes","volume":"22 1","pages":"60"},"PeriodicalIF":3.2,"publicationDate":"2024-08-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11304933/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141901572","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Developing mapping algorithms to predict EQ-5D health utility values from Bath Ankylosing Spondylitis Disease Activity Index and Bath Ankylosing Spondylitis Functional Index among patients with Ankylosing Spondylitis. 开发映射算法,从巴斯强直性脊柱炎疾病活动指数和巴斯强直性脊柱炎功能指数预测强直性脊柱炎患者的 EQ-5D 健康效用值。
IF 3.2 2区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-08-07 DOI: 10.1186/s12955-024-02276-5
Lingjia Yu, Huizhi Yang, Liyong Lu, Yingying Fang, Xianyu Zhang, Shunping Li, Chaofan Li

Background: Preference-based measures of health-related quality of life (HRQoL), such as the EQ-5D or the SF-6D, are essential for health economic evaluation. However, they are rarely included in clinical trials of ankylosing spondylitis (AS). This study aims to develop mapping algorithms to predict EQ-5D-3L and EQ-5D-5L health utility scores from the Bath Ankylosing Disease Activity Index (BASDAI) and the Bath Ankylosing Spondylitis Functional Index (BASFI).

Methods: Patients with AS were recruited from the largest tertiary hospital in Shandong province, China, between December 2019 and October 2020. Patients were selected by convenience sampling method according to the following criteria: (1) diagnosed with AS according to the New York criteria; (2) aged 18 years and above; and (3) without mental disorders; (4) able to understand the questionnaires; (5) without serious complications. There were 243 patients who completed the face-to-face questionnaire survey, and 5 cases with missing values in key variables were excluded. Ordinary least squares, censored least absolute deviations, Tobit, adjusted limited dependent variable mixture model and beta-mixture model (BM) in the direct approach and ordered logit and multinomial logit (Mlogit) model in the response approach were used to develop mapping algorithms. Mean absolute error, root mean square error, Spearman's correlation coefficient and concordance correlation coefficient were used to access predictive performance.

Results: The 238 patients with AS had a mean age of 35.19 (SD = 9.59) years, and the majority (74.47%) were male. The observed EQ-5D-3L and EQ-5D-5L health utility values were 0.88 (SD = 0.12) and 0.74 (SD = 0.27), respectively. The EQ-5D-5L had higher conceptual overlap with the BASDAI and BASFI than the EQ-5D-3L did. The Mlogit was the best-performing model for the EQ-5D-3L, and the BM showed better performance in predicting EQ-5D-5L than other direct and indirect mapping models did.

Conclusion: This study demonstrates that the EQ-5D-5L, rather than EQ-5D-3L, should be selected as the target outcome measure of HRQoL in patients with AS in China, and the BM mapping algorithm could be used to predict EQ-5D-5L values from BASDAI and BASFI for health economic evaluation.

背景:基于偏好的健康相关生活质量(HRQoL)测量方法,如 EQ-5D 或 SF-6D,对于健康经济评估至关重要。然而,强直性脊柱炎(AS)的临床试验中很少使用这些指标。本研究旨在开发映射算法,根据巴斯强直性脊柱炎疾病活动指数(BASDAI)和巴斯强直性脊柱炎功能指数(BASFI)预测 EQ-5D-3L 和 EQ-5D-5L 健康效用得分:2019年12月至2020年10月期间,在中国山东省最大的三级甲等医院招募强直性脊柱炎患者。患者按照以下标准通过便利抽样法入选:(1) 根据纽约标准确诊为强直性脊柱炎;(2) 年龄在18岁及以上;(3) 无精神障碍;(4) 能够理解问卷;(5) 无严重并发症。共有 243 名患者完成了面对面的问卷调查,排除了 5 例关键变量值缺失的患者。采用普通最小二乘法、删减最小绝对偏差、Tobit、调整有限因变量混合模型和贝塔混合模型(BM)等直接方法,以及有序对数(Logit)和多项式对数(Mlogit)模型等响应方法来开发映射算法。采用平均绝对误差、均方根误差、斯皮尔曼相关系数和一致性相关系数来评估预测性能:238 名强直性脊柱炎患者的平均年龄为 35.19 岁(SD = 9.59),大多数(74.47%)为男性。观察到的 EQ-5D-3L 和 EQ-5D-5L 健康效用值分别为 0.88(SD = 0.12)和 0.74(SD = 0.27)。与 EQ-5D-3L 相比,EQ-5D-5L 与 BASDAI 和 BASFI 的概念重合度更高。Mlogit是EQ-5D-3L表现最好的模型,BM在预测EQ-5D-5L方面的表现优于其他直接和间接映射模型:本研究表明,应选择 EQ-5D-5L 而非 EQ-5D-3L 作为中国强直性脊柱炎患者 HRQoL 的目标结局测量指标,BM 映射算法可用于从 BASDAI 和 BASFI 预测 EQ-5D-5L 值,以进行卫生经济评估。
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引用次数: 0
Exploring the relationship between condition severity and health-related quality of life in people with haemophilia A across Europe: a multivariable analysis of data from the CHESS II study. 探索欧洲 A 型血友病患者病情严重程度与健康相关生活质量之间的关系:对 CHESS II 研究数据的多变量分析。
IF 3.2 2区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-07-29 DOI: 10.1186/s12955-024-02267-6
Enrico Ferri Grazzi, Charles Hawes, Charlotte Camp, David Hinds, Jamie O'Hara, Tom Burke

Background: Haemophilia A (HA; Factor VIII deficiency) is a congenital X-linked bleeding disorder characterized by trauma-related or spontaneous bleeding events, most notably arising within the intraarticular space and resulting in chronic inflammation and degeneration of affected joints. Endogenous clotting factor activity relative to normal levels determines the severity of HA symptoms, as mild (> 5-40%), moderate (1-5%), or severe (< 1%). Within the current environment of rapid evolution in HA management, we seek to understand the interplay of condition severity and health-related quality of life (HRQoL) to characterise and differentiate unmet needs among people with HA (PwHA).

Methods: A generalised linear regression model (GLM) was developed to explore the relationship between HA severity and EQ-5D-5 L index score from adult HA patients sampled in the "Cost of Haemophilia across Europe - a Socioeconomic Survey II" (CHESS II) cross-sectional, retrospective burden of illness study among adults with hereditary haemophilia A or B from eight European countries. HA patients of any severity with no active inhibitors during the 12 months prior to data capture and a completeEQ-5D-5 L response were included. A base GLM model was specified with covariates for demographic and clinical characteristics (age, body mass index, country, employment, HA severity, annual bleeding rate, problem joints, and chronic pain).

Results: Of 381 evaluable patients, 221 (58.0%) had severe HA, 96 (25.2%) had moderate HA, and 64 (16.8%) had mild HA. Among the covariates included in the GLM model and after controlling for haemophilia-related outcomes, a significant association was observed between mild HA and higher EQ-5D-5 L index score (average marginal effects, 0.084; p = 0.016) relative to severe HA. Patient country of residence and magnitude of HA-related chronic pain were also associated with significant differences in index scores, with the latter showing a negative relationship with HRQoL outcomes.

Conclusions: Condition severity and chronic pain are significant predictors of HRQoL in PwHA. Durable bleeding protection and effective management of chronic pain have the potential to address unmet treatment needs in this population.

背景:血友病 A(HA;因子 VIII 缺乏症)是一种先天性 X 连锁出血性疾病,其特征是与创伤相关或自发性出血事件,最明显的是关节内出血,并导致受影响关节的慢性炎症和退化。相对于正常水平的内源性凝血因子活性决定了 HA 症状的严重程度,可分为轻度(> 5-40%)、中度(1-5%)或重度(方法:将内源性凝血因子活性与正常水平进行比较):在 "欧洲血友病成本--社会经济调查 II"(CHESS II)横断面回顾性疾病负担研究中,对来自 8 个欧洲国家的 A 型或 B 型遗传性血友病成年患者进行了抽样调查,建立了广义线性回归模型(GLM),以探讨 HA 严重程度与 EQ-5D-5 L 指数得分之间的关系。研究对象包括任何严重程度的血友病患者,这些患者在数据采集前的 12 个月内没有使用过有效的抑制剂,并且对 EQ-5D-5 L 有完整的反应。建立了一个基础 GLM 模型,其中包含人口统计学和临床特征的协变量(年龄、体重指数、国家、就业、HA 严重程度、年出血率、问题关节和慢性疼痛):在381名可评估的患者中,221人(58.0%)患有重度HA,96人(25.2%)患有中度HA,64人(16.8%)患有轻度HA。在纳入 GLM 模型的协变量中,在控制了血友病相关结果后,观察到轻度 HA 与较高的 EQ-5D-5 L 指数得分之间存在显著关联(平均边际效应为 0.084;p = 0.016)。患者居住国和与HA相关的慢性疼痛程度也与指数得分的显著差异有关,后者与HRQoL结果呈负相关:结论:病情严重程度和慢性疼痛是预测 PwHA HRQoL 的重要因素。持久的出血保护和有效的慢性疼痛管理有可能满足这一人群尚未得到满足的治疗需求。
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引用次数: 0
Comparison of the measurement properties and consistency between the EQ-5D-3L and EQ-5D-Y-3L in adolescents aged 15-17 in China. 比较 EQ-5D-3L 和 EQ-5D-Y-3L 在中国 15-17 岁青少年中的测量特性和一致性。
IF 3.2 2区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-07-29 DOI: 10.1186/s12955-024-02275-6
Jiefu Wang, Tianqi Hong, Haoran Fang, Chang Luo, Xiaoning He, Shitong Xie

Objective: To evaluate and compare the measurement properties and consistency between the Chinese versions of EQ-5D-3L and EQ-5D-Y-3L among Chinese adolescent populations aged 15-17 years.

Methods: Chinese adolescents aged 15-17 studying in high school were recruited through online survey. Social-demographic characteristics and self-reported EQ-5D-3L and EQ-5D-Y-3L responses were collected in the survey. The consistency of responses between the two measures was assessed using redistribution property, and the consistency of utility values was assessed by intraclass correlation coefficients (ICC). Convergent validity and known-group validity were examined using Spearman's rank correlation, F-test and effect sizes, respectively. Sensitivity was compared using relative efficiency (RE).

Results: 762 respondents (48.8% male; age 15-17 years;) were recruited. The EQ-5D-3L showed a more severe ceiling effect than EQ-5D-Y-3L (78.2% vs. 66.0%). Respondents reported higher proportions of having problems in four dimensions using the EQ-5D-Y-3L than using the EQ-5D-3L. The consistency of corresponding dimensions between the two measures was relatively good, while non-negligible proportions of inconsistency were observed in "pain/discomfort" (11.4%) and "anxiety/depression" (15.7%) dimensions. The ICC of the utility values between the EQ-5D-3L and EQ-5D-Y-3L was 0.852 (p < 0.001). The Spearman's rank correlation (range: 0.385-0.620) indicated an acceptable convergent validity between the correlative dimensions of the EQ-5D-3L and EQ-5D-Y-3L. The EQ-5D-Y-3L had a higher efficiency than the EQ-5D-3L at detecting differences across EQ VAS subgroups (ES = 1.793 for EQ-5D-3L, ES = 1.920 for EQ-5D-Y-3L). Mixed results were observed in sensitivity.

Conclusions: Both the EQ-5D-3L and EQ-5D-Y-3L are demonstrated to be valid and generally consistent for measuring HRQoL among adolescents aged 15-17 years in China. Respondents reported higher proportions of having problems using the EQ-5D-Y-3L than using the EQ-5D-3L. More research is warranted to compare the discriminant validity and test-retest reliability between the two measures.

目的评估并比较中文版 EQ-5D-3L 和 EQ-5D-Y-3L 在 15-17 岁中国青少年群体中的测量特性和一致性:方法: 通过在线调查招募 15-17 岁的中国高中生。调查收集了青少年的社会人口学特征、EQ-5D-3L 和 EQ-5D-Y-3L 的自我报告。使用再分配属性评估了两种测量方法之间的一致性,并使用类内相关系数(ICC)评估了效用值的一致性。收敛有效性和已知组有效性分别采用斯皮尔曼秩相关、F 检验和效应大小进行检验。灵敏度采用相对效率(RE)进行比较:共招募了 762 名受访者(48.8% 为男性,年龄在 15-17 岁之间)。与 EQ-5D-Y-3L 相比,EQ-5D-3L 显示出更严重的上限效应(78.2% 对 66.0%)。使用 EQ-5D-Y-3L 的受访者报告在四个维度上存在问题的比例高于使用 EQ-5D-3L 的受访者。两种测量方法在相应维度上的一致性相对较好,但在 "疼痛/不适"(11.4%)和 "焦虑/抑郁"(15.7%)维度上存在不可忽略的不一致比例。EQ-5D-3L 和 EQ-5D-Y-3L 之间效用值的 ICC 为 0.852(p 结论:EQ-5D-3L 和 EQ-5D-Y-3L 之间的效用值 ICC 为 0.852:EQ-5D-3L和EQ-5D-Y-3L在测量中国15-17岁青少年的HRQoL方面被证明是有效和基本一致的。与 EQ-5D-3L 相比,受访者表示使用 EQ-5D-Y-3L 存在问题的比例更高。还需要进行更多的研究,以比较两种测量方法之间的判别效度和测试-再测可靠性。
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Health and Quality of Life Outcomes
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