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Development and validation of a clinical cancer genomic profiling test based on massively parallel DNA sequencing
Open accessAbstract
As more clinically relevant cancer genes are identified, comprehensive diagnostic approaches are needed to match patients to therapies, raising the challenge of optimization and analytical validation of assays that interrogate millions of bases of cancer genomes altered by multiple mechanisms. Here we describe a test based on massively parallel DNA sequencing to characterize base substitutions, short insertions and deletions (indels), copy number alterations and selected fusions across 287 cancer-related genes from routine formalin-fixed and paraffin-embedded (FFPE) clinical specimens. We implemented a practical validation strategy with reference samples of pooled cell lines that model key determinants of accuracy, including mutant allele frequency, indel length and amplitude of copy change. Test sensitivity achieved was 95-99% across alteration types, with high specificity (positive predictive value >99%). We confirmed accuracy using 249 FFPE cancer specimens characterized by established assays. Application of the test to 2,221 clinical cases revealed clinically actionable alterations in 76% of tumors, three times the number of actionable alterations detected by current diagnostic tests.
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“Targeted multiplexed hotspot panels (e.g., Agena Oncocarta [Agena Bioscience, San Diego, CA], 47 SNaPshot [Applied Biosystems, Foster City, CA], 48 and next-generation sequencing [NGS] panels 49,50 ) have already been developed and are available in College of American Pathologists (CAP)-accredited academic and commercial laboratories.”
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MethodWild-typeAPCIs Associated with Poor Survival in Metastatic Microsatellite Stable Colorectal Cancer
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Durable Response to Crizotinib in a MET-Amplified, KRAS-Mutated Carcinoma of Unknown Primary
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“However, it is challenging to apply WES in a clinical setting due to its cost, turnaround time, and the requirement for complex analysis (48).”
BackgroundComprehensive Genomic Profiling for Non-Small-Cell Lung Cancer: Health and Budget Impact
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MET gene amplification is a mechanism of resistance to entrectinib in ROS1 + NSCLC
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“multiplexed ctDNA sequencing assay calculates CNA ratio based upon number of reads for a gene in the test sample compared to a process-matched control sample from the International HapMap Project, gene amplifications are reported on a Yes/No basis in the case of a focal amplification of at least six copies.(46)”
Personalized matched targeted therapy in advanced pancreatic cancer: a pilot cohort analysis
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“genes; Foundation Medicine, Cambridge, MA, USA), after filtering to remove known somatic and deleterious mutations as described previously [13, 14].”
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“Plasma samples from patients were analyzed for TGF-β1 levels by enzyme-linked immunosorbent assay (ELISA) (R&D Systems, DB100B, Minneapolis, MN, USA).”
InfluentialHyman, D. M., Tran, B., Paz-Ares, L. G., Machiels, J.-P., Schellens, J. H. M., Bedard, P. L., Campone, M., Cassier, P. A., Sarantopoulos, J., Vaishampayan, U. N., et al. (2019) · JCO Precision Oncology · doi:10.1200/po.19.00221 · Cited by 31
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“The methods used in this assay have been described in detail in previous reports.(17,18)”
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Disparities According to Genetic Ancestry in the Use of Precision Oncology Assays
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“Though targeted panels can consist of hundreds of genes [6,7] they mostly constitute a much smaller set typically between 20 and 50 genes, providing information on 50 to 250 hotspots [8–10].”
BackgroundKinase domain activation through gene rearrangement in multiple myeloma
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“The NGS platform used in Lung-MAP detects base substitutions, short insertions and deletions, copy number alterations, and gene fusions across 287 cancer-related genes (Foundation Medicine).(70) The rapid turnaround of results from the NGS screening (ie, 10-14 days), which is critical for patients with advanced SqCLC,…”
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The possibility of clinical sequencing in the management of cancer
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“Comprehensive genomic profiling (CGP) was conducted using a hybrid capture-based genomic profiling assay as previously described [25].”
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Targeted genomic analysis of 364 adrenocortical carcinomas
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“(FMI; Cambridge, MA, USA) using the Clinical Laboratory Improvement Amendments (CLIA) FoundationOneTM solid tumour test [22].”
MethodUmemoto, K., Yamamoto, H., Oikawa, R., Takeda, H., Doi, A., Horie, Y., Arai, H., Ogura, T., Mizukami, T., Izawa, N., et al. (2022) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/djac106 · Cited by 27
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Long-term outcomes and clinicogenomic correlates in recurrent, metastatic adenoid cystic carcinoma
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Genomic Landscape of Mixed-Phenotype Acute Leukemia
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“Sensitivity, specificity, and reproducibility were reported to be greater than 95% [20,21].”
BackgroundUnresectable biliary tract cancer: Current and future systemic therapy
Zhang, D., Dorman, K., Westphalen, C. B., Haas, M., Ormanns, S., Neumann, J. H. L., Seidensticker, M., Ricke, J., Toni, E. N. D., Klauschen, F., et al. (2024) · European Journal of Cancer · doi:10.1016/j.ejca.2024.114046 · Cited by 28
“One limitation of a DNA-based NGS panel is the need for prediction of gene expression from the detected genetic alterations [21].”
Qu, X., Hamidi, H., Johnson, R. M., Sokol, E. S., Lin, E., Eng, C., Kim, T.-W., Bendell, J. C., Sivakumar, S., Kaplan, B., et al. (2025) · Nature Communications · doi:10.1038/s41467-025-59588-3 · Cited by 31
“Genomic alterations in archival tumor samples collected at diagnosis or surgery from patients who participated in the IMblaze370 study were detected using the FoundationOne® (F1) assay (Foundation Medicine, Cambridge, MA) following standard procedure 50 .”
Low-level constitutional mosaicism of a de novoBRCA1 gene mutation
Friedman, E., Efrat, N., Soussan‐Gutman, L., Dvir, A., Kaplan, Y., Ekstein, T., Nykamp, K., Powers, M. P., Rabideau, M. M., Sorenson, J. M., et al. (2015) · British Journal of Cancer · doi:10.1038/bjc.2015.14 · Cited by 28
Lih, C., & Takebe, N. (2017) · Current Problems in Cancer · doi:10.1016/j.currproblcancer.2017.05.003 · Cited by 27
Societal challenges of precision medicine: Bringing order to chaos
Salgado, R., Moore, H. M., Martens, J. W. M., Lively, T., Malik, S. M., McDermott, U., Michiels, S., Moscow, J. A., Tejpar, S., McKee, T. C., et al. (2017) · European Journal of Cancer · doi:10.1016/j.ejca.2017.07.028 · Cited by 29
“CGPs have the potential to address challenges associated with the selection of appropriate targeted therapies by identifying different tumour-associated alterations across a large panel of cancer relevant genes, including base substitutions, insertion-deletions, gene copy number alterations and preselected chromosomal…”
BackgroundLee, L., Ali, S. M., Genega, E. M., Reed, D., Sokol, E. S., & Mathew, P. F. (2018) · JCO Precision Oncology · doi:10.1200/po.17.00097 · Cited by 28
pyNBS: a Python implementation for network-based stratification of tumor mutations
Huang, J. K.-L., Jia, T., Carlin, D. E., & Ideker, T. E. (2018) · Bioinformatics · doi:10.1093/bioinformatics/bty186 · Cited by 28
Piotrowska, Z., Hazar-Rethinam, M. H., Rizzo, C., Nadres, B., Seventer, E. E. V., Shahzade, H. A., Lennes, I. T., Iafrate, A. J., Dias-Santagata, D. C., Leshchiner, I., et al. (2018) · JCO Precision Oncology · doi:10.1200/po.17.00263 · Cited by 28
Mardinian, K., Okamura, R., Kato, S., & Kurzrock, R. (2019) · International Journal of Cancer · doi:10.1002/ijc.32510 · Cited by 28
“com).(20) Average depth of sequencing was greater than 250×, with 100× at >99% of exons.”
BackgroundKrishnamurthy, S., Sabir, S. H., Ban, K., Wu, Y., Sheth, R. A., Tam, A. L., Meric‐Bernstam, F., Shaw, K. M., Mills, G. B., Bassett, R. L., et al. (2020) · JAMA Network Open · doi:10.1001/jamanetworkopen.2020.0476 · Cited by 28
Dong, A., Zhao, Y., Li, Z., & Hu, H. (2020) · The Journal of Gene Medicine · doi:10.1002/jgm.3294 · Cited by 29
Liao, H., Huang, W., Pei, W., & Li, H. (2020) · Frontiers in Oncology · doi:10.3389/fonc.2020.587671 · Cited by 28
“This test also reportsblood tumormutational burden,microsatellite instability, and tumor fraction values (61).”
BackgroundByeon, S., Cho, H. J., Jang, K., Kwon, M., Lee, J., Lee, J., & Kim, S. T. (2021) · ESMO Open · doi:10.1016/j.esmoop.2020.100002 · Cited by 28
“The methods for DNA/RNA extraction and for sequencing/ reporting/validation of the assay were carried out according to previously published reports.(19) As the genomic profiles of two of the patients were identified using extracted RNA, their genomic data were excluded from further analysis.”
MethodSacdalan, D. B., & Lucero, J. A. (2021) · OncoTargets and Therapy · doi:10.2147/ott.s278089 · Cited by 28
Analytic validation and clinical utilization of the comprehensive genomic profiling test, GEM ExTra®
White, T., Szelinger, S., Lobello, J. R., King, A., Aldrich, J., Garinger, N., Halbert, M. E., Richholt, R., Mastrian, S. D., Babb, C. S., et al. (2021) · Oncotarget · doi:10.18632/oncotarget.27945 · Cited by 27
“CDx: Companion Diagnostics; CGP: Comprehensive Genomic Profiling; CNA: Copy Number Alterations; CNV: Copy Number Variant; DNA: Deoxyribonucleic Acid; FFPE: Formalin-Fixed ParaffinEmbedded; FISH: Fluorescence In Situ Hybridization; IHC: Immunohistochemistry; INDEL: Insertion Deletion; IGV: Integrative Genomics Viewer;…”
InfluentialWang, L., Zhai, Q., Lu, Q., Lee, K., Zheng, Q., Hong, R., & Wang, S. (2021) · Annals of Medicine · doi:10.1080/07853890.2021.1966086 · Cited by 29
“The F1CDx-targeted NGS platform has been described and validated before, and the methods are briefly described here [10].”
The clinical utility of next-generation sequencing for bone and soft tissue sarcoma
Gusho, C. A., Weiss, M. C., Lee, L., Gitelis, S., Blank, A. T., Wang, D., & Batus, M. (2021) · Acta Oncologica · doi:10.1080/0284186x.2021.1992009 · Cited by 30
Dan, S., Yuan, Y., Wang, Y., Chen, C., Gao, C., Yu, S., Liu, Y., Song, W., Asan, Zhu, H., et al. (2016) · PLoS ONE · doi:10.1371/journal.pone.0159355 · Cited by 28
“Then, a Bayesian methodology described by Frampton et al [21] was used to call base substitution,and a base substitution would be called if the probability of being sequencing error was lower than 1%.”
MethodBRCA1 reversion mutation acquired after treatment identified by liquid biopsy
Mayor, P. C., Gay, L. M., Lele, S., & Elvin, J. A. (2017) · Gynecologic Oncology Reports · doi:10.1016/j.gore.2017.06.010 · Cited by 28
Barcode-free next-generation sequencing error validation for ultra-rare variant detection
Yeom, H., Lee, Y., Ryu, T., Noh, J., Lee, A. C., Lee, H., Kang, E., Song, S. W., & Kwon, S. (2019) · Nature Communications · doi:10.1038/s41467-019-08941-4 · Cited by 28
Arrichiello, G., Nacca, V., Paragliola, F., & Giunta, E. F. (2022) · Exploration of Targeted Anti-tumor Therapy · doi:10.37349/etat.2022.00087 · Cited by 27
Precision oncology: current and future platforms for treatment selection
Tang, X., Berger, M. F., & Solit, D. B. (2024) · Trends in cancer · doi:10.1016/j.trecan.2024.06.009 · Cited by 32
Clinical application of whole-genome sequencing of solid tumors for precision oncology
Kim, R., Kim, S., Oh, B. B.-L., Yu, W. S., Kim, C. W., Hur, H., Son, S., Yang, M. J., Cho, D. S., Ha, T., et al. (2024) · Experimental & Molecular Medicine · doi:10.1038/s12276-024-01288-x · Cited by 28
A clinical road map for single-cell omics
Skinnider, M. A., Courtine, G., Bloch, J., & Squair, J. W. (2025) · Cell · doi:10.1016/j.cell.2025.06.009 · Cited by 29
Choudhary, A., Mambo, E., Sanford, T., Boedigheimer, M. J., Twomey, B., Califano, J. A., Hadd, A. G., Oliner, K. S., Beaudenon, S. L., Latham, G. J., et al. (2014) · BMC Medical Genomics · doi:10.1186/s12920-014-0062-0 · Cited by 27
“Additional panels for targeted NGS are the subject of growing clinical interest, including recent reports describing the clinical laboratory validation of capture hybridization panels that enrich FFPE DNA [15,18] and a focused thyroid cancer TAS panel [19], as well as a clinical research study using a limited-content…”
BackgroundMethodInfluentialVigneswaran, J., Tan, Y. C., Murgu, S. D., Won, B. M., Patton, K. A., Villaflor, V. M., Hoffman, P. C., Hensing, T. A., Hogarth, D. K., Malik, R., et al. (2016) · Oncotarget · doi:10.18632/oncotarget.7739 · Cited by 27
Paasinen-Sohns, A., Koelzer, V. H., Frank, A., Schafroth, J., Gisler, A., Sachs, M., Graber, A., Rothschild, S. I., WICKI, A. N., Cathomas, G., et al. (2017) · Neoplasia · doi:10.1016/j.neo.2017.01.003 · Cited by 27
“The Oncomine Focus Assay (OFA, Thermo Fisher Scientific, San Francisco, CA) is a targeted, multibiomarker NGS assay that enables fast simultaneous detection of hundreds of variants across 52 genes relevant to solid tumors [8,11].”
BackgroundCramer, S., Li, R., Ali, S. M., Bradley, J. A., Kim, H. K., & Pressey, J. G. (2017) · Journal of the National Comprehensive Cancer Network · doi:10.6004/jnccn.2017.0124 · Cited by 27
Genomic Testing in Lung Cancer: Past, Present, and Future
Mascaux, C., Tsao, M., & Hirsch, F. R. (2018) · Journal of the National Comprehensive Cancer Network · doi:10.6004/jnccn.2017.7019 · Cited by 27
Saller, J. J., Walko, C. M., Millis, S. Z., Henderson‐Jackson, E., Makanji, R. J., & Brohl, A. S. (2018) · Journal of the National Comprehensive Cancer Network · doi:10.6004/jnccn.2018.7018 · Cited by 27
The role of circulating free DNA in the management of NSCLC
Abate, R. E., Pasquale, R., Fenizia, F., Rachiglio, A. M., Roma, C., Bergantino, F., Forgione, L., Lambiase, M., Sacco, A., Piccirillo, M. C., et al. (2018) · Expert Review of Anticancer Therapy · doi:10.1080/14737140.2019.1548938 · Cited by 26
Multiple Facets of Marine Invertebrate Conservation Genomics
Lopez, J. V., Kamel, B., Medina, M., Collins, T. M., & Baums, I. B. (2018) · Annual Review of Animal Biosciences · doi:10.1146/annurev-animal-020518-115034 · Cited by 29
“Usually some additional steps are needed to repair the DNA, and kits for this are available (113).”
BackgroundDevelopment and validation of a targeted gene sequencing panel for application to disparate cancers
McCabe, M. J., Gauthier, M.-E. A., Chan, C., Thompson, T. J., Sousa, S. M. C. D., Puttick, C., Grady, J. P., Gayevskiy, V., Tao, J., Ying, K., et al. (2019) · Scientific Reports · doi:10.1038/s41598-019-52000-3 · Cited by 27
Genetic determinants of the molecular portraits of epithelial cancers
Xia, Y., Fan, C., Hoadley, K. A., Parker, J. S., & Perou, C. M. (2019) · Nature Communications · doi:10.1038/s41467-019-13588-2 · Cited by 27
Bieg-Bourne, C. C., Okamura, R., & Kurzrock, R. (2020) · Molecular Oncology · doi:10.1002/1878-0261.12672 · Cited by 27
“Next-generation sequencing was performed by Foundation Medicine (Cambridge, MA, USA) (236–315 genes) as previously described (Frampton et al., 2013).”
MethodSeligson, N. D., Maradiaga, R., Stets, C. W., Katzenstein, H. M., Millis, S. Z., Rogers, A. D., Hays, J. L., & Chen, J. L. (2021) · npj Precision Oncology · doi:10.1038/s41698-021-00177-0 · Cited by 27
Metadata
- Authors
- Frampton, G. M., Fichtenholtz, A., Otto, G. A., Wang, K., Downing, S. R., He, J., Schnall-Levin, M., White, J., Sanford, E. M., An, P., Sun, J., Juhn, F., Brennan, K., Iwanik, K., Maillet, A., Buell, J., White, E., Zhao, M., Balasubramanian, S., Terzic, S., Richards, T., Banning, V., Garcia, L., Mahoney, K., Zwirko, Z., Donahue, A., Beltran, H., Mosquera, J. M., Rubin, M. A., Dogan, S., Hedvat, C. V., Berger, M. F., Pusztai, L., Lechner, M., Boshoff, C., Jarosz, M., Vietz, C., Parker, A., Miller, V. A., Ross, J. S., Curran, J., Cronin, M. T., Stephens, P. J., Lipson, D., & Yelensky, R.
- Affiliations
- Foundation Medicine (United States) (US)
- NewYork–Presbyterian Hospital (US)
- Memorial Sloan Kettering Cancer Center (US)
- Yale Cancer Center (US)
- University College London (GB)
- Corresponding author
- Lipson, Doron
- Yelensky, Roman
- ORCID
- Venue
- Nature Biotechnology
- Published
- 2013-11
- Volume
- 31
- Issue
- 11
- Pages
- 1023-1031
- ISSN
- 0733-222X (ISSN-L)
- 1087-0156
- 1546-1696
- PMC
- PMC5710001
- OpenAlex
- W2160981405
- Cited by
- 2,157
- References
- 54
- Citations by year
- 2026: 91 · 2025: 122 · 2024: 139 · 2023: 215 · 2022: 208 · 2021: 188 · 2020: 213 · 2019: 185 · 2018: 195 · 2017: 180 · 2016: 182 · 2015: 159 · 2014: 76 · 2013: 2
- FWCI
- 49.14
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Nature Biotechnology (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- Wellcome Trust (WT093855MA)
- National Cancer Institute (P30CA008748)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer Genomics and Diagnostics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genomics and Rare Diseases
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › BRCA gene mutations in cancer
- Keywords
- tumor genomic profiling, analytical method validation, formalin-fixed paraffin-embedded tissue, copy number alterations, indels, gene fusion, actionable mutations, mutant allele frequency, sensitivity and specificity, precision oncology
- MeSH terms
- DNA Mutational Analysis, Gene Frequency, Humans, Neoplasms, Sensitivity and Specificity, Reproducibility of Results, Sequence Analysis, DNA, Molecular Diagnostic Techniques, DNA Copy Number Variations
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