A Cost-Effective Two-Step Approach for Multi-Cancer Early Detection in High-Risk Populations.

IF 2 Q3 ONCOLOGY
Shuaipeng Geng, Shiyong Li, Wei Wu, Yinyin Chang, Mao Mao
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Abstract

Abstract: In population-wide cancer screening, three key issues need to be focused on: the number of cancer cases identified, the number of false positives, and the cost. OncoSeek is a multi-cancer early detection (MCED) test using seven protein tumor markers and artificial intelligence. SeekInCare is an MCED test that integrates the seven protein tumor markers and four cancer genomic features from cell-free DNA by shallow whole-genome sequencing. In a two-step approach, the initial screening is conducted using OncoSeek, and SeekInCare is then used as the secondary test for individuals who tested positive by OncoSeek. We simulated a screening in five million adults ages ≥50 years with a cancer incidence rate of 1.9%. Whereas at 91.0% specificity OncoSeek had 441,450 false positives, using the two-step approach significantly reduced false positives to 34,335 (0.7%). Although SeekInCare and Galleri identified more cancer cases (32,015 and 27,455, respectively) than the two-step MCED (21,280), their total costs reached $3,750 million and $4,745 million, respectively. As the positive predictive value of two-step MCED (38.3%) was comparable with SeekInCare (27.7%) and Galleri (38.3%), it reduced the cost by 5.3-fold and 6.6-fold, respectively, amounting to a total cost of $713.6 million and a cost of $143 per individual screened. The cost of per cancer case detected was $117,133 for SeekInCare and $172,828 for Galleri, which were 3.5-fold and 5.2-fold higher, respectively, than the two-step MCED ($33,534). The two-step approach not only significantly reduces false positives but also cuts down the screening cost substantially, making it a cost-effective strategy for population-wide cancer screening.

Significance: Large-scale screening inevitably leads to significant financial burdens on the healthcare system, which is a key factor constraining nationwide screenings. The two-step MCED approach not only maintains comparable performance but also substantially alleviates financial strains compared with the direct use of next-generation sequencing-based MCED tests for massive screenings.

在高危人群中进行多种癌症早期检测的成本效益高的两步方法。
在全民癌症筛查中,需要关注三个关键问题:确定的癌症病例数、假阳性病例数和费用。OncoSeek是一种多种癌症早期检测(MCED)测试,使用7种蛋白质肿瘤标志物(PTMs)和人工智能(AI)。SeekInCare是一种MCED测试,通过浅全基因组测序从无细胞DNA中整合了7种ptm和4种癌症基因组特征。在两步的方法中,使用OncoSeek进行初始筛选,然后使用SeekInCare作为OncoSeek检测呈阳性的个体的二次测试。我们模拟了500万年龄≥50岁、癌症发病率为1.9%的成年人的筛查。在91.0%的特异性下,OncoSeek有441450个假阳性,而使用两步法可将假阳性显著减少到34335个(0.7%)。虽然SeekInCare和Galleri发现的癌症病例(分别为32015例和27455例)比两步MCED(21280例)多,但它们的总成本分别达到37.5亿美元和47.45亿美元。由于两步法的阳性预测值(PPV)(38.3%)与SeekInCare(27.7%)和Galleri(38.3%)相当,成本分别降低了5.3倍和6.6倍,总计成本为7.136亿美元,每人筛查成本为143美元。SeekInCare和Galleri的每例癌症检测成本分别为117,133美元和172,828美元,分别比两步MCED(33,534美元)高3.5倍和5.2倍。两步法不仅大大减少了假阳性,而且大大降低了筛查成本,使其成为一种具有成本效益的全民癌症筛查策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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