underrepresented population

代表性不足的人口
  • 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
    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
    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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  • 文章类型: Journal Article
    Having a child with a genetic disorder directly impacts a couple\'s relationship due to increased care demands. Most research on couple relationships in the context of having a child with a disability has been done in well-resourced, developed countries. In South Africa, the black South African population has been historically disadvantaged resulting in high rates of unemployment and poverty, and disruption of the family system. The purpose of this study was to explore the impact of having a child with a genetic disorder on the couple relationship in a low socio-economic setting. Thirteen black South African mothers of a child with a confirmed or suspected genetic disorder participated in the study. All participants were recruited while waiting to be seen for a follow-up appointment by a medical geneticist at a Genetic Clinic in Johannesburg, South Africa between 2016 and 2019. Data were collected through semi-structured interviews lasting between 25 and 60 min and analyzed using thematic content analysis. Findings showed that mothers of a child with a genetic disorder in this low socio-economic setting frequently felt unsupported and carried the responsibility of childcare alone. The majority of participants wanted more tangible and emotional support from their partners and without this support they felt isolated and alone. The participants used many different coping strategies to deal with the distress of having a child with a genetic disorder but most frequently they described using \'acceptance\'. Participants\' partners were more often reported to use escape-avoidance strategies such as abandonment, denying paternity, withdrawal, and partner-blame. We suggest that mothers of a child with a genetic disorder should consult with a genetic counselor in addition to a medical geneticist to enable the provision of emotional support.
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  • 文章类型: Journal Article
    Transgender (TG) individuals have higher rates of mortality associated with cancer diagnoses, in part due to avoidance of gender-assigned cancer screenings resulting in later stages at diagnosis. Knowledge about the risks of breast or gynecological cancer in TG and nonbinary (NB) persons receiving gender-affirming hormone therapy is limited. Even less information exists regarding the subset of individuals with genetic predisposition for these malignancies. We performed a retrospective literature review of studies from the last 15 years on breast cancer rates and identified risks in TG persons. An accumulating body of data on breast cancer incidence in TG persons suggests higher than previously believed rates of breast cancer in TG women compared with cisgender men and risk correlating with duration of hormone use. Few studies have examined other cancer risks in TG populations. To date, only three publications address the association with BRCA1/2 mutation presence and breast cancer incidence in TG persons. Meanwhile, there is growing awareness and social acceptance of TG/NB identities coupled with recognition of gender dysphoria at increasingly earlier ages. No information directly addressing cancer risk counseling in TG/NB adolescents and young adults with a family history of cancer or hereditary cancer syndrome exists. Whether the presence of a known genetic predisposition or strong family cancer history may affect cancer risk in these populations is unknown, leading to significant gaps in clinicians\' ability to accurately and appropriately estimate cancer risks and counsel those with genetic predisposition on the risks/benefits associated with surgical options and the initiation, duration, and dosing of gender-affirming hormone therapies. A series of three cases illustrates the utility of cancer risk assessment and genetic testing in TG/NB adolescents and young adults, and the unique challenges and unanswered questions that are encountered in the process.
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  • 文章类型: Journal Article
    检查点抑制剂的III期研究改变了肺癌的治疗前景。2015年,荷兰胸科医师协会(NVALT)推出了针对肺癌患者的国家免疫疗法注册;实施了医院的质量标准。在人群水平上,我们研究了日常实践和III期试验中代表性不足的患者的临床获益。
    从最初在荷兰引入检查点抑制剂开始,对患者进行了集中登记。在NVALT的监督下提供教育计划和质量控制。提供最大的免疫疗法的医院与提供较少的检查点抑制剂作为经验标志的医院进行比较。患者特征,治疗和副作用,研究了反应率和生存率。
    总共登记了2676名患者,2302与随访数据进行评价。在2015年10月至2017年12月期间,从12家合格医院逐渐增加到30家,没有出现重大毒性差异。毒性导致住院率为9.1,平均持续时间为10.4天。总体肿瘤缓解率为21.8%,中位总生存期为12.6个月。年龄≥75岁的患者的总生存率没有显着差异。那些在开始检查点抑制剂之前有脑转移或选择的自身免疫性疾病的患者与年轻患者或没有的患者相比,分别。PS2+患者的生存结果更差,非吸烟者,和接受任何姑息性放疗的患者(分别为HR2.1,95%CI1.7-2.7;1.3,95%CI1.0-1.6和1.2,95%CI1.1-1.4).
    治疗领域的变化并没有导致医院之间医疗质量的重大差异。老年患者,那些患有脑转移或临床试验中代表性不足的自身免疫性疾病的患者在检查点抑制剂方面没有做得更糟,除了那些有PS2+的。
    Phase III studies of checkpoint inhibitors changed the therapeutic landscape for lung cancer. In 2015 the Dutch Society of Chest Physicians (NVALT) introduced a national immunotherapy registry for patients with lung cancer; quality standards for hospitals were implemented. At population level we studied clinical benefit in daily practice and in patients who are underrepresented in phase III trials.
    From the initial introduction of checkpoint inhibitors in the Netherlands patients were centrally registered. Educational programs and quality control were provided under supervision of NVALT. The largest immunotherapy providing hospitals were compared to hospitals who provided less checkpoint inhibitors as marker of experience. Patients characteristics, treatment and side effects, response rate and survival were studied.
    A total of 2676 patients were registered, 2302 with follow up data were evaluated. Between October 2015 and December 2017 a gradual increase from 12 to 30 qualified hospitals showed no major toxicity differences. Toxicity led to a hospital admission rate of 9.1 with an average duration of 10.4 days. Overall tumor response was 21.8 % and median overall survival 12.6 months. Overall survival was not significantly different for patients aged ≥ 75 years, those having brain metastases or selected auto-immune diseases before start checkpoint inhibitors compared to younger patients or those without, respectively. Survival outcomes were worse in patients with PS 2+, non-smokers, and patients who received any palliative radiotherapy (HR 2.1, 95 % CI 1.7-2.7; 1.3, 95 % CI 1.0-1.6 and 1.2, 95 % CI 1.1-1.4, respectively).
    Changes in the therapeutic landscape did not lead to major differences in quality of care between hospitals. Elderly patients, those with brain metastases or selected auto-immune disease underrepresented in clinical trials did not do worse on checkpoint inhibitors, except for those with PS 2 + .
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