首页 > 最新文献

Annals of Epidemiology最新文献

英文 中文
Evolution of characteristics and outcomes for patients hospitalized for COVID-19 during successive waves of the epidemic in France 法国连续几波疫情期间COVID-19住院患者特征和结果的演变
IF 3 3区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-04-01 Epub Date: 2026-02-06 DOI: 10.1016/j.annepidem.2026.110053
Eric Ouattara MD, PhD , Aurelie Borde MSc , Maggie Le-Bourhis MD , Amelie Bruandet MD, PhD , Delphine Gabillard MSc, PhD , Fabienne Seguret MD, PhD , Florence Binder-Foucard MD , Joris Muller MD , Xavier Lenne MSc , Sophie Tezenas du Montcel MD, PhD , Pierre Tran Ba Loc MD , Veronique Gilleron MD, PhD

Purpose

To explore changes in in-hospital mortality, admission to critical care unit (CCU) and clinical characteristics of patients hospitalized for COVID-19 in France.

Methods

Hospital discharge data were used to analyse outcomes during epidemic waves: W1 (January-July 2020), W2 (August 2020-June 2021), W3 (July-October 2021),W4 (November 2021-May 2022), W5 (June-September 2022). Join-point, logistic and survival regressions were used for the analyses.

Results

Overall, 502,532 patients were included. W3 patients were younger (median age: 61 years; interquartile-range: 44–76) and fewer than 10 % had a Charlson Comorbidity Index ≥ 3. The proportion of patients aged ≥ 75 years old was higher (59 %) during W5. Compared to W1, W3 patients had a higher risk of admission to CCU, adjusted odds ratios ranged from 1.18 (CI: 1.09–1.28) for < 45 years old to 1.30 (1.17–1.34) for ≥ 75 years old. In CCU the risk of death decreased by 47 % during W2 in < 45 years old, increased by 11 % during W4 for 45–74 years old, and increased by 13 % and 10 % during W2 and W3 respectively, for ≥ 75 years old.

Conclusion

This analysis confirms the age as a major risk factor for adverse outcomes of COVID-19, and highlights the importance of hospital discharge data for future pandemics.
目的:探讨法国新冠肺炎住院患者住院死亡率、重症监护病房(CCU)入院率及临床特征的变化。方法:利用出院数据分析W1(2020年1月- 7月)、W2(2020年8月- 2021年6月)、W3(2021年7月- 10月)、W4(2021年11月- 2022年5月)、W5(2022年6月- 9月)各流行波的结局。采用联结点回归、逻辑回归和生存回归进行分析。结果:共纳入502,532例患者。W3患者较年轻(中位年龄:61岁;四分位数范围:44-76岁),Charlson合并症指数≥3的患者少于10%。在W5期间,年龄≥75岁的患者比例较高(59%)。与W1相比,W3患者进入CCU的风险更高,调整后的优势比为1.18 (CI: 1.09-1.28)。结论:该分析证实了年龄是COVID-19不良后果的主要危险因素,并强调了出院数据对未来大流行的重要性。
{"title":"Evolution of characteristics and outcomes for patients hospitalized for COVID-19 during successive waves of the epidemic in France","authors":"Eric Ouattara MD, PhD ,&nbsp;Aurelie Borde MSc ,&nbsp;Maggie Le-Bourhis MD ,&nbsp;Amelie Bruandet MD, PhD ,&nbsp;Delphine Gabillard MSc, PhD ,&nbsp;Fabienne Seguret MD, PhD ,&nbsp;Florence Binder-Foucard MD ,&nbsp;Joris Muller MD ,&nbsp;Xavier Lenne MSc ,&nbsp;Sophie Tezenas du Montcel MD, PhD ,&nbsp;Pierre Tran Ba Loc MD ,&nbsp;Veronique Gilleron MD, PhD","doi":"10.1016/j.annepidem.2026.110053","DOIUrl":"10.1016/j.annepidem.2026.110053","url":null,"abstract":"<div><h3>Purpose</h3><div>To explore changes in in-hospital mortality, admission to critical care unit (CCU) and clinical characteristics of patients hospitalized for COVID-19 in France.</div></div><div><h3>Methods</h3><div>Hospital discharge data were used to analyse outcomes during epidemic waves: W1 (January-July 2020), W2 (August 2020-June 2021), W3 (July-October 2021),W4 (November 2021-May 2022), W5 (June-September 2022). Join-point, logistic and survival regressions were used for the analyses.</div></div><div><h3>Results</h3><div>Overall, 502,532 patients were included. W3 patients were younger (median age: 61 years; interquartile-range: 44–76) and fewer than 10 % had a Charlson Comorbidity Index ≥ 3. The proportion of patients aged ≥ 75 years old was higher (59 %) during W5. Compared to W1, W3 patients had a higher risk of admission to CCU, adjusted odds ratios ranged from 1.18 (CI: 1.09–1.28) for &lt; 45 years old to 1.30 (1.17–1.34) for ≥ 75 years old. In CCU the risk of death decreased by 47 % during W2 in &lt; 45 years old, increased by 11 % during W4 for 45–74 years old, and increased by 13 % and 10 % during W2 and W3 respectively, for ≥ 75 years old.</div></div><div><h3>Conclusion</h3><div>This analysis confirms the age as a major risk factor for adverse outcomes of COVID-19, and highlights the importance of hospital discharge data for future pandemics.</div></div>","PeriodicalId":50767,"journal":{"name":"Annals of Epidemiology","volume":"116 ","pages":"Article 110053"},"PeriodicalIF":3.0,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146144661","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Suicide risks associated with cardiovascular disease in persons with alcohol use disorder 酒精使用障碍患者与心血管疾病相关的自杀风险
IF 3 3区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-04-01 Epub Date: 2026-02-06 DOI: 10.1016/j.annepidem.2026.110052
Casey Crump , Jan Sundquist , Kristina Sundquist , Alexis C. Edwards

Purpose

People with alcohol use disorder (AUD) have high risks of both cardiovascular disease (CVD) and suicide. We examined how CVD contributes to their long-term suicide risk in a large population-based cohort, which may help guide preventive interventions.

Methods

A national cohort study was conducted of all 537,802 people with AUD in Sweden during 1973–2017. CVD and suicide deaths were ascertained from nationwide records through 2018. Cox regression was used to determine hazard ratios (HRs) for suicide death associated with ischemic heart disease, stroke, heart failure, or atrial fibrillation, and a composite outcome (“any CVD”), adjusting for other mental disorders and sociodemographic factors.

Results

Any CVD was associated with a 1.4-fold risk of death by suicide (adjusted HR, 1.44; 95 % CI, 1.35–1.54). Adjusted HRs by specific comorbidities were: ischemic heart disease, 1.26 (95 % CI, 1.16–1.38); stroke, 1.45 (1.31–1.61); heart failure, 1.49 (1.31–1.69); and atrial fibrillation, 1.52 (1.36–1.70). These risks were similarly elevated in men and women.

Conclusions

In this large national cohort with AUD, CVD was associated with a ∼40 % higher risk of suicide death. Clinical care for persons with AUD should integrate mental health and prevention and treatment of CVD comorbidities to support their long-term health and survival.
目的:酒精使用障碍(AUD)患者有较高的心血管疾病(CVD)和自杀风险。我们在一个以人群为基础的队列中研究了心血管疾病如何影响他们的长期自杀风险,这可能有助于指导预防干预。方法:在1973-2017年期间,对瑞典所有537,802名AUD患者进行了一项全国性队列研究。从截至2018年的全国记录中确定了心血管疾病和自杀死亡人数。采用Cox回归来确定与缺血性心脏病、中风、心力衰竭或房颤相关的自杀死亡和复合结局(“任何心血管疾病”)的风险比(hr),并对其他精神障碍和社会人口因素进行调整。结果:任何心血管疾病与1.4倍的自杀死亡风险相关(校正HR, 1.44; 95% CI, 1.35-1.54)。特定合并症的调整hr为:缺血性心脏病,1.26 (95% CI, 1.16-1.38);中风,1.45 (1.31-1.61);心力衰竭,1.49 (1.31-1.69);心房颤动,1.52(1.36-1.70)。这些风险在男性和女性中同样升高。结论:在这个有AUD的大型国家队列中,CVD与自杀死亡风险增加约40%相关。AUD患者的临床护理应结合精神健康和心血管疾病合并症的预防和治疗,以支持他们的长期健康和生存。
{"title":"Suicide risks associated with cardiovascular disease in persons with alcohol use disorder","authors":"Casey Crump ,&nbsp;Jan Sundquist ,&nbsp;Kristina Sundquist ,&nbsp;Alexis C. Edwards","doi":"10.1016/j.annepidem.2026.110052","DOIUrl":"10.1016/j.annepidem.2026.110052","url":null,"abstract":"<div><h3>Purpose</h3><div>People with alcohol use disorder (AUD) have high risks of both cardiovascular disease (CVD) and suicide. We examined how CVD contributes to their long-term suicide risk in a large population-based cohort, which may help guide preventive interventions.</div></div><div><h3>Methods</h3><div>A national cohort study was conducted of all 537,802 people with AUD in Sweden during 1973–2017. CVD and suicide deaths were ascertained from nationwide records through 2018. Cox regression was used to determine hazard ratios (HRs) for suicide death associated with ischemic heart disease, stroke, heart failure, or atrial fibrillation, and a composite outcome (“any CVD”), adjusting for other mental disorders and sociodemographic factors.</div></div><div><h3>Results</h3><div>Any CVD was associated with a 1.4-fold risk of death by suicide (adjusted HR, 1.44; 95 % CI, 1.35–1.54). Adjusted HRs by specific comorbidities were: ischemic heart disease, 1.26 (95 % CI, 1.16–1.38); stroke, 1.45 (1.31–1.61); heart failure, 1.49 (1.31–1.69); and atrial fibrillation, 1.52 (1.36–1.70). These risks were similarly elevated in men and women.</div></div><div><h3>Conclusions</h3><div>In this large national cohort with AUD, CVD was associated with a ∼40 % higher risk of suicide death. Clinical care for persons with AUD should integrate mental health and prevention and treatment of CVD comorbidities to support their long-term health and survival.</div></div>","PeriodicalId":50767,"journal":{"name":"Annals of Epidemiology","volume":"116 ","pages":"Article 110052"},"PeriodicalIF":3.0,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146144643","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Latent tuberculosis infection care cascade outcomes in primary care clinics in the tuberculosis epidemiologic studies consortium-III. 结核流行病学研究联盟iii初级保健诊所潜伏结核感染护理级联结果。
IF 3 3区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-03-21 DOI: 10.1016/j.annepidem.2026.110081
Laura A Vonnahme, Preeti Ravindhran, Julie Espey, Bhumika Sharma, Taylor Moore, Kaylynn Aiona, Jacek Skarbinski, Masahiro Narita, Priya B Shete, Jagadheeswari Adhimurthy, Richard Broadhurst, Paul Wada, Grace Bond, Matthew T Murrill, Kuan-Chieh Huang, Meagan Lee, Jihming Lin, Kathryn Winglee

Purpose: Tuberculosis (TB) was the leading infectious cause of death worldwide in 2023. U.S. tuberculosis (TB) cases mostly result from reactivation of latent TB infection (LTBI). LTBI treatment is about 90% effective in preventing TB disease; thus, screening and treatment are essential for U.S. TB elimination efforts. Persons at higher risk of infection seek care at primary care clinics, which represent a critical setting for scaling up TB testing and LTBI treatment.

Methods: Using longitudinal electronic health record (EHR) data, we described a comprehensive LTBI care cascade among individuals at higher risk of infection seeking care in U.S. primary care clinics - from identification of higher-risk persons through testing, diagnosis, and treatment.

Results: Among 3.5 million patients, 48% were determined to be at higher risk; 86% were not tested. Among those tested, there was a 17% test positivity rate. Only 61% of persons diagnosed with LTBI were prescribed treatment; 44% did not complete treatment.

Conclusions: We established baseline rates of TB infection testing and LTBI treatment outcomes within U.S. primary care clinics. Results highlight opportunities for expanding U.S. TB prevention efforts by implementing targeted interventions to improve testing and treatment outcomes within primary care settings to ultimately reduce TB morbidity.

目的:结核病(TB)是2023年全球死亡的主要传染性原因。美国结核病(TB)病例大多是由于潜伏性结核感染(LTBI)的再激活。LTBI治疗在预防结核病方面的有效性约为90%;因此,筛查和治疗对美国消除结核病的努力至关重要。感染风险较高的人在初级保健诊所寻求治疗,这是扩大结核病检测和LTBI治疗的关键环境。方法:使用纵向电子健康记录(EHR)数据,我们描述了在美国初级保健诊所寻求治疗的高风险感染个体之间的全面LTBI护理级联-从通过检测,诊断和治疗识别高风险人群。结果:在350万患者中,48%被确定为高危人群;86%的人没有接受检测。在被检测者中,检测阳性率为17%。只有61%被诊断为LTBI的人得到了处方治疗;44%没有完成治疗。结论:我们在美国初级保健诊所建立了结核病感染检测和LTBI治疗结果的基线率。结果强调了扩大美国结核病预防工作的机会,通过实施有针对性的干预措施来改善初级保健机构的检测和治疗结果,最终降低结核病发病率。
{"title":"Latent tuberculosis infection care cascade outcomes in primary care clinics in the tuberculosis epidemiologic studies consortium-III.","authors":"Laura A Vonnahme, Preeti Ravindhran, Julie Espey, Bhumika Sharma, Taylor Moore, Kaylynn Aiona, Jacek Skarbinski, Masahiro Narita, Priya B Shete, Jagadheeswari Adhimurthy, Richard Broadhurst, Paul Wada, Grace Bond, Matthew T Murrill, Kuan-Chieh Huang, Meagan Lee, Jihming Lin, Kathryn Winglee","doi":"10.1016/j.annepidem.2026.110081","DOIUrl":"10.1016/j.annepidem.2026.110081","url":null,"abstract":"<p><strong>Purpose: </strong>Tuberculosis (TB) was the leading infectious cause of death worldwide in 2023. U.S. tuberculosis (TB) cases mostly result from reactivation of latent TB infection (LTBI). LTBI treatment is about 90% effective in preventing TB disease; thus, screening and treatment are essential for U.S. TB elimination efforts. Persons at higher risk of infection seek care at primary care clinics, which represent a critical setting for scaling up TB testing and LTBI treatment.</p><p><strong>Methods: </strong>Using longitudinal electronic health record (EHR) data, we described a comprehensive LTBI care cascade among individuals at higher risk of infection seeking care in U.S. primary care clinics - from identification of higher-risk persons through testing, diagnosis, and treatment.</p><p><strong>Results: </strong>Among 3.5 million patients, 48% were determined to be at higher risk; 86% were not tested. Among those tested, there was a 17% test positivity rate. Only 61% of persons diagnosed with LTBI were prescribed treatment; 44% did not complete treatment.</p><p><strong>Conclusions: </strong>We established baseline rates of TB infection testing and LTBI treatment outcomes within U.S. primary care clinics. Results highlight opportunities for expanding U.S. TB prevention efforts by implementing targeted interventions to improve testing and treatment outcomes within primary care settings to ultimately reduce TB morbidity.</p>","PeriodicalId":50767,"journal":{"name":"Annals of Epidemiology","volume":" ","pages":"110081"},"PeriodicalIF":3.0,"publicationDate":"2026-03-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147505331","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cough acoustic analysis using artificial intelligence for COVID-19 detection: a comparative study of patient cohorts from Lima, Peru and Montreal, Canada. 使用人工智能进行咳嗽声分析以检测COVID-19:秘鲁利马和加拿大蒙特利尔患者队列的比较研究
IF 3 3区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-03-18 DOI: 10.1016/j.annepidem.2026.110076
Alexandra J Zimmer, Vijay Ravi, Patricia Espinoza-Lopez, George P Kafentzis, Mirco Ravanelli, Samira Abbasgholizadeh Rahimi, Madhukar Pai, César Ugarte-Gil, Simon Grandjean Lapierre

Purpose: Digital cough screening for COVID-19 detection shows promise, but population differences in cough acoustics and screening accuracy require investigation. This study examined cough characteristics and COVID-19 screening performance in Lima, Peru and Montreal, Canada.

Methods: Cough recordings and clinical data were prospectively collected from 605 adults. COVID-19 and other respiratory pathogens were diagnosed via NAAT. Acoustic features were extracted and compared. COVID-19 classification used eXtreme Gradient Boosting (XGBoost) and a deep learning neural network, assessed via internal and external validations for audio-only, clinical-only, and combined models. A sub-analysis explored XGBoost prediction scores by underlying disease status.

Results: Significant heterogeneity in cough acoustic features existed between Lima and Montreal cohorts. XGBoost audio-based models trained and tested in Lima showed superior performance (area under the curve [AUC]: 0.71±0.08) compared to Montreal (AUC: 0.53±0.04). Both models demonstrated poor external validation performance when tested on the alternate dataset. Neural network models showed similar trends. Additionally, individuals with other respiratory diseases had differing COVID-19 prediction scores between sites, suggesting epidemiological context influences model performance.

Conclusions: Cough acoustics are population-specific, impacting cough-based classification algorithm utility across different epidemiological settings. COVID-19 cough screening models demonstrated limited transferability, highlighting challenges in developing globally applicable tools without representative training data.

目的:数字咳嗽筛查检测COVID-19有希望,但咳嗽声学和筛查准确性的人群差异需要调查。本研究调查了秘鲁利马和加拿大蒙特利尔的咳嗽特征和COVID-19筛查情况。方法:前瞻性收集605例成人咳嗽记录及临床资料。通过NAAT诊断COVID-19和其他呼吸道病原体。提取声学特征并进行比较。COVID-19分类使用极端梯度增强(XGBoost)和深度学习神经网络,通过内部和外部验证对音频、临床和组合模型进行评估。亚分析通过潜在疾病状态探讨XGBoost预测评分。结果:利马组和蒙特利尔组咳嗽声学特征存在显著异质性。在利马训练和测试的基于XGBoost音频的模型显示出优于蒙特利尔的性能(曲线下面积[AUC]: 0.71±0.08)(AUC: 0.53±0.04)。当在备用数据集上测试时,两个模型都表现出较差的外部验证性能。神经网络模型也显示出类似的趋势。此外,患有其他呼吸系统疾病的个体在不同的站点之间具有不同的COVID-19预测得分,这表明流行病学背景会影响模型的性能。结论:咳嗽声学具有人群特异性,影响基于咳嗽的分类算法在不同流行病学背景下的效用。COVID-19咳嗽筛查模型的可移植性有限,这凸显了在没有代表性培训数据的情况下开发全球适用工具的挑战。
{"title":"Cough acoustic analysis using artificial intelligence for COVID-19 detection: a comparative study of patient cohorts from Lima, Peru and Montreal, Canada.","authors":"Alexandra J Zimmer, Vijay Ravi, Patricia Espinoza-Lopez, George P Kafentzis, Mirco Ravanelli, Samira Abbasgholizadeh Rahimi, Madhukar Pai, César Ugarte-Gil, Simon Grandjean Lapierre","doi":"10.1016/j.annepidem.2026.110076","DOIUrl":"https://doi.org/10.1016/j.annepidem.2026.110076","url":null,"abstract":"<p><strong>Purpose: </strong>Digital cough screening for COVID-19 detection shows promise, but population differences in cough acoustics and screening accuracy require investigation. This study examined cough characteristics and COVID-19 screening performance in Lima, Peru and Montreal, Canada.</p><p><strong>Methods: </strong>Cough recordings and clinical data were prospectively collected from 605 adults. COVID-19 and other respiratory pathogens were diagnosed via NAAT. Acoustic features were extracted and compared. COVID-19 classification used eXtreme Gradient Boosting (XGBoost) and a deep learning neural network, assessed via internal and external validations for audio-only, clinical-only, and combined models. A sub-analysis explored XGBoost prediction scores by underlying disease status.</p><p><strong>Results: </strong>Significant heterogeneity in cough acoustic features existed between Lima and Montreal cohorts. XGBoost audio-based models trained and tested in Lima showed superior performance (area under the curve [AUC]: 0.71±0.08) compared to Montreal (AUC: 0.53±0.04). Both models demonstrated poor external validation performance when tested on the alternate dataset. Neural network models showed similar trends. Additionally, individuals with other respiratory diseases had differing COVID-19 prediction scores between sites, suggesting epidemiological context influences model performance.</p><p><strong>Conclusions: </strong>Cough acoustics are population-specific, impacting cough-based classification algorithm utility across different epidemiological settings. COVID-19 cough screening models demonstrated limited transferability, highlighting challenges in developing globally applicable tools without representative training data.</p>","PeriodicalId":50767,"journal":{"name":"Annals of Epidemiology","volume":" ","pages":"110076"},"PeriodicalIF":3.0,"publicationDate":"2026-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147492116","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Quantifying the number of people who would benefit from HIV pre-exposure prophylaxis (PrEP) in the United States: a comparison of behavioral, acquisition-risk based, and economic metrics. 量化在美国将受益于HIV暴露前预防(PrEP)的人数:行为、获取风险和经济指标的比较。
IF 3 3区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-03-17 DOI: 10.1016/j.annepidem.2026.110079
Ronn Minttu M Rönn, Athena P Kourtis, Yizhi Liang, Lijia Zheng, Teresa Puente, Ya-Lin A Huang, Weiming Zhu, Rupa R Patel, Jeffrey Wiener, Karen W Hoover, Michelle Van Handel, Nicolas A Menzies, Joshua A Salomon

Purpose: We developed metrics to estimate the number of people who could benefit from PrEP using clinical, behavioral, and economic considerations.

Methods: We estimated the distribution of annual HIV acquisition risk in the U.S. population and the number who would benefit from PrEP based on HIV acquisition risk thresholds. Estimates were generated for men who have sex with men (MSM), men who have sex with women (MSW), women who have sex with men (WSM), and people who inject drugs (PWID). Populations were stratified by state, age, and race and ethnicity. Adult PWID were stratified by state and sex. We also derived a measure anchored on a willingness-to-pay threshold to gain one quality-adjusted life year (QALY).

Results: We estimated 31-57% of MSM could benefit from PrEP by HIV acquisition risk thresholds, and 30% when using the cost-per-QALY threshold. For PWID, estimates ranged from 7% (cost-per-QALY) to 60% (highest risk threshold). MSW and WSM had the lowest proportions estimated to benefit (0-11%), but the absolute number of individuals remained large due to the size of these populations.

Discussion: These estimates provide a broader framework in which to examine need for PrEP at the population and program level in the United States.

目的:我们通过临床、行为和经济方面的考虑,制定了一些指标来估计从PrEP中受益的人数。方法:我们根据HIV感染风险阈值估计了美国人群中每年HIV感染风险的分布以及将受益于PrEP的人数。对男男性行为者(MSM)、男女性行为者(MSW)、女男性行为者(WSM)和注射毒品者(PWID)进行了估计。人口按州、年龄、种族和民族分层。成人PWID按州、性别分层。我们还推导了一个基于支付意愿阈值的衡量标准,以获得一个质量调整生命年(QALY)。结果:我们估计,按照HIV感染风险阈值,31-57%的MSM可以从PrEP中受益,而按照每质量成本阈值,这一比例为30%。对于PWID,估计范围从7%(每质量aly成本)到60%(最高风险阈值)。MSW和WSM的估计受益比例最低(0-11%),但由于这些种群的规模,个体的绝对数量仍然很大。讨论:这些估计提供了一个更广泛的框架,在这个框架中,可以检查美国在人口和规划层面上对PrEP的需求。
{"title":"Quantifying the number of people who would benefit from HIV pre-exposure prophylaxis (PrEP) in the United States: a comparison of behavioral, acquisition-risk based, and economic metrics.","authors":"Ronn Minttu M Rönn, Athena P Kourtis, Yizhi Liang, Lijia Zheng, Teresa Puente, Ya-Lin A Huang, Weiming Zhu, Rupa R Patel, Jeffrey Wiener, Karen W Hoover, Michelle Van Handel, Nicolas A Menzies, Joshua A Salomon","doi":"10.1016/j.annepidem.2026.110079","DOIUrl":"10.1016/j.annepidem.2026.110079","url":null,"abstract":"<p><strong>Purpose: </strong>We developed metrics to estimate the number of people who could benefit from PrEP using clinical, behavioral, and economic considerations.</p><p><strong>Methods: </strong>We estimated the distribution of annual HIV acquisition risk in the U.S. population and the number who would benefit from PrEP based on HIV acquisition risk thresholds. Estimates were generated for men who have sex with men (MSM), men who have sex with women (MSW), women who have sex with men (WSM), and people who inject drugs (PWID). Populations were stratified by state, age, and race and ethnicity. Adult PWID were stratified by state and sex. We also derived a measure anchored on a willingness-to-pay threshold to gain one quality-adjusted life year (QALY).</p><p><strong>Results: </strong>We estimated 31-57% of MSM could benefit from PrEP by HIV acquisition risk thresholds, and 30% when using the cost-per-QALY threshold. For PWID, estimates ranged from 7% (cost-per-QALY) to 60% (highest risk threshold). MSW and WSM had the lowest proportions estimated to benefit (0-11%), but the absolute number of individuals remained large due to the size of these populations.</p><p><strong>Discussion: </strong>These estimates provide a broader framework in which to examine need for PrEP at the population and program level in the United States.</p>","PeriodicalId":50767,"journal":{"name":"Annals of Epidemiology","volume":" ","pages":"110079"},"PeriodicalIF":3.0,"publicationDate":"2026-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147488216","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Receipt, knowledge, and interest in genetic testing for cancer - National Center for Health Statistics Rapid Surveys System, United States, January-February 2024. 癌症基因检测的接收,知识和兴趣-国家卫生统计快速调查系统中心,美国,2024年1月至2月。
IF 3 3区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-03-13 DOI: 10.1016/j.annepidem.2026.110078
Christine M Kava, Anne K Julian, Anjel Vahratian, Michelle R Fletcher

Purpose: Germline genetic testing can identify people at high risk of hereditary cancers. Limited data exist on differences in receipt and knowledge of germline genetic testing for cancer predisposition (hereafter genetic testing for cancer).

Methods: Data from the National Center for Health Statistics Rapid Surveys System collected between January-February 2024 were analyzed to estimate prevalence of receipt, knowledge, and interest in genetic testing for cancer.

Results: An estimated 8.4% of adults received genetic testing for cancer. Among adults who had not received genetic testing for cancer, 52.0% knew genetic tests can indicate high risk of getting cancer in the future, and 40.7% expressed interest in getting tested in the future. The most common reason for interest was knowing risk would make a difference in health care decisions (93.3%). Among adults who did not report interest in genetic testing for cancer, the most common reason for disinterest was no provider recommendation (54.2%). Differences in receipt, knowledge, and interest were observed by sociodemographic characteristics and health history.

Conclusions: This report provides national estimates that can inform strategies to increase genetic testing for cancer among high-risk populations, including efforts to reduce potential testing barriers.

目的:种系基因检测可以识别遗传性癌症的高危人群。关于癌症易感性生殖系基因检测(以下简称癌症基因检测)的接收和知识差异的数据有限。方法:分析国家卫生统计中心快速调查系统在2024年1月至2月期间收集的数据,以估计接受、了解和兴趣癌症基因检测的流行程度。结果:估计有8.4%的成年人接受了癌症基因检测。在没有接受过癌症基因检测的成年人中,52.0%的人知道基因检测可能表明未来患癌症的风险很高,40.7%的人表示有兴趣在未来接受检测。最常见的原因是知道风险会影响医疗保健决策(93.3%)。在对癌症基因检测不感兴趣的成年人中,最常见的不感兴趣的原因是没有提供者的建议(54.2%)。通过社会人口学特征和健康史观察到接收、知识和兴趣的差异。结论:本报告提供的国家估计数据可以为在高危人群中增加癌症基因检测的策略提供信息,包括努力减少潜在的检测障碍。
{"title":"Receipt, knowledge, and interest in genetic testing for cancer - National Center for Health Statistics Rapid Surveys System, United States, January-February 2024.","authors":"Christine M Kava, Anne K Julian, Anjel Vahratian, Michelle R Fletcher","doi":"10.1016/j.annepidem.2026.110078","DOIUrl":"10.1016/j.annepidem.2026.110078","url":null,"abstract":"<p><strong>Purpose: </strong>Germline genetic testing can identify people at high risk of hereditary cancers. Limited data exist on differences in receipt and knowledge of germline genetic testing for cancer predisposition (hereafter genetic testing for cancer).</p><p><strong>Methods: </strong>Data from the National Center for Health Statistics Rapid Surveys System collected between January-February 2024 were analyzed to estimate prevalence of receipt, knowledge, and interest in genetic testing for cancer.</p><p><strong>Results: </strong>An estimated 8.4% of adults received genetic testing for cancer. Among adults who had not received genetic testing for cancer, 52.0% knew genetic tests can indicate high risk of getting cancer in the future, and 40.7% expressed interest in getting tested in the future. The most common reason for interest was knowing risk would make a difference in health care decisions (93.3%). Among adults who did not report interest in genetic testing for cancer, the most common reason for disinterest was no provider recommendation (54.2%). Differences in receipt, knowledge, and interest were observed by sociodemographic characteristics and health history.</p><p><strong>Conclusions: </strong>This report provides national estimates that can inform strategies to increase genetic testing for cancer among high-risk populations, including efforts to reduce potential testing barriers.</p>","PeriodicalId":50767,"journal":{"name":"Annals of Epidemiology","volume":" ","pages":"110078"},"PeriodicalIF":3.0,"publicationDate":"2026-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147464143","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
mRNA-based COVID-19 vaccination and risk of autoimmune diseases in the pediatric population. 基于mrna的COVID-19疫苗接种和儿童自身免疫性疾病的风险
IF 3 3区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-03-12 DOI: 10.1016/j.annepidem.2026.110077
Mounika Polavarapu, Shipra Singh, Deepa Mukundan, Emma Bova

Purpose: Vaccine-related autoimmune diseases have been hypothesized for decades, but epidemiological studies have consistently shown no associations with routine childhood vaccinations. The introduction of mRNA-based COVID-19 vaccines renewed attention to this question, given theoretical mechanisms such as molecular mimicry and immune overactivation. Using medical records from the TriNetX US collaborative network, this study evaluated whether COVID-19 vaccination is associated with increased risk of autoimmune disease in children and explored the role of SARS-CoV-2 infection.

Methods: We analyzed autoimmune disease incidence trends among children aged 0-21 years from 2016 to 2024. Using a retrospective matched cohort study design with data from April 2020- April 2025, we compared: (1) vaccinated versus unvaccinated children (n = 936,919 versus 942,604), (2) vaccinated versus unvaccinated children with prior SARS-CoV-2 infection (n = 44,512 per group), and (3) vaccinated children with versus without prior infection (n = 43,170 per group). Autoimmune diagnoses (all conditions) were assessed during a fixed 180-day period after cohort entry. Cox proportional hazards models estimated hazard ratios (HRs).

Results: Trend analysis showed an increase in pediatric autoimmune disease incidence beginning in 2021. In comparative analyses, vaccinated children had a significantly lower overall hazard of autoimmune disease during the 180-day follow-up than unvaccinated children (HR=0.387; 95% CI: 0.365-0.410). Among children with prior SARS-CoV-2 infection, vaccination again had a protective association compared to unvaccinated (HR=0.690; 95% CI: 0.516-0.922). No significant difference was observed between vaccinated children with and without prior infection.

Conclusion: These findings suggest COVID-19 vaccination is associated with a lower hazard of autoimmune disease in children, including those with prior SARS-CoV-2 infection.

目的:疫苗相关的自身免疫性疾病已经假设了几十年,但流行病学研究一致表明与常规儿童疫苗接种没有关联。鉴于分子模仿和免疫过度激活等理论机制,基于mrna的COVID-19疫苗的引入重新引起了人们对这一问题的关注。本研究利用TriNetX美国合作网络的医疗记录,评估了COVID-19疫苗接种是否与儿童自身免疫性疾病风险增加相关,并探讨了SARS-CoV-2感染的作用。方法:分析2016 - 2024年0-21岁儿童自身免疫性疾病的发病趋势。采用回顾性匹配队列研究设计,数据来自2020年4月至2025年4月,我们比较:(1)接种疫苗与未接种疫苗的儿童(n=936,919对942,604),(2)接种疫苗与未接种疫苗的既往SARS-CoV-2感染儿童(n=44,512 /组),(3)接种疫苗的既往感染儿童与未接种疫苗的既往感染儿童(n= 43170 /组)。在队列进入后的180天内评估自身免疫诊断(所有条件)。Cox比例风险模型估计了风险比(hr)。结果:趋势分析显示,儿童自身免疫性疾病的发病率从2021年开始增加。在比较分析中,接种疫苗的儿童在180天的随访期间发生自身免疫性疾病的总体风险显著低于未接种疫苗的儿童(HR=0.387; 95% CI: 0.365-0.410)。在既往感染过SARS-CoV-2的儿童中,与未接种疫苗相比,再次接种疫苗具有保护作用(HR=0.690; 95% CI: 0.516-0.922)。在接种过疫苗的有和没有感染过的儿童之间没有观察到显著差异。结论:这些发现表明,COVID-19疫苗接种与儿童(包括先前感染过SARS-CoV-2的儿童)发生自身免疫性疾病的风险较低有关。
{"title":"mRNA-based COVID-19 vaccination and risk of autoimmune diseases in the pediatric population.","authors":"Mounika Polavarapu, Shipra Singh, Deepa Mukundan, Emma Bova","doi":"10.1016/j.annepidem.2026.110077","DOIUrl":"10.1016/j.annepidem.2026.110077","url":null,"abstract":"<p><strong>Purpose: </strong>Vaccine-related autoimmune diseases have been hypothesized for decades, but epidemiological studies have consistently shown no associations with routine childhood vaccinations. The introduction of mRNA-based COVID-19 vaccines renewed attention to this question, given theoretical mechanisms such as molecular mimicry and immune overactivation. Using medical records from the TriNetX US collaborative network, this study evaluated whether COVID-19 vaccination is associated with increased risk of autoimmune disease in children and explored the role of SARS-CoV-2 infection.</p><p><strong>Methods: </strong>We analyzed autoimmune disease incidence trends among children aged 0-21 years from 2016 to 2024. Using a retrospective matched cohort study design with data from April 2020- April 2025, we compared: (1) vaccinated versus unvaccinated children (n = 936,919 versus 942,604), (2) vaccinated versus unvaccinated children with prior SARS-CoV-2 infection (n = 44,512 per group), and (3) vaccinated children with versus without prior infection (n = 43,170 per group). Autoimmune diagnoses (all conditions) were assessed during a fixed 180-day period after cohort entry. Cox proportional hazards models estimated hazard ratios (HRs).</p><p><strong>Results: </strong>Trend analysis showed an increase in pediatric autoimmune disease incidence beginning in 2021. In comparative analyses, vaccinated children had a significantly lower overall hazard of autoimmune disease during the 180-day follow-up than unvaccinated children (HR=0.387; 95% CI: 0.365-0.410). Among children with prior SARS-CoV-2 infection, vaccination again had a protective association compared to unvaccinated (HR=0.690; 95% CI: 0.516-0.922). No significant difference was observed between vaccinated children with and without prior infection.</p><p><strong>Conclusion: </strong>These findings suggest COVID-19 vaccination is associated with a lower hazard of autoimmune disease in children, including those with prior SARS-CoV-2 infection.</p>","PeriodicalId":50767,"journal":{"name":"Annals of Epidemiology","volume":" ","pages":"110077"},"PeriodicalIF":3.0,"publicationDate":"2026-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147460607","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Phenotypic age acceleration through a lens of intersectional inequalities in the German National Cohort (NAKO). 表型年龄加速通过交叉不平等镜头在德国国家队列(NAKO)。
IF 3 3区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-03-11 DOI: 10.1016/j.annepidem.2026.110075
Enrique Alonso-Perez, Julie Lorraine O'Sullivan, Georg Fuellen, Paul Gellert, Henrik Rudolf

Purpose: Biological aging differences are linked to sociodemographic characteristics, but how intersecting social dimensions shape these differences remains unclear. Integrating aging biology and intersectionality theory, we examined the joint influence of multiple social determinants on phenotypic age acceleration (biological vs. chronological age).

Methods: Using data from 173,925 participants in the German NAKO study, we calculated phenotypic age acceleration based on blood-based biomarkers and created 72 intersectional social strata based on sociodemographic factors. We assessed differences across strata using intersectional Multilevel Analysis of Individual Heterogeneity and Discriminatory Accuracy (I-MAIHDA).

Results: All intersectional strata displayed phenotypic age deceleration (biologically younger than chronological age). The advantage was smallest among men without migration background, living alone and with low socioeconomic status. Substantial discriminatory accuracy (7.13%) revealed intersectional inequalities, predominantly driven by additive effects. Modest interaction effects indicated increased risk for individuals with migration background not living alone and medium/high socioeconomic status and those without migration background living alone with medium/low socioeconomic status.

Conclusions: Our findings suggest that intersectional strata shape biological aging beyond chronological age, potentially through cumulative physiological effects of chronic psychosocial stress. Future epidemiological research should explore the mechanisms linking intersecting social dimensions and biological aging, designing intersectionally-informed targeted interventions.

目的:生物衰老差异与社会人口学特征有关,但交叉的社会维度如何塑造这些差异尚不清楚。结合衰老生物学和交叉性理论,我们研究了多种社会决定因素对表型年龄加速的共同影响(生物年龄与实足年龄)。方法:使用来自德国NAKO研究的173,925名参与者的数据,我们基于基于血液的生物标志物计算表型年龄加速,并基于社会人口学因素创建了72个交叉社会阶层。我们使用交叉多水平分析个体异质性和区分精度(I-MAIHDA)来评估各阶层之间的差异。结果:所有相交层显示表型年龄减速(生物学年龄小于实足年龄)。在没有移民背景、独居和社会经济地位低的男性中,这种优势最小。实质性的歧视性准确性(7.13%)揭示了交叉不平等,主要是由加性效应驱动的。适度的相互作用表明,具有移民背景的非独居者和具有中/高社会经济地位的个体的风险增加,而没有移民背景的独居者和中/低社会经济地位的个体的风险增加。结论:我们的研究结果表明,交叉层可能通过慢性社会心理压力的累积生理效应,形成了超出实足年龄的生物衰老。未来的流行病学研究应探索交叉社会维度与生物衰老之间的联系机制,设计交叉知情的有针对性的干预措施。
{"title":"Phenotypic age acceleration through a lens of intersectional inequalities in the German National Cohort (NAKO).","authors":"Enrique Alonso-Perez, Julie Lorraine O'Sullivan, Georg Fuellen, Paul Gellert, Henrik Rudolf","doi":"10.1016/j.annepidem.2026.110075","DOIUrl":"10.1016/j.annepidem.2026.110075","url":null,"abstract":"<p><strong>Purpose: </strong>Biological aging differences are linked to sociodemographic characteristics, but how intersecting social dimensions shape these differences remains unclear. Integrating aging biology and intersectionality theory, we examined the joint influence of multiple social determinants on phenotypic age acceleration (biological vs. chronological age).</p><p><strong>Methods: </strong>Using data from 173,925 participants in the German NAKO study, we calculated phenotypic age acceleration based on blood-based biomarkers and created 72 intersectional social strata based on sociodemographic factors. We assessed differences across strata using intersectional Multilevel Analysis of Individual Heterogeneity and Discriminatory Accuracy (I-MAIHDA).</p><p><strong>Results: </strong>All intersectional strata displayed phenotypic age deceleration (biologically younger than chronological age). The advantage was smallest among men without migration background, living alone and with low socioeconomic status. Substantial discriminatory accuracy (7.13%) revealed intersectional inequalities, predominantly driven by additive effects. Modest interaction effects indicated increased risk for individuals with migration background not living alone and medium/high socioeconomic status and those without migration background living alone with medium/low socioeconomic status.</p><p><strong>Conclusions: </strong>Our findings suggest that intersectional strata shape biological aging beyond chronological age, potentially through cumulative physiological effects of chronic psychosocial stress. Future epidemiological research should explore the mechanisms linking intersecting social dimensions and biological aging, designing intersectionally-informed targeted interventions.</p>","PeriodicalId":50767,"journal":{"name":"Annals of Epidemiology","volume":" ","pages":"110075"},"PeriodicalIF":3.0,"publicationDate":"2026-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147460618","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Validity and Reliability learning module: Zubizarreta et al. (2025), Context matters: Validity and reliability of a sociopolitical concerns measure for use in population health research on discrimination and health 效度和可靠性学习模块:Zubizarreta等人(2025年),背景问题:用于人口健康歧视和健康研究的社会政治关切措施的效度和可靠性。
IF 3 3区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-03-01 Epub Date: 2026-02-14 DOI: 10.1016/j.annepidem.2025.12.011
Jeb Jones
Educational Engagement Modules (EEMs) are teaching materials for educators and students that facilitate a deeper understanding of key epidemiological methods and concepts. Each EEM poses a series of questions using a recently published paper in Annals to further understanding of a specific study design or epidemiological concept and to encourage critical thinking and careful evaluation. This EEM focuses on methods for assessing validity in the following article: Zubizarreta D, Reisner SL, Chen JT, LeBlanc ME, Johnson NR, Krieger N. Context matters: Validity and reliability of a sociopolitical concerns measure for use in population health research on discrimination and health. Ann Epidemiol. 2025 Jul;107:24–28. doi: 10.1016/j.annepidem.2025.05.008. Epub 2025 May 22. PMID: 40412632; PMCID: PMC12191272 [1].
教育参与模块(EEMs)是为教育工作者和学生提供的教材,有助于更深入地理解关键的流行病学方法和概念。每个EEM都会使用最近发表在《年鉴》上的一篇论文提出一系列问题,以进一步了解特定的研究设计或流行病学概念,并鼓励批判性思维和仔细评估。Zubizarreta D, Reisner SL, Chen JT, LeBlanc ME, Johnson NR, Krieger N.背景问题:社会政治关注措施在人口健康研究中使用的效度和信度。流行病学杂志。2025年7月;107:24-28。doi: 10.1016 / j.annepidem.2025.05.008。Epub 2025 5月22日PMID: 40412632;PMCID: PMC12191272。
{"title":"Validity and Reliability learning module: Zubizarreta et al. (2025), Context matters: Validity and reliability of a sociopolitical concerns measure for use in population health research on discrimination and health","authors":"Jeb Jones","doi":"10.1016/j.annepidem.2025.12.011","DOIUrl":"10.1016/j.annepidem.2025.12.011","url":null,"abstract":"<div><div>Educational Engagement Modules (EEMs) are teaching materials for educators and students that facilitate a deeper understanding of key epidemiological methods and concepts. Each EEM poses a series of questions using a recently published paper in Annals to further understanding of a specific study design or epidemiological concept and to encourage critical thinking and careful evaluation. This EEM focuses on methods for assessing validity in the following article: Zubizarreta D, Reisner SL, Chen JT, LeBlanc ME, Johnson NR, Krieger N. Context matters: Validity and reliability of a sociopolitical concerns measure for use in population health research on discrimination and health. Ann Epidemiol. 2025 Jul;107:24–28. doi: 10.1016/j.annepidem.2025.05.008. Epub 2025 May 22. PMID: 40412632; PMCID: PMC12191272 <span><span>[1]</span></span>.</div></div>","PeriodicalId":50767,"journal":{"name":"Annals of Epidemiology","volume":"115 ","pages":"Pages 74-75"},"PeriodicalIF":3.0,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146208231","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Machine learning-based LASSO-Cox model for dementia prediction: The role of midlife cardiometabolic, inflammatory, and genetic risk factors in a US cohort 基于机器学习的LASSO-Cox模型预测痴呆:在美国队列中中年人心脏代谢、炎症和遗传风险因素的作用
IF 3 3区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-03-01 Epub Date: 2026-01-23 DOI: 10.1016/j.annepidem.2026.01.007
Longjian Liu MD, PhD, MSc, Jintong Hou, PhD

Purpose

We aimed to identify key midlife dementia predictors and develop a novel machine learning (ML) -enabled risk prediction model.

Methods

Using data from 9266 Atherosclerosis Risk in Communities study participants (aged 45–64 years at baseline, 1987–1989). Incident dementia was ascertained through December 2019. A ML-based LASSO-Cox model was applied to develop the risk prediction model.

Results

Over a 25-year mean follow-up, 2010 participants developed dementia. The LASSO-Cox model identified 12 key predictors and achieved C-indices (95 %CI) of 0.77 (0.75–0.79) in the training set (n = 6182) and 0.78 (0.76–0.81) in the test set (n = 3084). Predictors included age, Digit Symbol Substitution Test, apolipoprotein E ε4, HbA1c, brachial blood pressure, Factor VIII, Delayed Word Recall Test, hypertension, stroke history, C-reactive protein, white blood cell count, and apolipoprotein B. The resulting nomogram demonstrated strong discrimination (AUC 0.77–0.86) and good calibration. LASSO-Cox risk score quartiles effectively stratified participants into low, moderate, high, and very high dementia risk groups.

Conclusions

The findings demonstrate that the newly developed machine learning-based LASSO-Cox model provides a robust method to predict individuals at high risk of dementia.
目的:我们旨在确定关键的中年痴呆预测因素,并开发一种新的机器学习(ML)支持的风险预测模型。方法:使用9266名社区动脉粥样硬化风险研究参与者(基线年龄45-64岁,1987-1989)的数据。到2019年12月确定了偶发性痴呆。采用基于ml的LASSO-Cox模型建立风险预测模型。结果:在25年的平均随访中,2010名参与者患上了痴呆症。LASSO-Cox模型确定了12个关键预测因子,在训练集(n = 6,182)和测试集(n = 3,084)中,c指数(95%CI)分别为0.77(0.75-0.79)和0.78(0.76-0.81)。预测因子包括年龄、数字符号替代试验、载脂蛋白E ε4、HbA1c、臂压、因子VIII、延迟单词回忆试验、高血压、卒中史、c反应蛋白、白细胞计数、载脂蛋白b。所得nomogram鉴别能力强(AUC 0.77 ~ 0.86),校正效果好。LASSO-Cox风险评分四分位数有效地将参与者分为低、中、高和非常高痴呆风险组。结论:研究结果表明,新开发的基于机器学习的LASSO-Cox模型为预测痴呆症高危人群提供了一种强大的方法。
{"title":"Machine learning-based LASSO-Cox model for dementia prediction: The role of midlife cardiometabolic, inflammatory, and genetic risk factors in a US cohort","authors":"Longjian Liu MD, PhD, MSc,&nbsp;Jintong Hou, PhD","doi":"10.1016/j.annepidem.2026.01.007","DOIUrl":"10.1016/j.annepidem.2026.01.007","url":null,"abstract":"<div><h3>Purpose</h3><div>We aimed to identify key midlife dementia predictors and develop a novel machine learning (ML) -enabled risk prediction model.</div></div><div><h3>Methods</h3><div>Using data from 9266 Atherosclerosis Risk in Communities study participants (aged 45–64 years at baseline, 1987–1989). Incident dementia was ascertained through December 2019. A ML-based LASSO-Cox model was applied to develop the risk prediction model.</div></div><div><h3>Results</h3><div>Over a 25-year mean follow-up, 2010 participants developed dementia. The LASSO-Cox model identified 12 key predictors and achieved C-indices (95 %CI) of 0.77 (0.75–0.79) in the training set (n = 6182) and 0.78 (0.76–0.81) in the test set (n = 3084). Predictors included age, Digit Symbol Substitution Test, apolipoprotein E ε4, HbA1c, brachial blood pressure, Factor VIII, Delayed Word Recall Test, hypertension, stroke history, C-reactive protein, white blood cell count, and apolipoprotein B. The resulting nomogram demonstrated strong discrimination (AUC 0.77–0.86) and good calibration. LASSO-Cox risk score quartiles effectively stratified participants into low, moderate, high, and very high dementia risk groups.</div></div><div><h3>Conclusions</h3><div>The findings demonstrate that the newly developed machine learning-based LASSO-Cox model provides a robust method to predict individuals at high risk of dementia.</div></div>","PeriodicalId":50767,"journal":{"name":"Annals of Epidemiology","volume":"115 ","pages":"Pages 28-36"},"PeriodicalIF":3.0,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146046999","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Annals of Epidemiology
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1