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Background
Evidence indicates that artificial intelligence (AI) can improve mammography screening by increasing cancer detection and reducing screen reading workload , but its effect on interval cancers (primary breast cancers diagnosed between two screening rounds or within 2 years after the last scheduled screening that were not detected at screening ) is unknown .
证据表明,人工智能(AI)可以通过提高癌症检测率和减少筛查阅读工作量来改善乳腺X线摄影筛查,但其对间期癌症(在两次筛查之间或在最后一次计划性筛查后2年内诊断出的未在筛查中发现的原发性乳腺癌)的影响尚不清楚。
AI 讲解 快速 深入 整句 标记
We aimed to compare the interval cancer rate in AI-supported mammography screening with standard double reading without AI .
我们的目标是比较人工智能支持的乳腺X线摄影筛查与没有人工智能的标准双重阅读的间期癌症发生率。
Methods
In this Swedish randomised , controlled , non-inferiority , single-blinded , population-based screening accuracy trial , participants were allocated in a 1:1 ratio to either AI-supported mammography screening (the intervention group ) or standard double reading without AI (the control group ).
在这项瑞典的随机、对照、非劣效、单盲、基于人群的筛查准确性试验中,参与者以1:1的比例被分配到人工智能支持的乳腺X线摄影筛查(干预组)或没有人工智能的标准双读(对照组)。
AI was used to triage examinations to single or double reading by radiologists and for detection support .
人工智能被用于将检查分为单读或双读,并为放射科医生提供检测支持。
This is a protocol-defined analysis of the primary outcome , interval cancer rate , with a 20% non-inferiority margin .
这是对主要结果——间隔癌发生率的协议定义分析,具有20%的非劣效性边界。
Secondary outcomes reported in this analysis are interval cancer characteristics , sensitivity , specificity , and sensitivity by age , breast density , and cancer type (in-situ and invasive ).
本分析报告的次要结果包括间隔癌特征、灵敏度、特异性以及按年龄、乳腺密度和癌症类型(原位癌和浸润性癌)的灵敏度。
Other secondary outcomes from the trial that have been previously reported are referenced in the Methods section of this Article .
先前报告的试验其他次要结果在本文的方法部分有引用。
The trial is registered with ClinicalTrials.gov (NCT04838756) and is complete .
该试验已在ClinicalTrials.gov注册(NCT04838756),且已完成。
Results
Between April 12, 2021, and Dec 7, 2022, 105 934 women were randomly assigned to the intervention or control group , of whom 19 were excluded from the analysis .
2021年4月12日至2022年12月7日,共有105,934名女性被随机分配到干预组或对照组,其中19人被排除在分析之外。
Median age was 53·8 years (IQR 46·5-63·3) in the intervention group and 53·7 years (46·5-63·2) in the control group .
干预组的中位年龄为53.8岁(四分位数间距46.5-63.3岁),对照组的中位年龄为53.7岁(四分位数间距46.5-63.2岁)。
Interval cancer rates were 1·55 (95% CI 1·23-1·92) and 1·76 (1·42-2·15) per 1000 participants in the intervention and control group respectively , a non-inferior proportion ratio of 0·88 (95% CI 0·65-1·18; p=0·41).
干预组和对照组的间隔癌发生率分别为每1000名参与者1.55 (95% 置信区间 1.23-1.92) 和 1.76 (1.42-2.15),非劣效比例比为0.88 (95% 置信区间 0.65-1.18; p=0.41)。
Descriptively , the intervention group had fewer interval cancers that were invasive (75 vs 89), T2+ (38 vs 48), or non-luminal A (43 vs 59) than the control group .
描述性地,干预组的侵袭性间隔癌(75 vs 89)、T2+ (38 vs 48)或非luminal A型(43 vs 59)的数量少于对照组。
Sensitivity was higher in the intervention group (80·5% [95% CI 76·4-84·2]) than the control group (73·8% [68·9-78·3]; p=0·031), an effect consistent across age and breast density , and for invasive cancer but not for in-situ cancer .
干预组的敏感性更高(80.5% [95% CI 76.4-84.2])相较于对照组(73.8% [68.9-78.3];p=0.031),这一效果在不同年龄和乳腺密度中保持一致,对于侵袭性癌症也是如此,但对于原位癌则不适用。
Specificity was 98·5% (95% CI 98·4-98·6) for both groups (p=0·88).
两组的特异性均为98.5%(95% CI 98.4-98.6)(p=0.88)。
interpretation
AI-supported mammography screening showed consistently favourable outcomes compared with standard double reading , with a non-inferior interval cancer rate , fewer interval cancers with unfavourable characteristics , higher sensitivity , and the same specificity , while also reducing screen reading workload .
AI支持的乳腺X线筛查与标准双读相比显示出一致的有利结果,间隔癌的发病率不逊色,具有不利特征的间隔癌更少,灵敏度更高,特异性相同,同时减少了筛查读片的工作量。
These findings imply that AI-supported mammography screening can efficiently improve screening performance compared with standard double reading and may be considered for implementation in clinical practice .
这些发现意味着AI支持的乳腺X线筛查可以有效地提高筛查性能,与标准双读相比,并且可以考虑在临床实践中实施。
funding
Swedish Cancer Society , Confederation of Regional Cancer Centres , Swedish governmental funding for clinical research .
瑞典癌症学会、瑞典区域癌症中心联盟、瑞典政府对临床研究的资助。
本文献翻译由 AI 辅助生成,仅供文献精读与英语学习参考。临床决策请以 PubMed / PMC 原文为准。
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