Christopher Tyson, Kevin H. Li, Xiting Cao, James M. O'Brien, Elliot K. Fishman, Elizabeth K. O'Donnell, Carlos Duran, Vijay Parthasarathy, Seema P. Rego, Omair A. Choudhry, Tomasz M. Beer
{"title":"多种癌症早期检测试验的肿瘤定位策略:定量评估","authors":"Christopher Tyson, Kevin H. Li, Xiting Cao, James M. O'Brien, Elliot K. Fishman, Elizabeth K. O'Donnell, Carlos Duran, Vijay Parthasarathy, Seema P. Rego, Omair A. Choudhry, Tomasz M. Beer","doi":"10.1101/2024.08.07.607020","DOIUrl":null,"url":null,"abstract":"Introduction\nBlood-based multi-cancer early detection (MCED) tests may expand the number of screenable cancers. Defining an optimal approach to diagnostic resolution for individuals with positive MCED test results is critical. Two prospective trials employed distinct diagnostic resolution approaches; one employed a molecular signal to predict tissue of origin (TOO) and the other used an imaging-based diagnostic strategy. Using mathematical modeling, we compared the diagnostic burden of each approach and characterized the risk of excess cancer incidence that may be attributable to radiation exposure associated with a false positive (FP) MCED test result and an imaging-based diagnostic strategy. Methods\nA mathematical expression for diagnostic burden was derived using MCED test positive predictive value (PPV), molecular TOO localization accuracy, and the expected number of imaging procedures associated with each diagnostic outcome. Imaging and molecular TOO strategies were compared by estimating diagnostic burden across a wide range of MCED PPVs and TOO accuracies. Organ-specific radiation dose for diagnostic imaging was extracted from the literature and used as input to National Cancer Institute RADRat tool for estimating excess lifetime cancer risk due to radiation exposure. Results\nFor the molecular TOO diagnostic approach, an average of 2.1 procedures are required to reach diagnostic resolution for correctly-localized TPs, 4.4 procedures for incorrectly-localized TPs, and 4 procedures for FPs, vs. an average of 2.75 procedures for TPs and 2.4 for FPs with an imaging-based diagnostic strategy. Across the entire range of possible PPV and localization performance, a molecular TOO strategy resulted in a higher mean diagnostic burden: 3.6 procedures (SD 0.445) vs. 2.6 procedures (SD 0.1) for the imaging strategy. Predicted diagnostic burden was higher for molecular TOO in 95.5% of all possible PPV and TOO accuracy combinations; 79% or higher PPV would be required for a 90% accurate molecular TOO strategy to be less burdensome than imaging. The maximum rate of excess cancer incidence from radiation exposure for FP results from MCED screening between the ages of 50-84 was estimated at 64.6 per 100,000 (annual testing, 99% specificity), 48.5 per 100,000 (biennial testing, 98.5% specificity), and 64.6 per 100,000 (biennial testing, 98% specificity).\nConclusions\nThis analysis demonstrates that an imaging-based diagnostic strategy is more efficient than a molecular TOO-informed approach across 95.5% of all possible MCED PPV and TOO accuracy combinations. The use of an imaging-based approach for cancer localization can be efficient and low risk compared to a molecular-based approach.","PeriodicalId":501233,"journal":{"name":"bioRxiv - Cancer Biology","volume":"28 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-08-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Tumor localization strategies of multi-cancer early detection tests: a quantitative assessment\",\"authors\":\"Christopher Tyson, Kevin H. Li, Xiting Cao, James M. O'Brien, Elliot K. Fishman, Elizabeth K. O'Donnell, Carlos Duran, Vijay Parthasarathy, Seema P. Rego, Omair A. Choudhry, Tomasz M. Beer\",\"doi\":\"10.1101/2024.08.07.607020\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Introduction\\nBlood-based multi-cancer early detection (MCED) tests may expand the number of screenable cancers. Defining an optimal approach to diagnostic resolution for individuals with positive MCED test results is critical. Two prospective trials employed distinct diagnostic resolution approaches; one employed a molecular signal to predict tissue of origin (TOO) and the other used an imaging-based diagnostic strategy. Using mathematical modeling, we compared the diagnostic burden of each approach and characterized the risk of excess cancer incidence that may be attributable to radiation exposure associated with a false positive (FP) MCED test result and an imaging-based diagnostic strategy. Methods\\nA mathematical expression for diagnostic burden was derived using MCED test positive predictive value (PPV), molecular TOO localization accuracy, and the expected number of imaging procedures associated with each diagnostic outcome. Imaging and molecular TOO strategies were compared by estimating diagnostic burden across a wide range of MCED PPVs and TOO accuracies. Organ-specific radiation dose for diagnostic imaging was extracted from the literature and used as input to National Cancer Institute RADRat tool for estimating excess lifetime cancer risk due to radiation exposure. Results\\nFor the molecular TOO diagnostic approach, an average of 2.1 procedures are required to reach diagnostic resolution for correctly-localized TPs, 4.4 procedures for incorrectly-localized TPs, and 4 procedures for FPs, vs. an average of 2.75 procedures for TPs and 2.4 for FPs with an imaging-based diagnostic strategy. Across the entire range of possible PPV and localization performance, a molecular TOO strategy resulted in a higher mean diagnostic burden: 3.6 procedures (SD 0.445) vs. 2.6 procedures (SD 0.1) for the imaging strategy. Predicted diagnostic burden was higher for molecular TOO in 95.5% of all possible PPV and TOO accuracy combinations; 79% or higher PPV would be required for a 90% accurate molecular TOO strategy to be less burdensome than imaging. The maximum rate of excess cancer incidence from radiation exposure for FP results from MCED screening between the ages of 50-84 was estimated at 64.6 per 100,000 (annual testing, 99% specificity), 48.5 per 100,000 (biennial testing, 98.5% specificity), and 64.6 per 100,000 (biennial testing, 98% specificity).\\nConclusions\\nThis analysis demonstrates that an imaging-based diagnostic strategy is more efficient than a molecular TOO-informed approach across 95.5% of all possible MCED PPV and TOO accuracy combinations. 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引用次数: 0
摘要
导言基于血液的多癌症早期检测(MCED)可扩大可筛查癌症的数量。为MCED检测结果呈阳性的个体确定最佳诊断分辨率方法至关重要。两项前瞻性试验采用了不同的诊断分辨率方法;其中一项采用分子信号预测原发组织(TOO),另一项采用基于成像的诊断策略。通过数学建模,我们比较了每种方法的诊断负担,并描述了假阳性(FP)MCED 检测结果和基于成像的诊断策略可能导致的辐照引起的癌症发病率过高的风险。方法 利用 MCED 检测的阳性预测值 (PPV)、分子 TOO 定位的准确性以及与每种诊断结果相关的成像程序的预期次数,得出诊断负担的数学表达式。通过估算各种 MCED PPV 和 TOO 精确度的诊断负担,对成像和分子 TOO 策略进行了比较。从文献中提取了诊断成像的器官特异性辐射剂量,并将其作为国家癌症研究所 RADRat 工具的输入,用于估算辐射照射导致的终生超额癌症风险。结果对于分子 TOO 诊断方法,正确定位的 TPs 平均需要 2.1 次手术才能达到诊断分辨率,错误定位的 TPs 需要 4.4 次手术,FPs 需要 4 次手术,而采用基于成像的诊断策略,TPs 平均需要 2.75 次手术,FPs 平均需要 2.4 次手术。在可能的 PPV 和定位性能的整个范围内,分子 TOO 策略导致了更高的平均诊断负担:3.6 个手术(SD 0.445),而成像诊断策略为 2.6 个手术(SD 0.1)。在所有可能的 PPV 和 TOO 精确度组合中,95.5% 的分子 TOO 预测诊断负担较高;若分子 TOO 精确度达到 90%,则需要 79% 或更高的 PPV,诊断负担才会低于造影。据估计,在 50-84 岁年龄段的人群中,MCED 筛查得出的 FP 结果导致的癌症超额发病率最高为每 10 万人中 64.6 例(每年检测一次,特异性为 99%)、每 10 万人中 48.5 例(每两年检测一次,特异性为 98.5%)和每 10 万人中 64.6 例(每两年检测一次,特异性为 98%)。与基于分子的方法相比,使用基于成像的方法进行癌症定位既高效又低风险。
Tumor localization strategies of multi-cancer early detection tests: a quantitative assessment
Introduction
Blood-based multi-cancer early detection (MCED) tests may expand the number of screenable cancers. Defining an optimal approach to diagnostic resolution for individuals with positive MCED test results is critical. Two prospective trials employed distinct diagnostic resolution approaches; one employed a molecular signal to predict tissue of origin (TOO) and the other used an imaging-based diagnostic strategy. Using mathematical modeling, we compared the diagnostic burden of each approach and characterized the risk of excess cancer incidence that may be attributable to radiation exposure associated with a false positive (FP) MCED test result and an imaging-based diagnostic strategy. Methods
A mathematical expression for diagnostic burden was derived using MCED test positive predictive value (PPV), molecular TOO localization accuracy, and the expected number of imaging procedures associated with each diagnostic outcome. Imaging and molecular TOO strategies were compared by estimating diagnostic burden across a wide range of MCED PPVs and TOO accuracies. Organ-specific radiation dose for diagnostic imaging was extracted from the literature and used as input to National Cancer Institute RADRat tool for estimating excess lifetime cancer risk due to radiation exposure. Results
For the molecular TOO diagnostic approach, an average of 2.1 procedures are required to reach diagnostic resolution for correctly-localized TPs, 4.4 procedures for incorrectly-localized TPs, and 4 procedures for FPs, vs. an average of 2.75 procedures for TPs and 2.4 for FPs with an imaging-based diagnostic strategy. Across the entire range of possible PPV and localization performance, a molecular TOO strategy resulted in a higher mean diagnostic burden: 3.6 procedures (SD 0.445) vs. 2.6 procedures (SD 0.1) for the imaging strategy. Predicted diagnostic burden was higher for molecular TOO in 95.5% of all possible PPV and TOO accuracy combinations; 79% or higher PPV would be required for a 90% accurate molecular TOO strategy to be less burdensome than imaging. The maximum rate of excess cancer incidence from radiation exposure for FP results from MCED screening between the ages of 50-84 was estimated at 64.6 per 100,000 (annual testing, 99% specificity), 48.5 per 100,000 (biennial testing, 98.5% specificity), and 64.6 per 100,000 (biennial testing, 98% specificity).
Conclusions
This analysis demonstrates that an imaging-based diagnostic strategy is more efficient than a molecular TOO-informed approach across 95.5% of all possible MCED PPV and TOO accuracy combinations. The use of an imaging-based approach for cancer localization can be efficient and low risk compared to a molecular-based approach.