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Chang GA, Wiggins JM, Corless BC, Syeda MM, Tadepalli JS, Blake S, Fleming N, Darvishian F, Pavlick A, Berman R, Shapiro R, Shao Y, Karlin-Neumann G, Spittle C, Osman I, Polsky D. TERT, BRAF, and NRAS Mutational Heterogeneity between Paired Primary and Metastatic Melanoma Tumors. J Invest Dermatol 2020; 140:1609-1618.e7. [PMID: 32087194 PMCID: PMC7387168 DOI: 10.1016/j.jid.2020.01.027] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2019] [Revised: 12/06/2019] [Accepted: 01/06/2020] [Indexed: 11/26/2022]
Abstract
Mutational heterogeneity can contribute to therapeutic resistance in solid cancers. In melanoma, the frequencies of intertumoral and intratumoral heterogeneity are controversial. We examined mutational heterogeneity within individual patients with melanoma using multiplatform analysis of commonly mutated driver and nonpassenger genes. We analyzed paired primary and metastatic tumors from 60 patients and multiple metastatic tumors from 39 patients whose primary tumors were unavailable (n = 271 tumors). We used a combination of multiplex SNaPshot assays, Sanger sequencing, mutation-specific PCR, or droplet digital PCR to determine the presence of BRAFV600, NRASQ61, TERT-124C>T, and TERT-146C>T mutations. Mutations were detected in BRAF (39%), NRAS (21%), and/or TERT (78%). Thirteen patients had TERTmutant discordant tumors; seven of these had a single tumor with both TERT-124C>T and TERT-146C>T mutations present at different allele frequencies. Two patients had both BRAF and NRAS mutations; one had different tumors and the other had a single tumor with both mutations. One patient with a BRAFmutant primary lacked mutant BRAF in at least one of their metastases. Overall, we identified mutational heterogeneity in 18 of 99 patients (18%). These results suggest that some primary melanomas may be composed of subclones with differing mutational profiles. Such heterogeneity may be relevant to treatment responses and survival outcomes.
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Affiliation(s)
- Gregory A Chang
- The Ronald O. Perelman Department of Dermatology, New York University School of Medicine, NYU Langone Health, New York, USA; The Laura and Isaac Perlmutter Cancer Center, New York University School of Medicine, NYU Langone Health, New York, USA; St. Georges University School of Medicine, Grenada, West Indies
| | - Jennifer M Wiggins
- The Ronald O. Perelman Department of Dermatology, New York University School of Medicine, NYU Langone Health, New York, USA; The Laura and Isaac Perlmutter Cancer Center, New York University School of Medicine, NYU Langone Health, New York, USA
| | - Broderick C Corless
- The Ronald O. Perelman Department of Dermatology, New York University School of Medicine, NYU Langone Health, New York, USA; The Laura and Isaac Perlmutter Cancer Center, New York University School of Medicine, NYU Langone Health, New York, USA; Weill Cornell Medicine Graduate School of Medical Sciences, New York, USA
| | - Mahrukh M Syeda
- The Ronald O. Perelman Department of Dermatology, New York University School of Medicine, NYU Langone Health, New York, USA; The Laura and Isaac Perlmutter Cancer Center, New York University School of Medicine, NYU Langone Health, New York, USA
| | - Jyothirmayee S Tadepalli
- The Ronald O. Perelman Department of Dermatology, New York University School of Medicine, NYU Langone Health, New York, USA; The Laura and Isaac Perlmutter Cancer Center, New York University School of Medicine, NYU Langone Health, New York, USA
| | - Shria Blake
- MolecularMD Corporation, Portland, Oregon, USA
| | - Nathaniel Fleming
- The Ronald O. Perelman Department of Dermatology, New York University School of Medicine, NYU Langone Health, New York, USA; The Laura and Isaac Perlmutter Cancer Center, New York University School of Medicine, NYU Langone Health, New York, USA
| | - Farbod Darvishian
- The Laura and Isaac Perlmutter Cancer Center, New York University School of Medicine, NYU Langone Health, New York, USA; Department of Pathology, New York University School of Medicine, NYU Langone Health, New York, USA
| | - Anna Pavlick
- The Ronald O. Perelman Department of Dermatology, New York University School of Medicine, NYU Langone Health, New York, USA; The Laura and Isaac Perlmutter Cancer Center, New York University School of Medicine, NYU Langone Health, New York, USA; Division of Medical Oncology, Department of Medicine, New York University School of Medicine, NYU Langone Health, New York, USA
| | - Russell Berman
- The Laura and Isaac Perlmutter Cancer Center, New York University School of Medicine, NYU Langone Health, New York, USA; Department of Surgery, New York University School of Medicine, NYU Langone Health, New York, USA
| | - Richard Shapiro
- The Laura and Isaac Perlmutter Cancer Center, New York University School of Medicine, NYU Langone Health, New York, USA; Department of Surgery, New York University School of Medicine, NYU Langone Health, New York, USA
| | - Yongzhao Shao
- The Laura and Isaac Perlmutter Cancer Center, New York University School of Medicine, NYU Langone Health, New York, USA; Department of Population Health, New York University School of Medicine, NYU Langone Health, New York, USA
| | | | | | - Iman Osman
- The Ronald O. Perelman Department of Dermatology, New York University School of Medicine, NYU Langone Health, New York, USA; The Laura and Isaac Perlmutter Cancer Center, New York University School of Medicine, NYU Langone Health, New York, USA; Division of Medical Oncology, Department of Medicine, New York University School of Medicine, NYU Langone Health, New York, USA
| | - David Polsky
- The Ronald O. Perelman Department of Dermatology, New York University School of Medicine, NYU Langone Health, New York, USA; The Laura and Isaac Perlmutter Cancer Center, New York University School of Medicine, NYU Langone Health, New York, USA.
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Syeda MM, Corless B, Osman I, Spittle C, Karlin-Neumann G, Polsky D. Abstract A66: Analytical validation of 7 droplet digital PCR assays detecting TERT, BRAF, and NRAS hotspot mutations in plasma-derived circulating tumor DNA (ctDNA). Clin Cancer Res 2020. [DOI: 10.1158/1557-3265.liqbiop20-a66] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction: Serial monitoring of sensitive and specific blood-based biomarkers of disease burden in cancer patients could enable clinicians to adjust treatments at the earliest signs of disease progression when the likelihood of improved outcomes is probably greatest. Such assays require preanalytical, analytical, and clinical validation prior to use. We conducted analytical validation studies of 7 droplet digital PCR (ddPCR) assays to determine their performance characteristics in detecting mutant TERT, BRAF, and NRAS ctDNA.
Methods: Probe-based ddPCR assays (Bio-Rad) detecting BRAF V600E, K, NRAS Q61K, R, L, and TERT C228T, C250T were studied. Preanalytical validation experiments using plasma collected in EDTA tubes investigated processing variables including plasma volumes, centrifugation speeds, and DNA extraction efficiencies, and evaluated the necessity of internal controls using spike-in experiments. Analytical validation studies assessed accuracy using plasma from healthy donors spiked with known amounts of mutant nucleosomal DNAs from control cell lines. Potentially interfering substances were evaluated using the AcroMetrix inhibition panel (Thermo Scientific). Precision/reproducibility was assessed using combinations of multiple reagent lots and operators. Assay specificity was determined using templates with different mutations to check cross-reactivity. Limits of Blank (LoB) and Limits of Detection (LoD) were calculated for each assay using 8 replicate wells of healthy donor plasma or mutant cell line DNA, respectively. Three-phase inter-laboratory harmonization was conducted using: 1) extracted DNA, 2) plasmas spiked with control DNAs, and 3) melanoma patient samples shipped in PAXgene Blood ccfDNA tubes (Qiagen).
Results: Preanalytical validation yielded a double centrifugation protocol to reduce contaminating large DNA. Assays were highly accurate and precise with 80-90% recovery of spiked-in mutant templates and coefficients of variation (CVs) <10%, respectively. BRAF and NRAS mutation-specific assays also detected alternative specific mutations in their respective targets that were easily discernible from the perfect-match mutation as discrete clusters in the ddPCR output software. The LoBs ranged from 0.24 to 1.68 copies/mL and 0.016% to 0.058% fractional abundance; LoDs ranged from 0.01% to 0.05%. Inter-laboratory harmonization demonstrated CVs ranging from 1.5% to 15%.
Conclusion: This ddPCR-based plasma analysis platform demonstrates low background levels in normal plasma, yielding high sensitivities to detect small amounts of ctDNAs with these mutations. The assays also demonstrate highly reproducible results between laboratories. These assays could be integrated into biomarker-driven clinical trials to evaluate their potential to inform more personalized clinical decision-making.
Citation Format: Mahrukh M. Syeda, Broderick Corless, Iman Osman, Cindy Spittle, George Karlin-Neumann, David Polsky. Analytical validation of 7 droplet digital PCR assays detecting TERT, BRAF, and NRAS hotspot mutations in plasma-derived circulating tumor DNA (ctDNA) [abstract]. In: Proceedings of the AACR Special Conference on Advances in Liquid Biopsies; Jan 13-16, 2020; Miami, FL. Philadelphia (PA): AACR; Clin Cancer Res 2020;26(11_Suppl):Abstract nr A66.
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Cordova C, Syeda MM, Corless B, Wiggins JM, Patel A, Kurz SC, Delara M, Sawaged Z, Utate M, Placantonakis D, Golfinos J, Schafrick J, Silverman JS, Jain R, Snuderl M, Zagzag D, Karlin-Neumann G, Polsky D, Chi AS. Abstract A65: Longitudinal detection of TERT-mutant plasma cell-free circulating tumor DNA in newly diagnosed glioblastoma patients. Clin Cancer Res 2020. [DOI: 10.1158/1557-3265.liqbiop20-a65] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction: Liquid biopsies, especially plasma cell-free circulating tumor DNA (ctDNA), provide a potential opportunity to be a noninvasive biomarker for the diagnosis and monitoring of glioblastoma (GBM) patients. Previously, we detected TERT promoter hotspot mutations (C228T and C250T) in ctDNA of IDH wild-type (IDHwt) TERT promoter mutant GBM patients with 100% specificity using mutation-specific droplet digital PCR (ddPCR) assays. Here, we examine the association between mutant TERT ctDNA levels and clinical outcomes in newly diagnosed GBM patients undergoing chemoradiation.
Methods: We analyzed 76 serially collected plasma samples from 17 patients with suspected IDHwt GBM based on MRI before surgery. Twenty mL of whole blood was collected in EDTA tubes at predetermined times: pre- and postoperatively, at the end of chemoradiation, and 1, 3, and 6 months from the end of chemoradiation. TERT promoter mutations C228T or C250T were identified in FFPE tumor samples using ddPCR assays specific for these mutations. Plasma samples were analyzed for the patient’s tumor TERT mutation using the ddPCR assays. The analytically validated thresholds for positive ctDNA detection were 1.5 and 1.7 copies/mL for C228T and C250T, respectively.
Results: Sixteen of 17 (94%) IDHwt tumors had TERT mutations (10 C228T, 6 C250T) with MGMT methylated, unmethylated, or unknown status in 10, 5, and 1, respectively. Fourteen of the 16 patients (87.5%) had detectable mutant ctDNA at one or more time points (range 1.66 to 22.13 copies/mL). Of the 2 patients with undetectable ctDNA, one had diffuse and non-avidly enhancing disease and the other only had pre/postop plasma samples collected. Six patients had detectable ctDNA preop, and most had a dominant rim-enhancing mass with additional nonenhancing or enhancing lesion(s). Ten patients had detectable ctDNA up to 4 days postop, half of whom had undergone gross total resection. For 3 of 5 patients for whom there was a question of pseudoprogression versus true progression, ctDNA kinetics matched the clinical outcome. One patient with MGMT unmethylated multifocal GBM achieved ctDNA zeroconversion at 6 months post radiation (RT), and did not progress for another five months. Another patient was negative at all time points until their 3-month post RT follow-up, at which time they developed a recurrence. Another patient achieved zeroconversion at the end of RT but developed a borderline positive ctDNA at 6 months after RT, 2 months before documented radiographic progression.
Conclusions: In this pilot, prospective ctDNA monitoring study of IDHwt GBM, TERT mutant ctDNA was detected at one or more time points in the majority of patients. ctDNA kinetics were associated with clinical outcomes for some patients. These data suggest that additional, larger studies could refine how ctDNA monitoring may be used to enhance the clinical management of IDHwt GBM patients.
Citation Format: Christine Cordova, Mahrukh M. Syeda, Broderick Corless, Jennifer M. Wiggins, Amie Patel, Sylvia C. Kurz, Malcolm Delara, Zacharia Sawaged, Minerva Utate, Dimitris Placantonakis, John Golfinos, Jessica Schafrick, Joshua S. Silverman, Rajan Jain, Matija Snuderl, David Zagzag, George Karlin-Neumann, David Polsky, Andrew S. Chi. Longitudinal detection of TERT-mutant plasma cell-free circulating tumor DNA in newly diagnosed glioblastoma patients [abstract]. In: Proceedings of the AACR Special Conference on Advances in Liquid Biopsies; Jan 13-16, 2020; Miami, FL. Philadelphia (PA): AACR; Clin Cancer Res 2020;26(11_Suppl):Abstract nr A65.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Andrew S. Chi
- 3NYU Langone Health, New York, NY; Neon Therapeutics, Boston, MA
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Li Q, Huang HJ, Ma J, Wang Y, Cao Z, Karlin-Neumann G, Janku F, Liu Z. RAS/RAF mutations in tumor samples and cell-free DNA from plasma and bone marrow aspirates in multiple myeloma patients. J Cancer 2020; 11:3543-3550. [PMID: 32284750 PMCID: PMC7150446 DOI: 10.7150/jca.43729] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2020] [Accepted: 02/05/2020] [Indexed: 11/05/2022] Open
Abstract
Purpose: To evaluate the detection of gene mutations in bone marrow biopsy and circulating free DNA (cfDNA) from plasma in multiple myeloma (MM). Experimental design: We used cell-free DNA from plasma and bone marrow to test BRAF V600, KRAS G12/G13, NRAS G12/G13 and NRAS Q61 mutations using multiplex assays for droplet digital PCR (ddPCR), and evaluated results with clinical outcomes. Results: We found of 83 patients, the detectable mutation frequencies for the above four genes were 4 (5%), 13 (16%), 3 (4%) and 14 (17%) in bone marrow, respectively. The median variant allelic frequency (VAF) in most mutations were 1.595%. In 17 paired cfDNA samples, the detectable mutation frequencies for the above four genes were 5 (30%), 1 (6%), 0 (0%) and 3 (18%) respectively, and the median VAF rate was 2.9%. Agreement between bone marrow DNA and plasma cfDNA were 76%, 100%, 100% and 100% compared to the tissue detections, respectively. In 17 patients with paired bone marrow and plasma samples, the above four mutations were 3 (18%), 1 (6%), 0 (0%) and 2 (12%) respectively, with the agreement rates of 88%, 88%, 100% and 100% compared to tissue detections. Of 57 patients with available outcome data, high mutation VAF had a shorter median survival than patients with low mutation VAF (P=0.0322). Conclusions: Oncogenic mutations in BRAF, KRAS and NRAS genes can be detected in the bone marrow and plasma cfDNA with ddPCR in patients with MM patients and high VAF is associated with short survival.
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Affiliation(s)
- Qian Li
- Tianjin Medical University Cancer Institute and Hospital; National Clinical Research Center for Cancer; Tianjin Key Laboratory of Cancer Prevention and Therapy; Tianjin's Clinical Research Center for Cancer, Tianjin, China
| | - Helen J Huang
- Department of Investigational Cancer Therapeutics (Phase I Clinical Trials Program), the University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Jing Ma
- Tianjin Medical University Cancer Institute and Hospital; National Clinical Research Center for Cancer; Tianjin Key Laboratory of Cancer Prevention and Therapy; Tianjin's Clinical Research Center for Cancer, Tianjin, China
| | - Yafei Wang
- Tianjin Medical University Cancer Institute and Hospital; National Clinical Research Center for Cancer; Tianjin Key Laboratory of Cancer Prevention and Therapy; Tianjin's Clinical Research Center for Cancer, Tianjin, China
| | - Zeng Cao
- Tianjin Medical University Cancer Institute and Hospital; National Clinical Research Center for Cancer; Tianjin Key Laboratory of Cancer Prevention and Therapy; Tianjin's Clinical Research Center for Cancer, Tianjin, China
| | | | - Filip Janku
- Department of Investigational Cancer Therapeutics (Phase I Clinical Trials Program), the University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Zhiqiang Liu
- Tianjin Key Laboratory of Cellular Homeostasis and Human Diseases, School of Basic Medical Science, Tianjin Medical University; Department of Physiology and Pathophysiology, School of Basic Medical Science, Tianjin Medical University, Heping, Tianjin, 300070, China
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Syeda MM, Wiggins JM, Corless B, Spittle C, Karlin-Neumann G, Polsky D. Validation of Circulating Tumor DNA Assays for Detection of Metastatic Melanoma. Methods Mol Biol 2020; 2055:155-180. [PMID: 31502151 DOI: 10.1007/978-1-4939-9773-2_7] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
The detection of cell-free, circulating tumor DNA (ctDNA) in the blood of patients with solid tumors is often referred to as "liquid biopsy." ctDNA is particularly attractive as a candidate biomarker in the blood. It is relatively stable after blood collection, can be easily purified, and can be quantitatively measured with high sensitivity and specificity using advanced technologies. Current liquid biopsy research has focused on detecting and quantifying ctDNA to (1) diagnose and characterize mutations in a patient's cancer to help select the appropriate treatment; (2) predict clinical outcomes associated with different treatments; and (3) monitor the response and/or progression of a patient's disease. The diagnostic use of liquid biopsies is probably greatest in tumors where the difficulty and/or risk of obtaining a tissue specimen for molecular diagnostics is high (e.g., lung, colon). In metastatic melanoma, however, obtaining a tissue sample for molecular diagnostics is not typically a major obstacle to patient care plans; rather predicting treatment outcomes and monitoring a patient's disease course during therapy are considered the current priorities for this cancer type. In this chapter we describe an approach to the validation of ctDNA detection assays for melanoma, focusing primarily on analytical validation, and provide methods to guide the use of droplet digital PCR assays for measuring ctDNA levels in plasma samples.
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Affiliation(s)
- Mahrukh M Syeda
- The Ronald O. Perelman Department of Dermatology, Laura and Isaac Perlmutter Cancer Center, NYU Langone Health, New York University School of Medicine, New York, NY, USA
| | - Jennifer M Wiggins
- The Ronald O. Perelman Department of Dermatology, Laura and Isaac Perlmutter Cancer Center, NYU Langone Health, New York University School of Medicine, New York, NY, USA
| | - Broderick Corless
- The Ronald O. Perelman Department of Dermatology, Laura and Isaac Perlmutter Cancer Center, NYU Langone Health, New York University School of Medicine, New York, NY, USA
| | | | | | - David Polsky
- The Ronald O. Perelman Department of Dermatology, Laura and Isaac Perlmutter Cancer Center, NYU Langone Health, New York University School of Medicine, New York, NY, USA.
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Chang G, Corless B, Fleming N, Spittle C, Darvishian F, Pavlick A, Berman R, Shapiro R, Karlin-Neumann G, Osman I, Polsky D. Abstract 4704: Identification of melanoma mutational tumor heterogeneity using BRAF, NRAS and TERT-promoter mutation-detection assays. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-4704] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Purpose: The mutational spectra of melanoma has been well characterized; however, the presence of distinct subclones among multiple tumors from a given patient has been less well described. As mutational heterogeneity has been associated with decreased responses to treatments in other cancers, we sought to estimate the occurrence of distinct subclones within individual melanoma patients by analyzing commonly mutated melanoma genes using a multi-platform mutation-detection approach.
Methods: We analyzed 271 formalin-fixed, paraffin embedded tumors from 99 patients with stage III or IV melanoma enrolled in the NYU Melanoma Biorepository. All patients had two or more available tumor specimens, and complete clinical data. All samples were reviewed for adequate tumor content, and extracted DNA was assessed for mutations at BRAFV600, NRASQ61, and TERT-124C>T and TERT-146C>T using a combination of multiplex SNaPshot assays, Sanger Sequencing, Allele-specific real-time PCR, or droplet digital PCR (ddPCR). Samples undergoing ddPCR analysis for TERT mutations were treated with uracil-DNA glycolase prior to amplification to remove C>T artifacts from formalin-fixation.
Results: Sixty patients had a primary plus one or more metastatic tumors available; 39 patients had multiple metastatic tumors, but no primary tumor available. Overall, 88% of patients had tumors with at least one BRAF, NRAS and/or TERT mutation. We identified inter-tumor mutational heterogeneity in 20/99 (20%) patients, with TERT mutational heterogeneity present in 15 of these patients. Among 14 patients with heterogeneity between their primary and metastatic tumors, 6/14 (43%) had additional mutations in their metastases compared to their primaries. Most interestingly, 8/14 (57%) patients had mutations in their primary that were undetectable in at least one of their metastases; 5 of these patients had TERT mutational heterogeneity. Three patients had a BRAF mutation in their primary that was undetectable in at least 1 of their metastases. One patient had a BRAFV600E/NRASWILD-TYPE/TERTWILD-TYPE primary on the leg and 3 regional metastases lacking BRAF mutations; but carrying NRASQ61K and TERT-124C>T mutations. Another patient had 3 different metastatic tumors, with 3 different mutational spectra. We did not detect any tumors with simultaneous BRAF and NRAS mutations; however, we did detect both TERT-124C>T and TERT-146C>T mutations in 7 tumors from 7 individual patients. Four of these were primary tumors, and metastases from these patients lacked 1 of the 2 TERT mutations identified in the primary.
Conclusion: Clonal heterogeneity in melanoma is fairly common as evidenced by divergent detection of TERT, BRAF and NRAS mutations using high sensitivity multi-platform mutation detection analyses of multiple melanoma tumors from individual patients. Heterogeneity appears to occur in primary tumors.
Citation Format: Gregory Chang, Broderick Corless, Nathaniel Fleming, Cindy Spittle, Farbod Darvishian, Anna Pavlick, Russell Berman, Richard Shapiro, George Karlin-Neumann, Iman Osman, David Polsky. Identification of melanoma mutational tumor heterogeneity using BRAF, NRAS and TERT-promoter mutation-detection assays [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 4704.
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Affiliation(s)
| | | | | | | | | | - Anna Pavlick
- 1New York Univ. School of Medicine, New York, NY
| | | | | | | | - Iman Osman
- 1New York Univ. School of Medicine, New York, NY
| | - David Polsky
- 1New York Univ. School of Medicine, New York, NY
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Syeda MM, Karlin-Neumann G, Osman I, Polsky D. Abstract 2239: Analysis of nucleosomal DNA as an extraction control for plasma-based circulating tumor DNA assays. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-2239] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Purpose: Challenges to accurate quantitative measurements of circulating tumor DNA (ctDNA) include variable contamination with large DNA fragments released during mononuclear cell lysis, and potential variability in extraction efficiency. We investigated optimal procedures for plasma processing and the potential utility of a DNA spike-in as a process control for extraction efficiency.
Methods: Initial experiments analyzed the potential benefits of different centrifugation protocols (1600 x g vs. 1600 x g followed by 16000 x g) for plasma separation by analyzing the size distribution of extracted DNA using a BioAnalyzer. In subsequent experiments we used droplet digital PCR (ddPCR) to compare differences in extraction efficiency between nucleosomal DNA (nDNA) and genomic DNA (gDNA) spiked into healthy donor plasma and extracted using the QIAamp DSP Circulating NA Kit (Qiagen). To evaluate the properties of the purification columns with respect to the yield of different DNA sizes, we compared the plasma results to experiments extracting purified nDNA and gDNA spiked into PBS instead of plasma. We investigated the potential competitive effect of large DNA on the extraction efficiency of small DNA by mixing nDNA with commercially available human gDNA in different concentrations. To assess if nDNA, when spiked into patient plasma, would track with endogenous ctDNA, we spiked a pool of plasma from patients with BRAFV600E mutations with known quantities of nDNA purified from NRASQ61K mutant cells (CHP212). The spiked plasma pool was divided and extracted using multiple separate columns. Copies/ml and mutant fraction were determined by ddPCR assays for BRAFV600E and NRASQ61K. Coefficients of variation were also calculated.
Results: Comparison of different centrifugation speeds for plasma processing before and after freeze-thaw indicated that a 2nd high-speed centrifugation (16000 x g), either before or after a freeze-thaw cycle, minimizes large DNA in plasma samples prior to ctDNA extraction. In initial spike-in experiments extraction efficiency for nDNA was 87.7% compared to 42% for gDNA. We obtained similar results when purifying the nDNA and gDNA from PBS instead of plasma. We observed greater variability in nDNA extraction efficiency when increasing amounts of gDNA were added as a contaminant. Finally, we found that the slight, paralell variations in extraction yields of externally spiked NRASQ61K mutant nDNA and endogenous BRAFV600E ctDNA in 7/9 replicate extractions. The overall coefficients of variation (total copies/mL) for 9 extractions for BRAFV600E and NRASQ61K were 3.9 and 4.2 respectively.
Conclusion: A second centrifugation step helps reduce potential contamination of ctDNA with large DNA, and may improve the recovery of ctDNA from plasma samples. Nucleosomal DNA can potentially be used as a process control for extracting ctDNA from plasma samples.
Citation Format: Mahrukh M. Syeda, George Karlin-Neumann, Iman Osman, David Polsky. Analysis of nucleosomal DNA as an extraction control for plasma-based circulating tumor DNA assays [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 2239.
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Affiliation(s)
| | | | - Iman Osman
- 1New York Univ. School of Medicine, New York, NY
| | - David Polsky
- 1New York Univ. School of Medicine, New York, NY
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Corless BC, Chang GA, Cooper S, Syeda MM, Shao Y, Osman I, Karlin-Neumann G, Polsky D. Development of Novel Mutation-Specific Droplet Digital PCR Assays Detecting TERT Promoter Mutations in Tumor and Plasma Samples. J Mol Diagn 2018; 21:274-285. [PMID: 30827467 DOI: 10.1016/j.jmoldx.2018.09.003] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2018] [Revised: 06/29/2018] [Accepted: 09/28/2018] [Indexed: 10/28/2022] Open
Abstract
Detecting mutations in the plasma of patients with solid tumors is becoming a valuable method of diagnosing and monitoring cancer. The TERT promoter is mutated at high frequencies in multiple cancer types, most commonly at positions -124 and -146 (designated C228T and C250T, respectively). Detection of these mutations has been challenging because of the high GC content of this region (approximately 80%). We describe development of novel probe-based droplet digital PCR assays that specifically detect and quantify these two mutations, along with the less common 242-243 CC>TT mutation, and demonstrate their application using human tumor and plasma samples from melanoma patients. Assay designs and running conditions were optimized using cancer cell line genomic DNAs with the C228T or C250T mutations. The limits of detection were 0.062% and 0.051% mutant allele fraction for the C228T and C250T assays, respectively. Concordance of 100% was observed between droplet digital PCR and sequencing-based orthogonal methods in the detection of TERT mutant DNA in 32 formalin-fixed, paraffin-embedded melanoma tumors. TERTmutant DNA was also identified in 21 of 27 plasma samples (78%) from patients with TERTmutant tumors, with plasma mutant allele fractions ranging from 0.06% to 15.3%. There were no false positives in plasma. These data demonstrate the potential of these assays to specifically detect and quantify TERTmutant DNA in tumors and plasma of cancer patients.
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Affiliation(s)
- Broderick C Corless
- The Ronald O. Perelman Department of Dermatology, New York University School of Medicine, New York, New York; Laura and Isaac Perlmutter Cancer Center, NYU Langone Health, New York, New York
| | - Gregory A Chang
- The Ronald O. Perelman Department of Dermatology, New York University School of Medicine, New York, New York; Laura and Isaac Perlmutter Cancer Center, NYU Langone Health, New York, New York
| | - Samantha Cooper
- Digital Biology Center, Bio-Rad Laboratories, Pleasanton, California
| | - Mahrukh M Syeda
- The Ronald O. Perelman Department of Dermatology, New York University School of Medicine, New York, New York; Laura and Isaac Perlmutter Cancer Center, NYU Langone Health, New York, New York
| | - Yongzhao Shao
- Laura and Isaac Perlmutter Cancer Center, NYU Langone Health, New York, New York
| | - Iman Osman
- The Ronald O. Perelman Department of Dermatology, New York University School of Medicine, New York, New York; Laura and Isaac Perlmutter Cancer Center, NYU Langone Health, New York, New York
| | | | - David Polsky
- The Ronald O. Perelman Department of Dermatology, New York University School of Medicine, New York, New York; Laura and Isaac Perlmutter Cancer Center, NYU Langone Health, New York, New York.
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Corless B, Chang G, Liu W, Li J, Marziali A, Mai L, Wiggin M, Wilson M, Pavlick A, Osman I, Karlin-Neumann G, Spittle C, Polsky D. Abstract 5531: Detection of co-occurring and potential resistance mutations in cell-free, circulating tumor DNA from patients with BRAF
mutant metastatic melanoma undergoing treatment with BRAF-targeted therapies. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-5531] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Purpose Melanoma patients with BRAFmutant tumors often develop resistance to BRAF-inhibitor therapies. Co-occurring mutations, present at the time of treatment initiation, have been identified in patients with primary treatment resistance, and NRAS mutations have been associated with secondary resistance. We tested the ability of multiplex mutation detection assays to identify possible co-occurring and resistance mutations in cell-free, circulating tumor DNA (ctDNA) from patients undergoing treatment with BRAF-targeted therapies.
Methods Purified ctDNA samples remaining from a previous longitudinal study of metastatic melanoma patients, which measured BRAFmutant and NRASmutant ctDNA using droplet digital PCR (ddPCR) duplex assays, were used for this study. Twelve samples from 6 patients with BRAF V600E mutant (V600E) tumors, who were receiving BRAF-inhibitor therapy, were separately analyzed in different laboratories using the two different multiplex assays (Oncomine and OnTarget). Oncomine used approximately 20ng DNA; OnTarget used approximately 30ng DNA. Patient samples were chosen based on clinical response or disease progression at the time of blood draw.
Results Ten of 12 samples had V600E ctDNA detected by ddPCR. The On-Target detected V600E in 9/10 samples; the Oncomine detected V600E in 8/9 samples (1 sample was not analyzed due to limited sample availability). The 1 sample with a ddPCR detected mutation that was not detected by either OnTarget or Oncomine had a 0.01% fractional abundance, which is below the detection limit of these multiplex assays. Neither assay detected V600E DNA when it was not detected by ddPCR. One patient had 2 samples with a co-occurring p53 (R273H) mutation detected by OnTarget and Oncomine. This mutation was present at the time of partial response, and at disease progression with an associated increased fractional abundance as determined by both assays. The OnTarget detected NRASmtant ctDNA (Q61K x 2, Q61H x1) in 3 of the V600E samples; the Oncomine detected the Q61K in 1 of these 2 samples (the third sample was not analyzed as noted above). The NRAS mutations arose at times of disease progression. Oncomine also detected additional p53, GNAS, and FBXW7 mutations at generally low fractional abundances that were not detected by OnTarget.
Conclusion Co-occurring and potential resistance mutations are detectable in the plasma of metastatic melanoma patients using OnTarget or Oncomine assays. The assays demonstrate high sensitivity, as evidenced by their ability to identify V600E ctDNA. These findings suggest that studies analyzing patient ctDNA for resistance mutations while they are undergoing treatment are feasible. Results of such studies may eventually help inform treatment choices, such as switching therapies when resistance mutations emerge.
Citation Format: Broderick Corless, Greg Chang, Weihua Liu, Jin Li, Andre Marziali, Laura Mai, Matthew Wiggin, Melissa Wilson, Anna Pavlick, Iman Osman, George Karlin-Neumann, Cindy Spittle, David Polsky. Detection of co-occurring and potential resistance mutations in cell-free, circulating tumor DNA from patients with BRAFmutant metastatic melanoma undergoing treatment with BRAF-targeted therapies [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 5531.
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Affiliation(s)
| | | | | | - Jin Li
- 2MolecularMD, Cambridge, MA
| | | | - Laura Mai
- 3Boreal Genomics, Vancouver, British Columbia, Canada
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Janku F, Li Q, Huang HJ, Wang Y, Cao Z, Karlin-Neumann G, Liu Z. Abstract 573: BRAF, KRAS, and NRAS mutations in archival tumor samples and samples of cell-free DNA from serum and bone marrow aspirates from patients with multiple myeloma. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-573] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Oncogenic mutations in BRAF, KRAS and NRAS genes have been reported in multiple myeloma and can be explored as biomarkers for selection of targeted therapies. Methods: Unamplified DNA from archival tumor tissue samples and cell-free DNA (cfDNA) from serum and bone marrow aspirates from patients with multiple myeloma was tested for BRAF V600, KRAS G12/G13, NRAS G12/G13 and NRAS Q61 mutations using multiplex assays for droplet digital PCR (Bio-Rad). Agreement among methods was evaluated and results were compared to clinical outcomes. Results: Of 88 patients with multiple myeloma (stage I, 13 [15%]; stage II, 26 [30%]; stage III, 34 [39%]; stage unknown, 15 [17%]), 4 (5%) patients were found to have BRAF V600 mutation (all confirmed V600E), 15 (17%) KRAS G12/G13 mutation, 3 (3%) NRAS G12/G13 mutation and 16 (18%) NRAS Q61 mutation in archival tumor tissue. Most mutations were subclonal with a median variant allelic frequency (VAF) 1.55% (range, 0.13%-34%). Survival data were available for 47 patients and patients with high mutation VAF had a trend to shorter survival than patients with low mutation VAF (25.3 months vs. not reached, P=0.087). Of 88 patients, 22 (25%) had simultaneous serum cfDNA collection, which demonstrated BRAF V600 mutation in 7 (32%; 3 confirmed as V600E), KRAS G12/G13 mutation in 2 (9%), NRAS G12/G13 mutation in 0 (0%) and NRAS Q61 mutation in 4/22 (18%) of samples and median VAF was 2.9% (range, 0.34%-18.8%). Agreement rates for serum compared to tissue were 73% for BRAF V600, 95% for KRAS G12/G13, 100% for NRAS G12/G13 and 95% for NRAS Q61. In addition, 13 (15%) patients had simultaneous bone marrow aspirate cfDNA collection, which demonstrated BRAF V600 mutation in 1 (8%; confirmed as V600E), KRAS G12/G13 mutation in 0 (0%), NRAS G12/G13 mutation in 0 (0%) and NRAS Q61 mutation in 1 (8%) of samples. Agreement rates for bone marrow aspirates compared to tissue were 100% for BRAF V600, 92% for KRAS G12/G13, 100% for NRAS G12/G13 and 100% for NRAS Q61. Conclusion: Common oncogenic mutations in BRAF, KRAS and NRAS genes are prevalent with relatively low VAF in multiple myeloma and can be detected with sensitive techniques such as ddPCR. Their prognostic significance and therapeutic utility needs to be further investigated.
Citation Format: Filip Janku, Qian Li, Helen J. Huang, Yafei Wang, Zeng Cao, George Karlin-Neumann, Zhiqiang Liu. BRAF, KRAS, and NRAS mutations in archival tumor samples and samples of cell-free DNA from serum and bone marrow aspirates from patients with multiple myeloma [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 573.
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Affiliation(s)
| | - Qian Li
- 2Tianjin Medical University Cancer Institute and Hospital, Tianjin, China
| | | | - Yafei Wang
- 2Tianjin Medical University Cancer Institute and Hospital, Tianjin, China
| | - Zeng Cao
- 2Tianjin Medical University Cancer Institute and Hospital, Tianjin, China
| | | | - Zhiqiang Liu
- 4Tianjin Medical University, Collaborative Innovation Center of Tianjin for Medical Epigenetics, Tianjin, China
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Karlin-Neumann G. Concerns with conclusions in the article by Sherwood et al ‘Key differences between 13 KRAS mutation detection technologies and their relevance for clinical practice’. ESMO Open 2018; 3:e000287. [PMID: 29345689 PMCID: PMC5757476 DOI: 10.1136/esmoopen-2017-000287] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2017] [Revised: 08/07/2017] [Accepted: 08/08/2017] [Indexed: 12/02/2022] Open
Abstract
Click here and here to see the linked papers
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12
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Abstract
Besides quantifying the absolute number of copies of known DNA targets, digital PCR can also be used to assess whether two nonpolymorphic gene sequences or two heterozygous markers reside on the same DNA molecule (i.e., are physically linked). Some useful linkage applications include: phasing variants to define a haplotype; genotyping of inversions; determining the presence of multimarker pathogenic bacteria in a metagenomic sample; and assessing DNA integrity. This chapter describes an efficient and cost-effective method for analyzing linkage of any two genetic sequences up to at least 200 Kb apart, including phasing of heterozygous markers such as that which occur abundantly in the cystic fibrosis transmembrane conductance regulator (CFTR) gene.
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Affiliation(s)
- John Regan
- Digital Biology Center, Bio-Rad Laboratories, Pleasanton, CA, USA
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13
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Cordova C, Corless B, Syeda M, Patel A, Delara M, Eisele S, Schafrick J, Placantonakis D, Pacione D, Silverman J, Fatterpekar G, Shepherd T, Jain R, Snuderl M, Zagzag D, Golfinos J, Jafar JJ, Shao Y, Karlin-Neumann G, Polsky D, Chi AS. PATH-42. DETECTION OF TERT MUTATIONS IN CELL-FREE CIRCULATING TUMOR DNA (ctDNA) OF GLIOBLASTOMA PATIENTS USING DROPLET DIGITAL PCR. Neuro Oncol 2017. [DOI: 10.1093/neuonc/nox168.732] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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Corless B, Chang G, Cooper S, Syeda M, Osman I, Karlin-Neumann G, Polsky D. Abstract 743: Detection of TERT C228T and C250T promoter mutations in melanoma tumor and plasma samples using novel mutation-specific droplet digital PCR assays. Cancer Res 2017. [DOI: 10.1158/1538-7445.am2017-743] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Purpose: Detecting mutations in the plasma of patients with solid tumors is becoming a valuable method of diagnosing and monitoring cancer. Mutations in 1 of 2 hot spots in the TERT promoter sequence are found in several cancers, including up to 85% of melanomas and the majority of cases that lack BRAF or NRAS mutations (about one-third of melanomas). Due to the high G-C content of the TERT promoter sequence these mutations can be difficult to detect using NGS approaches. We developed novel droplet digital PCR (ddPCR) assays to detect these 2 mutations with high sensitivity and specificity, and demonstrate the application of these assays in melanoma clinical samples.
Methods: Assays were optimized using cell lines with Sanger sequencing-confirmed mutations: glioblastoma A172 (C228T), and melanoma NYU12-126 (C250T). We varied assay designs and amplification conditions to optimize probe-based detection using the Bio-Rad QX-200 ddPCR system. Assay sensitivities and specificities at various DNA input levels were determined using serial dilutions with 3 replicate wells for each condition. Sensitivity is defined as the lowest mutant allele dilution for which the confidence interval did not overlap with that of the 0% mutant wells. We used normal and cancer-derived DNA sources of different quality (e.g. normal human DNA (Promega), cancer cell lines, plasma and FFPE-derived DNAs) with and without the mutations, and compared the efficiency of detection of amplicons of 88, 113 and 163 base-pairs. We compared efficiencies to assays of similar size for RPP30, a housekeeping gene. Patient-matched metastatic melanoma tumors and plasma samples were analyzed to explore the clinical utility of these assays.
Results: The assays showed greater sensitivity when higher amounts of DNA were analyzed. For C228T the limit of detection (LOD) of the mutant allele was 1%, 0.25% and 0.1% for 6.6ng/well, 33ng/well and 66ng/well respectively; for C250T the LODs were 0.25%, 0.05% and 0.05% respectively. Using normal human DNA, the efficiency of the TERT assays averaged approximately 90% of that for RPP30 across assays of similar size, and no decrease in assay efficiency was observed as amplicon length increased. In contrast, whereas amplicon size had only a modest effect on assay efficiency in plasma cfDNA, it gave a more pronounced effect on FFPE DNA’s, decreasing to 38% for the 163bp amplicon. We observed 100% concordance between TERT mutation detection by SNaPshot and ddPCR in 10 FFPE tumor samples, and in plasma samples from 4 metastatic melanoma patients with matching tumor samples.
Conclusion: We developed robust ddPCR assays to detect TERT promoter mutations with high sensitivity and specificity. Mutated TERT DNA can be detected and quantitated in the plasma of patients with metastatic melanoma, and is likely to be present in the plasma of other cancer patients in whom TERT mutations occur.
Citation Format: Broderick Corless, Gregory Chang, Samantha Cooper, Mahrukh Syeda, Iman Osman, George Karlin-Neumann, David Polsky. Detection of TERT C228T and C250T promoter mutations in melanoma tumor and plasma samples using novel mutation-specific droplet digital PCR assays [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2017; 2017 Apr 1-5; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2017;77(13 Suppl):Abstract nr 743. doi:10.1158/1538-7445.AM2017-743
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Affiliation(s)
| | | | | | | | - Iman Osman
- 1New York Univ. School of Medicine, New York, NY
| | | | - David Polsky
- 1New York Univ. School of Medicine, New York, NY
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15
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Whale AS, Devonshire AS, Karlin-Neumann G, Regan J, Javier L, Cowen S, Fernandez-Gonzalez A, Jones GM, Redshaw N, Beck J, Berger AW, Combaret V, Dahl Kjersgaard N, Davis L, Fina F, Forshew T, Fredslund Andersen R, Galbiati S, González Hernández Á, Haynes CA, Janku F, Lacave R, Lee J, Mistry V, Pender A, Pradines A, Proudhon C, Saal LH, Stieglitz E, Ulrich B, Foy CA, Parkes H, Tzonev S, Huggett JF. International Interlaboratory Digital PCR Study Demonstrating High Reproducibility for the Measurement of a Rare Sequence Variant. Anal Chem 2017; 89:1724-1733. [DOI: 10.1021/acs.analchem.6b03980] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Alexandra S. Whale
- Molecular and Cell Biology Team, LGC, Queens
Road, Teddington, Middlesex TW11 0LY, United Kingdom
| | - Alison S. Devonshire
- Molecular and Cell Biology Team, LGC, Queens
Road, Teddington, Middlesex TW11 0LY, United Kingdom
| | - George Karlin-Neumann
- Digital Biology Center, Bio-Rad Laboratories, 5731 West Las Positas, Pleasanton, California 94588, United States
| | - Jack Regan
- Digital Biology Center, Bio-Rad Laboratories, 5731 West Las Positas, Pleasanton, California 94588, United States
| | - Leanne Javier
- Digital Biology Center, Bio-Rad Laboratories, 5731 West Las Positas, Pleasanton, California 94588, United States
| | - Simon Cowen
- Statistics
Team, LGC, Queens Road, Teddington, Middlesex TW11 0LY, United Kingdom
| | - Ana Fernandez-Gonzalez
- Molecular and Cell Biology Team, LGC, Queens
Road, Teddington, Middlesex TW11 0LY, United Kingdom
| | - Gerwyn M. Jones
- Molecular and Cell Biology Team, LGC, Queens
Road, Teddington, Middlesex TW11 0LY, United Kingdom
| | - Nicholas Redshaw
- Molecular and Cell Biology Team, LGC, Queens
Road, Teddington, Middlesex TW11 0LY, United Kingdom
| | - Julia Beck
- Chronix Biomedical, Goetheallee 8, 37073 Goettingen, Germany
| | - Andreas W. Berger
- Department
of Internal Medicine I, Ulm University, Albert-Einstein-Allee 23, 89081, Ulm, Germany
| | - Valérie Combaret
- Laboratoire de Recherche
Translationnelle, Centre Léon-Bérard, Lyon, F-69008, France
| | - Nina Dahl Kjersgaard
- Sjællands Universitetshospital, Klinisk Biokemisk
Afdeling, Molekylærenhed, Sygehusvej 10, 4000 Roskilde, Denmark
| | - Lisa Davis
- Genoptix Inc., 1811 Aston Avenue, Carlsbad, California 92008, United States
| | - Frederic Fina
- Service
de Transfert d’Oncologie Biologique, Laboratoire de Biologie
Médicale, Faculte de médecine Nord, Boulevard Pierre
Dramard, Marseille 13916 cedex 20, France
| | - Tim Forshew
- UCL Cancer Institute, Paul O’Gorman Building, 72 Huntley Street, London WC1E 6DD, United Kingdom
| | - Rikke Fredslund Andersen
- Department of Clinical Immunology and Biochemistry, Vejle Hospital, Kabbeltoft 25, 7100 Vejle, Denmark
| | - Silvia Galbiati
- Division of Genetics and
Cell Biology, IRCCS San Raffaele Scientific Institute, via Olgettina
60, 20132 Milano, Italy
| | - Álvaro González Hernández
- Department of Pediatrics and CIMA LAB Diagnostics, Clínica Universidad de Navarra, Avenida Pío XII 36, 31008 Pamplona, Spain
| | - Charles A. Haynes
- Michael Smith Laboratories, University of British Columbia, 301 Michael Smith Building, 2185 East Mall, Vancouver, BC V6T 1Z4, Canada
| | - Filip Janku
- The University of Texas MD Anderson Cancer Center, Department of Investigational Cancer Therapeutics (Phase
I Clinical Trials Program), 1515 Holcombe Boulevard 0455, Houston, Texas 77030, United States
| | - Roger Lacave
- Solid Tumours Genomics Unit, Tenon Hospital, APHP and Université Pierre et Marie Curie, 4 rue
de la Chine, 75970 Paris, France
| | - Justin Lee
- Johns Hopkins, 1650 Orleans St., Baltimore, Maryland 21287, United States
| | - Vilas Mistry
- Department
of Cancer Studies, University of Leicester, Robert Kilpatrick Clinical Sciences Building, Leicester
Royal Infirmary, Leicester LE2 7LX, United Kingdom
| | - Alexandra Pender
- Lung Cancer Group, Division of Molecular
Pathology, The Institute of Cancer Research, 123 Old Brompton Road, London SW7 3RP, United Kingdom
| | - Anne Pradines
- Institut Claudius Regaud − IUCTO, Laboratoire de Biologie Medicale Oncologique, 1 avenue Irène Joliot-Curie, Toulouse 31059 cedex 9, France
| | - Charlotte Proudhon
- Institut Curie, PSL Research University, SiRIC, Laboratory of Circulating Tumor Biomarkers, 26 rue d’Ulm, 75005 Paris, France
| | - Lao H. Saal
- Department of Oncology and Pathology, Lund University, Scheelevägen 2, MV 404-B2, SE-22381, Lund, Sweden
| | - Elliot Stieglitz
- Department of Pediatrics, Benioff Children’s Hospital, UCSF Helen Diller Family Comprehensive Cancer Center, 1450 Third Street, San Francisco, California 94158, United States
| | - Bryan Ulrich
- Dana Farber Cancer Institute, Belfer Center for Applied Cancer Science and Department
of Medical Oncology, Boston, Massachusetts 02115, United States
| | - Carole A. Foy
- Molecular and Cell Biology Team, LGC, Queens
Road, Teddington, Middlesex TW11 0LY, United Kingdom
| | - Helen Parkes
- Molecular and Cell Biology Team, LGC, Queens
Road, Teddington, Middlesex TW11 0LY, United Kingdom
| | - Svilen Tzonev
- Digital Biology Center, Bio-Rad Laboratories, 5731 West Las Positas, Pleasanton, California 94588, United States
| | - Jim F. Huggett
- Molecular and Cell Biology Team, LGC, Queens
Road, Teddington, Middlesex TW11 0LY, United Kingdom
- School of Biosciences & Medicine, Faculty of Health & Medical Science, University of Surrey, Guildford, Surrey GU2 7XH, United Kingdom
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Chang GA, Tadepalli JS, Shao Y, Zhang Y, Weiss S, Robinson E, Spittle C, Furtado M, Shelton DN, Karlin-Neumann G, Pavlick A, Osman I, Polsky D. Sensitivity of plasma BRAFmutant and NRASmutant cell-free DNA assays to detect metastatic melanoma in patients with low RECIST scores and non-RECIST disease progression. Mol Oncol 2015; 10:157-65. [PMID: 26440707 DOI: 10.1016/j.molonc.2015.09.005] [Citation(s) in RCA: 56] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2015] [Accepted: 09/03/2015] [Indexed: 01/06/2023] Open
Abstract
Melanoma lacks a clinically useful blood-based biomarker of disease activity to help guide patient management. To determine whether measurements of circulating, cell-free, tumor-associated BRAF(mutant) and NRAS(mutant) DNA (ctDNA) have a higher sensitivity than LDH to detect metastatic disease prior to treatment initiation and upon disease progression we studied patients with unresectable stage IIIC/IV metastatic melanoma receiving treatment with BRAF inhibitor therapy or immune checkpoint blockade and at least 3 plasma samples obtained during their treatment course. Levels of BRAF(mutant) and NRAS(mutant) ctDNA were determined using droplet digital PCR (ddPCR) assays. Among patients with samples available prior to treatment initiation ctDNA and LDH levels were elevated in 12/15 (80%) and 6/20 (30%) (p = 0.006) patients respectively. In patients with RECIST scores <5 cm prior to treatment initiation, ctDNA levels were elevated in 5/7 (71%) patients compared to LDH which was elevated in 1/13 (8%) patients (p = 0.007). Among all disease progression events the modified bootstrapped sensitivities for ctDNA and LDH were 82% and 40% respectively, with a median difference in sensitivity of 42% (95% confidence interval, 27%-58%; P < 0.001). In addition, ctDNA levels were elevated in 13/16 (81%) instances of non-RECIST disease progression, including 10/12 (83%) instances of new brain metastases. In comparison LDH was elevated 8/16 (50%) instances of non-RECIST disease progression, including 6/12 (50%) instances of new brain metastases. Overall, ctDNA had a higher sensitivity than LDH to detect disease progression, including non-RECIST progression events. ctDNA has the potential to be a useful biomarker for monitoring melanoma disease activity.
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Affiliation(s)
- Gregory A Chang
- The Ronald O. Perelman Department of Dermatology, New York University School of Medicine, New York, NY, USA; Laura and Isaac Perlmutter Cancer Center, NYU Langone Medical Center, USA
| | - Jyothirmayee S Tadepalli
- The Ronald O. Perelman Department of Dermatology, New York University School of Medicine, New York, NY, USA; Laura and Isaac Perlmutter Cancer Center, NYU Langone Medical Center, USA
| | - Yongzhao Shao
- Laura and Isaac Perlmutter Cancer Center, NYU Langone Medical Center, USA; Department of Population Health, New York University School of Medicine, New York, NY, USA
| | - Yilong Zhang
- Laura and Isaac Perlmutter Cancer Center, NYU Langone Medical Center, USA; Department of Population Health, New York University School of Medicine, New York, NY, USA
| | - Sarah Weiss
- Department of Medicine, Division of Oncology, New York University School of Medicine, New York, NY, USA; Laura and Isaac Perlmutter Cancer Center, NYU Langone Medical Center, USA
| | - Eric Robinson
- The Ronald O. Perelman Department of Dermatology, New York University School of Medicine, New York, NY, USA; Laura and Isaac Perlmutter Cancer Center, NYU Langone Medical Center, USA
| | | | - Manohar Furtado
- Digital Biology Center, Bio-Rad Laboratories, Pleasanton, CA, USA
| | - Dawne N Shelton
- Digital Biology Center, Bio-Rad Laboratories, Pleasanton, CA, USA
| | | | - Anna Pavlick
- Department of Medicine, Division of Oncology, New York University School of Medicine, New York, NY, USA; Laura and Isaac Perlmutter Cancer Center, NYU Langone Medical Center, USA
| | - Iman Osman
- The Ronald O. Perelman Department of Dermatology, New York University School of Medicine, New York, NY, USA; Laura and Isaac Perlmutter Cancer Center, NYU Langone Medical Center, USA
| | - David Polsky
- The Ronald O. Perelman Department of Dermatology, New York University School of Medicine, New York, NY, USA; Laura and Isaac Perlmutter Cancer Center, NYU Langone Medical Center, USA.
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Regan JF, Kamitaki N, Legler T, Cooper S, Klitgord N, Karlin-Neumann G, Wong C, Hodges S, Koehler R, Tzonev S, McCarroll SA. A rapid molecular approach for chromosomal phasing. PLoS One 2015; 10:e0118270. [PMID: 25739099 PMCID: PMC4349636 DOI: 10.1371/journal.pone.0118270] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2014] [Accepted: 01/12/2015] [Indexed: 11/18/2022] Open
Abstract
Determining the chromosomal phase of pairs of sequence variants - the arrangement of specific alleles as haplotypes - is a routine challenge in molecular genetics. Here we describe Drop-Phase, a molecular method for quickly ascertaining the phase of pairs of DNA sequence variants (separated by 1-200 kb) without cloning or manual single-molecule dilution. In each Drop-Phase reaction, genomic DNA segments are isolated in tens of thousands of nanoliter-sized droplets together with allele-specific fluorescence probes, in a single reaction well. Physically linked alleles partition into the same droplets, revealing their chromosomal phase in the co-distribution of fluorophores across droplets. We demonstrated the accuracy of this method by phasing members of trios (revealing 100% concordance with inheritance information), and demonstrate a common clinical application by phasing CFTR alleles at genomic distances of 11-116 kb in the genomes of cystic fibrosis patients. Drop-Phase is rapid (requiring less than 4 hours), scalable (to hundreds of samples), and effective at long genomic distances (200 kb).
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Affiliation(s)
- John F. Regan
- Digital Biology Center, Bio-Rad Laboratories, Pleasanton, California, United States of America
- * E-mail: (JFR); (SAM)
| | - Nolan Kamitaki
- Department of Genetics, Harvard Medical School, Boston, Massachusetts, United States of America
- Program in Medical and Population Genetics and Stanley Center for Psychiatric Research, Cambridge, Massachusetts, United States of America
| | - Tina Legler
- Digital Biology Center, Bio-Rad Laboratories, Pleasanton, California, United States of America
| | - Samantha Cooper
- Digital Biology Center, Bio-Rad Laboratories, Pleasanton, California, United States of America
| | - Niels Klitgord
- Digital Biology Center, Bio-Rad Laboratories, Pleasanton, California, United States of America
| | - George Karlin-Neumann
- Digital Biology Center, Bio-Rad Laboratories, Pleasanton, California, United States of America
| | - Catherine Wong
- Department of Genetics, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Shawn Hodges
- Digital Biology Center, Bio-Rad Laboratories, Pleasanton, California, United States of America
| | - Ryan Koehler
- Digital Biology Center, Bio-Rad Laboratories, Pleasanton, California, United States of America
| | - Svilen Tzonev
- Digital Biology Center, Bio-Rad Laboratories, Pleasanton, California, United States of America
| | - Steven A. McCarroll
- Department of Genetics, Harvard Medical School, Boston, Massachusetts, United States of America
- Program in Medical and Population Genetics and Stanley Center for Psychiatric Research, Cambridge, Massachusetts, United States of America
- * E-mail: (JFR); (SAM)
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Polsky D, Tadepalli JS, Chang G, Fleming N, Shao Y, Pavlick AC, Osman I, Spittle C, Furtado M, Stonemetz P, Shelton D, Karlin-Neumann G. Abstract 2847: Quantitative assessment of circulating BRAF DNA in stage IV melanoma patients undergoing BRAF inhibitor treatment. Cancer Res 2014. [DOI: 10.1158/1538-7445.am2014-2847] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction: Our group has been developing methods to quantitatively detect mutant BRAF DNA in the plasma of metastatic melanoma patients, with the aim of developing new biomarker assays. In this study we evaluated the potential of a probe-based, droplet digital PCR (ddPCR) assay to quantitatively measure copies of DNA encoding the mutant BRAFV600E and wild-type alleles in the plasma of patients undergoing treatment with a BRAF inhibitor. We previously showed this assay to be 100% specific with a sensitivity to detect 1 mutant copy among 10,000 wild-type copies when sufficient input DNA was used.
Methods: Ten patients with BRAF-mutant stage IV melanoma were prospectively studied. At least 3 serially-collected plasma samples were available for each patient, corresponding to pre-treatment, best treatment response, and progression of disease as evidenced by PET/CT scan. DNA was extracted from plasma samples and concentrations were measured using a Qubit fluorometer. The relevant BRAF region was assayed using 24 to a maximum of 337 ng of DNA from each sample, using multiple replicate wells for dilute samples to maximize the probability of detecting BRAF mutant copies. Specific Taqman 5′ hydrolysis probes for wild-type and mutant BRAF were employed along with common primers to measure the number of copies of each amplicon/reaction. The amount of amplifiable DNA was measured using RPP30 as a control gene.
Results: All 10 patients had partial responses. We analyzed 35 plasma samples, of which 30 had a minimum of 4ml of plasma. Qubit-based DNA concentrations ranged from 6.9 to 1158 ng/ml. All samples yielded positive amplification of the BRAF and RPP30 amplicons. Total BRAF DNA concentrations ranged from 719 to 156,920 copies/ml plasma. Mutant BRAF DNA concentrations ranged from 0 to 13,028 copies/ml. The fraction of BRAFV600E amplicons ranged from 0 to 45%, with a minimal detected mutant fraction of 0.01%. In 8/10 patients, levels of mutant BRAF fell with clinical response and/or rose with disease progression. In 3 of these 8 patients, samples drawn 10 days to 2 months prior to imaging studies showed increased levels of BRAF mutant DNA prior to evidence of disease progression. In 1 of the remaining 2 patients levels of total BRAF DNA tracked with clinical outcome better than levels of mutant BRAF DNA. In 1/10 patients neither levels of mutant nor total BRAF DNA tracked with clinical responses.
Conclusions: These results demonstrate that a ddPCR assay is able to quantitatively measure total and mutant BRAF DNA in the plasma of patients with stage IV melanoma. Levels of mutant and total BRAF DNA tracked with disease progression showing promise for this assay as a potential biomarker that may predict disease progression. Analyses of additional tumor-derived mutations in plasma DNA, and more precise assessments of disease response, are underway to determine optimal biomarkers to incorporate into melanoma clinical trial and patient care protocols.
Citation Format: David Polsky, Jyothi Sakuntala Tadepalli, Gregory Chang, Nathaniel Fleming, Yongzhao Shao, Anna C. Pavlick, Iman Osman, Cindy Spittle, Manohar Furtado, Paula Stonemetz, Dawne Shelton, George Karlin-Neumann. Quantitative assessment of circulating BRAF DNA in stage IV melanoma patients undergoing BRAF inhibitor treatment. [abstract]. In: Proceedings of the 105th Annual Meeting of the American Association for Cancer Research; 2014 Apr 5-9; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2014;74(19 Suppl):Abstract nr 2847. doi:10.1158/1538-7445.AM2014-2847
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Affiliation(s)
- David Polsky
- 1New York University Langone Medical Center, New York, NY
| | | | - Gregory Chang
- 1New York University Langone Medical Center, New York, NY
| | | | - Yongzhao Shao
- 1New York University Langone Medical Center, New York, NY
| | | | - Iman Osman
- 1New York University Langone Medical Center, New York, NY
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Karlin-Neumann G, Wang S, Troup C, Jouvenot Y, Hefner E. Abstract 3491: Rapid and ultra-sensitive single-cell transcript profiling with droplet digital PCR (ddPCR): Application to cell cycle analysis. Cancer Res 2014. [DOI: 10.1158/1538-7445.am2014-3491] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
The recognition that tumors and other apparently homogeneous cell populations are often heterogeneous and display stochastic expression of their genes, has motivated the development of methods to profile gene expression in single cells. Among these, RNA-Seq is the most powerful for broad-scale profiling and discovery of genes and pathways influencing biological processes and states of interest. However, given the extent of sample manipulation required to prepare each RNA-Seq library – and the trade-off between sensitivity and sample throughput – it is important to validate discovery findings by orthogonal digital methods with comparable or greater sensitivity and accuracy. Droplet Digital PCR is such a method that can rapidly and cost-effectively replicate (or challenge) RNA-Seq results with minimal sample processing when defined targets are to be verified (Chen et al, 2012). Furthermore, ddPCR is performed in 96-well plates and is well-suited to high throughput studies of focused sets of genes in large numbers of single cells (e.g. hundreds in a day).
Here we present a simple and robust workflow for profiling multiplexed, transcript targets in flow-sorted, Jurkat single-cells using Taqman 5’ probe hydrolysis assays. We demonstrate that Bio-Rad's QX100 & QX200 Droplet Digital PCR systems provide absolute counts of transcripts from >100,000 copies to <10 copies per cell, using unpurified and unamplified cDNA synthesized in 30’ in the original wells used for flow-sorting. The results are highly reproducible and the method is currently being used to explore the contribution of the cell-cycle to expression differences among single-cell populations.
More than 30 cell-cycle genes have been evaluated by ddPCR in exponentially growing Jurkat cells. Several genes, including CCNB1, CDK1 and DNM2, show an unusually broad range of transcript levels (over 2 logs), suggestive of their known phase-specific cell-cycle roles. Jurkat cells have been FACS sorted for either G0/G1 (“G1”) or G2/M (“G2”) single-cells using DyeCycle Orange to stain for DNA content, and are being assessed for phase-specific expression profiles. Preliminary results indicate that G2 single-cells are enriched for higher CCNB1 and CDK1 transcript levels as expected from their role in promoting early events in mitosis; however, even G2 cells still show expression levels spanning ∼2 logs, suggesting cell-cycle phase heterogeneity and/or bursty transcription within the sorted G2 population. While the average mRNA level of even the house-keeping gene, GAPDH, is several-fold higher in G2 cells as compared to G1 cells, transcripts for CCNB1 and CDK1 average ∼6-fold higher in G2 than in G1.
In this work, we demonstrate both the analytical performance and the biological utility of droplet digital PCR for single-cell analysis. This same workflow could be used for fingerprinting and study of sub-populations in tumors.
Citation Format: George Karlin-Neumann, Shenglong Wang, Camille Troup, Yann Jouvenot, Eli Hefner. Rapid and ultra-sensitive single-cell transcript profiling with droplet digital PCR (ddPCR): Application to cell cycle analysis. [abstract]. In: Proceedings of the 105th Annual Meeting of the American Association for Cancer Research; 2014 Apr 5-9; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2014;74(19 Suppl):Abstract nr 3491. doi:10.1158/1538-7445.AM2014-3491
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Polsky D, Tadepalli JS, Chang G, Fleming NH, Shao Y, Pavlick AC, Osman I, Furtado M, Spittle C, Stonemetz P, Shelton D, Karlin-Neumann G. Droplet digital PCR monitoring of BRAF and NRAS plasma DNA as biomarkers of treatment response in stage IV melanoma. J Clin Oncol 2014. [DOI: 10.1200/jco.2014.32.15_suppl.9019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Affiliation(s)
- David Polsky
- The Ronald O. Perelman Department of Dermatology, NYU Langone Medical Center, New York, NY
| | | | - Gregory Chang
- The Ronald O. Perelman Department of Dermatology, NYU Langone Medical Center, New York, NY
| | - Nathaniel H. Fleming
- Ronald O. Perelman Department of Dermatology, NYU Langone Medical Center, New York, NY
| | - Yongzhao Shao
- Department of Population Health, New York University School of Medicine, New York, NY
| | - Anna C. Pavlick
- Department of Medicine, NYU Langone Medical Center, New York, NY
| | - Iman Osman
- Department of Dermatology, New York University School of Medicine, New York, NY
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Shelton D, Regan J, Karlin-Neumann G, Lin J, Blackburn E. Abstract LB-253: TRAPing telomerase activity using droplet digital PCR. Cancer Res 2013. [DOI: 10.1158/1538-7445.am2013-lb-253] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
The aim of this work was to develop a more sensitive and high throughput assay for measuring telomerase activity. Telomeres are the protective structures at the ends of chromosomes consisting of 6 bp repeat sequences. In young cells, these regions can be as long as 15kb and act as caps which protect the DNA ends. These ends naturally degrade with each passing cell division, usually losing 25-200 base pairs per division. Once they are shortened below a critical length (estimated to be 200-300 bp) the cells arrest and become senescent, or “old”. Telomeres can be thought of as a cellular or mitotic clock. Once the clock has wound down, the cells either die or pass through crisis and become immortal.
One of the mechanisms of immortality is the activation of the enzyme, telomerase. Telomerase is the endogenous reverse transcriptase responsible for adding repeats to telomeres, rewinding the clock and enabling a cell to continuously divide. Abundant telomerase activity is found in fetal and adult stem cells, germ cells, and cancer. It is also present at much lower levels in non-stem cells, such as immune cells, but these levels can be difficult to measure reliably.
The telomerase repeat amplification protocol (TRAP) measures the presence of active telomerase by measuring the activity of the enzyme on a starting DNA template, which is then amplified by PCR. For samples with abundant telomerase activity, SYBR qPCR assays provide high throughput. However, the current most sensitive method of detection still uses radioactivity, laborious PAGE sequencing gels, and densitometry to quantify telomerase.
Here we explore using droplet digital™ PCR (ddPCR™) to provide absolute quantification of telomerase activity. This was achieved through single-molecule counting of telomerase-extended templates that were partitioned into droplets, amplified by PCR and detected by fluorescence droplet flow cytometry. Analysis of control samples suggests ddPCR is at least an order of magnitude more sensitive than TRAP radiography and is more amenable to higher throughput analysis. We extend throughput, sensitivity, and the range of biological samples that can be analyzed for telomerase activity.
Citation Format: Dawne Shelton, Jack Regan, George Karlin-Neumann, Jue Lin, Elizabeth Blackburn. TRAPing telomerase activity using droplet digital PCR. [abstract]. In: Proceedings of the 104th Annual Meeting of the American Association for Cancer Research; 2013 Apr 6-10; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2013;73(8 Suppl):Abstract nr LB-253. doi:10.1158/1538-7445.AM2013-LB-253
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Affiliation(s)
| | | | | | - Jue Lin
- 2Department of Biochemistry and Biophysics, UCSF School of Medicine, San Francisco, CA
| | - Elizabeth Blackburn
- 2Department of Biochemistry and Biophysics, UCSF School of Medicine, San Francisco, CA
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Heredia NJ, Belgrader P, Wang S, Koehler R, Regan J, Cosman AM, Saxonov S, Hindson B, Tanner SC, Brown AS, Karlin-Neumann G. Droplet Digital™ PCR quantitation of HER2 expression in FFPE breast cancer samples. Methods 2013; 59:S20-3. [DOI: 10.1016/j.ymeth.2012.09.012] [Citation(s) in RCA: 85] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
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Hindson B, So A, Koehler R, Troup C, Heredia N, Karlin-Neumann G, Saxonov S, White H. Abstract 4859: Ultra-sensitive detection of rare mutants by droplet digital PCR with conventional TaqMan assays. Cancer Res 2012. [DOI: 10.1158/1538-7445.am2012-4859] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Molecular tests for genetic mutations play an important role in the diagnosis of cancer. Somatic mutations that drive the pathological features of most tumors have increasing promise as biomarkers for cancer prognosis and therapeutic efficacy. The detection of somatic mutations poses an analytical challenge due to the heterogeneous nature of most samples, where a gene carrying a mutation may differ from the highly abundant wild type sequence by only a single nucleotide. Although a variety of methods exist for mutation analysis, many have poor selectivity and fail to detect mutant sequence below 1 in 100 wildtype sequences. Methods that provide better discrimination and quantitation of somatic mutations are desirable. Here we present a simple strategy using droplet digital™ PCR (ddPCR™) for the detection of somatic mutations with high selectivity and sensitivity. Based on the simple principle of sample partitioning into water-in-oil microdroplets, this ddPCR method increases the abundance of a mutant DNA sequence up to 20,000 times compared to an equivalent bulk PCR reaction. Using conventional TaqMan chemistries and workflow, selectivities of up to 1/100,000 can readily be achieved in any laboratory. Here we present results on the use of ddPCR for the detection and quantitation of several clinically important mutations, including KRAS, c-KIT D816V and JAK2 from clinical samples such as bone marrow aspirates and FFPE. Results from ddPCR are compared to those of conventional approaches including allele specific real-time PCR and sequencing. This ddPCR method may play an important role in the earlier detection of cancer, monitoring the progress of disease and response to therapeutics.
Citation Format: {Authors}. {Abstract title} [abstract]. In: Proceedings of the 103rd Annual Meeting of the American Association for Cancer Research; 2012 Mar 31-Apr 4; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2012;72(8 Suppl):Abstract nr 4859. doi:1538-7445.AM2012-4859
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Affiliation(s)
| | - Austin So
- 1Bio-Rad Laboratories, Pleasanton, CA
| | | | | | | | | | | | - Helen White
- 2National Genetics Reference Laboratory (Wessex), Salisbury, United Kingdom
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So A, Hindson B, Koehler R, Saxonov S, Karlin-Neumann G, Ericson N, Bielas J. Abstract 3399: Detection of rare mutations in plasma by droplet digital PCR. Cancer Res 2012. [DOI: 10.1158/1538-7445.am2012-3399] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Detection and quantitation of specific mutations in circulating plasma holds promise for earlier and less invasive diagnosis of disease. This presents significant analytical challenges, particularly as the biomarker may differ from its highly abundant wildtype by only a single nucleotide. Conventional methods have poor selectivity and fail to detect mutant sequence below 1 in 100 wildtype sequences. Compounding this, the amount of circulating nucleic acid in plasma is low. Here we present a simple strategy using droplet digital™ PCR (ddPCR™) for the detection of somatic mutations with high selectivity and sensitivity. Based on the simple principle of sample partitioning into water-in-oil microdroplets, this ddPCR method increases the abundance of a mutant DNA sequence up to 20,000 times compared to an equivalent bulk PCR reaction. Using conventional TaqMan chemistries and workflow, selectivities of up to 1/100,000 can readily be achieved in any laboratory. We evaluated ddPCR for the detection and quantitation of several clinically important mutations in the EGFR and KRAS loci from clinical samples derived from normal and tumor plasma samples. We also demonstrate the feasibility of multiplexing of Kras and EGFR assays to improve sample processing efficiency.
Citation Format: {Authors}. {Abstract title} [abstract]. In: Proceedings of the 103rd Annual Meeting of the American Association for Cancer Research; 2012 Mar 31-Apr 4; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2012;72(8 Suppl):Abstract nr 3399. doi:1538-7445.AM2012-3399
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Affiliation(s)
- Austin So
- 1Bio-Rad Laboratories, Pleasanton, CA
| | | | | | | | | | - Nolan Ericson
- 2Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Jason Bielas
- 2Fred Hutchinson Cancer Research Center, Seattle, WA
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Wang Y, Carlton VEH, Karlin-Neumann G, Sapolsky R, Zhang L, Moorhead M, Wang ZC, Richardson AL, Warren R, Walther A, Bondy M, Sahin A, Krahe R, Tuna M, Thompson PA, Spellman PT, Gray JW, Mills GB, Faham M. High quality copy number and genotype data from FFPE samples using Molecular Inversion Probe (MIP) microarrays. BMC Med Genomics 2009; 2:8. [PMID: 19228381 PMCID: PMC2649948 DOI: 10.1186/1755-8794-2-8] [Citation(s) in RCA: 78] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2008] [Accepted: 02/19/2009] [Indexed: 02/03/2023] Open
Abstract
BACKGROUND A major challenge facing DNA copy number (CN) studies of tumors is that most banked samples with extensive clinical follow-up information are Formalin-Fixed Paraffin Embedded (FFPE). DNA from FFPE samples generally underperforms or suffers high failure rates compared to fresh frozen samples because of DNA degradation and cross-linking during FFPE fixation and processing. As FFPE protocols may vary widely between labs and samples may be stored for decades at room temperature, an ideal FFPE CN technology should work on diverse sample sets. Molecular Inversion Probe (MIP) technology has been applied successfully to obtain high quality CN and genotype data from cell line and frozen tumor DNA. Since the MIP probes require only a small (approximately 40 bp) target binding site, we reasoned they may be well suited to assess degraded FFPE DNA. We assessed CN with a MIP panel of 50,000 markers in 93 FFPE tumor samples from 7 diverse collections. For 38 FFPE samples from three collections we were also able to asses CN in matched fresh frozen tumor tissue. RESULTS Using an input of 37 ng genomic DNA, we generated high quality CN data with MIP technology in 88% of FFPE samples from seven diverse collections. When matched fresh frozen tissue was available, the performance of FFPE DNA was comparable to that of DNA obtained from matched frozen tumor (genotype concordance averaged 99.9%), with only a modest loss in performance in FFPE. CONCLUSION MIP technology can be used to generate high quality CN and genotype data in FFPE as well as fresh frozen samples.
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Affiliation(s)
| | | | | | | | - Li Zhang
- MD Anderson Cancer Center, Houston, TX, USA
| | | | | | | | - Robert Warren
- University of California San Francisco, San Francisco, CA, USA
| | - Axel Walther
- Cancer Research UK, London Research Institute, London, UK
| | | | | | - Ralf Krahe
- MD Anderson Cancer Center, Houston, TX, USA
| | | | | | | | - Joe W Gray
- Lawrence Berkeley National Laboratory, Berkeley, CA, USA
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Karlin-Neumann G, Sedova M, Falkowski M, Wang Z, Lin S, Jain M. Application of quantum dots to multicolor microarray experiments: four-color genotyping. Methods Mol Biol 2007; 374:239-51. [PMID: 17237543 DOI: 10.1385/1-59745-369-2:239] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
Highly multiplexed genomics assays are challenged by the need for a sufficient signal-to-noise ratio for each marker scored on a microarray-detection platform. Typically, as the number of markers scored (or target complexity) increases, either more assay-target material must be applied to the array or the specific activity of each marker must be proportionately increased. However, hybridization of excessive amounts of target to the microarray can result in elevated nonspecific binding and consequent degradation of information. We have found that quantum dots provide a successful alternative to organic dyes for achieving highly multiplexed (>20,000-plex) and highly accurate, four-color genotyping and have the additional advantage of being excitable by a single wavelength of light despite their distinct emission wavelengths.
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Wang Y, Moorhead M, Karlin-Neumann G, Falkowski M, Chen C, Siddiqui F, Davis RW, Willis TD, Faham M. Allele quantification using molecular inversion probes (MIP). Nucleic Acids Res 2005; 33:e183. [PMID: 16314297 PMCID: PMC1301601 DOI: 10.1093/nar/gni177] [Citation(s) in RCA: 73] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Detection of genomic copy number changes has been an important research area, especially in cancer. Several high-throughput technologies have been developed to detect these changes. Features that are important for the utility of technologies assessing copy number changes include the ability to interrogate regions of interest at the desired density as well as the ability to differentiate the two homologs. In addition, assessing formaldehyde fixed and paraffin embedded (FFPE) samples allows the utilization of the vast majority of cancer samples. To address these points we demonstrate the use of molecular inversion probe (MIP) technology to the study of copy number. MIP is a high-throughput genotyping technology capable of interrogating >20 000 single nucleotide polymorphisms in the same tube. We have shown the ability of MIP at this multiplex level to provide copy number measurements while obtaining the allele information. In addition we have demonstrated a proof of principle for copy number analysis in FFPE samples.
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Affiliation(s)
| | | | | | | | | | | | - Ronald W. Davis
- Stanford Genome Technology Center855 California Avenue, Palo Alto, CA 94304, USA
| | | | - Malek Faham
- To whom correspondence should be addressed. Tel: +1 650 228 7405; Fax: +1 650 228 7437;
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Faham M, Zheng J, Moorhead M, Fakhrai-Rad H, Namsaraev E, Wong K, Wang Z, Chow SG, Lee L, Suyenaga K, Reichert J, Boudreau A, Eberle J, Bruckner C, Jain M, Karlin-Neumann G, Jones HB, Willis TD, Buxbaum JD, Davis RW. Multiplexed variation scanning for 1,000 amplicons in hundreds of patients using mismatch repair detection (MRD) on tag arrays. Proc Natl Acad Sci U S A 2005; 102:14717-22. [PMID: 16203980 PMCID: PMC1253580 DOI: 10.1073/pnas.0506677102] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
Identification of the genetic basis of common disease may require comprehensive sequence analysis of coding regions and regulatory elements in patients and controls to find genetic effects caused by rare or heterogeneous mutations. In this study, we demonstrate how mismatch repair detection on tag arrays can be applied in a case-control study. Mismatch repair detection allows >1,000 amplicons to be screened for variations in a single laboratory reaction. Variation scanning in 939 amplicons, mostly in coding regions within a linkage peak, was done for 372 patients and 404 controls. In total, >180 Mb of DNA was scanned. Several variants more prevalent in patients than in controls were identified. This study demonstrates an approach to the discovery of susceptibility genes for common disease: large-scale direct sequence comparison between patients and controls. We believe this approach can be scaled up to allow sequence comparison in the whole-genome coding regions among large sets of cases and controls at a reasonable cost in the near future.
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Affiliation(s)
- Malek Faham
- ParAllele BioScience, 7300 Shoreline Court, South San Francisco, CA 94080, USA
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Hardenbol P, Yu F, Belmont J, Mackenzie J, Bruckner C, Brundage T, Boudreau A, Chow S, Eberle J, Erbilgin A, Falkowski M, Fitzgerald R, Ghose S, Iartchouk O, Jain M, Karlin-Neumann G, Lu X, Miao X, Moore B, Moorhead M, Namsaraev E, Pasternak S, Prakash E, Tran K, Wang Z, Jones HB, Davis RW, Willis TD, Gibbs RA. Highly multiplexed molecular inversion probe genotyping: over 10,000 targeted SNPs genotyped in a single tube assay. Genome Res 2005; 15:269-75. [PMID: 15687290 PMCID: PMC546528 DOI: 10.1101/gr.3185605] [Citation(s) in RCA: 256] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Large-scale genetic studies are highly dependent on efficient and scalable multiplex SNP assays. In this study, we report the development of Molecular Inversion Probe technology with four-color, single array detection, applied to large-scale genotyping of up to 12,000 SNPs per reaction. While generating 38,429 SNP assays using this technology in a population of 30 trios from the Centre d'Etude Polymorphisme Humain family panel as part of the International HapMap project, we established SNP conversion rates of approximately 90% with concordance rates >99.6% and completeness levels >98% for assays multiplexed up to 12,000plex levels. Furthermore, these individual metrics can be "traded off" and, by sacrificing a small fraction of the conversion rate, the accuracy can be increased to very high levels. No loss of performance is seen when scaling from 6,000plex to 12,000plex assays, strongly validating the ability of the technology to suppress cross-reactivity at high multiplex levels. The results of this study demonstrate the suitability of this technology for comprehensive association studies that use targeted SNPs in indirect linkage disequilibrium studies or that directly screen for causative mutations.
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Affiliation(s)
- Paul Hardenbol
- ParAllele BioScience, Inc., South San Francisco, California 94080, USA
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Folta KM, Pontin MA, Karlin-Neumann G, Bottini R, Spalding EP. Genomic and physiological studies of early cryptochrome 1 action demonstrate roles for auxin and gibberellin in the control of hypocotyl growth by blue light. Plant J 2003; 36:203-14. [PMID: 14535885 DOI: 10.1046/j.1365-313x.2003.01870.x] [Citation(s) in RCA: 77] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
Blue light inhibits elongation of etiolated Arabidopsis thaliana hypocotyls during the first 30 min of irradiation by a mechanism that depends on the phototropin 1 (phot1) photoreceptor. The cryptochrome 1 (cry1) photoreceptor begins to exert control after 30 min. To identify genes responsible for the cry1 phase of growth inhibition, mRNA expression profiles of cry1 and wild-type seedlings were compared using DNA microarrays. Of the roughly 420 genes found to be differentially expressed at the point of cry1 response incipience, approximately half were expressed higher and half lower in cry1 relative to the wild type. Many of the cry1-dependent genes encoded kinases, transcription factors, cell cycle regulators, cell wall metabolism enzymes, gibberellic acid (GA) biosynthesis enzymes, and auxin response factors. High-resolution growth studies supported the hypothesis that genes in the last two categories were indeed relevant to cry1-mediated growth control. Inhibiting GA4 biosynthesis with a 3beta-hydroxylase inhibitor (Ca-prohexadione) restored wild-type response kinetics in cry1 and completely suppressed its long-hypocotyl phenotype in blue light. Co-treatment of cry1 seedlings with Ca-prohexadione plus GA4 completely reversed the effects of the inhibitor, restoring the long-hypocotyl phenotype typical of the mutant. Treatment of wild-type seedlings with GA4 was not sufficient to phenocopy cry1 seedlings, but co-treatment with IAA plus GA4 produced cry1-like growth kinetics for a period of approximately 5 h. The genomic and physiological data together indicate that blue light acting through cry1 quickly affects the expression of many genes, a subset of which suppresses stem growth by repressing GA and auxin levels and/or sensitivity.
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Affiliation(s)
- Kevin M Folta
- Department of Botany, University of Wisconsin, 430 Lincoln Drive, Madison, WI 53706, USA.
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Lewis BD, Karlin-Neumann G, Davis RW, Spalding EP. Ca(2+)-activated anion channels and membrane depolarizations induced by blue light and cold in Arabidopsis seedlings. Plant Physiol 1997; 114:1327-34. [PMID: 9276950 PMCID: PMC158425 DOI: 10.1104/pp.114.4.1327] [Citation(s) in RCA: 63] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/17/2023]
Abstract
The activation of an anion channel in the plasma membrane of Arabidopsis thaliana hypocotyls by blue light (BL) is believed to be a signal-transducing event leading to growth inhibition. Here we report that the open probability of this particular anion channel depends on cytoplasmic Ca2+ ([Ca2+]cyt) within the concentration range of 1 to 10 microM, raising the possibility that BL activates the anion channel by increasing [Ca2+]cyt. Arabidopsis seedlings cytoplasmically expressing aequorin were generated to test this possibility. Aequorin luminescence did not increase during or after BL, providing evidence that Ca2+ does not play a second-messenger role in the activation of anion channels. However, cold shock simultaneously triggered a large increase in [Ca2+]cyt and a 110-mV transient depolarization of the plasma membrane. A blocker of the anion channel, 5-nitro-2-(3-phenylpropylamino)-benzoic acid, blocked 61% of the cold-induced depolarization without affecting the increase in [Ca2+]cyt. These data led us to propose that cold shock opens Ca2+ channels at the plasma membrane, allowing an inward, depolarizing Ca2+ current. The resulting large increase in [Ca2+]cyt activates the anion channel, which further depolarizes the membrane. Although an increase in [Ca2+]cyt may activate anion channels in response to cold, it appears that BL does so via a Ca(2+)-independent pathway.
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Affiliation(s)
- B D Lewis
- Department of Botany, University of Wisconsin, Madison 53706, USA
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