ビッグデータを用いて25万人以上のVA患者に基づく長期COVIDサブタイプを確立(Study: Researchers use big data to establish long COVID subtypes based on more than 250,000 VA patients)

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2024-06-22 バッファロー大学(UB)

国立科学アカデミーが長期COVIDの定義を発表し、今後の新しい発見に基づいて定義を改訂することを明らかにしました。バッファロー大学と退役軍人省の研究者は、25万人以上の退役軍人のデータを基に長期COVIDの定義に関する研究を行い、国立科学アカデミーでその結果を報告しました。この研究では、長期COVIDの様々なサブタイプを特定し、心疾患、神経学的症状、眼科、肺疾患が関連することがわかりました。また、高齢者や基礎疾患のある人、重症のCOVID-19患者、酸素飽和度が低い人が長期COVIDを発症するリスクが高いことが示されました。この研究は公衆衛生研究や政策イニシアティブの支援に役立つデータを提供します。

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長期COVIDのサブタイプと疾患延長の危険因子の定義: 集団ベースの症例交差研究 Defining the Subtypes of Long COVID and Risk Factors for Prolonged Disease: Population-Based Case-Crossover Study

Skyler Resendez;  Steven H Brown ;  Hugo Sebastian Ruiz Ayala;  Prahalad Rangan ;  Jonathan Nebeker ;  Diane Montella ;  Peter L Elkin
JMIR Public Health and Surveillance  Published:June 11, 2023
DOI:https://doi.org/10.2196/49841

ビッグデータを用いて25万人以上のVA患者に基づく長期COVIDサブタイプを確立(Study: Researchers use big data to establish long COVID subtypes based on more than 250,000 VA patients)

Abstract

Background:There have been over 772 million confirmed cases of COVID-19 worldwide. A significant portion of these infections will lead to long COVID (post–COVID-19 condition) and its attendant morbidities and costs. Numerous life-altering complications have already been associated with the development of long COVID, including chronic fatigue, brain fog, and dangerous heart rhythms.

Objective:We aim to derive an actionable long COVID case definition consisting of significantly increased signs, symptoms, and diagnoses to support pandemic-related clinical, public health, research, and policy initiatives.

Methods:This research employs a case-crossover population-based study using International Classification of Diseases, 10th Revision, Clinical Modification (ICD-10-CM) data generated at Veterans Affairs medical centers nationwide between January 1, 2020, and August 18, 2022. In total, 367,148 individuals with ICD-10-CM data both before and after a positive COVID-19 test were selected for analysis. We compared ICD-10-CM codes assigned 1 to 7 months following each patient’s positive test with those assigned up to 6 months prior. Further, 350,315 patients had novel codes assigned during this window of time. We defined signs, symptoms, and diagnoses as being associated with long COVID if they had a novel case frequency of ≥1:1000, and they significantly increased in our entire cohort after a positive test. We present odds ratios with CIs for long COVID signs, symptoms, and diagnoses, organized by ICD-10-CM functional groups and medical specialty. We used our definition to assess long COVID risk based on a patient’s demographics, Elixhauser score, vaccination status, and COVID-19 disease severity.

Results:We developed a long COVID definition consisting of 323 ICD-10-CM diagnosis codes grouped into 143 ICD-10-CM functional groups that were significantly increased in our 367,148 patient post–COVID-19 population. We defined 17 medical-specialty long COVID subtypes such as cardiology long COVID. Patients who were COVID-19–positive developed signs, symptoms, or diagnoses included in our long COVID definition at a proportion of at least 59.7% (268,320/449,450, based on a denominator of all patients who were COVID-19–positive). The long COVID cohort was 8 years older with more comorbidities (2-year Elixhauser score 7.97 in the patients with long COVID vs 4.21 in the patients with non–long COVID). Patients who had a more severe bout of COVID-19, as judged by their minimum oxygen saturation level, were also more likely to develop long COVID.

Conclusions:An actionable, data-driven definition of long COVID can help clinicians screen for and diagnose long COVID, allowing identified patients to be admitted into appropriate monitoring and treatment programs. This long COVID definition can also support public health, research, and policy initiatives. Patients with COVID-19 who are older or have low oxygen saturation levels during their bout of COVID-19, or those who have multiple comorbidities should be preferentially watched for the development of long COVID.

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