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ctDNA monitoring using patient-specific sequencing and integration of variant reads
- Source :
- Wan, J C M, Heider, K, Gale, D, Murphy, S, Fisher, E, Mouliere, F, Ruiz-Valdepenas, A, Santonja, A, Morris, J, Chandrananda, D, Marshall, A, Gill, A B, Chan, P Y, Barker, E, Young, G, Cooper, W N, Hudecova, I, Marass, F, Mair, R, Brindle, K M, Stewart, G D, Abraham, J E, Caldas, C, Rassl, D M, Rintoul, R C, Alifrangis, C, Middleton, M R, Gallagher, F A, Parkinson, C, Durrani, A, McDermott, U, Smith, C G, Massie, C, Corrie, P G & Rosenfeld, N 2020, ' ctDNA monitoring using patient-specific sequencing and integration of variant reads ', Science Translational Medicine, vol. 12, no. 548, eaaz8084 . https://doi.org/10.1126/scitranslmed.aaz8084, Science Translational Medicine, 12(548):eaaz8084. American Association for the Advancement of Science
- Publication Year :
- 2020
-
Abstract
- Circulating tumor-derived DNA (ctDNA) can be used to monitor cancer dynamics noninvasively. Detection of ctDNA can be challenging in patients with low-volume or residual disease, where plasma contains very few tumor-derived DNA fragments. We show that sensitivity for ctDNA detection in plasma can be improved by analyzing hundreds to thousands of mutations that are first identified by tumor genotyping. We describe the INtegration of VAriant Reads (INVAR) pipeline, which combines custom error-suppression methods and signal-enrichment approaches based on biological features of ctDNA. With this approach, the detection limit in each sample can be estimated independently based on the number of informative reads sequenced across multiple patient-specific loci. We applied INVAR to custom hybrid-capture sequencing data from 176 plasma samples from 105 patients with melanoma, lung, renal, glioma, and breast cancer across both early and advanced disease. By integrating signal across a median of >105 informative reads, ctDNA was routinely quantified to 1 mutant molecule per 100,000, and in some cases with high tumor mutation burden and/or plasma input material, to parts per million. This resulted in median area under the curve (AUC) values of 0.98 in advanced cancers and 0.80 in early-stage and challenging settings for ctDNA detection. We generalized this method to whole-exome and whole-genome sequencing, showing that INVAR may be applied without requiring personalized sequencing panels so long as a tumor mutation list is available. As tumor sequencing becomes increasingly performed, such methods for personalized cancer monitoring may enhance the sensitivity of cancer liquid biopsies.
- Subjects :
- Sequencing data
Computational biology
Biology
Circulating Tumor DNA
03 medical and health sciences
0302 clinical medicine
Breast cancer
medicine
Biomarkers, Tumor
Humans
Liquid biopsy
Genotyping
030304 developmental biology
0303 health sciences
Melanoma
Liquid Biopsy
Cancer
High-Throughput Nucleotide Sequencing
General Medicine
DNA, Neoplasm
Patient specific
medicine.disease
3. Good health
030220 oncology & carcinogenesis
Mutation (genetic algorithm)
Mutation
RC
Subjects
Details
- Language :
- English
- ISSN :
- 19466234
- Database :
- OpenAIRE
- Journal :
- Wan, J C M, Heider, K, Gale, D, Murphy, S, Fisher, E, Mouliere, F, Ruiz-Valdepenas, A, Santonja, A, Morris, J, Chandrananda, D, Marshall, A, Gill, A B, Chan, P Y, Barker, E, Young, G, Cooper, W N, Hudecova, I, Marass, F, Mair, R, Brindle, K M, Stewart, G D, Abraham, J E, Caldas, C, Rassl, D M, Rintoul, R C, Alifrangis, C, Middleton, M R, Gallagher, F A, Parkinson, C, Durrani, A, McDermott, U, Smith, C G, Massie, C, Corrie, P G & Rosenfeld, N 2020, ' ctDNA monitoring using patient-specific sequencing and integration of variant reads ', Science Translational Medicine, vol. 12, no. 548, eaaz8084 . https://doi.org/10.1126/scitranslmed.aaz8084, Science Translational Medicine, 12(548):eaaz8084. American Association for the Advancement of Science
- Accession number :
- edsair.doi.dedup.....eaaa73ab7978ea0387c78fb465a2bb59