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Iron Deficiency and All-Cause Hospitalization Risk in a Clinical Cohort of COPD.
IF 2.3 4区 医学 Q2 RESPIRATORY SYSTEM Pub Date : 2025-01-29 DOI: 10.15326/jcopdf.2024.0550
Yukiko Kunitomo, Nirupama Putcha, Ashraf Fawzy, Sarath Raju, Meredith C McCormack, Robert A Wise, Nadia N Hansel, Aparna Balasubramanian

Background: The impact of iron deficiency on COPD morbidity independent of anemia status is unknown. Understanding the association between iron deficiency, anemia status, and risk of hospitalization in COPD may inform an approach to these comorbidities.

Study design and methods: Adults ≥40 years from the Johns Hopkins COPD Precision Medicine Center of Excellence data repository with an outpatient iron profile and 1 year of subsequent follow-up time were included in the study. Baseline characteristics were compared across iron status, defined by transferrin saturation (TSAT), using t-tests and Chi-squared tests. The association between continuous TSAT and all-cause hospitalization over the 1-year follow-up period was assessed by logistic regression. Models were adjusted by covariates with an interaction term for anemia and stratified by sex.

Results: There were 6532 individuals included with an average age of 65±12 years, 59% were female, and 56% White. Fifty-two percent of the cohort were iron deficient (TSAT≤20%), among whom 27% were non-anemic. Iron-deficient individuals had lower lung function and a higher prevalence of heart failure and diabetes. Iron deficiency was more prevalent among females (57%) compared to males (44%). In adjusted models, a decrease in TSAT by 10% was associated with 14.3% higher odds of all-cause hospitalization for females (95%CI:1.0-1.3), but not among males (OR:1.08, 95%CI:0.9-1.3). There was effect modification by anemia such that the association between TSAT and all-cause hospitalization was greater in non-anemic women (p-value interaction=0.08).

Interpretation: Iron deficiency may be associated with adverse outcomes in the absence of anemia, with non-anemic women being a COPD sub-population particularly sensitive to iron deficiency.

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引用次数: 0
Improving the Likelihood of Identifying Alpha-1 Antitrypsin Deficiency Among Patients With COPD: A Novel Predictive Model Using Real-World Data. 提高慢性阻塞性肺病患者α -1抗胰蛋白酶缺乏症的可能性:一种使用现实世界数据的新型预测模型
IF 2.3 4区 医学 Q2 RESPIRATORY SYSTEM Pub Date : 2025-01-29 DOI: 10.15326/jcopdf.2023.0491
Daniel N Pfeffer, Rahul Dhakne, Omnya El Massad, Pulkit Sehgal, Thomas Ardiles, Michael O Calloway, M Chris Runken, Charlie Strange

Background: Despite guideline recommendations, most patients with chronic obstructive pulmonary disease (COPD) do not undergo alpha-1 antitrypsin deficiency (AATD) testing and approximately 90% of people with AATD in the United States remain undiagnosed. This study sought to develop a predictive model using real-world data to improve detection of AATD-positive patients in the general COPD population.

Methods: A predictive model using extreme gradient boosting was developed using the EVERSANA database, including longitudinal, patient-level medical claims, prescription claims, AATD-specific testing data, and electronic health records (EHR). The model was trained and then validated to predict AATD-positive status. Patients were coded as AATD positive based on the presence of any of the following criteria: (1) ≥2 AATD diagnosis codes in claims; (2) an AATD diagnosis code in the EHR; (3) a positive laboratory test for AATD; or (4) use of AATD-related medication. Over 500 variables were used to train the predictive model and >20 models were run to optimize the predictive power.

Results: A total of 13,585 AATD-positive patients and 7796 AATD-negative patients were included in the model. The inclusion of non-AATD laboratory test results was critical for defining cohorts and optimizing model prediction (e.g., respiratory comorbidities, and calcium, glucose, hemoglobin, and bilirubin levels). The final model yielded high predictive power, with an area under the receiver operating characteristic curve of 0.9.

Conclusion: Predictive modeling using real-world data is a sound approach for assessing AATD risk and useful for identifying COPD patients who should be confirmed by genetic testing. External validation is warranted to further assess the generalizability of these results.

背景:尽管指南建议,大多数COPD患者不接受α -1抗胰蛋白酶缺乏症(AATD)检测,美国约90%的AATD患者仍未确诊。本研究旨在利用真实世界数据开发一种预测模型,以提高对普通COPD人群中aatd阳性患者的检测。方法:利用EVERSANA数据库,包括纵向、患者级医疗索赔、处方索赔、aatd特定测试数据和电子健康记录(EHR),利用XGBoost建立预测模型。该模型经过训练和验证,可以预测aatd阳性状态。根据以下任何一个标准,患者被编码为AATD阳性:1)索赔中AATD诊断编码≥2个;2) EHR中的AATD诊断代码;3) AATD实验室检测呈阳性;或4)使用aatd相关药物。使用超过500个变量来训练预测模型,并运行bbb20个模型来优化预测能力。结果:aatd阳性患者13585例,aatd阴性患者7796例。纳入非aatd实验室检测结果对于确定队列和优化模型预测(例如,呼吸合并症、钙、葡萄糖、血红蛋白和胆红素水平)至关重要。最终模型具有较高的预测能力,受者工作特性曲线下面积为0.9。结论:使用真实世界数据的预测建模是评估AATD风险的一种有效方法,有助于识别需要通过基因检测确诊的COPD患者。外部验证是必要的,以进一步评估这些结果的普遍性。
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引用次数: 0
Clinical Characteristics of Patients With COPD and Comorbid Depression and Anxiety: Data From a National Multicenter Cohort Study. 慢性阻塞性肺病合并抑郁和焦虑患者的临床特征:来自国家多中心队列研究的数据
IF 2.3 4区 医学 Q2 RESPIRATORY SYSTEM Pub Date : 2025-01-29 DOI: 10.15326/jcopdf.2024.0534
Jing Gennie Wang, Sonali Bose, Janet T Holbrook, Lin Nan, Michelle N Eakin, Abebaw M Yohannes, Robert A Wise, Nicola A Hanania

Background: Most studies on mental health among individuals with chronic obstructive pulmonary disease (COPD) utilize screening questionnaires, which detect psychiatric symptoms, but cannot be used to diagnose depression/anxiety disorders. We utilized the Mini-International Neuropsychiatric Interview (MINI) to identify depression/anxiety disorders meeting the Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition diagnostic criteria and described associated disease burden in people with COPD.

Methods: This is a cross-sectional, secondary analysis of a multicenter study designed to evaluate anxiety questionnaires in COPD patients. Research coordinators administered both the MINI and screening questionnaires to determine participants who met diagnostic criteria for depression/anxiety disorders and to capture symptom burden, respectively. Bivariate analyses were conducted to assess differences in COPD and patient-reported outcomes between those with and without depression/anxiety disorders.

Results: Of 220 participants, 18 (8%) met the MINI criteria for depression and 17 (8%) for anxiety. Depression was associated with more breathlessness (modified Medical Research Council Dyspnea Scale 4 versus 3, p=0.045), higher COPD disease burden (COPD Assessment Test [CAT] 27 versus 17, p<0.001), worse sleep quality (Pittsburgh Sleep Quality Index 11 versus 7, p=0.001) and health-related quality of life (5-Level EQ-5D 0.31 versus 0.59, p<0.001). Anxiety was associated with lower CAT scores and worse health-related quality of life and function. Most with depression/anxiety disorders were not using antidepressants/anxiolytics, or receiving mental health counseling.

Conclusion: Depression and anxiety disorders meeting diagnostic criteria are relatively common comorbidities that substantially impair quality of life and are undertreated, highlighting a need to prioritize mental health as an integral part of comprehensive COPD care.

背景:大多数关于慢性阻塞性肺病患者心理健康的研究使用筛查问卷来检测精神症状,但不能用于诊断抑郁/焦虑障碍。我们使用Mini国际神经精神病学访谈(Mini)来识别符合DSM-V诊断标准的抑郁/焦虑障碍,并描述COPD患者的相关疾病负担。方法:这是一项旨在评估COPD患者焦虑问卷的多中心研究的横断面、二次分析。研究协调员使用MINI问卷和筛选问卷来确定符合抑郁/焦虑障碍诊断标准的参与者,并分别捕捉症状负担。进行了双变量分析,以评估有和没有抑郁/焦虑障碍的患者之间COPD和患者报告结果的差异。结果:在220名参与者中,18名(8%)符合MINI抑郁标准,17名(8%)符合焦虑标准。抑郁症与更多的呼吸困难(改良医学研究委员会呼吸困难量表4比3,p = 0.045)、更高的COPD疾病负担(COPD评估测试(CAT) 27比17,p)相关。结论:符合诊断标准的抑郁和焦虑障碍是相对常见的合并症,严重损害生活质量且治疗不足,强调需要优先考虑心理健康,将其作为综合COPD护理的一个组成部分。
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引用次数: 0
Comparison of Chart Review and Administrative Data in Developing Predictive Models for Readmissions in Chronic Obstructive Pulmonary Disease.
IF 2.3 4区 医学 Q2 RESPIRATORY SYSTEM Pub Date : 2025-01-23 DOI: 10.15326/jcopdf.2024.0542
Sukarn Chokkara, Michael G Hermsen, Matthew Bonomo, Samuel Kaskovich, Maximilian J Hemmrich, Kyle A Carey, Laura Ruth Venable, Juan C Rojas, Matthew M Churpek, Valerie G Press

This study aimed to evaluate the performance of machine learning models for predicting readmission of patients with Chronic Obstructive Pulmonary Disease (COPD) based on administrative data and chart review data. The study analyzed 4,327 patient encounters from the University of Chicago Medicine to assess the risk of readmission within 90 days after an acute exacerbation of COPD. Two random forest prediction models were compared. One was derived from chart review data, while the other was derived using administrative data. The data were randomly partitioned into training and internal validation sets using a 70%/30% split. The two models had comparable accuracy (administrative data AUC = 0.67, chart review AUC = 0.64). These results suggest that despite its limitations in precisely identifying COPD admissions, administrative data may be useful for developing effective predictive tools and offer a less labor-intensive alternative to chart reviews.

{"title":"Comparison of Chart Review and Administrative Data in Developing Predictive Models for Readmissions in Chronic Obstructive Pulmonary Disease.","authors":"Sukarn Chokkara, Michael G Hermsen, Matthew Bonomo, Samuel Kaskovich, Maximilian J Hemmrich, Kyle A Carey, Laura Ruth Venable, Juan C Rojas, Matthew M Churpek, Valerie G Press","doi":"10.15326/jcopdf.2024.0542","DOIUrl":"https://doi.org/10.15326/jcopdf.2024.0542","url":null,"abstract":"<p><p>This study aimed to evaluate the performance of machine learning models for predicting readmission of patients with Chronic Obstructive Pulmonary Disease (COPD) based on administrative data and chart review data. The study analyzed 4,327 patient encounters from the University of Chicago Medicine to assess the risk of readmission within 90 days after an acute exacerbation of COPD. Two random forest prediction models were compared. One was derived from chart review data, while the other was derived using administrative data. The data were randomly partitioned into training and internal validation sets using a 70%/30% split. The two models had comparable accuracy (administrative data AUC = 0.67, chart review AUC = 0.64). These results suggest that despite its limitations in precisely identifying COPD admissions, administrative data may be useful for developing effective predictive tools and offer a less labor-intensive alternative to chart reviews.</p>","PeriodicalId":51340,"journal":{"name":"Chronic Obstructive Pulmonary Diseases-Journal of the Copd Foundation","volume":" ","pages":""},"PeriodicalIF":2.3,"publicationDate":"2025-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143060958","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
The Effect of Patient Sex on Treatment Outcomes in COPD: A Post Hoc Analysis of the IMPACT Trial. 患者性别对慢性阻塞性肺病治疗结果的影响:IMPACT 试验的事后分析。
IF 2.3 4区 医学 Q2 RESPIRATORY SYSTEM Pub Date : 2024-11-22 DOI: 10.15326/jcopdf.2024.0541
Alejandra Hernández Alberola, Natalia Bartolomé Nogal, Almudena Blanco Miranda, David A Lipson, Lee Tombs, MeiLan K Han

Introduction: Lung physiology and chronic obstructive pulmonary disease (COPD) pathophysiology differ between sexes. This post hoc analysis investigated the InforMing the Pathway of COPD Treatment (IMPACT) trial outcomes by patient sex.

Methods: IMPACT was a double-blind, 52-week trial. Patients ≥40 years with symptomatic COPD and a history of exacerbations were randomized 2:2:1 to fluticasone furoate/umeclidinium/vilanterol (FF/UMEC/VI) 100/62.5/25μg, FF/VI 100/25μg, or UMEC/VI 62.5/25μg. Annual rate and risk of moderate/severe exacerbations, change from baseline in trough forced expiratory volume in 1 second (FEV1) and St George's Respiratory Questionnaire (SGRQ) score, and safety were assessed.

Results: Of 10,355 patients, 66.3% were male. More females reported ≥2 moderate/severe prior exacerbations (58% versus 53%) at screening versus males. Additionally, females had worse mean (standard deviation) SGRQ scores (52.4[15.97] versus 49.8[17.24]) at baseline. FF/UMEC/VI improved annual exacerbation rate, lung function, and health status for both sexes versus dual therapy. The difference in trough FEV1 across time points with FF/UMEC/VI versus FF/VI was 103mL-110mL in males and 70mL-84mL in females. On-treatment moderate/severe exacerbation rates remained higher for females (FF/UMEC/VI: 0.99; FF/VI: 1.19; UMEC/VI: 1.35) than males (0.87; 1.01; 1.14). Fewer exacerbations were experienced by females with eosinophil counts <150 cells/µL (0.81[0.68, 0.97], p=0.024) or <2 exacerbations in the past year (0.73[0.57, 0.94], p=0.013) with FF/UMEC/VI versus UMEC/VI.

Conclusion: More females with COPD reported exacerbations in the prior year at screening, as well as during the study, versus males, across all treatments. FF/UMEC/VI improved exacerbation rates versus UMEC/VI in females with eosinophil counts <150 cells/µL or <2 exacerbations in the prior year, suggesting inhaled corticosteroids may play an important role in exacerbation reduction for females in this patient population. Clinical Trial Registration: GSK (CTT116855/NCT021645B).

简介肺部生理和慢性阻塞性肺疾病的病理生理学在性别上存在差异。这项事后分析调查了按患者性别分列的 IMPACT 试验结果:IMPACT是一项为期52周的双盲试验。年龄≥40岁、有症状且有加重病史的慢性阻塞性肺疾病患者按2:2:1随机分配到糠酸氟替卡松/优甲乐/维兰特罗(FF/UMEC/VI)100/62.5/25μg、FF/VI 100/25μg或UMEC/VI 62.5/25μg。对中度/重度病情恶化的年发生率和风险、谷值 FEV1 和 SGRQ 评分与基线相比的变化以及安全性进行了评估:在 10,355 名患者中,66.3% 为男性。与男性相比,更多女性在筛查时报告了≥2次中度/重度病情加重(58% vs 53%)。此外,基线时女性的平均(标清)SGRQ 评分较低(52.4[15.97] vs 49.8[17.24])。与双重疗法相比,FF/UMEC/VI 可改善男女患者的年度恶化率、肺功能和健康状况。FF/UMEC/VI与FF/VI在不同时间点的FEV1谷值差异为:男性103-110毫升,女性70-84毫升。女性治疗中度/重度恶化率(FF/UMEC/VI:0.99;FF/VI:1.19;UMEC/VI:1.35)仍高于男性(0.87;1.01;1.14)。女性嗜酸性粒细胞计数较低,病情加重的次数也较少 结论:女性慢性阻塞性肺病患者的病情加重次数较多:在所有治疗方法中,女性慢性阻塞性肺病患者在筛查时和研究期间报告的上一年病情加重的人数均多于男性。FF/UMEC/VI 与 UMEC/VI 相比,嗜酸性粒细胞计数女性患者的病情加重率有所改善
{"title":"The Effect of Patient Sex on Treatment Outcomes in COPD: A Post Hoc Analysis of the IMPACT Trial.","authors":"Alejandra Hernández Alberola, Natalia Bartolomé Nogal, Almudena Blanco Miranda, David A Lipson, Lee Tombs, MeiLan K Han","doi":"10.15326/jcopdf.2024.0541","DOIUrl":"10.15326/jcopdf.2024.0541","url":null,"abstract":"<p><strong>Introduction: </strong>Lung physiology and chronic obstructive pulmonary disease (COPD) pathophysiology differ between sexes. This post hoc analysis investigated the InforMing the Pathway of COPD Treatment (IMPACT) trial outcomes by patient sex.</p><p><strong>Methods: </strong>IMPACT was a double-blind, 52-week trial. Patients ≥40 years with symptomatic COPD and a history of exacerbations were randomized 2:2:1 to fluticasone furoate/umeclidinium/vilanterol (FF/UMEC/VI) 100/62.5/25μg, FF/VI 100/25μg, or UMEC/VI 62.5/25μg. Annual rate and risk of moderate/severe exacerbations, change from baseline in trough forced expiratory volume in 1 second (FEV<sub>1</sub>) and St George's Respiratory Questionnaire (SGRQ) score, and safety were assessed.</p><p><strong>Results: </strong>Of 10,355 patients, 66.3% were male. More females reported ≥2 moderate/severe prior exacerbations (58% versus 53%) at screening versus males. Additionally, females had worse mean (standard deviation) SGRQ scores (52.4[15.97] versus 49.8[17.24]) at baseline. FF/UMEC/VI improved annual exacerbation rate, lung function, and health status for both sexes versus dual therapy. The difference in trough FEV<sub>1</sub> across time points with FF/UMEC/VI versus FF/VI was 103mL-110mL in males and 70mL-84mL in females. On-treatment moderate/severe exacerbation rates remained higher for females (FF/UMEC/VI: 0.99; FF/VI: 1.19; UMEC/VI: 1.35) than males (0.87; 1.01; 1.14). Fewer exacerbations were experienced by females with eosinophil counts <150 cells/µL (0.81[0.68, 0.97], <i>p</i>=0.024) or <2 exacerbations in the past year (0.73[0.57, 0.94], <i>p</i>=0.013) with FF/UMEC/VI versus UMEC/VI.</p><p><strong>Conclusion: </strong>More females with COPD reported exacerbations in the prior year at screening, as well as during the study, versus males, across all treatments. FF/UMEC/VI improved exacerbation rates versus UMEC/VI in females with eosinophil counts <150 cells/µL or <2 exacerbations in the prior year, suggesting inhaled corticosteroids may play an important role in exacerbation reduction for females in this patient population. Clinical Trial Registration: GSK (CTT116855/NCT021645B).</p>","PeriodicalId":51340,"journal":{"name":"Chronic Obstructive Pulmonary Diseases-Journal of the Copd Foundation","volume":" ","pages":"591-603"},"PeriodicalIF":2.3,"publicationDate":"2024-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142632351","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Childhood Cigarette Smoking and Risk of COPD in Older United States Adults: A Nationally Representative Replication Study. 美国老年人童年吸烟与慢性阻塞性肺病风险:一项具有全国代表性的复制研究。
IF 2.3 4区 医学 Q2 RESPIRATORY SYSTEM Pub Date : 2024-11-22 DOI: 10.15326/jcopdf.2024.0514
Jenny E Ozga, James D Sargent, Alexander W Steinberg, Zhiqun Tang, Cassandra A Stanton, Laura M Paulin

Introduction: A recent study found that the prevalence of chronic obstructive pulmonary disease (COPD) is significantly higher among adults who began smoking cigarettes before (versus after) 15 years of age, independent of current smoking, cigarette pack years, and smoking duration. The current analysis went a step further to also account for secondhand smoke exposure, using data from U.S. adults aged 40+ years during Wave 5 (2018-2019) of the Population Assessment of Tobacco and Health Study.

Methods: Adults who had ever smoked cigarettes were asked at what age they began smoking fairly regularly. Multivariable Poisson regression assessed the risk of self-reported COPD diagnosis due to childhood smoking (<15 years), adjusting for current smoking, cigarette pack years or smoking duration, secondhand smoke exposure, and sociodemographic covariates.

Results: Overall, 13.4% reported that they had COPD. COPD prevalence was 7.5% for adults who never smoked compared to 29.0% and 21.1% for smoking onset at age <15 and 15+ years, respectively. Adults who initiated smoking at <15 (versus 15+) years had a higher prevalence of current smoking (45.9% versus 33.3%), longer smoking duration (mean 34.2 versus 27.3 years), greater cigarette pack years (mean 48.8 versus 30.8), and greater secondhand smoke exposure (p's<0.05). In multivariable analysis, the relative risk for COPD for smoking onset <15 (versus 15+) years of age was 1.27 (95% confidence interval=1.06, 1.51).

Conclusion: The increased risk of COPD due to childhood smoking was independent of cigarette pack years, smoking duration, secondhand smoke exposure, and current smoking. The findings give further evidence of increased COPD risk related to childhood smoking.

最近的一项研究发现,在 15 岁之前(与 15 岁之后)开始吸烟的成年人中,慢性阻塞性肺病的患病率明显更高,这与当前吸烟情况、吸烟包年和吸烟持续时间无关。目前的分析更进一步,使用了烟草与健康人群评估(PATH)研究第 5 波(2018-2019 年)中 40 岁以上美国成年人的数据,将二手烟暴露也考虑在内。曾经吸过烟的成年人被问及他们从几岁开始相当规律地吸烟。多变量泊松回归评估了由于童年吸烟而导致自我报告的慢性阻塞性肺病诊断风险 (
{"title":"Childhood Cigarette Smoking and Risk of COPD in Older United States Adults: A Nationally Representative Replication Study.","authors":"Jenny E Ozga, James D Sargent, Alexander W Steinberg, Zhiqun Tang, Cassandra A Stanton, Laura M Paulin","doi":"10.15326/jcopdf.2024.0514","DOIUrl":"10.15326/jcopdf.2024.0514","url":null,"abstract":"<p><strong>Introduction: </strong>A recent study found that the prevalence of chronic obstructive pulmonary disease (COPD) is significantly higher among adults who began smoking cigarettes before (versus after) 15 years of age, independent of current smoking, cigarette pack years, and smoking duration. The current analysis went a step further to also account for secondhand smoke exposure, using data from U.S. adults aged 40+ years during Wave 5 (2018-2019) of the Population Assessment of Tobacco and Health Study.</p><p><strong>Methods: </strong>Adults who had ever smoked cigarettes were asked at what age they began smoking fairly regularly. Multivariable Poisson regression assessed the risk of self-reported COPD diagnosis due to childhood smoking (<15 years), adjusting for current smoking, cigarette pack years or smoking duration, secondhand smoke exposure, and sociodemographic covariates.</p><p><strong>Results: </strong>Overall, 13.4% reported that they had COPD. COPD prevalence was 7.5% for adults who never smoked compared to 29.0% and 21.1% for smoking onset at age <15 and 15+ years, respectively. Adults who initiated smoking at <15 (versus 15+) years had a higher prevalence of current smoking (45.9% versus 33.3%), longer smoking duration (mean 34.2 versus 27.3 years), greater cigarette pack years (mean 48.8 versus 30.8), and greater secondhand smoke exposure (<i>p</i>'s<0.05). In multivariable analysis, the relative risk for COPD for smoking onset <15 (versus 15+) years of age was 1.27 (95% confidence interval=1.06, 1.51).</p><p><strong>Conclusion: </strong>The increased risk of COPD due to childhood smoking was independent of cigarette pack years, smoking duration, secondhand smoke exposure, and current smoking. The findings give further evidence of increased COPD risk related to childhood smoking.</p>","PeriodicalId":51340,"journal":{"name":"Chronic Obstructive Pulmonary Diseases-Journal of the Copd Foundation","volume":" ","pages":"549-557"},"PeriodicalIF":2.3,"publicationDate":"2024-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142480371","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Identification of Severe Acute Exacerbations of Chronic Obstructive Pulmonary Disease Subgroups by Machine Learning Implementation in Electronic Health Records. 通过在电子健康记录中实施机器学习,识别慢性阻塞性肺病严重急性加重亚组。
IF 2.3 4区 医学 Q2 RESPIRATORY SYSTEM Pub Date : 2024-11-22 DOI: 10.15326/jcopdf.2024.0556
Huan Li, John Huston, Jana Zielonka, Shannon Kay, Maor Sauler, Jose Gomez

Rationale: Acute exacerbations of chronic obstructive pulmonary disease (AECOPDs) are heterogeneous. Machine learning (ML) has previously been used to dissect some of the heterogeneity in COPD. The widespread adoption of electronic health records (EHRs) has led to the rapid accumulation of large amounts of patient data as part of routine clinical care. However, it is unclear whether the implementation of ML in EHR-derived data has the potential to identify subgroups of AECOPD.

Objectives: To determine whether ML implementation using EHR data from severe AECOPDs requiring hospitalization identifies relevant subgroups.

Methods: This study used 2 retrospective cohorts of patients with AECOPDs (non-COVID-19 and COVID-19) treated at Yale-New Haven Hospital. K-means clustering was used to identify patient subgroups.

Measurements and main results: We identified 3 subgroups in the non-COVID cohort (n=1736). Each subgroup had distinct clinical characteristics. The reference subgroup was the largest (n=904), followed by cardio-renal (n=548) and eosinophilic (n=284). The eosinophilic subgroup had milder severity of AECOPD, including a shorter hospital stay (p<0.01). The cardio-renal subgroup had the highest mortality during (5%) and in the year after hospitalization (30%). Validation of the severe AECOPD classifier in the COVID-19 cohort recapitulated the characteristics seen in the non-COVID cohort. AECOPD subgroups in the COVID-19 cohort had different interleukin (IL)-1 beta, IL-2R, and IL-8 levels (false discovery rate ≤ 0.05). These specific leukocyte and cytokine profiles resulted in inflammatory differences between the AECOPD subgroups based on C-reactive protein levels.

Conclusions: Incorporating ML with EHR data allows the identification of specific clinical and biological subgroups for severe AECOPD.

理由:慢性阻塞性肺病急性加重(AECOPD)具有异质性。机器学习(ML)曾被用于剖析慢性阻塞性肺病的一些异质性。随着电子健康记录(EHR)的广泛应用,作为常规临床护理的一部分,大量患者数据得以迅速积累。然而,目前还不清楚在 EHR 衍生数据中实施 ML 是否有可能识别 AECOPD 亚组:确定使用需要住院治疗的严重 AECOPD 的电子病历数据实施 ML 是否能识别相关亚组:本研究使用了耶鲁-纽黑文医院(Yale-New Haven Hospital,YNHHS)收治的两个回顾性 AECOPD 患者队列(非 COVID-19 和 COVID-19)。采用 K-均值聚类法确定患者亚组:我们在非COVID队列(n=1,736)中确定了三个亚组。每个亚组都有不同的临床特征。参照亚组人数最多(904 人),其次是心肾亚组(548 人)和嗜酸性粒细胞亚组(284 人)。嗜酸性粒细胞亚组的 AECOPD 严重程度较轻,包括住院时间较短(p结论:将 ML 与电子病历数据相结合,可以确定严重 AECOPD 的特定临床和生物学亚组。
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引用次数: 0
Clinical Interventions Following Escalations from a Continuous Respiratory Monitoring Service in Patients With Chronic Obstructive Pulmonary Disease. 对慢性阻塞性肺病患者进行连续呼吸监测服务升级后的临床干预。
IF 2.3 4区 医学 Q2 RESPIRATORY SYSTEM Pub Date : 2024-11-22 DOI: 10.15326/jcopdf.2023.0475
Robert K Teresi, Ashley C Hendricks, Neema Moraveji, Richard K Murray, Michael Polsky, Diego J Maselli

Background: Continuous respiratory monitoring can support integrated care for chronic obstructive pulmonary disease (COPD) patients, by coupling them with remote clinical personnel who triage patients in coordination with their health care providers. When deploying such services, there remains uncertainty surrounding outcomes when at-risk patients are proactively identified and escalated for provider evaluation. This study presents findings from a service deployed in a real-world COPD cohort by analyzing the clinical interventions made during in-person and telehealth pulmonary outpatient visits following remote escalations.

Methods: A single-center, retrospective, observational study of real-world COPD patients at a multisite pulmonary practice was conducted. Patients who were enrolled in a continuous respiratory monitoring service for at least one year and were seen by a provider within 7 days of an escalation by the service (N=168) were included. To evaluate the potential impact of these escalations on provider and patient burden, medical charts from outpatient visits were manually reviewed and grouped into 6 categories based on the clinical action(s) taken by the provider.

Results: A total of 245 outpatient visits occurred from 168 patients within 7 days of escalation. Of the 245 visits, 206 (84.1%) resulted in clinical intervention and 163 (66.5%) resulted in treatment consistent with acute exacerbations of COPD. A total of 1.6% of the outpatient visits resulted in referral to the emergency department.

Conclusion: Provider encounters occurring following the escalation of a patient from a continuous respiratory monitoring service consistently resulted in that provider administering a treatment to the escalated patient.

背景:连续呼吸监测可为慢性阻塞性肺病(COPD)患者的综合治疗提供支持,其方法是将患者与远程临床人员联系起来,由远程临床人员与医疗服务提供者协调对患者进行分流。在部署此类服务时,主动识别高危患者并上报医疗服务提供者进行评估的结果仍存在不确定性。本研究通过分析在远程升级后的亲诊和远程医疗肺病门诊就诊过程中进行的临床干预,介绍了在现实世界中慢性阻塞性肺病队列中部署的一项服务的结果:方法:在一个多站点肺科诊所对真实世界中的慢性阻塞性肺病患者进行了一项单中心、回顾性、观察性研究。研究对象包括接受持续呼吸监测服务至少一年、在服务升级后七天内接受医疗服务提供者诊治的患者(168 人)。为了评估这些升级对医疗服务提供者和患者负担的潜在影响,对门诊就诊的病历进行了人工审核,并根据医疗服务提供者采取的临床措施将其分为六类:168 名患者在病情升级后 7 天内共就诊 245 次。在这 245 次门诊中,206 次(84.1%)采取了临床干预措施,163 次(66.5%)采取了与慢性阻塞性肺疾病急性加重(AECOPDs)一致的治疗措施。1.6%的门诊就诊者被转至急诊室:结论:在连续呼吸监测服务升级后,医疗服务提供者通常会对升级后的患者进行治疗。
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引用次数: 0
A Multimodal Intervention to Improve Guideline-Based Screening for Alpha-1 Antitrypsin Deficiency in a Community Health Setting. 在社区卫生环境中采取多模式干预措施,改进基于指南的阿尔法-1 抗胰蛋白酶缺乏症筛查。
IF 2.3 4区 医学 Q2 RESPIRATORY SYSTEM Pub Date : 2024-11-22 DOI: 10.15326/jcopdf.2024.0540
Andrew A Wilson, Celia Bora, Catherine Silva, Julie L White, Natalie Sanfratello, Jaime Symowicz, Cristen Querey, Donna Gabriel

Rationale: Evidence-based guidelines recommend screening all individuals with chronic obstructive pulmonary disease (COPD) for the genetic disorder alpha-1 antitrypsin deficiency (AATD). However, it is estimated that only 5% of people with COPD have been tested for AATD, and a large fraction of the estimated 70,000 to 100,000 Americans with AATD have not yet been diagnosed. Low familiarity with AATD and limited knowledge about diagnostic tests and available treatments contribute to suboptimal screening rates.

Objectives: Our objective was to address barriers to and improve rates of guideline-based AATD diagnostic testing among racially and ethnically diverse patients with COPD at a large community health center.

Methods: A quality improvement initiative consisting of educational sessions and electronic health record (EHR) system interventions was implemented to improve the adoption of guideline-based screening for AATD in patients with COPD.

Results: An analysis of EHR data demonstrated that among patients with a COPD diagnosis (n=1030), 22.2% (n=229) were screened for AATD in the 12 months following the start of the quality improvement initiative compared with 1.3% (n=13) of patients with a COPD diagnosis (n=972) seen in the 12 months prior to the start of the quality improvement initiative (P<0.001).

Conclusions: A quality improvement initiative consisting of educational sessions and EHR system modifications was successful in increasing clinicians' knowledge and diagnostic screening rates for AATD in patients with COPD at a large community health center.

理由:循证指南建议对所有慢性阻塞性肺病(COPD)患者进行遗传性疾病α-1 抗胰蛋白酶缺乏症(AATD)筛查。然而,据估计只有 5% 的慢性阻塞性肺病患者接受过 AATD 检测,而在约 70,000 到 100,000 名患有 AATD 的美国人中,还有很大一部分尚未得到诊断。人们对 AATD 的熟悉程度不高,对诊断测试和现有治疗方法的了解有限,这些都是导致筛查率不理想的原因:在一家大型社区医疗中心,为不同种族和族裔的慢性阻塞性肺病患者进行基于指南的 AATD 诊断测试,以消除障碍并提高筛查率:方法: 实施一项由教育课程和电子健康记录(EHR)系统干预组成的质量改进计划,以提高慢性阻塞性肺病患者采用基于指南的 AATD 筛查率:对电子病历数据的分析表明,在诊断为慢性阻塞性肺病的患者中(N = 1,030),22.2%(n = 229)的患者在质量改进计划开始后的 12 个月内接受了 AATD 筛查,而在质量改进计划开始前的 12 个月内,诊断为慢性阻塞性肺病的患者中(N = 972),只有 1.3%(n = 13)的患者接受了 AATD 筛查(P < 0.001):由教育课程和电子病历系统改造组成的质量改进计划成功地提高了临床医生对慢性阻塞性肺病患者AATD的认识和诊断筛查率。
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引用次数: 0
Alpha-1 Antitrypsin Deficiency in a Young Never Smoker With Novel Pi*Null Homozygous Mutation: a Case Report. 病例报告:一名从未吸烟的年轻人因新型 Pi*Null 同源基因突变而缺乏 Alpha-1 抗胰蛋白酶。
IF 2.3 4区 医学 Q2 RESPIRATORY SYSTEM Pub Date : 2024-11-22 DOI: 10.15326/jcopdf.2024.0518
Igor Z Barjaktarevic, Andrew W Hong, Alyssa Hoover, Stanley Nelson, Said Isse, Semi Yoon, Mark Brantley

Alpha-1 antitrypsin (AAT) deficiency is an autosomal codominant disorder caused by SERPINA1 gene mutations. PI*Z and PI*S mutations commonly underlie this deficiency, but rarer homozygous PI*Null (Q0) mutations may result in a complete loss of AAT. Such rare mutations lead to severe AAT deficiency and early onset of lung disease. We present a case of a 35-year-old female never-smoker born to consanguineous parents who developed severe panlobular emphysema and end-stage respiratory insufficiency requiring lung transplantation. Subsequent genetic testing identified her as homozygous for a novel c.82del mutation-here named Q0Bani-Yas based on the region of the primary carrier's origin-which resulted in undetectable levels of the AAT protein.

α-1抗胰蛋白酶缺乏症是一种由SERPINA1基因突变引起的常染色体显性遗传疾病。PI*Z和PI*S突变通常是这种缺乏症的基础,但更罕见的同卵PI*null(Q0)突变可能导致α-1抗胰蛋白酶(AAT)完全丧失。这种罕见的突变会导致严重的 AAT 缺乏症和早期肺部疾病。我们报告了一例 35 岁的女性病例,她从未吸烟,父母为近亲结婚,但她患上了严重的泛肺气肿和终末期呼吸功能不全,需要进行肺移植手术。随后的基因检测发现,她是c.82del新型突变的同卵携带者,根据主要携带者的原籍地区,这里将其命名为Q0Bani-Yas,该突变导致α-1抗胰蛋白酶蛋白水平检测不到。
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引用次数: 0
期刊
Chronic Obstructive Pulmonary Diseases-Journal of the Copd Foundation
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