population attributable fraction

人口归因分数
  • 文章类型: Journal Article
    背景:心房颤动(AF)对卒中病因和负担的影响可能因国家收入水平而异。
    我们研究了房颤患病率的差异,并描述了不同国家收入水平房颤与缺血性卒中之间关联程度的差异。
    方法:在INTERSTROKE病例对照研究中,我们在32个国家招募了首次急性缺血性卒中患者.我们纳入了10,363例缺血性卒中病例和10,333例社区或医院对照,他们的年龄相匹配。性和中心。参与者被分为高收入人群(HIC),上中等收入国家(细分为UMIC1,UMIC2两类)和下中等收入国家(LMIC),基于国民总收入。我们评估了房颤的总体危险因素,并按国家收入水平评估房颤与缺血性卒中的相关性。
    结果:在11.9%(n=1235)的病例和3.2%(n=328)的对照组中记录了房颤。与HIC相比,UMIC-2(aOR0.35,95%CI0.29-0.41)和LMIC(aOR0.50,95%CI0.41-0.60)的房颤患病率明显较低,关于多变量分析。高血压,女性性别,心脏瓣膜病,在低收入国家,酒精摄入量是房颤的更强风险因素,在高收入国家,肥胖是一个更大的风险因素。与高收入国家相比,低收入国家的房颤与缺血性卒中之间的关联程度明显更高。房颤和中风的人群归因比例因地区而异,HIC为15.7%(95%CI13.7%-17.8%),UMIC-1为14.6%(95%CI12.3-17.1),UMIC-2为5.7%(95%CI4.9%-6.7%),LMIC为6.3%(95%CI5.3%-7.3%)。
    结论:房颤的危险因素因国家收入水平而异。与低收入国家相比,高收入国家的房颤对中风负担的影响更大。由于患病率较高,尽管比值比较低。
    UNASSIGNED: The contribution of atrial fibrillation (AF) to the etiology and burden of stroke may vary by country income level.
    UNASSIGNED: We examined differences in the prevalence of AF and described variations in the magnitude of the association between AF and ischemic stroke by country income level.
    UNASSIGNED: In the INTERSTROKE case-control study, participants with acute first ischemic stroke were recruited across 32 countries. We included 10,363 ischemic stroke cases and 10,333 community or hospital controls who were matched for age, sex, and center. Participants were grouped into high-income (HIC), upper-middle-income (subdivided into two groups-UMIC-1 and UMIC-2), and lower-middle-income (LMIC) countries, based on gross national income. We evaluated the risk factors for AF overall and by country income level, and evaluated the association of AF with ischemic stroke.
    UNASSIGNED: AF was documented in 11.9% (n = 1235) of cases and 3.2% (n = 328) of controls. Compared to HIC, the prevalence of AF was significantly lower in UMIC-2 (aOR 0.35, 95% CI 0.29-0.41) and LMIC (aOR 0.50, 95% CI 0.41-0.60) on multivariable analysis. Hypertension, female sex, valvular heart disease, and alcohol intake were stronger risk factors for AF in lower-income countries, and obesity a stronger risk factor in higher-income countries. The magnitude of association between AF and ischemic stroke was significantly higher in lower-income countries compared to higher-income countries. The population attributable fraction for AF and stroke varied by region and was 15.7% (95% CI 13.7-17.8) in HIC, 14.6% (95% CI 12.3-17.1) in UMIC-1, 5.7% (95% CI 4.9-6.7) in UMIC-2, and 6.3% (95% CI 5.3-7.3) in LMIC.
    UNASSIGNED: Risk factors for AF vary by country income level. AF contributes to stroke burden to a greater extent in higher-income countries than in lower-income countries, due to a higher prevalence and despite a lower magnitude of odds ratio.
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  • 文章类型: Journal Article
    背景:历史上,对急性发热性疾病(AFI)病因的研究被设计为从病例系列中检测到的病原体的患病率。这种策略具有固有的不切实际的假设,即所有病原体检测都允许因果归因,尽管在大多数低收入和中等收入国家(LMICs)已知无症状携带急性高热病的主要原因。我们设计了模块化格式的半定量PCR,以检测包括该地区AFI常见病因的急性发热性疾病的血液传播因子。最近流行病的病因,需要立即公共卫生反应的病因和未知地方性的其他病原体。然后,我们设计了一项研究,该研究将描述在没有症状的情况下社区中传播的背景水平,以提供对AFI主要决定因素的归因的校正估计。
    方法:在伊基托斯寻求医疗保健的10岁或10岁以上患者的急性高热疾病的病例对照研究,洛雷托,秘鲁,是计划好的。注册后,我们会得到血,唾液,和入组时鼻甲中段鼻拭子,并在入组后第21-28天进行随访,以获得生命状态和恢复期唾液和血液样本,以及包括临床问卷,社会人口统计学,职业,旅行,以及每个参与者的动物联系信息。使用TaqMan阵列卡同时测试全血样品的32种病原体。将对中鼻甲样品进行SARS-CoV-2,流感A和流感B的测试。将拟合条件逻辑回归模型,将病例/对照状态作为结果,并以病原体特异性样品阳性作为预测因子,以获得AFI的可归因病原体分数。
    结论:模块化PCR平台将允许报告72小时内呼吸道样本和一周内血液样本的所有主要结果,允许结果影响当地医疗实践,并能够及时做出公共卫生反应。纳入对照将允许更准确地估计特定流行病原体作为急性疾病原因的重要性。
    背景:项目1791,调查研究中心(PRISA),国立卫生研究院,秘鲁。
    The study of the etiology of acute febrile illness (AFI) has historically been designed as a prevalence of pathogens detected from a case series. This strategy has an inherent unrealistic assumption that all pathogen detection allows for causal attribution, despite known asymptomatic carriage of the principal causes of acute febrile illness in most low- and middle-income countries (LMICs). We designed a semi-quantitative PCR in a modular format to detect bloodborne agents of acute febrile illness that encompassed common etiologies of AFI in the region, etiologies of recent epidemics, etiologies that require an immediate public health response and additional pathogens of unknown endemicity. We then designed a study that would delineate background levels of transmission in the community in the absence of symptoms to provide corrected estimates of attribution for the principal determinants of AFI.
    A case-control study of acute febrile illness in patients ten years or older seeking health care in Iquitos, Loreto, Peru, was planned. Upon enrollment, we will obtain blood, saliva, and mid-turbinate nasal swabs at enrollment with a follow-up visit on day 21-28 following enrollment to attain vital status and convalescent saliva and blood samples, as well as a questionnaire including clinical, socio-demographic, occupational, travel, and animal contact information for each participant. Whole blood samples are to be simultaneously tested for 32 pathogens using TaqMan array cards. Mid-turbinate samples will be tested for SARS-CoV-2, Influenza A and Influenza B. Conditional logistic regression models will be fitted treating case/control status as the outcome and with pathogen-specific sample positivity as predictors to attain estimates of attributable pathogen fractions for AFI.
    The modular PCR platforms will allow for reporting of all primary results of respiratory samples within 72 h and blood samples within one week, allowing for results to influence local medical practice and enable timely public health responses. The inclusion of controls will allow for a more accurate estimate of the importance of specific prevalent pathogens as a cause of acute illness.
    Project 1791, Registro de Proyectos de Investigación en Salud Pública (PRISA), Instituto Nacional de Salud, Perú.
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  • 文章类型: Preprint
    背景:历史上,对急性发热性疾病(AFI)病因的研究被设计为从病例系列中检测到的病原体的患病率。这种策略具有固有的不切实际的假设,即所有病原体检测都允许因果归因,尽管在大多数低收入和中等收入国家(LMICs)已知无症状携带急性高热病的主要原因。我们设计了模块化格式的半定量PCR,以检测包括该地区AFI常见病因的急性发热性疾病的血液传播因子。最近流行病的病因,需要立即公共卫生反应的病因和未知地方性的其他病原体。然后,我们设计了一项研究,该研究将描述在没有症状的情况下社区中传播的背景水平,以提供对AFI主要决定因素的归因的校正估计。方法:对在伊基托斯寻求保健的10岁或10岁以上患者的急性高热疾病进行病例对照研究,洛雷托,秘鲁,是计划好的。注册后,我们会得到血,唾液,和入组时鼻甲中段鼻拭子,并在入组后第21-28天进行随访,以获得生命状态和恢复期唾液和血液样本,以及包括临床问卷,社会人口统计学,职业,旅行,以及每个参与者的动物联系信息。使用TaqMan阵列卡同时测试全血样品的32种病原体。将对中鼻甲样品进行SARS-CoV-2,流感A和流感B的测试。将拟合条件逻辑回归模型,将病例/对照状态作为结果,并以病原体特异性样品阳性作为预测因子,以获得AFI的可归因病原体分数。讨论:模块化PCR平台将允许在72小时内报告呼吸道样本的所有主要结果,并在一周内报告血液样本。允许结果影响当地医疗实践,并能够及时做出公共卫生反应。纳入控制将允许更准确地估计具体的重要性,流行的病原体作为急性疾病的原因。StudyRegistration:Project1791,RegistrodeProyectosdeInvestigaciónenSaludPública(PRISA),国立卫生研究院,秘鲁。
    UNASSIGNED: The study of the etiology of acute febrile illness (AFI) has historically been designed as a prevalence of pathogens detected from a case series. This strategy has an inherent unrealistic assumption that all pathogen detection allows for causal attribution, despite known asymptomatic carriage of the principal causes of acute febrile illness in most low- and middle-income countries (LMICs). We designed a semi-quantitative PCR in a modular format to detect bloodborne agents of acute febrile illness that encompassed common etiologies of AFI in the region, etiologies of recent epidemics, etiologies that require an immediate public health response and additional pathogens of unknown endemicity. We then designed a study that would delineate background levels of transmission in the community in the absence of symptoms to provide corrected estimates of attribution for the principal determinants of AFI.
    UNASSIGNED: A case-control study of acute febrile illness in patients ten years or older seeking health care in Iquitos, Loreto, Peru, was planned. Upon enrollment, we will obtain blood, saliva, and mid-turbinate nasal swabs at enrollment with a follow-up visit on day 21-28 following enrollment to attain vital status and convalescent saliva and blood samples, as well as a questionnaire including clinical, socio-demographic, occupational, travel, and animal contact information for each participant. Whole blood samples are to be simultaneously tested for 32 pathogens using TaqMan array cards. Mid-turbinate samples will be tested for SARS-CoV-2, Influenza A and Influenza B. Conditional logistic regression models will be fitted treating case/control status as the outcome and with pathogen-specific sample positivity as predictors to attain estimates of attributable pathogen fractions for AFI.
    UNASSIGNED: The modular PCR platforms will allow for reporting of all primary results of respiratory samples within 72 hours and blood samples within one week, allowing for results to influence local medical practice and enable timely public health responses. The inclusion of controls will allow for a more accurate estimate of the importance of specific, prevalent pathogens as a cause of acute illness.
    UNASSIGNED: Project 1791, Registro de Proyectos de Investigación en Salud Pública (PRISA), Instituto Nacional de Salud, Perú.
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  • 文章类型: Journal Article
    目的:提供有关任何一级亲属自杀的丧亲后自杀风险的初步估计以及丹麦自杀丧亲的自杀比例。
    方法:我们进行了一项全国性的巢式病例对照研究,将病例定义为1980年1月1日至2016年12月31日在丹麦因自杀死亡的所有丹麦出生个体(n=32,248)。年龄匹配四个生活控制。使用三种暴露类别(亲属自杀导致的丧亲[父母,后代,兄弟姐妹,和配偶/同居者];非自杀丧亲;无丧亲)和针对预先指定的协变量进行调整的条件逻辑回归,我们估计了病例与对照组中自杀丧亲暴露的几率。我们测试了男性和女性的关联是否不同,估计了我们人群中自杀风险的人口归因分数(PAF),这可能归因于一级亲属的自杀损失,并估计了暴露者中的可归因分数(AFe)。
    结果:与无丧亲(ORadj2=2.90,95%CI:2.46-3.40)或非自杀丧亲(ORadj2=1.48,95%CI:1.25-1.74)相比,自杀丧亲与自杀几率增加相关。没有证据支持与性别的任何互动。PAF(0.69%;95%CI:0.62%-0.77%)和AFe(60.12%;95%CI:53.19%-66.03%)估计表明,在丹麦,自杀率为0.69%,自杀亲属中有60%的自杀,如果可以解决所有增加自杀丧亲亲属自杀风险的因素,则可以预防。
    结论:在丹麦,亲属和伴侣中的自杀丧亲行为至少导致145例自杀中的1例。
    To provide the first estimates of the risk of suicide after bereavement by the suicide of any first-degree relative and the proportion of suicides in Denmark attributable to suicide bereavement.
    We conducted a nationwide nested case-control study defining cases as all Danish-born individuals who died by suicide in Denmark between 01 January 1980 and 31 December 2016 (n = 32,248), age-matched to four living controls. Using three exposure categories (bereavement by the suicide of a relative [parent, offspring, sibling, and spouse/cohabitee]; non-suicide bereavement; no bereavement) and conditional logistic regression adjusted for pre-specified covariates we estimated the odds of exposure to suicide bereavement in cases versus controls. We tested whether associations differed for men and women, estimated the population attributable fraction (PAF) of suicides in our population at risk that could be attributed to a first-degree relative\'s suicide loss, and estimated the attributable fraction among the exposed (AFe).
    Suicide bereavement was associated with an increased odds of suicide when compared with no bereavement (ORadj2  = 2.90, 95% CI: 2.46-3.40) or non-suicide bereavement (ORadj2  = 1.48, 95% CI: 1.25-1.74). There was no evidence to support any interaction with sex. PAF (0.69%; 95% CI: 0.62%-0.77%) and AFe (60.12%; 95% CI: 53.19%-66.03%) estimates suggested that in Denmark 0.69% of suicides, and 60% of suicides among suicide-bereaved relatives, could be prevented if it was possible to address all factors increasing suicide risk in suicide-bereaved relatives.
    Suicide bereavement in relatives and partners contributes to at least one in 145 suicides in Denmark.
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  • 文章类型: Journal Article
    我们对低收入国家自杀的了解有限。了解导致自杀风险的因素的重要性将允许适当分配有限的资源。为了优先考虑孟加拉国的自杀预防活动,我们估计了可归因于关键危险因素的自杀比例.
    使用来自匹配病例(100)和对照(100)的数据作为达卡心理尸检研究的一部分,我们估计关键临床(精神疾病和身体残疾)的人群归因分数,和社会(生活事件,精神和/或性虐待,失业,和社会隔离)孟加拉国自杀的危险因素。
    假设有因果关系,生活事件占自杀死亡的最大比例(85.9%;置信区间[CI],79.6-90.2),其次是精神障碍(49.5%;CI,45.3-53.4)。抑郁症的危险因素的人群归因分数为42.9%(CI,40.6-45),11%(CI,8.9-13)用于性虐待,社会隔离率为34.9%(CI,10.1-52.9)。
    该研究确定了孟加拉国自杀危险因素的人群归因比例。预防策略应优先考虑对不良生活事件的后果进行管理,治疗精神疾病,性虐待,以及这个国家的社会孤立。
    Our knowledge of suicide in low-income countries is limited. Understanding the importance of factors that contribute to suicide risk will allow for the appropriate allocation of limited resources. In order to prioritize suicide prevention activities in Bangladesh, we estimate the fractions of suicides attributable to key risk factors.
    Using data from matched cases (100) and controls (100) as part of a psychological autopsy study in Dhaka, we estimate the population attributable fraction for key clinical (psychiatric disorders and physical disability), and social (life events, psychical and/or sexual abuse, unemployment, and social isolation) risk factors for suicide in Bangladesh.
    Assuming a causal relationship, life events were responsible for the largest proportion of suicide deaths (85.9%; confidence interval [CI], 79.6-90.2), followed by mental disorder (49.5%; CI, 45.3-53.4). The population attributable fraction for the risk factors was 42.9% (CI, 40.6-45) for depression, 11% (CI, 8.9-13) for sexual abuse, and 34.9% (CI, 10.1-52.9) for social isolation.
    The study determined the population attributable fraction of risk factors for suicide in Bangladesh. Prevention strategies should be prioritized on the management of the aftermaths of adverse life events, treatment of psychiatric disorders, sexual abuse, and social isolation in the country.
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  • 文章类型: Journal Article
    先前的研究已经研究了生殖因素与乳腺癌(BC)风险之间的关系。考虑到结果的差异,本研究的目的是在一项病例对照研究中,使用有针对性的最大似然估计的双重稳健方法,估计生殖因素对BC风险的因果影响.
    这是对2005年至2008年在设拉子进行的病例对照研究的因果再分析,伊朗,纳入787例确诊BC病例和928例对照.使用目标最大似然估计和超级学习者来分析数据,和风险比(RR),风险差异(RD),报告了人口归因分数(PAF)。
    我们的研究结果不支持首次妊娠时的胎次和年龄是BC的危险因素。绝经后妇女的BC风险较高(RR=3.3,95%置信区间(CI)=(2.3,4.6)),初婚年龄≥20岁的女性(RR=1.6,95%CI=(1.3,2.1)),和口服避孕药(OC)使用史(RR=1.6,95%CI=(1.3,2.1))或母乳喂养时间≤60个月(RR=1.8,95%CI=(1.3,2.5))。更年期状态的PAF,母乳喂养持续时间,OC使用率为40.3%(95%CI=39.5,40.6),27.3%(95%CI=23.1,30.8)和24.4%(95%CI=10.5,35.5),分别。
    绝经后妇女,和初婚年龄较高的女性,母乳喂养持续时间较短,和OC使用史的BC风险较高。
    The relationship between reproductive factors and breast cancer (BC) risk has been investigated in previous studies. Considering the discrepancies in the results, the aim of this study was to estimate the causal effect of reproductive factors on BC risk in a case-control study using the double robust approach of targeted maximum likelihood estimation.
    This is a causal reanalysis of a case-control study done between 2005 and 2008 in Shiraz, Iran, in which 787 confirmed BC cases and 928 controls were enrolled. Targeted maximum likelihood estimation along with super Learner were used to analyze the data, and risk ratio (RR), risk difference (RD), andpopulation attributable fraction (PAF) were reported.
    Our findings did not support parity and age at the first pregnancy as risk factors for BC. The risk of BC was higher among postmenopausal women (RR = 3.3, 95% confidence interval (CI) = (2.3, 4.6)), women with the age at first marriage ≥20 years (RR = 1.6, 95% CI = (1.3, 2.1)), and the history of oral contraceptive (OC) use (RR = 1.6, 95% CI = (1.3, 2.1)) or breastfeeding duration ≤60 months (RR = 1.8, 95% CI = (1.3, 2.5)). The PAF for menopause status, breastfeeding duration, and OC use were 40.3% (95% CI = 39.5, 40.6), 27.3% (95% CI = 23.1, 30.8) and 24.4% (95% CI = 10.5, 35.5), respectively.
    Postmenopausal women, and women with a higher age at first marriage, shorter duration of breastfeeding, and history of OC use are at the higher risk of BC.
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  • 文章类型: Journal Article
    UNASSIGNED: Congenital hypothyroidism (CH), as one of the most common endocrine disorders, is a preventable cause of mental retardation.
    UNASSIGNED: This study aimed to identify familial-related risk factors for CH in Iranian newborns.
    UNASSIGNED: A population-based case-control study was performed on the National Registry System of patients with CH in Iran. In this study, 906 controls and 454 cases were studied for one year. Familial related factors were investigated using logistic regression models. Population attributable fraction (PAF) was also calculated for each significant risk factor.
    UNASSIGNED: Using multivariate analysis, an increased risk for CH was observed in patients with congenital anomalies (odds ratio (OR): 5.77, 95% confidence interval (CI): 2.37 - 14.01), history of mental retardation in family (OR:2.10, 95% CI: 1.15-3.83), mother\'s hypothyroidism during pregnancy (OR: 2.01, 95% CI: 1.33 - 3.03), intra-family marriage (OR:1.49, 95% CI: 1.18 - 1.89), gestational diabetes (OR: 1.69, 95% CI: 1.09 - 2.63), having a hypothyroid child in the family (OR: 2.48, 95% CI: 1.39 - 4.42), and twins or more (OR: 2.61, 95% CI: 1.31 - 5.21). The highest PAF among familial-related risk factors for CH is related to the intra-family marriage (14.9%).
    UNASSIGNED: This study revealed that familial-related risk factors and consanguine marriages play an essential role in the high incidence of CH in Iran. About 15% of CH in Iran could be attributed to intra-family marriage alone.
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  • 文章类型: Journal Article
    人口归因分数是一种广泛使用的衡量标准,用于量化与人口水平的可修改的关注暴露相关的疾病负担。它已经被扩展到一个时变的措施,人口归因危险函数,提供关于暴露的影响何时以及如何随时间变化的额外信息。然而,就像经典的人口归因分数一样,如果存在混杂因素,则人群归因危险通常是有偏见的。在这篇文章中,我们提供了一个自然定义的调整人口归因危险,以考虑混杂因素的影响,以及在罕见疾病假设下从病例对照研究中可以识别的替代方法。我们提出了一种新的估计器,它结合了逻辑回归模型中的比值比估计器,以及给定案例的失败时间或内核平滑器控制的当前时间的暴露和混杂变量分布的条件密度函数估计器。我们证明了所提出的估计量是一致的,并且具有可以从数据中经验估计的方差。仿真研究表明,所提出的估计量在有限的样本量下表现良好。最后,我们通过对大肠癌病例对照研究的分析来说明该方法。本文的补充材料可在线获得。
    Population attributable fraction is a widely used measure for quantifying the disease burden associated with a modifiable exposure of interest at the population level. It has been extended to a time-varying measure, population attributable hazard function, to provide additional information on when and how the exposure\'s impact varies over time. However, like the classic population attributable fraction, the population attributable hazard is generally biased if confounders are present. In this article, we provide a natural definition of adjusted population attributable hazard to take into account the effects of confounders, and its alternative that is identifiable from case-control studies under the rare disease assumption. We propose a novel estimator, which combines the odds ratio estimator from logistic regression model, and the conditional density function estimator of the exposure and confounding variables distribution given the failure times of cases or the current times of controls from a kernel smoother. We show that the proposed estimators are consistent and asymptotically normal with variance that can be estimated empirically from the data. Simulation studies demonstrate that the proposed estimators perform well in finite sample sizes. Finally, we illustrate the method by an analysis of a case-control study of colorectal cancer. Supplementary materials for this article are available online.
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  • 文章类型: Journal Article
    现代医学被大量既定的风险因素和新的疾病生物标志物所淹没。这些信息的大部分通过关联的概率度量来表示,例如通过计算暴露组和未暴露组之间的平均“风险”差异获得的优势比(OR)。然而,最近的研究表明,即使是相当大的OR,也不足以评估危险因素或生物标志物区分将患该疾病的个体和不会患该疾病的个体的能力.关于冠心病(CHD),我们已经知道,新的生物标志物对传统风险因素的辨别准确性(DA)几乎没有增加.然而,传统风险因素以及年龄和性别等简单的人口统计学变量所增加的价值一直是较少讨论的主题。此外,在公共卫生方面,我们使用OR计算人口归因分数(PAF),尽管这项措施没有考虑其所代表的风险因素的DA。因此,以冠心病为重点,应用DA措施,我们重新审视个体人口统计特征的作用,危险因素,公共卫生和流行病学中的新型生物标志物和PAFs。这样做,我们还对传统的流行病学风险因素提出了更普遍的批评。我们调查了6103名男性和女性,他们参加了马尔默饮食与癌症研究的基线(1991-1996),并随访了18年。我们发现,传统的危险因素和生物标志物都不能显着改善仅考虑年龄和性别的模型获得的DA。我们得出的结论是,PAF措施为规划人口预防策略提供了不足的信息。我们需要更好地了解平均值周围的个体异质性,因此,我们解释公共卫生和流行病学危险因素的方式发生了根本性变化.
    Modern medicine is overwhelmed by a plethora of both established risk factors and novel biomarkers for diseases. The majority of this information is expressed by probabilistic measures of association such as the odds ratio (OR) obtained by calculating differences in average \"risk\" between exposed and unexposed groups. However, recent research demonstrates that even ORs of considerable magnitude are insufficient for assessing the ability of risk factors or biomarkers to distinguish the individuals who will develop the disease from those who will not. In regards to coronary heart disease (CHD), we already know that novel biomarkers add very little to the discriminatory accuracy (DA) of traditional risk factors. However, the value added by traditional risk factors alongside simple demographic variables such as age and sex has been the subject of less discussion. Moreover, in public health, we use the OR to calculate the population attributable fraction (PAF), although this measure fails to consider the DA of the risk factor it represents. Therefore, focusing on CHD and applying measures of DA, we re-examine the role of individual demographic characteristics, risk factors, novel biomarkers and PAFs in public health and epidemiology. In so doing, we also raise a more general criticism of the traditional risk factors\' epidemiology. We investigated a cohort of 6103 men and women who participated in the baseline (1991-1996) of the Malmö Diet and Cancer study and were followed for 18 years. We found that neither traditional risk factors nor biomarkers substantially improved the DA obtained by models considering only age and sex. We concluded that the PAF measure provided insufficient information for the planning of preventive strategies in the population. We need a better understanding of the individual heterogeneity around the averages and, thereby, a fundamental change in the way we interpret risk factors in public health and epidemiology.
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  • 文章类型: Journal Article
    人群归因分数(PAF)被广泛用于量化与人群中可修改的暴露相关的疾病负担。它已扩展到随时间变化的测量,为队列研究提供了关于暴露的影响何时以及如何随时间变化的额外信息。然而,没有使用从基于人群的病例对照研究中收集的数据对PAF进行估计的程序,which,因为时间和成本效率,通常用于研究疾病发病率的遗传和环境危险因素。在这篇文章中,我们表明,时变PAF可以从病例对照研究中识别出来,并开发了一种新的PAF估计器。在内核平滑器的情况下,我们的估计器结合了逻辑回归模型的赔率比估计和以故障时间为条件的风险因子分布的密度估计。所提出的估计器被证明是一致的且渐近正态的,其渐近方差可以根据经验从数据中估计。仿真研究表明,所提出的估计器在有限的样本量下表现良好。最后,以人群为基础的结直肠癌病例对照研究说明了该方法.
    Population attributable fraction (PAF) is widely used to quantify the disease burden associated with a modifiable exposure in a population. It has been extended to a time-varying measure that provides additional information on when and how the exposure\'s impact varies over time for cohort studies. However, there is no estimation procedure for PAF using data that are collected from population-based case-control studies, which, because of time and cost efficiency, are commonly used for studying genetic and environmental risk factors of disease incidences. In this article, we show that time-varying PAF is identifiable from a case-control study and develop a novel estimator of PAF. Our estimator combines odds ratio estimates from logistic regression models and density estimates of the risk factor distribution conditional on failure times in cases from a kernel smoother. The proposed estimator is shown to be consistent and asymptotically normal with asymptotic variance that can be estimated empirically from the data. Simulation studies demonstrate that the proposed estimator performs well in finite sample sizes. Finally, the method is illustrated by a population-based case-control study of colorectal cancer.
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