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Exploring the association between higher education and steeper cognitive decline in a nationally representative longitudinal study in India. 探讨高等教育与认知能力急剧下降之间的关系,在印度进行的一项具有全国代表性的纵向研究。
IF 4.8 2区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-01-15 DOI: 10.1093/aje/kwag009
Emma Nichols, Richard N Jones, Alden L Gross, Eleanor Hayes-Larson, Erik Meijer, Miguel Arce Renteria, Lindsay C Kobayashi, Jinkook Lee

Evidence on the association between education and cognitive decline is mixed. Recent systematic reviews suggest no association, but most evidence comes from high-income contexts. We used data from the Longitudinal Aging Study in India - Diagnostic Assessment of Dementia (LASI-DAD; N=3,673; 2017-2024) to estimate the association between educational attainment and cognitive decline using linear mixed effects models. We evaluated findings across a range of models and explored the roles of practice effects, selective survival, and assumptions about the underlying causal structure using supplementary analyses. Despite large differences in cognitive level (those with higher education had higher cognition in wave 1), compared to those with no education, those with less than primary school (difference of -0.03 SD units/year; 95% CI -0.04 to -0.01), primary school (-0.04; -0.06 to -0.03), middle-secondary school (-0.06; -0.07 to -0.04), and higher secondary school or above (-0.05; -0.07 to -0.03) had steeper cognitive decline after adjustment for demographic and early-life socioeconomic factors. Neither practice effects nor selective survival could explain findings, though findings were consistent with one of the two simulated causal structures. Analyses illustrate challenges in analyzing longitudinal cognitive data and showcase potential approaches to rule out methodological explanations and probe results.

关于教育和认知能力下降之间关系的证据好坏参半。最近的系统评价表明没有关联,但大多数证据来自高收入背景。我们使用来自印度纵向老龄化研究-痴呆诊断评估(LASI-DAD; N=3,673; 2017-2024)的数据,使用线性混合效应模型估计受教育程度与认知能力下降之间的关系。我们评估了一系列模型的发现,并利用补充分析探讨了实践效应、选择性生存和潜在因果结构假设的作用。尽管认知水平存在较大差异(受过高等教育的人在第一波的认知水平较高),但与未受过教育的人相比,小学以下(差异为-0.03 SD单位/年;95% CI为-0.04至-0.01)、小学(-0.04;-0.06至-0.03)、中学(-0.06;-0.07至-0.04)、高中及以上(-0.05;-0.07至-0.03)在调整人口统计学和早期社会经济因素后,认知水平下降幅度更大。练习效果和选择性生存都不能解释这些发现,尽管这些发现与两个模拟因果结构中的一个是一致的。分析说明了纵向认知数据分析的挑战,并展示了排除方法学解释和探索结果的潜在方法。
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引用次数: 0
Migraine, comorbidity, and risks of severe maternal and neonatal morbidity or mortality: A population-based cohort study. 偏头痛、合并症和严重孕产妇和新生儿发病率或死亡率的风险:一项基于人群的队列研究
IF 4.8 2区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-01-15 DOI: 10.1093/aje/kwag008
Carmela Melina Albanese, Susan J Bondy, Christine Lay, Manav V Vyas, Zhiyin Li, Jun Guan, Hilary K Brown

Migraine is a neurological disease associated with adverse perinatal outcomes. We examined the separate and combined impacts of migraine and comorbidity on risks of severe maternal morbidity/mortality (SMM-M) and severe neonatal morbidity/mortality (SNM-M). This population-based cohort study of pregnancies (n=2,643,335) in Ontario, Canada, 2007-2022, compared females with (1) pre-pregnancy migraine and ≥1 other chronic conditions, (2) migraine alone, (3) other chronic conditions alone, and (4) neither migraine/other chronic conditions (referent) using modified Poisson regression. Attributable proportion due to interaction (aAP) reflected additive interaction between migraine and comorbidity. In the cohort, 6.8% had migraine and other chronic conditions, 3.2% migraine alone, 45.7% other chronic conditions alone, and 44.3% neither. The incidence of SMM-M was 1.6%, while SNM-M affected 7.1% of neonates. Risks of SMM-M and SNM-M were greatest in those doubly exposed (aRRSMM-M 1.60, 95% CI 1.54-1.66; aRRSNM-M 1.43, 1.39-1.46), followed by other chronic conditions alone (aRRSMM-M 1.34, 1.32-1.37; aRRSNM-M 1.30, 1.28-1.32), and migraine alone (aRRSMM-M 1.13, 1.07-1.20; aRRSNM-M 1.07, 1.04-1.11). Additive interaction was small for SMM-M (aAP 7.4%, 2.2-12.5) and SNM-M (aAP 3.7%, 0.3-6.9). Although synergistic effects were small, findings suggest individuals with migraine and comorbidity could benefit from preconception and perinatal supports to reduce their risks of perinatal complications.

偏头痛是一种与不良围产期结局相关的神经系统疾病。我们研究了偏头痛和共病对严重孕产妇发病率/死亡率(SMM-M)和严重新生儿发病率/死亡率(SNM-M)风险的单独和联合影响。这项以人群为基础的队列研究(n=2,643,335)在加拿大安大略省,2007-2022年,比较了患有(1)孕前偏头痛和≥1种其他慢性疾病的女性,(2)单独偏头痛,(3)单独患有其他慢性疾病,(4)没有偏头痛/其他慢性疾病(参考)。归因于相互作用的比例(aAP)反映了偏头痛和合并症之间的附加相互作用。在队列中,6.8%患有偏头痛和其他慢性疾病,3.2%单独患有偏头痛,45.7%单独患有其他慢性疾病,44.3%两者都没有。SMM-M的发生率为1.6%,而SNM-M的发生率为7.1%。双重暴露者中SMM-M和SNM-M的风险最大(aRRSMM-M 1.60, 95% CI 1.54-1.66; aRRSMM-M 1.43, 1.39-1.46),其次是其他慢性疾病(aRRSMM-M 1.34, 1.32-1.37; arrsmm 1.30, 1.28-1.32)和偏头痛(aRRSMM-M 1.13, 1.07-1.20; arrsmm 1.07, 1.04-1.11)。SMM-M (aAP为7.4%,2.2 ~ 12.5)和SNM-M (aAP为3.7%,0.3 ~ 6.9)的加性相互作用较小。虽然协同效应很小,但研究结果表明,患有偏头痛和合并症的个体可以从孕前和围产期支持中获益,以减少围产期并发症的风险。
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引用次数: 0
Assessing the generalizability of prevalence estimates from the all of us research program. 从我们所有的研究项目中评估患病率估计的普遍性。
IF 4.8 2区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-01-15 DOI: 10.1093/aje/kwag010
Barrett Wallace Montgomery, Mahmoud Elkasabi, M Daniel Brannock, Laura Marcial, Ariba Huda, Melissa McPheeters, Claire Schulkey, Sarra Hedden, Philip Greenland, Chandan Sastry, Jennifer Adjemian, Tamara R Litwin

The National Institutes of Health's All of Us Research Program (All of Us) aims to enhance precision medicine by collecting multimodal data from one million or more participants. Because All of Us prioritizes enrollment from populations for which there is limited data on health outcomes using nonprobability sampling methods, prevalence estimates may not reflect those of the general U.S. population. This study examines the challenges of estimating electronic health record-based disease prevalence from All of Us and offers a framework and novel R package (waou) to help researchers consider these complex issues. We investigated the application of three weighting techniques to improve generalizability for dementia, type 2 diabetes, and depression prevalence estimates. Using data from All of Us alongside the National Health Interview Survey as a benchmark, we found that weighting approaches yielded more representative estimates for dementia and type 2 diabetes, yet amplified bias for depression. Waou is presented as a tool to facilitate the application of these methodologies, empowering researchers to critically evaluate the generalizability of their estimates. This work underscores the need for careful consideration of bias in epidemiological research when using the All of Us dataset for population-level inferences.

美国国立卫生研究院的“我们所有人”研究项目(All of Us)旨在通过收集100万或更多参与者的多模式数据来提高精准医疗水平。由于All of Us使用非概率抽样方法优先从健康结果数据有限的人群中纳入,患病率估计可能无法反映一般美国人群的情况。本研究考察了估算基于电子健康记录的疾病流行的挑战,并提供了一个框架和新颖的R包(waou)来帮助研究人员考虑这些复杂的问题。我们研究了三种加权技术的应用,以提高痴呆、2型糖尿病和抑郁症患病率估计的普遍性。使用来自“我们所有人”和“全国健康访谈调查”的数据作为基准,我们发现加权方法对痴呆症和2型糖尿病的估计更具代表性,但对抑郁症的偏倚放大了。Waou是作为一种工具来促进这些方法的应用,使研究人员能够批判性地评估其估计的泛化性。这项工作强调了在使用“我们所有人”数据集进行人口水平推断时,需要仔细考虑流行病学研究中的偏见。
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引用次数: 0
Spatiotemporal Analysis of Human Response to Wildfire Events and PM2.5 Exposure. 人类对野火事件反应与PM2.5暴露的时空分析。
IF 4.8 2区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-01-14 DOI: 10.1093/aje/kwag002
Yuming Sun, Andrew Lee, Stella E Lee, Tanujit Dey

Wildfire-induced fine particulate matter (PM2.5) poses a growing public health risk. To examine public responses to wildfire smoke, we analyzed smoke PM2.5 and Google Trends data across 11 Designated Market Areas (DMAs) in California from 2016 to 2020. Scaled Relative Search Interest (RSI) for 'air pollution' and 'air purifier' was used as a proxy for public awareness and preparedness. Applying a Bayesian spatiotemporal distributed lag model, we found that a one-unit increase in smoke PM2.5 (6.6 μg/m3) was associated with 149% (95% Credible Interval (CrI): 107%, 486%) higher 'air pollution' searches and 34% (95% CrI: 3%, 76%) and 68% (95% CrI: 26%, 123%) higher 'air purifier' searches over the first two weeks, respectively. Among all DMAs, Palm Springs showed the strongest responses. Public search responses were amplified under higher temperature and pressure but decreased with higher wind speed and humidity. Communities with greater socioeconomic vulnerability exhibited lower search interest in both awareness- and preparedness-related terms. These findings highlight the need for timely, targeted, and equitable public communication strategies that align with real-time environmental conditions and improve access to protective resources among vulnerable populations.

野火引发的细颗粒物(PM2.5)对公众健康构成越来越大的威胁。为了研究公众对野火烟雾的反应,我们分析了2016年至2020年加州11个指定市场区域(dma)的烟雾PM2.5和谷歌趋势数据。“空气污染”和“空气净化器”的比例相对搜索兴趣(RSI)被用作公众意识和准备的代理。应用贝叶斯时空分布滞后模型,我们发现,在前两周,烟雾PM2.5 (6.6 μg/m3)每增加一个单位,“空气污染”搜索量增加149%(95%可信区间(CrI): 107%, 486%),“空气净化器”搜索量增加34%(95%可信区间:3%,76%)和68%(95%可信区间:26%,123%)。在所有的dma中,棕榈泉市的反应最为强烈。在较高的温度和压力下,公众搜寻反应会增强,但在较高的风速和湿度下,搜寻反应会减弱。社会经济脆弱性较大的社区对意识和准备相关术语的搜索兴趣较低。这些发现突出表明,需要制定及时、有针对性和公平的公共传播战略,使其与实时环境状况保持一致,并改善弱势群体获得保护性资源的机会。
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引用次数: 0
More Lessons from the Lung Health Study. 肺部健康研究的更多经验教训。
IF 4.8 2区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-01-13 DOI: 10.1093/aje/kwag004
Janet T Holbrook

The 32.5-year follow-up of the Lung Health Study (LHS) published in this issue highlights the long-term impact of a well-executed randomized clinical trials (RCTs) evaluating a smoking cessation intervention. Between 1986 and 1989, the LHS enrolled 5,887 smokers aged 35-59 with mild-to-moderate airway obstruction across ten North American sites and randomized them to a 10-day smoking cessation intervention with placebo inhaler, the same intervention with ipratropium bromide, or usual care. The latest 32.5-year analysis confirms a reduction in respiratory-related mortality, though the earlier observed all-cause mortality benefit observed at 14.5 years was not seen. The updated analysis excludes 608 participants from the one Canadian clinic and their baseline smoking characteristics differed from the US participants. Regardless, qualitative effect modification is unlikely. Shifts in leading causes of death over time, competing risks, and potential postrandomization selection bias are challenges inherent in extended follow-up, yet the findings of reduced respiratory mortality for participants assigned to smoking cessation stood the test of time. This publication highlights the importance of trial conduct, data preservation, and the value of long-term follow-up using the National Death Index. Congratulations to the authors for this fourth update and to all LHS researchers who contributed to this landmark clinical trial.

发表在本期杂志上的肺健康研究(LHS)的32.5年随访强调了一项执行良好的评估戒烟干预的随机临床试验(rct)的长期影响。1986年至1989年间,LHS在北美10个地区招募了5887名年龄在35岁至59岁之间有轻中度气道阻塞的吸烟者,并将他们随机分为10天戒烟干预组,分别使用安慰剂吸入器、异丙托溴胺或常规治疗。最新的32.5年分析证实了呼吸相关死亡率的降低,尽管14.5岁时未观察到早期观察到的全因死亡率获益。最新的分析排除了来自一家加拿大诊所的608名参与者,他们的基线吸烟特征与美国参与者不同。无论如何,定性效果的改变是不可能的。随着时间的推移,主要死亡原因的变化、相互竞争的风险和潜在的随机化后选择偏差是长期随访所固有的挑战,然而,被分配到戒烟组的参与者呼吸系统死亡率降低的发现经受住了时间的考验。本出版物强调了试验实施、数据保存的重要性,以及使用国家死亡指数进行长期随访的价值。祝贺第四次更新的作者和所有为这一具有里程碑意义的临床试验做出贡献的LHS研究人员。
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引用次数: 0
Obstructive sleep apnea and functional hearing loss over 8 years: results from the National Health and aging trends study. 阻塞性睡眠呼吸暂停和8年以上的功能性听力损失:来自国家健康和老龄化趋势研究的结果。
IF 4.8 2区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-01-13 DOI: 10.1093/aje/kwag006
Kening Jiang, Adam P Spira, Nicholas S Reed, Frank R Lin, Jennifer A Deal

Obstructive sleep apnea (OSA) may cause functional hearing loss through ischemic damage to the cochlea or impaired auditory processing in the brain, but longitudinal evidence is lacking. Medicare beneficiaries completed the National Health and Aging Trends Study round 3 (2013) sleep module (n = 1433, 41% male, 21% Black) were followed until round 11 (2021). Elevated OSA risk was defined as a modified STOP-BANG (Snoring, Tiredness, Observed apneas, high blood Pressure, BMI, Age, Neck circumference, Gender) score ≥ 3. Functional hearing loss was defined as self-reported deafness, hearing aid use, or inability to hear well enough to use the telephone or have a conversation in a room with the television or radio on. Discrete-time complementary log-log models were used for incident functional hearing loss. Multinomial logistic regression was used for membership in hearing loss trajectory groups (stable normal hearing, transition to hearing loss, stable hearing loss) estimated using group-based trajectory modeling. Elevated OSA risk score was associated with 1.34 times the hazard of incident functional hearing loss (95% confidence interval [CI], 1.06-1.70) and with a higher likelihood of being in the stable hearing loss group (relative risk ratio = 1.79, 95% CI, 1.32-2.42). Screening and treating OSA may be important for hearing health.

阻塞性睡眠呼吸暂停(OSA)可能通过耳蜗缺血性损伤或大脑听觉处理受损导致功能性听力丧失,但缺乏纵向证据。完成全国健康和老龄化趋势研究第3轮(2013年)睡眠模块的医疗保险受益人(n = 1433, 41%男性,21%黑人)被跟踪至第11轮(2021年)。OSA风险升高定义为改良的STOP-BANG(打鼾、疲倦、观察到的呼吸暂停、高血压、BMI、年龄、颈围、性别)评分≥3分。功能性听力损失被定义为自我报告耳聋,使用助听器,或听力不佳,无法使用电话或在有电视或收音机的房间里进行交谈。离散时间互补对数-对数模型用于偶发性功能性听力损失。使用基于群体的轨迹模型对听力损失轨迹组(稳定正常听力、过渡到听力损失、稳定听力损失)的隶属度进行多项逻辑回归。OSA风险评分升高与发生功能性听力损失风险的1.34倍相关(95%可信区间[CI], 1.06-1.70),与属于稳定性听力损失组的可能性较高相关(相对风险比= 1.79,95% CI, 1.32-2.42)。筛查和治疗阻塞性睡眠呼吸暂停可能对听力健康很重要。
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引用次数: 0
Female-specific hypertension risk factors across the lifecourse: a co-twin control analysis using the California Twin Program. 女性高血压风险因素贯穿整个生命过程:使用加州双胞胎项目的双胎对照分析
IF 4.8 2区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-01-13 DOI: 10.1093/aje/kwag001
Kellie R Imm, Wendy Cozen, Kim Siegmund, Amie E Hwang, Myles Cockburn, Ann Hamilton, Thomas Mack, Victoria Kristence Cortessis

Twin studies have been underutilized for examining female-specific etiology of hypertension (HT). The discordant co-twin design offers unique strengths not afforded by other approaches primarily because relatedness and shared origins naturally match twin pairs more closely on genetic and early environmental confounders. We aimed to confirm HT-associated factors across the lifecourse among 202 female twin pairs identified from the California Twin Program (CTP) registry. A baseline questionnaire queried current and past risk factors and self-reported prevalent HT. HT-discordant pairs were compared for differences in demographics, growth and body size, reproductive factors, and lifestyle factors. Data were analyzed using conditional logistic regression restricted to nonsmokers and stratified by zygosity. Weighing ≥150lbs. versus <130lbs. at 18 years was associated with 3-fold odds of HT, and weighing ≥180lbs. at the time of questionnaire was associated with 6-fold odds of HT. Exercising more than one's co-twin was associated with 0.54-fold odds of HT. Menopause was positively associated with HT, with post-menopausal DZ twins experiencing 4-fold odds of HT compared to pre-menopausal co-twins. This study with minimal bias using unaffected co-twins confirmed multiple factors associated with female HT including overweight at age 18 and in adulthood, lower level of exercise, and menopausal.

双胞胎研究尚未充分用于检查女性高血压(HT)的特异性病因。不协调的同卵双胞胎设计提供了其他方法无法提供的独特优势,主要是因为亲缘关系和共同的起源自然地使双胞胎在遗传和早期环境混杂因素上更紧密地匹配。我们的目的是在加州双胞胎计划(CTP)登记处确定的202对女性双胞胎的整个生命过程中确认与ht相关的因素。基线问卷询问当前和过去的危险因素和自我报告的流行HT。比较ht不一致的配对在人口统计学、生长和体型、生殖因素和生活方式因素方面的差异。数据分析采用条件逻辑回归,仅限于非吸烟者,并按合子分层。体重≥150磅。与
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引用次数: 0
Adjuvant therapy in early uterine serous carcinoma. 早期子宫浆液性癌的辅助治疗。
IF 4.8 2区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-01-08 DOI: 10.1093/aje/kwaf008
Alison A Garrett, Taylor H Orellana, Thing Rinda Soong, Taylor A Rives, Sarah E Taylor, Lan Coffman, Ronald Buckanovich, Haider Mahdi, Sushil Beriwal, Paniti Sukumvanich, Rohit Bhargava, Alexander B Olawaiye

Uterine serous carcinoma (USC) is a rare diagnosis but is associated with high mortality. There are limited data to guide adjuvant treatment decisions in early-stage disease. The purpose of this study is to evaluate the impact of adjuvant therapy on recurrence-free survival (RFS) and overall survival (OS) in early-stage USC. Patients with stage I and II USC treated at a single institution from January 2006 to December 2019 were identified. Demographic, clinicopathologic, treatment, and outcome data were collected. Data were compared using descriptive statistics. Survival analyses were performed using Kaplan-Meier and Cox proportional hazards methods. Ninety-four patients were identified. Median follow-up time was 33.5 months. The median age was 68 years (range, 49-87), the majority of patients were White (n = 78, 83.0%), and the median BMI was 30.7 (range, 14.2-57.3). Minimally invasive surgical staging was performed in 59.6% of cases (n = 56). Most patients had stage IA disease (n = 70, 74.5%). Most patients (n = 79, 84.0%) received adjuvant therapy, and a majority of patients received a combination of systemic chemotherapy and radiation therapy (n = 55, 58.5%), with the most common combination being chemotherapy plus vaginal brachytherapy (n = 42, 44.7%). Most patients (n = 77, 81.9%) remain without evidence of disease, while 17 patients (18.1%) have recurred. Patients receiving 6 cycles of adjuvant chemotherapy experienced improved OS (P = .004) and improved RFS (P = .02) compared to those receiving no adjuvant chemotherapy. Patients with early-stage USC who received 6 cycles of adjuvant chemotherapy had significantly improved OS and RFS when compared to those patients who did not receive adjuvant chemotherapy. This article is part of a Special Collection on Gynecological Cancer.

目的:子宫浆液性癌(USC)是一种罕见但死亡率高的疾病。指导早期疾病辅助治疗决策的数据有限。本研究的目的是评估辅助治疗对早期USC无复发生存期(RFS)和总生存期(OS)的影响。方法:选取2006年1月至2019年12月在同一机构治疗的I期和II期USC患者。收集了人口学、临床病理、治疗和结局数据。数据采用描述性统计进行比较。生存率分析采用Kaplan-Meier和Cox比例风险法。结果:共鉴定94例患者。中位随访时间为33.5个月。中位年龄为68岁(范围49-87),以白人为主(n=78, 83.0%),中位BMI为30.7(范围14.2-57.3)。59.6%的病例(n=56)进行了微创手术分期。大多数患者为IA期(n=70, 74.5%)。大多数患者(n=79, 84.0%)接受了辅助治疗,大多数患者接受了全身化疗和放疗联合治疗(n=55, 58.5%),最常见的联合治疗是化疗加阴道近距离放疗(n=42, 44.7%)。大多数患者(n=77, 81.9%)仍无疾病证据,17例患者(18.1%)复发。与未接受辅助化疗的患者相比,接受6个周期辅助化疗的患者OS改善(p=0.004), RFS改善(p=0.02)。结论:与未接受辅助化疗的早期USC患者相比,接受6个周期辅助化疗的早期USC患者的OS和RFS明显改善。
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引用次数: 0
Short- and long-term effect of COVID-19 pandemic on rates of suicide attempts treated in Illinois hospitals. COVID-19大流行对伊利诺伊州医院治疗的自杀未遂率的短期和长期影响
IF 4.8 2区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-01-08 DOI: 10.1093/aje/kwae482
Imen Ben Abid, Brett Shannon, Lee S Friedman

Previous studies on the impact of the COVID-19 pandemic on suicide trends have yielded inconsistent findings, with inadequate differentiation of short- and long-term effects. Addressing this gap, our study evaluates the pandemic's short- and long-term trends in suicide attempts across various demographics. Illinois statewide hospital data covering January 1, 2016, through December 31, 2022, were analyzed. Compared to the prepandemic baseline period, changes in daily rates of suicide attempts treated across 4 periods of state executive orders limiting public gatherings were evaluated. Segmented time-series analysis was developed to evaluate specific temporal patterns across 4 pandemic periods. A total of 153 476 suicide attempts were registered, with 38.6% of cases occurring after March 16, 2020. A significant increase of 0.8353 attempts per day per 1 million (P < .0001) was found after the second "stay-at-home orders" period. A significant increase in suicide attempts was observed in females 11 to 16 years old, starting from the second "stay-at-home order" through the end of 2022, and in females 19 to 24 years old after the end of the second "stay-at-home order." The rise in suicide attempts among young females during the pandemic's later stages is alarming. Further investigation into specific risk factors is needed. This article is part of a Special Collection on Methods in Social Epidemiology.

之前关于COVID-19大流行对自杀趋势影响的研究得出了不一致的结果,对短期和长期影响的区分不够。为了解决这一差距,我们的研究评估了疫情在不同人口统计中的短期和长期自杀企图趋势。分析了伊利诺伊州2016年1月1日至2022年12月31日的全州医院数据。与大流行前基线期相比,评估了在国家行政命令限制公共集会的四个时期内每日自杀未遂率的变化。开发了分段时间序列分析,以评估四个大流行时期的具体时间模式。共有153476人自杀未遂,其中38.6%发生在2020年3月16日之后。每100万人每天尝试0.8353次(p值)
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引用次数: 0
Electronic health record-enhanced signal detection using tree-based scan statistic methods. 利用基于树的扫描统计方法增强电子健康记录(EHR)信号检测。
IF 4.8 2区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-01-08 DOI: 10.1093/aje/kwaf199
Massimiliano Russo, Sushama Kattinakere Sreedhara, Joshua Smith, Sharon E Davis, Judith C Maro, Thomas Deramus, Joyce Lii, Jie Yang, Rishi J Desai, José J Hernández-Muñoz, Yong Ma, Youjin Wang, Jamal T Jones, Shirley V Wang

Tree-based scan statistics (TBSS) are data mining methods that screen thousands of hierarchically related health outcomes to detect unsuspected adverse drug effects. TBSS traditionally analyze claims data with outcomes defined via diagnosis codes. TBSS have not been previously applied to rich clinical information in electronic health records (EHR). We developed approaches for integrating EHR data in TBSS analyses, including outcomes derived from natural language processing (NLP) applied to clinical notes and laboratory results, related via multipath hierarchical structures. We consider 4 settings that sequentially add sources of outcomes to the TBSS tree: (1) diagnosis code, (2) NLP-derived outcomes, (3) binary outcomes from lab results, and (4) continuous lab results. In a comparative cohort study involving second-generation sulfonylureas (SUs) and dipeptidyl peptidase 4 (DPP-4) inhibitors among adults with type 2 diabetes, with an a priori expected signal of hypoglycemia, diagnosis code data showed no statistical alerts for inpatient or emergency department settings. Adding NLP-derived outcomes resulted in an alert for "Headaches" (P = .047), a nonspecific symptom of hypoglycemia. Progressively adding binary and continuous lab results produced the same alert. Integrating EHR in TBSS can be useful for the detection of safety signals for further investigation.

基于树的扫描统计(TBSS)是一种数据挖掘方法,用于筛选数千种分层相关的健康结果,以检测未预料到的药物不良反应。TBSS传统上分析索赔数据,结果通过诊断代码定义。TBSS以前没有应用于电子健康记录(EHR)中丰富的临床信息。我们开发了将电子病历数据整合到TBSS分析中的方法,包括应用于临床记录和实验室结果的自然语言处理(NLP)结果,这些结果通过多路径分层结构相关联。我们考虑了四种设置,依次将结果来源添加到TBSS树中:1)诊断代码,2)nlp衍生的结果,3)实验室结果的二进制结果,以及4)连续的实验室结果。在一项涉及二代磺脲类药物(SUs)和二肽基肽酶4 (DPP-4)抑制剂的比较队列研究中,2型糖尿病成人患者有低血糖的先验预期信号,诊断代码数据显示住院或急诊科设置没有统计警报。添加nlp衍生的结果导致“头痛”警报(p=0.047),这是低血糖的一种非特异性症状。逐步增加二进制和连续的实验结果产生相同的警报。将电子病历集成到TBSS中,可以帮助检测安全信号,以便进一步调查。
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引用次数: 0
期刊
American journal of epidemiology
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