Abstract P19: Comprehensive Benchmark of Somatic Mutation Callers on Cell-Free DNA Next-Generation Sequencing Data in Cancer Liquid Biopsy

Abstract

Abstract Circulating tumour DNA (ctDNA) has emerged as a rich source of biomarkers in precision oncology. However, ctDNA sequence data is often noisier than that derived from standard tissue biopsies, posing significant challenges for accurate cancer mutation detection. Besides, there is a lack of standardised and unbiased benchmark datasets to evaluate and compare performance of variant callers on ctDNA. To address this issue, we present a novel benchmarking approach and comprehensive benchmark of cancer somatic mutation callers on cell-free DNA (cfDNA) Next Generation Sequencing (NGS) data. To create a large-scale benchmark dataset, we developed a new methodology using real colorectal cancer patients plasma samples exhibiting either ultra-high and an ultra-low levels of ctDNA. This enabled the generation of dilution series of deep Whole Genome Sequencing (WGS, 150x) and the creation of high-quality consensus ground truth calls. We evaluated the performance of 9 SNV callers and 7 short INDEL callers frequently used in academic research, including 2 callers that were specifically designed for cfDNA. We further validated our findings at higher depth of coverage using deep Whole Exome Sequencing (WES, >2,000x) data. We further investigated each caller's features to develop practical guidelines for users depending on their application setting: unguided analysis focusing on overall accuracy vs. guided analysis focusing on sensitivity. Citation Format: Hanaé Carrié, Ngak Leng Sim, Pui Mun Wong, Anna Gan, Yi Ting Lau, Polly Poon, Saranya Thangaraju, Iain Tan, Yoon Sim Yap, Limsoon Wong, Anders Skanderup. Comprehensive Benchmark of Somatic Mutation Callers on Cell-Free DNA Next-Generation Sequencing Data in Cancer Liquid Biopsy [abstract]. In: Proceedings of Frontiers in Cancer Science; 2023 Nov 6-8; Singapore. Philadelphia (PA): AACR; Cancer Res 2024;84(8_Suppl):Abstract nr P19.