Abdulrahman Abdulkarim, Mallah Saad I, Alawadhi Abdulla, Perna Simone, Janahi Essam M, AlQahtani Manaf M
The National Taskforce for Combating the Coronavirus (COVID-19), Kingdom of Bahrain.
Mohammed Bin Khalifa Cardiac Centre, Kingdom of Bahrain.
Infez Med. 2021 Sep 10;29(3):416-426. doi: 10.53854/liim-2903-13. eCollection 2021.
Proactive prediction of the epidemiologic dynamics of viral diseases and outbreaks of the type of COVID-19 has remained a difficult pursuit for scientists, public health researchers, and policymakers. It is unclear whether RT-PCR Cycle Threshold (Ct) values of COVID-19 - or any other virus - as indicator of viral load, could represent a possible predictor for underlying epidemiologic changes on a population level. The study objective is thus to investigate whether population-wide changes in SARS-CoV-2 RT-PCR Ct values over time are associated with the daily fraction of positive COVID-19 tests. In addition, this study analyses the factors that could influence RT-PCR Ct values. A retrospective cross-sectional study was conducted on 63,879 patients from May 4, 2020 to September 30, 2020, in all COVID-19 facilities in the Kingdom of Bahrain. Data collected included number of tests and newly diagnosed cases, as well as Ct values, age, sex nationality, and symptomatic status. Ct values were found to be negatively and very weakly correlated with the fraction of daily positive tests in the population r = -0.06 (CI 95%: -0.06; -0.05; p=0.001). The R-squared for the regression model (adjusting for age and number of daily tests) showed an accuracy of 45.3%. Ct Values showed an association with nationality (p=0.012). After the stratification, the association between Ct values and the fraction of daily positive cases was only maintained for the female sex and Bahraini-nationality. Symptomatic presentation was significantly associated with lower Ct values (higher viral loads). Ct values do not show any correlation with age (p=0.333) or sex (p=0.522). We report one of the first and largest studies to investigate the epidemiologic associations of Ct values with COVID-19. Although changes in Ct values showed a moderate association with daily cases, our results indicate that it may not be as predictive within a simple model. More population studies and models from global cohorts are necessary.
对新冠病毒疾病及类似新冠疫情的流行病学动态进行前瞻性预测,一直是科学家、公共卫生研究人员和政策制定者面临的一项艰巨任务。目前尚不清楚新冠病毒(或任何其他病毒)的逆转录聚合酶链反应循环阈值(Ct值)作为病毒载量的指标,是否能够代表人群层面潜在流行病学变化的一个可能预测指标。因此,本研究的目的是调查随时间推移,人群中新冠病毒逆转录聚合酶链反应Ct值的变化是否与新冠病毒检测阳性的每日比例相关。此外,本研究还分析了可能影响逆转录聚合酶链反应Ct值的因素。2020年5月4日至2020年9月30日,在巴林王国所有新冠病毒检测机构对63879名患者进行了一项回顾性横断面研究。收集的数据包括检测次数、新确诊病例数,以及Ct值、年龄、性别、国籍和症状状态。研究发现,Ct值与人群中每日检测阳性比例呈负相关,且相关性非常弱,r = -0.06(95%置信区间:-0.06;-0.05;p = 0.001)。回归模型的决定系数(校正年龄和每日检测次数后)显示准确率为45.3%。Ct值与国籍有关联(p = 0.012)。分层后,Ct值与每日阳性病例比例之间的关联仅在女性和巴林国籍人群中存在。有症状表现与较低的Ct值(较高的病毒载量)显著相关。Ct值与年龄(p = 0.333)或性别(p = 0.522)均无相关性。我们报告了首批也是规模最大的研究之一,旨在调查Ct值与新冠病毒之间的流行病学关联。尽管Ct值的变化与每日病例呈现出一定程度的关联,但我们的结果表明,在一个简单模型中,它可能并非具有很强的预测性。有必要开展更多的人群研究和来自全球队列的模型研究。