The BLAAAST Trial: Bangladesh Lung Auscultation AI for Antibiotic Stewardship Randomized Controlled Trial
试验速览
- 阶段
- 4 期
- 状态
- 招募中
- 入组人数
- 2,500
- 试验地点
- 1
- 主要终点
- Treatment failure
研究概览
简要总结
Antibiotics are a mainstay of the treatment of lower respiratory infections in young children even though most episodes are caused by self-limiting viruses. Innovative child friendly tools that improve the diagnosis of respiratory illnesses, safely reduce the unnecessary use of antibiotics, and are suitable for implementation in resource-constrained settings are urgently required to safely improve antibiotic stewardship and stem the rising rates of antibiotic resistance globally.
In the Bangladesh Lung Auscultation Artificial Intelligence for Antibiotic Stewardship Trial (BLAAAST) the investigators aim to determine whether treatment failure frequency among children in rural Bangladesh managed by clinical guidelines enhanced by a commercially available, artificial intelligence (AI)-enabled digital stethoscope is non-inferior to guidelines alone. The investigators hypothesize treatment failure frequency among 'enhanced IMCI' participants will be no worse than standard care by a +/-2% margin, safely reducing antibiotic use by 50-60%. The investigators will also evaluate if a diagnostic strategy enhanced by an AI-enabled digital stethoscope is a sustainable alternative to standard care for children in rural Bangladesh. The investigators hypothesize that care augmented by an AI-enabled digital stethoscope will have additional benefits via reduced antibiotic use that will outweigh digital auscultation costs resulting in cost-effectiveness compared to current practice.
BLAAAST affords a unique opportunity to evaluate the efficacy of clinical guidelines enhanced by an AI-enabled digital stethoscope on child pneumonia outcomes in Bangladesh, if digital auscultation may be instrumental in the wider antibiotic stewardship strategy, and whether a digital stethoscope diagnostic tool is cost-effective in the care of children with respiratory illnesses.
详细描述
Participants will be screened for eligibility by study physicians. Children who screen positive will then be assessed for eligibility. Written informed consent will be obtained. All enrolled children will have a lung sound recording obtained. Study physicians will sequentially record lung sounds using the digital stethoscope from four chest positions (two anterior and two posterior) on participants. Each chest position recording is 15 seconds, and the overall procedure ~2 minutes. Lung sound recordings will be transferred to an encrypted tablet and analyzed by the convolutional neural network model to automatically detect normal and abnormal lung sounds. Blocked randomization will occur after the recording has been completed. Children who consent and meet eligibility criteria will be randomized into one of two arms.
Children randomized to the intervention will receive amoxicillin syrup (250mg/5ml concentration) or placebo based on the automated algorithm's lung sound classification. Children receiving a positive digital stethoscope result will receive amoxicillin while children receiving a negative digital stethoscope results will receive placebo. All children in the control arm (standard care) will receive amoxicillin. Treatment duration will be five days per Integrate Management of Childhood Illnesses (IMCI) guidelines, administering the study product twice daily. Children randomized to the control group will receive amoxicillin syrup (250mg/5ml concentration) for five days as all controls will meet IMCI pneumonia criteria. Study physicians and caregivers in the IMCI clinic will be masked to the randomization group. Masking will be achieved by applying the digital stethoscope to all enrolled children and concealing the automated algorithm result on the device.
Trained community healthcare worker paramedics equipped a pulse oximeter and paracetamol will conduct home visits for all participants on study days 2, 3, 5, and 14 after enrollment (defined as Day 1). A study physician will conduct the day 7 study visit and assign the primary outcome. A 24-hour window period will be permitted for each home visit in the event that the participant is not available on the scheduled visit day.
Any child that meets treatment failure criteria will be immediately transported to the study facility (Upazila Health Complex) for study physician confirmation and further treatment planning. Similarly, an oxygen saturation measured as 90-94% will prompt referral to the study physician for assessment for treatment failure. Study physician confirmation is required for a treatment failure outcome. Caregivers will be provided a trial telephone hotline for communications between scheduled visits (by text message or phone call), should parental concerns arise between household visits. If caregivers prefer, the caregiver may also return to the study clinic for a study physician reassessment between community health worker (CHW) household visits.
For any participant receiving amoxicillin or placebo who is confirmed to have a World Health Organization (WHO)-defined emergency sign, WHO-defined clinical danger sign, or WHO-defined hypoxemia, and the child will be hospitalized and receive parenteral antibiotics according to WHO-guidelines and aligned with Bangladesh national guidelines. Further treatment and clinical management will be at the discretion of the treating physician. For any participant on amoxicillin or placebo who is confirmed to have lower chest wall indrawing and/or very fast breathing for age on day 7 and who is confirmed to be without any WHO-defined emergency signs, to be without any WHO-defined clinical danger signs, and to be without WHO-defined hypoxemia, then the child will be initiated on oral amoxicillin-clavulanic acid over a minimum of 5 days. Further treatment and clinical management will be at the discretion of the treating physician. Unblinding will occur only when knowledge of treatment allocation is essential for the clinical management of a participant or when required to address a serious adverse event or unexpected problem posing risk to participant safety.
研究设计
- 研究类型
- Interventional
- 分配方式
- Randomized
- 干预模型
- Parallel
- 主要目的
- Diagnostic
- 盲法
- Quadruple (Participant, Care Provider, Investigator, Outcomes Assessor)
入排标准
- 年龄范围
- 2 Months 至 59 Months(Child)
- 性别
- All
- 接受健康志愿者
- 否
入选标准
- •2 to 59 months of age (60 days to 59 months 29 days),
- •illness duration 14 days or less,
- •meeting non-severe pneumonia criteria, and
- •from the trial catchment areas.
排除标准
- •prior participation,
- •age <2 months or >59 months,
- •illness duration >14 days,
- •not meeting IMCI-defined non-severe pneumonia criteria,
- •oxygen saturation (SpO2) <90%,
- •moderate or severe malnutrition,
- •known chronic disease,
- •history of prematurity,
- •one or more high risk clinical signs (any WHO-defined clinical danger sign and/or WHO-defined emergency sign),
- •known antibiotic exposure in the past 1 week,
- •non-respiratory illness requiring systemic antibiotic treatment according to IMCI guidelines.
研究组 & 干预措施
IMCI guidelines enhanced by automated digital stethoscope
IMCI child pneumonia guideline care enhanced by a commercially available automated digital stethoscope.
干预措施: Automated digital stethoscope (Device)
IMCI guidelines without automated digital stethoscope enhancement
Standard IMCI child pneumonia care that is not enhanced by a commercially available automated digital stethoscope.
结局指标
主要结局
Treatment failure
时间窗: 7 days
Treatment failure (primary outcome) is defined as (1) death at any time on or before day 7, or (2) clinical deterioration (development of any WHO danger sign and/or any WHO emergency sign (i.e., 'high-risk' signs)) at any time on or before day 7, or (3) the presence of chest indrawing and/or very fast breathing for age on day 7 (not before day 7), or (4) lost-to-follow-up at any time on or before day 7, or (5) hospitalization for any reason at any time on or before day 7, or (6) a change in antibiotic treatment at any time on or before day 7. Clinical deterioration is defined as the development of (1) any WHO-defined clinical danger sign, and/or (2) WHO-defined emergency sign, and/or (3) hypoxemia (SpO2 \<90%) at any time after enrollment.
次要结局
- Subgroup analysis: Treatment failure stratified by age(7 days)
- Treatment failure (modified)(7 days)
- Treatment relapse(14 days)
- Subgroup analysis: Treatment failure stratified by sex(7 days)
- Subgroup analysis: Treatment failure stratified by study site(7 days)
- Digital stethoscope classification agreement(1 day)
- Time to treatment failure in days(7 days)
- Subgroup analysis: Treatment failure (modified definition) stratified by age(7 days)
- Subgroup analysis: Treatment relapse stratified by age(14 days)
- Subgroup analysis: Treatment failure (modified definition) stratified by sex(7 days)
- Subgroup analysis: Treatment relapse stratified by sex(14 days)
- Subgroup analysis: Treatment failure (modified definition) stratified by study site(7 days)
- Subgroup analysis: Treatment relapse stratified by study site(14 days)
- Digital stethoscope sensitivity(14 days)
- Digital stethoscope specificity(14 days)
- Digital stethoscope positive predictive value(14 days)
- Digital stethoscope negative predictive value(14 days)
- Digital stethoscope Likelihood Ratio(14 days)
- Digital Stethoscope diagnostic odds ratio(14 days)
