A Randomized, Single-blinded, Controlled Trial on the Efficacy of Mammography Screening With Artificial Intelligence - the MASAI Study
试验速览
- 阶段
- 不适用
- 状态
- 进行中(未招募)
- 发起方
- Region Skane
- 入组人数
- 100,000
- 试验地点
- 2
- 主要终点
- Interval-cancer rate
研究概览
简要总结
The purpose of this randomized controlled trial is to assess whether AI can improve the efficacy of mammography screening, by adapting single and double reading based on AI derived cancer-risk scores and to use AI as a decision support in the screen reading, compared with conventional mammography screening (double reading without AI).
详细描述
European guidelines recommend that mammography exams in breast cancer screening are read by two breast radiologists to ensure a high sensitivity. Double reading is, however, resource demanding and still results in missed cancers. Computer-aided detection based on AI has been shown to have similar accuracy as an average breast radiologist. AI can be used as decision support by highlighting suspicious findings in the image as well as a means to triage screen exams according to risk of malignancy.
Eligible women will be randomized (1:1) to the intervention (AI-integrated mammography screening) or control arm (conventional mammography screening). In the intervention arm, exams will be analysed with AI and triaged into two groups based on risk of malignancy. Low risk exams will be single read and high risk exams will be double read. The high risk group will contain appx. 10% of the screening population. Within the high-risk group, exams with the highest 1% risk will by default be recalled by the readers with the exception of obvious false positives. AI risk scores and Computer-Aided Detection (CAD)-marks of suspicious calcifications and masses are provided to the reader(s). In the control arm, screen exams are double read without AI (standard of care). Considering the interplay of number of interval cancers and workload, the study will be considered successful if the interval-cancer rate in the intervention arm is not more than 20% larger than in the control arm. If the interval-cancer rate is statistically and clinically significantly lower in the intervention arm than in the control arm, AI-integrated mammography screening will be considered superior to conventional mammography screening.
研究设计
- 研究类型
- Interventional
- 分配方式
- Randomized
- 干预模型
- Parallel
- 主要目的
- Screening
- 盲法
- Single (Participant)
盲法说明
Participants have the possibility to opt-out. If they do not opt-out, neither the participant nor the nurse performing the screen exam will know to what study arm the participant was allocated. The radiologist reading the screen exam will however not be blinded to allocation information.
入排标准
- 年龄范围
- 40 Years 至 74 Years(Adult, Older Adult)
- 性别
- Female
- 接受健康志愿者
- 是
入选标准
- •Women eligible for population-based mammography screening.
排除标准
- 未提供
研究组 & 干预措施
Intervention arm
AI-integrated mammography screening
干预措施: AI screening modality (Other)
Control arm
Conventional mammography screening (standard of care)
干预措施: Conventional screening modality (Other)
结局指标
主要结局
Interval-cancer rate
时间窗: 43 months
Women with interval cancer per 1000 screens
次要结局
- Tumour biology of interval cancers(43 months)
- Screen-reading workload(19 months)
- Positive Predictive Value-1(15 months)
- Recall rate(15 months)
- Incremental cost-effectiveness ratio(43 months)
- Cancer-detection rate(15 months)
- Cancer detection per cancer type(19 months)
- False-positive rate(15 months)
- Sensitivity and specificity(43 months)
