effect modification

Effect modification
  • 文章类型: Journal Article
    关于COVID-19对男女血管损伤的影响的长期证据有限。前瞻性招募了一组COVID-19幸存者(COVID)和确诊的SARS-CoV-2抗体阴性参与者(COVID-)的成人队列。在感染后四周记录存在持续症状的COVID+参与者被认为患有COVID-19急性后遗症(PASC)。非侵入性,FDA批准的EndoPAT(Endo-PAT2000)用于内皮评估。在包括性别在内的基线协变量上,COVID-(n=94)与COVID+(n=151)匹配的倾向评分为1:1。在COVID+中,66.2%(n=100)患有PASC。更高水平的凝血标志物,D-二聚体(p=0.001),和肠道渗透性标记,zonulin(p=0.001),与女性有关。观察到COVID-(0.9±17.2)和COVID+(8.4±15.7;p=0.001)以及女性和男性(12.9±1.9;p<0.0001)之间的增强指数(AI)估计差异。在带有PASC的COVID+中,平均AI(10.5±1.6)比COVID-高9.7个单位(p<.0001),比没有PASC的COVID+高6.2个单位(p=0.03)。COVID+PASC+女性的AI最高(14.3±1.9)。SARS-CoV-2感染对血管功能的影响因性别和女性而异,在COVID-19急性期,动脉弹性较差(AI最高)。
    There is limited long-term evidence on the effects of COVID-19 on vascular injury between male and female sex. An adult cohort of COVID-19 survivors (COVID+) and confirmed SARS-CoV-2 antibody-negative participants (COVID-) were prospectively enrolled. COVID+ participants who have documented the presence of persistent symptoms four weeks following infection were considered to have post-acute sequelae of COVID-19 (PASC). Non-invasive, FDA-approved EndoPAT (Endo-PAT2000) was used for endothelial assessment. COVID-(n = 94) were 1:1 propensity score matched to COVID+ (n = 151) on baseline covariates including sex. Among COVID+, 66.2% (n = 100) had PASC. Higher levels of coagulation marker, D-dimer (p = 0.001), and gut permeability marker, zonulin (p = 0.001), were associated with female sex. Estimated differences in augmentation index (AI) between COVID- (0.9 ± 17.2) and COVID+ (8.4 ± 15.7; p = 0.001) and between female and male sex (12.9 ± 1.9; p < .0001) were observed. Among COVID+ with PASC, the average AI (10.5 ± 1.6) was 9.7 units higher than COVID- (p < .0001) and 6.2 units higher compared to COVID+ with no PASC (p = 0.03). COVID+ PASC+ female sex had the highest AI (14.3 ± 1.9). The effects of SARS-CoV-2 infection on vascular function varies across strata of sex and female sex in the post-acute phase of COVID-19 have the worse arterial elasticity (highest AI).
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  • 文章类型: Journal Article
    背景和目的:在疾病预防的背景下,通常评估累加尺度上的相互作用,以确定暴露之间的协同作用。而“相互作用导致的相对超额风险”代表了风险因素之间累加相互作用的主要衡量标准,在这项研究中,我们旨在扩展这种方法来评估已知的预防事件发生的因素之间的累加相互作用,如医疗干预和药物。材料和方法:我们介绍并描述了“相互作用导致的相对风险降低”(RRRI)作为评估预防因素之间的累加相互作用的关键指标,如治疗干预和药物组合。对于接近1的RRRI值,由于它们的相互作用,暴露的组合对降低事件风险具有更大的影响。作为一个纯粹说明性的例子,我们重新评估了先前关于他汀类药物和降压药在预防主要不良心血管事件(MACE)方面的协同作用的研究.此外,模拟研究用于经验评估稳健泊松回归模型的性能,以估计不同场景下的RRRI。结果:在我们的例子中,药物组合在进一步降低MACE风险(RRRI>0)方面显示出积极的累加相互作用,即使没有统计学意义。与基于RERI的原始结果相比,此结果更易于解释。此外,我们的模拟强调了大样本量对于检测显著的交互作用的重要性.结论:我们建议将RRRI作为探索保护性暴露之间的累加相互作用效应时要考虑的主要措施,例如研究药物组合或预防性治疗之间的协同作用。
    Background and Objectives: In the context of disease prevention, interaction on an additive scale is commonly assessed to determine synergistic effects between exposures. While the \"Relative Excess Risk due to Interaction\" represents the main measure of additive interaction between risk factors, in this study we aimed to extend this approach to assess additive interaction between factors known to prevent the event\'s occurrence, such as medical interventions and drugs. Materials and Methods: We introduced and described the \"Relative Risk Reduction due to Interaction\" (RRRI) as a key measure to assess additive interactions between preventive factors, such as therapeutic interventions and drug combinations. For RRRI values closer to 1, the combination of exposures has a greater impact on reducing the event risk due to their interaction. As a purely illustrative example, we re-evaluated a previous investigation of the synergistic effect between statins and blood pressure-lowering drugs in preventing major adverse cardiovascular events (MACE). Moreover, simulation studies were used to empirically evaluate the performance of a robust Poisson regression model to estimate RRRI across different scenarios. Results: In our example, the drug combination revealed a positive additive interaction in further reducing MACE risk (RRRI > 0), even if not statistically significant. This result is more straightforward to interpret as compared to the original one based on the RERI. Additionally, our simulations highlighted the importance of large sample sizes for detecting significant interaction effects. Conclusion: We recommend RRRI as the main measure to be considered when exploring additive interaction effects between protective exposures, such as the investigation of synergistic effects between drug combinations or preventive treatments.
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  • 文章类型: Journal Article
    关于红肉消费与肺癌风险之间关联的证据还很薄弱。这项研究调查了红肉和肺癌之间的关系,以及食物或补充剂中抗氧化剂的摄入水平。Cox比例风险模型用于评估前列腺癌发病率的风险比(HRs)。肺,结肠直肠,和卵巢癌(PLCO)筛查试验。基线食物频率问卷测量了红肉和抗氧化剂的摄入量。基于食物的复合膳食抗氧化指数(fCDAI)评估了维生素A的总体自然摄入量,维生素C,维生素E,锌,镁,和硒。在13年的随访中,95,647名参与者发展了1599例肺癌病例。较高的红肉消费量与较高的肺癌风险相关(HRQ4vsQ11.43,95CI1.20-1.71,p趋势<0.001)。我们观察到抗氧化剂摄入水平低或中等的组间相似的趋势。然而,在fCDAI最高(HRQ4vsQ11.24,95CI0.90-1.72,p趋势=0.08)和独立天然抗氧化剂摄入量最高的组中未发现相关性.在补充剂使用率高的人群中,风险降低并不一致。最后,我们没有注意到红肉和抗氧化剂摄入之间相互作用的证据.我们的发现强调了限制红肉在肺癌预防中的重要性。
    Evidence on the association between red meat consumption and lung cancer risk is weak. This study examined the associations between red meat and lung cancer across levels of antioxidant intake from foods or supplements. Cox proportional hazard models were applied to assess hazard ratios (HRs) for lung cancer incidence in the Prostate, Lung, Colorectal, and Ovarian (PLCO) cancer screening trial. Baseline food frequency questionnaires measured red meat and antioxidant intake. The food-based Composite Dietary Antioxidant Index (fCDAI) evaluated the overall natural intake of vitamin A, vitamin C, vitamin E, zinc, magnesium, and selenium. During 13 years of follow-up, 95,647 participants developed 1599 lung cancer cases. Higher red meat consumption was associated with a higher risk of lung cancer (HRQ4vsQ1 1.43, 95%CI 1.20-1.71, p-trend < 0.001). We observed similar trends across groups with low or medium levels of antioxidant intake. However, no association was noticed in the group with the highest fCDAI (HRQ4vsQ1 1.24, 95%CI 0.90-1.72, p-trend = 0.08) and highest independent natural antioxidant intake. The attenuated risk was not consistently observed among groups with high supplement use. Lastly, we did not notice evidence of interactions between red meat and antioxidant intake. Our findings emphasize the importance of limiting red meat in lung cancer prevention.
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  • 文章类型: Journal Article
    目的:本研究的目的是探讨男性和女性血浆支链氨基酸(BCAAs)与缺血性卒中风险之间的前瞻性关联。
    方法:我们在中国以社区为基础的队列中进行了一项巢式病例对照研究。该队列由2013-2018年的15,926名参与者组成。在随访期间共确定了321例缺血性中风病例,并按出生日期(±1年)和性别与321例对照进行了匹配。女性占研究人群的55.8%(n=358,179例与179例对照)。通过条件逻辑回归,计算赔率比(ORs)和95%置信区间(CIs)以评估血浆BCAAs与缺血性卒中风险之间的关联。
    结果:血浆异亮氨酸升高与女性缺血性卒中的高风险相关。调整体重指数后,最高四分位数与最低四分位数相比的OR为2.22(95%CI:1.11-4.44,P趋势=0.005),受教育程度,吸烟,高血压,肾功能,更年期和体力活动。总BCAAs具有相似的相关性(校正后OR=2.03,95%CI:1.05-3.95,P趋势=0.04)。相比之下,在男性中,未观察到血浆BCAA与缺血性卒中风险的显著关联.
    结论:血浆异亮氨酸和总BCAAs与女性缺血性卒中风险显著相关,但不是男人,强调BCAAs代谢和中风发病机制的性别差异。
    OBJECTIVE: The aim of this study was to investigate the prospective associations between plasma branched-chain amino acids (BCAAs) and the risk of ischemic stroke in men and women.
    METHODS: We conducted a nested case-control study within a community-based cohort in China. The cohort consisted of 15,926 participants in 2013-2018. A total of 321 ischemic stroke cases were identified during the follow up and individually matched with 321 controls by date of birth (±1 year) and sex. Females accounted for 55.8% (n = 358, 179 cases vs 179 controls) of the study population. Odds ratios (ORs) and 95% confidence intervals (CIs) were calculated to assess the association between plasma BCAAs and ischemic stroke risk by conditional logistic regression.
    RESULTS: Elevated plasma isoleucine was associated with a higher risk of ischemic stroke in women. The OR for the highest compared to the lowest quartile was 2.22 (95% CI: 1.11-4.44, P trend = 0.005) after adjustment for body mass index, education attainment, smoking, hypertension, renal function, menopause and physical activity. A similar association was found for total BCAAs (adjusted OR = 2.03, 95% CI: 1.05-3.95, P trend = 0.04). In contrast, no significant association of plasma BCAAs with ischemic stroke risk was observed in men.
    CONCLUSIONS: Plasma isoleucine and total BCAAs were significantly associated with ischemic stroke risk in women, but not in men, highlighting sex differences in BCAAs metabolism and stroke pathogenesis.
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  • 文章类型: Journal Article
    性别是孤独感与记忆衰老之间关联的观察到的效应调节剂。然而,这种效应的改变可能是由于不同性别的孤独感漏报造成的信息偏差.我们应用了概率偏差分析,以检查在三种模拟情景下,男女孤独感漏报程度不同的情况下,性别对孤独感下降关系的影响是否得以保留。数据来自1996年至2016年美国健康与退休研究中每两年对50岁以上成年人的访谈(5,646名女性和3,386名男性)。孤独状态(是与no)使用CES-D孤独项目从1996年至2004年测量,记忆从2004年至2016年测量。通过使用UCLA孤独量表作为金标准的验证研究,得出了孤独测量的模拟敏感性和特异性。在所有模拟中,按性别观察效果改变的可能性高于90%,尽管这种可能性随着男女之间孤独感漏报程度的差异而降低。在我们的模拟中,孤独感漏报的性别差异并没有显着影响观察到的性别差异。我们的模拟方法可能有望量化效果修改分析中的潜在信息偏差。
    Gender is an observed effect modifier of the association between loneliness and memory aging. However, this effect modification may be a result of information bias due to differential loneliness under-reporting by gender. We applied probabilistic bias analyses to examine whether effect modification of the loneliness-memory decline relationship by gender is retained under three simulation scenarios with various magnitudes of differential loneliness under-reporting between men and women. Data were from biennial interviews with adults aged 50+ in the US Health and Retirement Study from 1996-2016 (5,646 women and 3,386 men). Loneliness status (yes vs. no) was measured from 1996-2004 using the CES-D loneliness item and memory was measured from 2004-2016. Simulated sensitivity and specificity of the loneliness measure were informed by a validation study using the UCLA Loneliness Scale as a gold standard. The likelihood of observing effect modification by gender was higher than 90% in all simulations, although the likelihood reduced with an increasing difference in magnitude of the loneliness under-reporting between men and women. The gender difference in loneliness under-reporting did not meaningfully affect the observed effect modification by gender in our simulations. Our simulation approach may be promising to quantify potential information bias in effect modification analyses.
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  • 文章类型: Journal Article
    背景:许多研究已经将细颗粒物(PM2.5)与心血管死亡率的增加联系起来。人们鲜为人知的是PM2.5与心血管死亡率的关联如何因使用心血管药物而变化。这项研究旨在量化他汀类药物使用状态对长期暴露于PM2.5与任何心血管原因的死亡率之间的关联的影响。冠心病,和中风。
    方法:在这项嵌套病例对照研究中,我们追踪了120万居住在安大略省的66岁以上的社区成年人,加拿大从2000年到2018年。病例是死于三种原因的患者。使用发生率密度采样将每个病例与多达30个随机选择的对照进行单独匹配。使用条件逻辑回归模型来估计PM2.5与死亡率之间关联的比值比(OR)。Weevaluedthepresenceofeffectmodificationconsideringbothmultiplicative(ratioofORs)andadditivescale(therelativalexcessriskduetointeraction,RERI).
    结果:暴露于PM2.5会增加心血管疾病的风险,CHD,和中风死亡率。对于所有三个死亡原因,与他汀类药物使用者相比,在非使用者中观察到了更强的PM2.5-死亡率相关性[例如,对于与PM2.5的四分位数间距增加相对应的心血管死亡率,OR=1.042(95%CI,1.032-1.053)与OR=1.009(95%CI,0.996-1.022)在使用者中,ORs比率=1.033(95%CI,1.019-1.047),RERI=0.039(95%CI,0.025-0.050)]。在用户中,与完全依从使用者相比,部分依从使用者出现PM2.5相关死亡的风险更高.
    结论:与他汀类药物非使用者相比,慢性PM2.5暴露与心血管疾病和冠心病死亡率的相关性更强。
    BACKGROUND: Numerous studies have linked fine particulate matter (PM2.5) to increased cardiovascular mortality. Less is known how the PM2.5-cardiovascular mortality association varies by use of cardiovascular medications. This study sought to quantify effect modification by statin use status on the associations between long-term exposure to PM2.5 and mortality from any cardiovascular cause, coronary heart disease (CHD), and stroke.
    METHODS: In this nested case-control study, we followed 1.2 million community-dwelling adults aged ≥66 years who lived in Ontario, Canada from 2000 through 2018. Cases were patients who died from the three causes. Each case was individually matched to up to 30 randomly selected controls using incidence density sampling. Conditional logistic regression models were used to estimate odds ratios (ORs) for the associations between PM2.5 and mortality. We evaluated the presence of effect modification considering both multiplicative (ratio of ORs) and additive scales (the relative excess risk due to interaction, RERI).
    RESULTS: Exposure to PM2.5 increased the risks for cardiovascular, CHD, and stroke mortality. For all three causes of death, compared with statin users, stronger PM2.5-mortality associations were observed among non-users [e.g. for cardiovascular mortality corresponding to each interquartile range increase in PM2.5, OR = 1.042 (95% CI, 1.032-1.053) vs OR = 1.009 (95% CI, 0.996-1.022) in users, ratio of ORs = 1.033 (95% CI, 1.019-1.047), RERI = 0.039 (95% CI, 0.025-0.050)]. Among users, partially adherent users exhibited a higher risk of PM2.5-associated mortality than fully adherent users.
    CONCLUSIONS: The associations of chronic exposure to PM2.5 with cardiovascular and CHD mortality were stronger among statin non-users compared to users.
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  • 文章类型: Journal Article
    空气污染和噪声暴露可能协同导致心脏代谢紊乱的增加;然而,很少有研究检查这种潜在的相互作用,也没有考虑超出居住地点的暴露。这项研究调查了圣地亚哥县动态空气污染和交通噪声对心脏代谢紊乱的综合影响。使用矿山社区研究(2014-2017),对602名不同种族的参与者进行了肥胖评估,血脂异常,高血压,和代谢综合征(MetS)使用人体测量和血液样本的生物标志物。使用全球定位系统(GPS)移动性数据和核密度估计计算了暴露于PM2.5,NO2,道路和飞机噪声的时间加权度量。使用广义估计方程模型进行关联分析。使用由于相互作用的相对超额风险(RERI)在乘法和加法尺度上评估相互作用。我们发现,空气污染和噪音相互作用,在乘法和加法尺度上都会影响代谢紊乱。当空气污染较高时,噪声对肥胖和MetS的影响较高。飞机噪声和NO2对肥胖和MetS的RERI分别为0.13(95CI0.03,0.22)和0.13(95CI0.02,0.25),分别。这一发现表明,飞机噪音和空气污染可能对肥胖和MetS有协同作用。
    Air pollution and noise exposure may synergistically contribute to increased cardiometabolic disorders; however, few studies have examined this potential interaction nor considered exposures beyond residential location. This study investigates the combined impact of dynamic air pollution and transportation noise on cardiometabolic disorders in San Diego County. Using the Community of Mine Study (2014-2017), 602 ethnically diverse participants were assessed for obesity, dyslipidemia, hypertension, and metabolic syndrome (MetS) using anthropometric measurements and biomarkers from blood samples. Time-weighted measures of exposure to PM2.5, NO2, road and aircraft noise were calculated using global positioning system (GPS) mobility data and Kernel Density Estimation. Generalized estimating equation models were used to analyze associations. Interactions were assessed on the multiplicative and additive scales using relative excess risk due to interaction (RERI). We found that air pollution and noise interact to affect metabolic disorders on both multiplicative and additive scales. The effect of noise on obesity and MetS was higher when air pollution was higher. The RERI of aircraft noise and NO2 on obesity and MetS were 0.13 (95%CI 0.03, 0.22) and 0.13 (95%CI 0.02, 0.25), respectively. This finding suggests that aircraft noise and air pollution may have synergistic effects on obesity and MetS.
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  • 文章类型: Journal Article
    关于自闭症谱系障碍(ASD)与性早熟之间的关联的知识有限。我们的研究检查了全国人群中两种医疗状况之间的关联以及性别和神经精神合并症的影响改变。为了比较ASD和非ASD患者性早熟的风险,我们进行了Cox回归分析,以ASD为暴露量,以性早熟时间为结局.我们适应了性,注意缺陷/多动障碍(ADHD),抽动障碍,强迫症(强迫症),焦虑症,智力残疾,和癫痫。我们进行了适度分析,以检查性别和合并症的潜在调节作用。ASD患者容易出现性早熟,调整后的风险比(aHR)为1.80(95%CI:1.61-2.01)。对于效果修改,性别,特别是女性,缓和ASD与性早熟之间的关系,由于相互作用(RERI)的相对超额风险为7.35(95%CI4.90-9.80)。对于加性效应修饰范围内的任何合并症,均未发现明显的效应修饰。我们发现ASD患者容易出现性早熟,无论性别或共病神经精神疾病。患有ASD的女孩发生性早熟的风险特别高。
    Limited knowledge is available about the association between autistic spectrum disorder (ASD) and precocious puberty. Our study examined the association between the two medical conditions and effect modification by sex and neuropsychiatric comorbidities in a nationwide population. To compare the risk of precocious puberty between ASD and non-ASD cases, we conducted a Cox regression analysis using ASD as the exposure and time to precocious puberty as the outcome. We adjusted for sex, attention-deficit/hyperactivity disorder (ADHD), tic disorder, obsessive-compulsive disorder (OCD), anxiety disorder, intellectual disability, and epilepsy. We performed a moderation analysis to examine the potential moderating effects of sex and comorbidities. Patients with ASD were prone to have precocious puberty, with an adjusted hazard ratio (aHR) of 1.80 (95% CI: 1.61-2.01). For effect modification, sex, specifically females, moderated the association between ASD and precocious puberty, with a relative excess risk due to interaction (RERI) of 7.35 (95% CI 4.90-9.80). No significant effect modification was found for any of the comorbidities within the scope of additive effect modification. We found that patients with ASD were prone to precocious puberty, regardless of sex or comorbid neuropsychiatric disorders. Girls with ASD are at a particularly higher risk of developing precocious puberty.
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  • 文章类型: Journal Article
    在有和没有金黄色葡萄球菌的患者中,与假体关节感染(PJIs)的不同手术策略相关的失败风险尚不确定。这项研究的目的是评估金黄色葡萄球菌是否改变了膝关节PJI翻修手术后保留的硬件与失败之间的关联。
    这是一项单中心回顾性队列研究,在2016年至2020年期间,在农村学术医疗中心进行了106例膝关节PJI。在PJI翻修手术后,暴露保留了硬件,结果是反复感染,任何感染,以及包括任何感染在内的复合结果,计划外修订,未能进行再植入,截肢,或在修订后2年内死亡。我们使用负二项回归来量化暴露与结果之间的关联,并评估金黄色葡萄球菌作为效应调节剂的存在。
    当定义为金黄色葡萄球菌PJI中的复发性感染时,保留的硬件与失败显着相关(调整后的风险差异[aRD],0.38;95%CI,0.12-0.64),但不存在金黄色葡萄球菌(aRD,-0.02;95%CI,-0.17至0.13),金黄色葡萄球菌是效应调节剂(P相互作用=0.01)。
    我们报告了膝关节金黄色葡萄球菌PJI中保留硬件的存在与复发性感染之间的显着关联,但不是非S。金黄色葡萄球菌PJI。在手术前已知微生物学的情况下,这可以帮助告知膝关节PJI的手术管理。
    UNASSIGNED: The risk of failure associated with different surgical strategies for prosthetic joint infections (PJIs) among patients with and without Staphylococcus aureus is uncertain. The purpose of this study was to assess whether S. aureus modifies the association between retained hardware and failure following revision surgery for PJI of the knee.
    UNASSIGNED: This was a single-center retrospective cohort study of 106 first PJIs of the knee between 2016 and 2020 at a rural academic medical center. The exposure was retained hardware following revision surgery for PJI, and the outcomes were recurrent infection, any infection, and a composite outcome including any infection, unplanned revision, failure to undergo reimplantation, amputation, or death within 2 years of revision. We used negative binomial regression to quantify the association between the exposure and outcome and to assess the presence of S. aureus as an effect modifier.
    UNASSIGNED: Retained hardware was significantly associated with failure when defined as recurrent infection among S. aureus PJI (adjusted risk difference [aRD], 0.38; 95% CI, 0.12-0.64) but not in the absence of S. aureus (aRD, -0.02; 95% CI, -0.17 to 0.13), and S. aureus was an effect modifier (P interaction = .01).
    UNASSIGNED: We report a significant association between the presence of retained hardware and recurrent infection among S. aureus PJI of the knee, but not for non-S. aureus PJI. This could help inform the surgical management of PJI of the knee in cases where the microbiology is known before surgery.
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  • 文章类型: Journal Article
    当前循证医学的医学范式依赖于来自随机临床试验(RCT)的临床指南,但是这些指南往往忽略了治疗效果的个体差异。已经提出了一些方法来开发预测个性化管理效果的模型,例如预测性分配,个性化治疗分配。目前尚不清楚预测分配的广泛实施是否会导致比基于指南的治疗更好的人群水平结果。我们试图使用先前进行的RCT的数据来模拟预测性分配的潜在影响。
    结果:来自3个随机对照试验的数据(阳性试验,阴性试验,因无效而停止的试验)在一项计算模拟研究中使用儿科心脏病学,以量化基于预测性分配的个性化方法的潜在益处。当使用通用方法与预测分配时,比较结果,其中每个患者被分配到与阴性结果的最低预测概率相关的治疗。与RCT的结果相比,预测性分配产生了13.8%的绝对风险降低(95%置信区间[CI]-1.9至29.5),13.9%(95%CI4.5-23.2),和15.6%(95%CI1.5-29.6),分别,对应于治疗所需的数字7.3、7.2和6.4。预测分配的净收益与预测模型的性能成正比,并且随着模型性能下降到曲线下的0.55面积以下而消失。
    结论:这些发现强调了预测性分配可以改善小组水平的结果,特别是当高度预测模型可用时。这些发现需要在不同条件下的其他试验的模拟中得到证实,并最终在预测性与基于指南的治疗分配的RCT中得到证实。
    UNASSIGNED: The current medical paradigm of evidence-based medicine relies on clinical guidelines derived from randomized clinical trials (RCTs), but these guidelines often overlook individual variations in treatment effects. Approaches have been proposed to develop models predicting the effects of individualized management, such as predictive allocation, individualizing treatment allocation. It is currently unknown whether widespread implementation of predictive allocation could result in better population-level outcomes over guideline-based therapy. We sought to simulate the potential effect of predictive allocation using data from previously conducted RCTs.
    RESULTS: Data from 3 RCTs (positive trial, negative trial, trial stopped for futility) in pediatric cardiology were used in a computational simulation study to quantify the potential benefits of a personalized approach based on predictive allocation. Outcomes were compared when using a universal approach vs predictive allocation where each patient was allocated to the treatment associated with the lowest predicted probability of negative outcome. Compared to results from RCTs, predictive allocation yielded absolute risk reductions of 13.8% (95% confidence interval [CI] -1.9 to 29.5), 13.9% (95% CI 4.5-23.2), and 15.6% (95% CI 1.5-29.6), respectively, corresponding to a number needed to treat of 7.3, 7.2, and 6.4. The net benefit of predictive allocation was directly proportional to the performance of the prediction models and disappeared as model performance degraded below an area under the curve of 0.55.
    CONCLUSIONS: These findings highlight that predictive allocation could result in improved group-level outcomes, particularly when highly predictive models are available. These findings will need to be confirmed in simulations of other trials with varying conditions and eventually in RCTs of predictive vs guideline-based treatment allocation.
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