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一项前瞻性、随机、单盲、交叉试验,旨在研究可穿戴设备对 SARS-CoV-2 感染(COVID-RED)的远程早期检测的影响:一项随机对照试验研究方案的结构化总结。

A prospective, randomized, single-blinded, crossover trial to investigate the effect of a wearable device in addition to a daily symptom diary for the Remote Early Detection of SARS-CoV-2 infections (COVID-RED): a structured summary of a study protocol for a randomized controlled trial.

机构信息

Julius Clinical, Zeist, the Netherlands.

Ava AG, Zurich, Switzerland.

出版信息

Trials. 2021 Oct 11;22(1):694. doi: 10.1186/s13063-021-05643-5.

Abstract

OBJECTIVES

It is currently thought that most-but not all-individuals infected with SARS-CoV-2 develop symptoms, but the infectious period starts on average 2 days before the first overt symptoms appear. It is estimated that pre- and asymptomatic individuals are responsible for more than half of all transmissions. By detecting infected individuals before they have overt symptoms, wearable devices could potentially and significantly reduce the proportion of transmissions by pre-symptomatic individuals. Using laboratory-confirmed SARS-CoV-2 infections (detected via serology tests [to determine if there are antibodies against the SARS-CoV-2 in the blood] or SARS-CoV-2 infection tests such as polymerase chain reaction [PCR] or antigen tests) as the gold standard, we will determine the sensitivity, specificity, positive predictive value (PPV) and negative predictive value (NPV) for the following two algorithms to detect first time SARS-CoV-2 infection including early or asymptomatic infection: • The algorithm using Ava bracelet data when coupled with self-reported Daily Symptom Diary data (Wearable + Symptom Data Algo; experimental condition) • The algorithm using self-reported Daily Symptom Diary data alone (Symptom Only Algo; control condition) In addition, we will determine which of the two algorithms has superior performance characteristics for detecting SARS-CoV-2 infection including early or asymptomatic infection as confirmed by SARS-CoV-2 virus testing.

TRIAL DESIGN

The trial is a randomized, single-blinded, two-period, two-sequence crossover trial. The study will start with an initial learning phase (maximum of 3 months), followed by period 1 (3 months) and period 2 (3 months). Subjects entering the study at the end of the recruitment period may directly start with period 1 and will not be part of the learning phase. Each subject will undergo the experimental condition (the Wearable + Symptom Data Algo) in either period 1 or period 2 and the control condition (Symptom Only Algo) in the other period. The order will be randomly assigned, resulting in subjects being allocated 1:1 to either sequence 1 (experimental condition first) or sequence 2 (control condition first). Based on demographics, medical history and/or profession, each subject will be stratified at baseline into a high-risk and normal-risk group within each sequence.

PARTICIPANTS

The trial will be conducted in the Netherlands. A target of 20,000 subjects will be enrolled. Based on demographics, medical history and/or profession, each subject will be stratified at baseline into a high-risk and normal-risk group within each sequence. This results in approximately 6500 normal-risk individuals and 3500 high-risk individuals per sequence. Subjects will be recruited from previously studied cohorts as well as via public campaigns and social media. All data for this study will be collected remotely through the Ava COVID-RED app, the Ava bracelet, surveys in the COVID-RED web portal and self-sampling serology and PCR kits. More information on the study can be found in www.covid-red.eu . During recruitment, subjects will be invited to visit the COVID-RED web portal. After successfully completing the enrolment questionnaire, meeting eligibility criteria and indicating interest in joining the study, subjects will receive the subject information sheet and informed consent form. Subjects can enrol in COVID-RED if they comply with the following inclusion and exclusion criteria: Inclusion criteria: • Resident of the Netherlands • At least 18 years old • Informed consent provided (electronic) • Willing to adhere to the study procedures described in the protocol • Must have a smartphone that runs at least Android 8.0 or iOS 13.0 operating systems and is active for the duration of the study (in the case of a change of mobile number, the study team should be notified) • Be able to read, understand and write Dutch Exclusion criteria: • Previous positive SARS-CoV-2 test result (confirmed either through PCR/antigen or antibody tests; self-reported) • Current suspected (e.g. waiting for test result) COVID-19 infection or symptoms of a COVID-19 infection (self-reported) • Participating in any other COVID-19 clinical drug, vaccine or medical device trial (self-reported) • Electronic implanted device (such as a pacemaker; self-reported) • Pregnant at the time of informed consent (self-reported) • Suffering from cholinergic urticaria (per the Ava bracelet's user manual; self-reported) • Staff involved in the management or conduct of this study INTERVENTION AND COMPARATOR: All subjects will be instructed to complete the Daily Symptom Diary in the Ava COVID-RED app daily, wear their Ava bracelet each night and synchronize it with the app each day for the entire period of study participation. Provided with wearable sensor and/or self-reported symptom data within the last 24 h, the Ava COVID-RED app's underlying algorithms will provide subjects with a real-time indicator of their overall health and well-being. Subjects will see one of three messages, notifying them that no seeming deviations in symptoms and/or physiological parameters have been detected; some changes in symptoms and/or physiological parameters have been detected and they should self-isolate; or alerting them that deviations in their symptoms and/or physiological parameters could be suggestive of a potential COVID-19 infection and to seek additional testing. We will assess the intraperson performance of the algorithms in the experimental condition (Wearable + Symptom Data Algo) and control conditions (Symptom Only Algo). Note that both algorithms will also instruct to seek testing when any SARS-CoV-2 symptoms are reported in line with those defined by the Dutch national institute for public health and the environment 'Rijksinstituut voor Volksgezondheid en Milieu' (RIVM) guidelines.

MAIN OUTCOMES

The trial will evaluate the use and performance of the Ava COVID-RED app and Ava bracelet, which uses sensors to measure breathing rate, pulse rate, skin temperature and heart rate variability for the purpose of early and asymptomatic detection and monitoring of SARS-CoV-2 in general and high-risk populations. Using laboratory-confirmed SARS-CoV-2 infections (detected via serology tests, PCR tests and/or antigen tests) as the gold standard, we will determine the sensitivity, specificity, positive predictive value (PPV) and negative predictive value (NPV) for each of the following two algorithms to detect first-time SARS-CoV-2 infection including early or asymptomatic infection: the algorithm using Ava bracelet data when coupled with the self-reported Daily Symptom Diary data and the algorithm using self-reported Daily Symptom Diary data alone. In addition, we will determine which of the two algorithms has superior performance characteristics for detecting SARS-CoV-2 infection including early or asymptomatic infection as confirmed by SARS-CoV-2 virus testing. The protocol contains an additional twenty secondary and exploratory objectives which address, among others, infection incidence rates, health resource utilization, symptoms reported by SARS-CoV-2-infected participants and the rate of breakthrough and asymptomatic SARS-CoV-2 infections among individuals vaccinated against COVID-19. PCR or antigen testing will occur when the subject receives a notification from the algorithm to seek additional testing. Subjects will be advised to get tested via the national testing programme and report the testing result in the Ava COVID-RED app and a survey. If they cannot obtain a test via the national testing programme, they will receive a nasal swab self-sampling kit at home, and the sample will be tested by PCR in a trial-affiliated laboratory. In addition, all subjects will be asked to take a capillary blood sample at home at baseline (between month 0 and 3.5 months after the start of subject recruitment), at the end of the learning phase (month 3; note that this sampling moment is skipped if a subject entered the study at the end of the recruitment period), period 1 (month 6) and period 2 (month 9). These samples will be used for SARS-CoV-2-specific antibody testing in a trial-affiliated laboratory, differentiating between antibodies resulting from a natural infection and antibodies resulting from COVID-19 vaccination (as vaccination will gradually be rolled out during the trial period). Baseline samples will only be analysed if the sample collected at the end of the learning phase is positive, or if the subject entered the study at the end of the recruitment period, and samples collected at the end of period 1 will only be analysed if the sample collected at the end of period 2 is positive. When subjects obtain a positive PCR/antigen or serology test result during the study, they will continue to be in the study but will be moved into a so-called COVID-positive mode in the Ava COVID-RED app. This means that they will no longer receive recommendations from the algorithms but can still contribute and track symptom and bracelet data. The primary analysis of the main objective will be executed using the data collected in period 2 (months 6 through 9). Within this period, serology tests (before and after period 2) and PCR/antigen tests (taken based on recommendations by the algorithms) will be used to determine if a subject was infected with SARS-CoV-2 or not. Within this same time period, it will be determined if the algorithms gave any recommendations for testing. The agreement between these quantities will be used to evaluate the performance of the algorithms and how these compare between the study conditions.

RANDOMIZATION

All eligible subjects will be randomized using a stratified block randomization approach with an allocation ratio of 1:1 to one of two sequences (experimental condition followed by control condition or control condition followed by experimental condition). Based on demographics, medical history and/or profession, each subject will be stratified at baseline into a high-risk and normal-risk group within each sequence, resulting in approximately equal numbers of high-risk and normal-risk individuals between the sequences.

BLINDING (MASKING): In this study, subjects will be blinded to the study condition and randomization sequence. Relevant study staff and the device manufacturer will be aware of the assigned sequence. The subject will wear the Ava bracelet and complete the Daily Symptom Diary in the Ava COVID-RED app for the full duration of the study, and they will not know if the feedback they receive about their potential infection status will only be based on the data they entered in the Daily Symptom Diary within the Ava COVID-RED app or based on both the data from the Daily Symptom Diary and the Ava bracelet.

NUMBERS TO BE RANDOMIZED (SAMPLE SIZE): A total of 20,000 subjects will be recruited and randomized 1:1 to either sequence 1 (experimental condition followed by control condition) or sequence 2 (control condition followed by experimental condition), taking into account their risk level. This results in approximately 6500 normal-risk and 3500 high-risk individuals per sequence.

TRIAL STATUS

Protocol version: 3.0, dated May 3, 2021. Start of recruitment: February 19, 2021. End of recruitment: June 3, 2021. End of follow-up (estimated): November 2021 TRIAL REGISTRATION: The Netherlands Trial Register on the 18 of February, 2021 with number NL9320 ( https://www.trialregister.nl/trial/9320 ) FULL PROTOCOL: The full protocol is attached as an additional file, accessible from the Trials website (Additional file 1). In the interest in expediting dissemination of this material, the familiar formatting has been eliminated; this letter serves as a summary of the key elements of the full protocol.

摘要

研究目的

目前普遍认为,大多数(但并非全部)感染 SARS-CoV-2 的个体都会出现症状,但平均而言,首次出现明显症状前 2 天开始出现感染性。据估计,前驱和无症状个体在所有传播中占比超过一半。通过在出现前驱症状之前检测到感染个体,可穿戴设备可能会显著降低前驱个体的传播比例。本研究将使用实验室确诊的 SARS-CoV-2 感染(通过血清学检测[确定血液中是否存在针对 SARS-CoV-2 的抗体]或 SARS-CoV-2 感染检测,如聚合酶链反应[PCR]或抗原检测]作为金标准)来确定以下两种算法检测首次 SARS-CoV-2 感染(包括早期或无症状感染)的敏感性、特异性、阳性预测值(PPV)和阴性预测值(NPV):

  1. 当与自我报告的每日症状日记数据结合使用时,Ava 手镯数据算法(实验条件;使用条件);

  2. 仅使用自我报告的每日症状日记数据的算法(对照条件;对照条件)。

此外,我们将确定这两种算法在检测 SARS-CoV-2 感染(包括早期或无症状感染)方面的性能特征,这是通过使用 SARS-CoV-2 病毒检测进行确认的。

试验设计

该试验为随机、单盲、两期、两序列交叉试验。研究将首先进行初始学习阶段(最长 3 个月),然后进行第 1 期(3 个月)和第 2 期(3 个月)。在招募期结束时进入研究的受试者可能会直接进入第 1 期,而不会参与学习阶段。每个受试者将在第 1 期或第 2 期接受实验条件(使用症状数据的 Ava 手镯算法),在第 2 期或第 1 期接受对照条件(仅使用症状日记的算法)。将随机分配顺序,导致受试者以 1:1 的比例随机分配到任何一个序列(实验条件优先或对照条件优先)。根据人口统计学、病史和/或职业,每个受试者将在基线时按高风险和低风险组分层,每个序列中约有 6500 名低风险个体和 3500 名高风险个体。

参与者

该试验将在荷兰进行。预计将招募 20,000 名受试者。根据人口统计学、病史和/或职业,每个受试者将在基线时按高风险和低风险组分层,每个序列中约有 6500 名低风险个体和 3500 名高风险个体。受试者将从以前的研究队列以及公共宣传和社交媒体招募。所有数据都将通过 Ava COVID-RED 应用程序、Ava 手镯、COVID-RED 网络门户中的调查以及自我采样的血清学和 PCR 试剂盒远程收集。更多关于该研究的信息可在 www.covid-red.eu 找到。在招募期间,受试者将被邀请访问 COVID-RED 网络门户。成功完成注册问卷、符合入选标准并表示有兴趣参加研究后,受试者将收到受试者信息表和知情同意书。如果受试者符合以下纳入和排除标准,则可以参加 COVID-RED:

  1. 居住在荷兰;

  2. 年满 18 岁;

  3. (电子)提供同意书;

  4. 愿意遵守协议中描述的研究程序;

  5. 必须拥有至少运行 Android 8.0 或 iOS 13.0 操作系统的智能手机,并在研究期间保持活跃(如果手机号码发生变化,应通知研究团队);

  6. 能够阅读、理解和书写荷兰语。

排除标准

  1. 以前曾感染过 SARS-CoV-2(通过 PCR/抗原或抗体检测确认;自我报告);

  2. 目前疑似(例如,等待检测结果)COVID-19 感染或感染症状(自我报告);

  3. 参与任何其他 COVID-19 临床药物、疫苗或医疗器械试验(自我报告);

  4. 电子植入设备(如起搏器;自我报告);

  5. 怀孕时同意书(自我报告);

  6. 患有胆碱能性荨麻疹(根据 Ava 手镯用户手册;自我报告);

  7. 参与该研究的管理或进行的工作人员。

干预措施和比较

所有受试者都将被指示每天在 Ava COVID-RED 应用程序中填写每日症状日记,每晚佩戴 Ava 手镯,并在整个研究期间每天与应用程序同步。在过去 24 小时内,只要提供可穿戴传感器和/或自我报告的症状数据,Ava COVID-RED 应用程序的底层算法将为受试者提供有关其整体健康和福祉的实时指标。受试者将看到三个消息之一,通知他们没有检测到症状和/或生理参数的明显变化;检测到症状和/或生理参数的一些变化,他们应该自我隔离;或提醒他们,症状和/或生理参数的变化可能提示潜在的 COVID-19 感染,并建议进行额外的检测。我们将评估实验条件(使用症状数据的 Ava 手镯算法)和对照条件(仅使用症状日记的算法)中算法的个体内性能。请注意,两种算法都将根据荷兰国家公共卫生和环境研究所(Rijksinstituut voor Volksgezondheid en Milieu')的指南,在出现任何 SARS-CoV-2 症状时建议进行检测。

主要结果

该试验将评估 Ava COVID-RED 应用程序和 Ava 手镯的使用和性能,该应用程序使用传感器来测量呼吸率、脉搏率、皮肤温度和心率变异性,用于早期和无症状检测以及普通人群和高风险人群的 SARS-CoV-2 监测。使用实验室确诊的 SARS-CoV-2 感染(通过血清学检测、PCR 检测和/或抗原检测检测)作为金标准,我们将确定以下两种算法检测首次 SARS-CoV-2 感染(包括早期或无症状感染)的敏感性、特异性、阳性预测值(PPV)和阴性预测值(NPV):

  1. 使用 Ava 手镯数据与自我报告的每日症状日记数据结合的算法;

  2. 仅使用自我报告的每日症状日记数据的算法。此外,我们还将确定哪种算法在使用 SARS-CoV-2 病毒检测确认的情况下,具有检测 SARS-CoV-2 感染(包括早期或无症状感染)的性能特征。

方案包含二十个次要和探索性目标,其中包括感染发生率、卫生资源利用、SARS-CoV-2 感染受试者报告的症状以及接种 COVID-19 疫苗的个体的突破性和无症状 SARS-CoV-2 感染率。如果受试者收到算法通知寻求额外检测,将进行 PCR 或抗原检测。受试者将被建议通过国家检测计划进行检测,并在 Ava COVID-RED 应用程序和调查中报告检测结果。如果他们无法通过国家检测计划获得检测,则他们将在家中收到鼻拭子自我采样套件,样本将在试验附属实验室进行 PCR 检测。此外,所有受试者都将被要求在基线时(在研究开始后 0 至 3.5 个月之间)、在学习阶段结束时(在第 3 个月;请注意,如果受试者在招募期结束时进入研究,则会跳过此采样时刻)、第 1 期(第 6 个月)和第 2 期(第 9 个月)在家中采集毛细血管

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