observational studies

观察性研究
  • 文章类型: Journal Article
    背景:关于手术治疗与事件发生时间终点的比较研究为临床实践提供了大量证据,但是生存数据分析的准确使用和混杂偏差的控制仍然是巨大的挑战。
    方法:这是对2021年发表在四本普通医学期刊和五本普通外科期刊上的具有生存结果的外科研究的调查。对两个最关心的统计问题进行了评估,包括通过倾向评分分析(PSA)或多变量分析以及Cox模型中比例风险(PH)假设的混淆控制。
    结果:共纳入74项研究,包括63项观察性研究和11项随机对照试验。在观察性研究中,在外科肿瘤学和非肿瘤学研究中使用PSA的研究比例相似(40.9%对36.8%,P=0.762)。然而,前者报告的PH假设评估比例明显低于后者(13.6%对42.1%,P=0.020)。25项观察性研究(25/63)使用PSA方法,但其中三分之二(17/25)显示PSA后基线数据的平衡不清楚.PSA后的PH假设测试比例略低于PSA前,但差异无统计学意义(24.0%对28.0%,P=0.317)。对生存分析中的混杂控制以及不遵守PH假设的替代解决方案提出了全面建议。
    结论:本研究强调了PSA前后观察性手术研究中PH假设评估的次优报告。在统计方法的基本假设方面需要努力和达成共识。
    BACKGROUND: Comparative studies on surgical treatments with time-to-event endpoints have provided substantial evidence for clinical practice, but the accurate use of survival data analysis and the control of confounding bias remain big challenges.
    METHODS: This was a survey of surgical studies with survival outcomes published in four general medical journals and five general surgical journals in 2021. The two most concerned statistical issues were evaluated, including confounding control by propensity score analysis (PSA) or multivariable analysis and testing of proportional hazards (PH) assumption in Cox model.
    RESULTS: A total of 74 studies were included, comprising 63 observational studies and 11 randomized controlled trials. Among the observational studies, the proportion of studies utilizing PSA in surgical oncology and non-oncology studies was similar (40.9 % versus 36.8 %, P = 0.762). However, the former reported a significantly lower proportion of PH assumption assessments compared to the latter (13.6 % versus 42.1 %, P = 0.020). Twenty-five observational studies (25/63) used PSA methods, but two-thirds of them (17/25) showed unclear balance of baseline data after PSA. And the proportion of PH assumption testing after PSA was slightly lower than that before PSA, but the difference was not statistically significant (24.0 % versus 28.0 %, P = 0.317). Comprehensive suggestions were given on confounding control in survival analysis and alternative resolutions for non-compliance with PH assumption.
    CONCLUSIONS: This study highlights suboptimal reporting of PH assumption evaluation in observational surgical studies both before and after PSA. Efforts and consensus are needed with respect to the underlying assumptions of statistical methods.
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  • 文章类型: Journal Article
    牛皮癣是一种慢性免疫介导的影响皮肤的疾病,指甲,和/或关节。它与全身性炎症有关,也可能与动脉粥样硬化性心血管疾病(ASCVD)的风险增加有关。这项研究的目的是确定银屑病患者ASCVD的总体风险,并根据ASCVD类型和银屑病的严重程度评估风险。这是一项观察性研究的系统评价和荟萃分析,报告了银屑病与一种或多种ASCVD临床类型之间的关联。我们通过PubMed在线搜索医学文献分析和检索系统(MEDLINE),摘录医学数据库(EMBASE),Scopus,比勒费尔德学术搜索引擎(BASE),和谷歌学者从他们的记录开始到2023年7月的英语相关研究。研究选择和数据提取由四名独立评审员进行。总共21项观察性研究(三项横断面研究,一个病例控制,和17个队列)被包括在这篇综述中,代表总共778,049名牛皮癣患者和16,881,765名无牛皮癣的对照受试者。纳入的研究有不同程度的协变量调整,因此,他们的发现可能会受到残留的混淆。所有荟萃分析都使用调整后的效应大小,并基于随机效应模型。然而,队列研究与非队列研究(病例对照和横断面研究)分开分析.银屑病和ASCVD之间存在显著关联(队列研究:风险比(HR),1.21;95%置信区间(CI),1.14至1.28;I2=63%;p<0.001;非队列研究:比值比(OR),1.60;95%CI,1.34至1.92;I2=31%;p=0.23)。银屑病也与心肌梗死显著相关(队列研究:HR,1.20;95%CI,1.10~1.31;I2=60%;p<0.001;非队列研究:OR,1.57;95%CI,1.15至2.15;I2=74%;p=0.05),冠状动脉疾病(队列研究:HR,1.20;95%CI,1.13~1.28;I2=67%;p<0.001;非队列研究:OR,1.60;95%CI,1.34至1.92;I2=31%;p=0.23),主动脉瘤(HR,1.45;95%CI,1.04至2.02;I2=67%;p=0.08),但与缺血性卒中无关(HR,1.14;95%CI,0.96至1.36;I2=44%;p=0.17)。就银屑病的严重程度进行汇总分析显示,两者均为轻度(队列研究:HR,1.17;95%CI,1.08~1.26;I2=74%;p<0.001;非队列研究:OR,1.54;95%CI,1.25至1.90;I2=0%;p=0.50)和严重(队列研究:HR,1.43;95%CI,1.23~1.65;I2=65%;p<0.001;非队列研究:OR,1.65;95%CI,1.29~2.12;I2=25%;p=0.26)银屑病与ASCVD显著相关。银屑病(包括轻度和重度疾病)与ASCVD的风险增加有关。包括冠状动脉疾病(CAD)和主动脉瘤(AA)。所有成人银屑病患者应优先考虑ASCVD风险评估和预防。未来的观察性研究调查银屑病和ASCVD之间的关联应该进行更全面的协变量调整。
    Psoriasis is a chronic immune-mediated disease affecting the skin, nails, and/or joints. It is associated with systemic inflammation and may also be linked to an increased risk of atherosclerotic cardiovascular disease (ASCVD). The objectives of this study were to determine the overall risk of ASCVD in patients with psoriasis and to evaluate the risk according to ASCVD type and the severity of psoriasis. This was a systematic review and meta-analysis of observational studies reporting the association between psoriasis and one or more of the clinical types of ASCVD. We searched Medical Literature Analysis and Retrieval System Online (MEDLINE) via PubMed, Excerpta Medica Database (EMBASE), Scopus, Bielefeld Academic Search Engine (BASE), and Google Scholar for relevant studies in the English language from the beginning of their records to July 2023. Study selection and data extraction were conducted by four independent reviewers. A total of 21 observational studies (three cross-sectional, one case-control, and 17 cohort) were included in this review, representing a total of 778,049 patients with psoriasis and 16,881,765 control subjects without psoriasis. The included studies had varying degrees of covariate adjustment, and thus, their findings may have been subject to residual confounding. All the meta-analyses used the adjusted effect sizes and were based on the random-effects model. However, the cohort studies were analysed separately from the non-cohort studies (the case-control and cross-sectional studies). There was a significant association between psoriasis and ASCVD (cohort studies: hazard ratio (HR), 1.21; 95% confidence interval (CI), 1.14 to 1.28; I2 = 63%; p < 0.001; non-cohort studies: odds ratio (OR), 1.60; 95% CI, 1.34 to 1.92; I2 = 31%; p = 0.23). Psoriasis was also significantly associated with myocardial infarction (cohort studies: HR, 1.20; 95% CI, 1.10 to 1.31; I2 = 60%; p < 0.001; non-cohort studies: OR, 1.57; 95% CI, 1.15 to 2.15; I2 = 74%; p = 0.05), coronary artery disease (cohort studies: HR, 1.20; 95% CI, 1.13 to 1.28; I2 = 67%; p < 0.001; non-cohort studies: OR, 1.60; 95% CI, 1.34 to 1.92; I2 = 31%; p = 0.23), aortic aneurysm (HR, 1.45; 95% CI, 1.04 to 2.02; I2 = 67%; p = 0.08) but not with ischaemic stroke (HR, 1.14; 95% CI, 0.96 to 1.36; I2 = 44%; p = 0.17). Pooled analysis in terms of the severity of psoriasis showed that both mild (cohort studies: HR, 1.17; 95% CI, 1.08 to 1.26; I2 = 74%; p < 0.001; non-cohort studies: OR, 1.54; 95% CI, 1.25 to 1.90; I2 = 0%; p = 0.50) and severe (cohort studies: HR, 1.43; 95% CI, 1.23 to 1.65; I2 = 65%; p < 0.001; non-cohort studies: OR, 1.65; 95% CI, 1.29 to 2.12; I2 = 25%; p = 0.26) psoriasis were significantly associated with ASCVD. Psoriasis (including mild and severe disease) is associated with an increased risk of ASCVD, including coronary artery disease (CAD) and aortic aneurysm (AA). ASCVD risk assessment and prevention should be prioritised in all adult psoriasis patients. Future observational studies investigating the association between psoriasis and ASCVD should conduct a more comprehensive adjustment of covariates.
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  • 文章类型: Letter
    暂无摘要。
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  • 文章类型: Editorial
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  • 文章类型: Systematic Review
    吸入皮质类固醇(ICS)治疗已被证明可以降低COPD加重的风险。应仅适用于未通过双重长效支气管扩张剂治疗得到充分控制且每年加重≥2次,血液嗜酸性粒细胞计数≥300个细胞/µL的COPD患者。ICS治疗在COPD患者的指南之外广泛使用,使ICS退出成为一个重要的考虑因素。本系统综述旨在对ICS戒断对加重频率的影响进行最新分析。肺功能(FEV1)的变化,并确定停药后恢复ICS治疗的COPD患者的比例。
    纳入比较ICS停药与ICS继续治疗的随机对照试验(RCT)和观察性研究。CochraneCentral,WebofScience,CINHAL,搜索Embase和OVIDMedline。使用CochraneRoB2工具和纽卡斯尔-渥太华量表评估偏倚风险。采用GRADE对随机对照试验进行质量评价。ICS戒断RCT事后分析的荟萃分析,通过血液嗜酸性粒细胞计数(BEC)分层,进行了。
    10项随机对照试验(6642例患者随机分组)和6项观察性研究(160,029例患者)纳入结果。当停用ICS并维持长效支气管扩张剂治疗时,ICS退出试验组和继续试验组的加重频率或肺功能变化无一致差异.这些影响的证据质量中等。对于停药后恢复ICS治疗的患者比例(估计范围为12-93%的参与者),没有足够的证据得出确切的结论。
    COPD患者退出ICS治疗是安全可行的,但应同时维持支气管扩张治疗以获得最佳结果。
    UNASSIGNED: Inhaled corticosteroid (ICS) therapy has been demonstrated to reduce the risk of COPD exacerbations. It should only be prescribed to COPD patients who are not adequately controlled by dual long-acting bronchodilator therapy and who have ≥2 exacerbations per year and a blood eosinophil count ≥300cells/µL. ICS therapy is widely prescribed outside guidelines to COPD patients, making ICS withdrawal an important consideration. This systematic review aims to provide an up-to-date analysis of the effect of ICS withdrawal on exacerbation frequency, change in lung function (FEV1) and to determine the proportion of COPD patients who resume ICS therapy following withdrawal.
    UNASSIGNED: Randomised controlled trials (RCTs) and observational studies which compared ICS withdrawal with ICS continuation treatment were included. Cochrane Central, Web of Science, CINHAL, Embase and OVID Medline were searched. Risk of bias was assessed using the Cochrane RoB2 tool and the Newcastle-Ottawa Scale. Quality assessment of RCTs was conducted using GRADE. Meta-analysis of post-hoc analyses of RCTs of ICS withdrawal, stratified by blood eosinophil count (BEC), was undertaken.
    UNASSIGNED: Ten RCTs (6642 patients randomised) and 6 observational studies (160,029 patients) were included in the results. When ICS was withdrawn and long-acting bronchodilator therapy was maintained, there was no consistent difference in exacerbation frequency or lung function change between the ICS withdrawal and continuation trial arms. The evidence for these effects was of moderate quality. There was insufficient evidence to draw a firm conclusion on the proportion of patients who resumed ICS therapy following withdrawal (estimated range 12-93% of the participants).
    UNASSIGNED: Withdrawal of ICS therapy from patients with COPD is safe and feasible but should be accompanied by maintenance of bronchodilation therapy for optimal outcomes.
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  • 文章类型: Journal Article
    目的:超声(US)可以检测临床可疑关节痛(CSA)患者的亚临床关节炎症,这是有价值的预测类风湿关节炎(RA)的发展。在大多数研究协议中,手和前脚都被扫描,但目前还不清楚美国的前脚是否有预测RA的额外价值,特别是由于健康个体的MTP关节滑膜肥大也很常见。为了探索省略前足扫描的可能性,我们确定前足US是否对CSA患者的RA发展具有额外的预测价值。
    方法:两个独立队列的CSA患者进行了手和前足的US检查。我们分析了完整的美国协议的RA发展和美国阳性之间的关联,完整的US方案,校正了健康人前脚的灰度(GS)发现,以及无前脚的方案。
    结果:总计,对298例CSA患者进行了研究。在美国呈阳性的患者中,亚临床关节炎症主要存在于手部(90-86%).只有10-14%的患者仅在前脚有亚临床关节炎症。在两个队列中,US阳性与炎症性关节炎的发展有关,完整方案的HR为2.6(95CI0.9-7.5)和3.1(95CI1.5-6.4),3.1(95CI1.3-7.7)和2.7(95CI1.3-5.4),用于完整的美国协议,和3.1(95CI1.4-6.9)和2.8(95CI1.4-5.6),没有前脚。AUROC在两个队列中是相等的。
    结论:当US用于预测CSA患者的RA发展时,可以省略前足。这是由于发现前脚部的亚临床关节炎症而手部没有伴随的炎症是罕见的。
    OBJECTIVE: Ultrasound (US) can detect subclinical joint-inflammation in patients with clinically suspect arthralgia (CSA), which is valuable as predictor for rheumatoid arthritis (RA) development. In most research protocols both hands and forefeet are scanned, but it is unclear if US of the forefeet has additional value for predicting RA, especially since synovial hypertrophy in MTP-joints of healthy individuals is also common. To explore the possibility to omit scanning of the forefeet we determined if US of the forefeet is of additional predictive value for RA-development in CSA patients.
    METHODS: CSA patients of two independent cohorts underwent US of the hands and forefeet. We analyzed the association between RA-development and US-positivity for the full US-protocol, the full US-protocol with correction for Gray Scale(GS)-findings in the forefeet of healthy and the protocol without-forefeet.
    RESULTS: In total, 298 CSA patients were studied. In patients with a positive US, subclinical joint-inflammation was mostly present in the hands (90-86%). Only 10-14% of patients had subclinical joint-inflammation solely in the forefeet. US-positivity was associated with inflammatory arthritis development in both cohorts, with HRs 2.6(95%CI 0.9-7.5) and 3.1(95%CI 1.5-6.4) for the full protocol, 3.1(95%CI 1.3-7.7) and 2.7(95%CI 1.3-5.4) for the full US-protocol with correction, and 3.1(95%CI 1.4-6.9) and 2.8(95%CI 1.4-5.6) without the forefeet. AUROCs were equal across both cohorts.
    CONCLUSIONS: The forefeet can be omitted when US is used for the prediction of RA-development in CSA patients. This is due to the finding that subclinical joint-inflammation in the forefeet without concomitant inflammation in the hands is infrequent.
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  • 文章类型: Journal Article
    背景:生活质量指标对于肿瘤患者以及死亡率和疾病进展等传统终点越来越重要。统计工具,如WinRatio,赢得赔率,和净效益优先考虑使用复合终点的临床显著结果。在随机试验中,Win统计提供治疗组和对照组之间的公平比较。然而,它们在观察性研究中的使用因混杂变量而变得复杂。倾向得分(PS)匹配减轻了混杂变量,但可能会减少样本量,影响必胜统计分析的力量。或者,PS匹配可以对样本进行分层,保留样本量。本研究旨在评估这些方法对决策的长期影响,尤其是结直肠癌患者。方法:一个激励的例子涉及来自ReSARCh观察性研究(2016-2021)的局部晚期直肠腺癌患者队列,位于12厘米的肛门边缘。这些患者接受了观察和等待方法(WW)或经肛门局部切除术(LE)。Win统计数据比较了WW和LE对复合结局的影响(总生存期,复发,造口术的存在,和直肠切除术)。对于匹配的获胜统计数据,我们使用了Matsouaka等人提出的鲁棒推理技术。(2022),对于分层的胜利统计数据,我们应用了Dong等人提出的方法。(2018)。一项模拟研究评估了平衡和不平衡组中匹配和分层获胜统计数据的覆盖概率,计算置信区间包含WR真实值的频率,NB,和WO跨越1000次模拟。结果:结果表明,当单独考虑疗效结果时,LE方法的疗效更好(WR:0.47(0.01至1.14);NB:-0.16(-0.34至0.02);WO:0.73(0.5至1.05))。然而,当QoL结果包括在分析中时,估计更接近1(WR:0.87(0.06至2.06);WO:0.93(0.61至1.4))和0(NB:-0.04(-0.25至0.17)),这表明LE对造口术和直肠切除的治疗效果有负面影响。此外,基于仿真研究,我们的发现强调了与分层获胜统计相比,匹配在覆盖概率方面的卓越表现(匹配WR:97%与分层WR:在高不平衡情况下为33.3%;匹配WR:98%与分层WR:中等不平衡情况下的34.4%;匹配WR:99.2%与分层WR:在低不平衡设置中为37.4%)。结论:总之,我们的研究从统计意义上解释了winstatistics的结果,提供对成对比较在观测设置中的应用的见解,促进其使用,以改善癌症患者的预后。
    Background: Quality-of-life metrics are increasingly important for oncological patients alongside traditional endpoints like mortality and disease progression. Statistical tools such as Win Ratio, Win Odds, and Net Benefit prioritize clinically significant outcomes using composite endpoints. In randomized trials, Win Statistics provide fair comparisons between treatment and control groups. However, their use in observational studies is complicated by confounding variables. Propensity score (PS) matching mitigates confounding variables but may reduce the sample size, affecting the power of win statistics analyses. Alternatively, PS matching can stratify samples, preserving the sample size. This study aims to assess the long-term impact of these methods on decision making, particularly in colorectal cancer patients. Methods: A motivating example involves a cohort of patients from the ReSARCh observational study (2016-2021) with locally advanced adenocarcinoma of the rectum, situated up to 12 cm from the anal verge. These patients underwent either a watch-and-wait approach (WW) or trans-anal local excision (LE). Win statistics compared the effects of WW and LE on a composite outcome (overall survival, recurrence, presence of ostomy, and rectum excision). For matched win statistics, we used robust inference techniques proposed by Matsouaka et al. (2022), and for stratified win statistics, we applied the method proposed by Dong et al. (2018). A simulation study assessed the coverage probability of matched and stratified win statistics in balanced and unbalanced groups, calculating how often the confidence intervals included the true values of WR, NB, and WO across 1000 simulations. Results: The results suggest a better efficacy of the LE approach when considering efficacy outcomes alone (WR: 0.47 (0.01 to 1.14); NB: -0.16 (-0.34 to 0.02); and WO: 0.73 (0.5 to 1.05)). However, when QoL outcomes are included in the analyses, the estimates are closer to 1 (WR: 0.87 (0.06 to 2.06); WO: 0.93 (0.61 to 1.4)) and to 0 (NB: -0.04 (-0.25 to 0.17)), indicating a negative impact of the treatment effect of LE regarding the presence of ostomy and the excision of the rectum. Moreover, based on the simulation study, our findings underscore the superior performance of matched compared to stratified win statistics in terms of coverage probability (matched WR: 97% vs. stratified WR: 33.3% in a high-imbalance setting; matched WR: 98% vs. stratified WR: 34.4% in a medium-imbalance setting; and matched WR: 99.2% vs. stratified WR: 37.4% in a low-imbalance setting). Conclusions: In conclusion, our study sheds light on the interpretation of the results of win statistics in terms of statistical significance, providing insights into the application of pairwise comparison in observational settings, promoting its use to improve outcomes for cancer patients.
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  • 文章类型: Journal Article
    本研究旨在基于随机对照试验(RCT)和观察性研究,探讨沙库巴曲/缬沙坦治疗肾功能异常(eGFR<60ml/min/1.73m2)合并心力衰竭患者的疗效和安全性。
    Embase,从成立之初到2023年12月,对PubMed和Cochrane图书馆进行了相关研究。二分变量被描述为具有比值比(OR)和95%置信区间(CI)值的事件计数。连续变量表示为平均值±标准差(SD),95%CI。
    共纳入6项RCT和8项观察性研究,涉及17335eGFR低于60ml/min/1.73m2合并心力衰竭的患者。就功效而言,我们分析了心血管事件的发生率,发现沙库巴曲/缬沙坦可显著降低慢性肾脏病(CKD)3~5期心力衰竭患者的心血管死亡或心力衰竭住院风险(OR:0.65,95CI:0.54~0.78).此外,沙库必曲/缬沙坦可预防血清肌酐升高(OR:0.81,95CI:0.68-0.95),eGFR下降(OR:0.83,95%CI:0.73-0.95)和该人群终末期肾病的发展(OR:0.73,95CI:0.60-0.89).至于安全结果,我们未发现在CKD3~5期心力衰竭患者中,沙库巴曲/缬沙坦组高钾血症(OR:1.31,95CI:0.79~2.17)和低血压(OR:1.57,95CI:0.94~2.62)的发生率增加.
    我们的荟萃分析证明,沙库巴曲/缬沙坦对肾功能异常合并心力衰竭患者的心功能具有良好的作用,没有明显的不良事件风险,这表明沙库必曲/缬沙坦有可能成为这些患者的前瞻性治疗。
    UNASSIGNED: This study aimed to investigate the efficacy and safety of sacubitril/valsartan in abnormal renal function (eGFR < 60 ml/min/1.73m2) patients combined with heart failure based on randomized controlled trials (RCTs) and observational studies.
    UNASSIGNED: The Embase, PubMed and the Cochrane Library were searched for relevant studies from inception to December 2023. Dichotomous variables were described as event counts with the odds ratio (OR) and 95% confidence interval (CI) values. Continuous variables were expressed as mean standard deviation (SD) with 95% CIs.
    UNASSIGNED: A total of 6 RCTs and 8 observational studies were included, involving 17335 eGFR below 60 ml/min/1.73m2 patients combined with heart failure. In terms of efficacy, we analyzed the incidence of cardiovascular events and found that sacubitril/valsartan significantly reduced the risk of cardiovascular death or heart failure hospitalization in chronic kidney disease (CKD) stages 3-5 patients with heart failure (OR: 0.65, 95%CI: 0.54-0.78). Moreover, sacubitril/valsartan prevented the serum creatinine elevation (OR: 0.81, 95%CI: 0.68-0.95), the eGFR decline (OR: 0.83, 95% CI: 0.73-0.95) and the development of end-stage renal disease in this population (OR:0.73, 95%CI:0.60-0.89). As for safety outcomes, we did not find that the rate of hyperkalemia (OR:1.31, 95%CI:0.79-2.17) and hypotension (OR:1.57, 95%CI:0.94-2.62) were increased in sacubitril/valsartan group among CKD stages 3-5 patients with heart failure.
    UNASSIGNED: Our meta-analysis proves that sacubitril/valsartan has a favorable effect on cardiac function without obvious risk of adverse events in abnormal renal function patients combined with heart failure, indicating that sacubitril/valsartan has the potential to become perspective treatment for these patients.
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  • 文章类型: Journal Article
    当违反积极性假设时,如何分析数据?文献中存在几种可能的解决方案。在本文中,我们考虑了观察性研究中常用的倾向评分(PS)方法,以在违反阳性假设的情况下评估因果治疗效果.我们专注于并研究了逆概率加权(IPW)修剪和截断的四个特定替代解决方案:匹配权重(MW),香农的熵权(EW),重叠重量(OW),和β权重(BW)估计器。我们首先确定他们的目标人群,临床平衡的患者群体,也就是说,我们有足够的PS重叠。然后,我们建立了不同的相应权重(和估计器)之间的联系;这使得我们能够强调这些估计器的共同性质和理论意义。最后,我们引入了他们的增广估计器,该估计器利用倾向评分和结果回归模型来提高治疗效果估计器的偏倚和效率.我们还阐明了OW估计器作为所有这些针对重叠人群的方法的旗舰的作用。我们的分析结果表明,MW,当存在适度或极端(随机或结构)违反积极性假设时,EW优于IPW和某些BW情况。然后我们评估,比较,并通过蒙特卡罗模拟证实上述估计器的有限样本性能。最后,我们使用两个以违反积极性假设为标志的真实世界数据示例来说明这些方法。
    How to analyze data when there is violation of the positivity assumption? Several possible solutions exist in the literature. In this paper, we consider propensity score (PS) methods that are commonly used in observational studies to assess causal treatment effects in the context where the positivity assumption is violated. We focus on and examine four specific alternative solutions to the inverse probability weighting (IPW) trimming and truncation: matching weight (MW), Shannon\'s entropy weight (EW), overlap weight (OW), and beta weight (BW) estimators. We first specify their target population, the population of patients for whom clinical equipoise, that is, where we have sufficient PS overlap. Then, we establish the nexus among the different corresponding weights (and estimators); this allows us to highlight the shared properties and theoretical implications of these estimators. Finally, we introduce their augmented estimators that take advantage of estimating both the propensity score and outcome regression models to enhance the treatment effect estimators in terms of bias and efficiency. We also elucidate the role of the OW estimator as the flagship of all these methods that target the overlap population. Our analytic results demonstrate that OW, MW, and EW are preferable to IPW and some cases of BW when there is a moderate or extreme (stochastic or structural) violation of the positivity assumption. We then evaluate, compare, and confirm the finite-sample performance of the aforementioned estimators via Monte Carlo simulations. Finally, we illustrate these methods using two real-world data examples marked by violations of the positivity assumption.
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  • 文章类型: Journal Article
    目的:估计有5-20%的类风湿性关节炎(RA)患者多次治疗失败,被认为“难以治疗”(D2T),对风湿病学家构成了重大的临床挑战。欧洲风湿病学协会联盟(EULAR)工作组于2021年提出了D2T-RA的定义。我们在一组已确诊RA患者中应用了EULAR的D2T定义,以评估患病率,并对D2T-RA参与者的临床特征进行了匹配比较。
    方法:使用来自Brigham和Women医院类风湿关节炎序贯研究(BRASS)登记的数据。如果参与者符合EULAR的定义,则将其归类为D2T。对照组非D2TRA患者与每位D2T患者进行2:1匹配,在描述性分析中评估了特征的差异。使用泊松回归估算D2T的患病率。
    结果:我们估计在1,581名RA参与者中D2T-RA的患病率为14.4(95%CI:12.8-16.3/100人),1,021名生物/靶向合成DMARD患者中的22.3名(95%CI:19.9-25.0/100人)。我们观察到人口统计学的几个差异,合并症,D2T-RA和非D2TRA比较之间的RA疾病活动。在BRASS的所有参与者中,不同的EULAR子标准导致了一系列D2T-RA患病率,每100人0.6-17.5。
    结论:EULAR提出的D2T-RA定义可识别未达到治疗目标的RA患者。未来的研究应探索这些患者的异质性,并评估结果,以指导旨在制定更有效的RA管理方案的未来研究的设计。
    OBJECTIVE: An estimated 5-20% of patients with rheumatoid arthritis (RA) fail multiple treatments and are considered \"difficult-to-treat\" (D2T), posing a substantial clinical challenge for rheumatologists. A European Alliance of Associations for Rheumatology (EULAR) task force proposed a definition of D2T-RA in 2021. We applied EULAR\'s D2T definition in a cohort of patients with established RA to assess prevalence and we compared clinical characteristics of participants with D2T-RA with matched comparisons.
    METHODS: Data from the longitudinal Brigham and Women\'s Hospital Rheumatoid Arthritis Sequential Study (BRASS) registry was used. Participants were classified as D2T if they met EULAR\'s definition. A comparison group of non-D2T RA patients were matched 2:1 to every D2T patient, and differences in characteristics were evaluated in descriptive analyses. Prevalence rates of D2T were estimated using Poisson regression.
    RESULTS: We estimated the prevalence of D2T-RA to be 14.4 (95% CI: 12.8-16.3 per 100 persons) among 1,581 participants with RA, and 22.3 (95% CI: 19.9-25.0 per 100 persons) among 1,021 who were biologic/targeted synthetic DMARD experienced. We observed several differences in demographics, comorbidities, and RA disease activity between D2T-RA and non-D2T RA comparisons. Varying EULAR sub-criteria among all participants in BRASS resulted in a range of D2T-RA prevalence rates, from 0.6-17.5 per 100 persons.
    CONCLUSIONS: EULAR\'s proposed definition of D2T-RA identifies patients with RA who have not achieved treatment targets. Future research should explore heterogeneity in these patients and evaluate outcomes to inform the design of future studies aimed at developing more effective RA management protocols.
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