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Debeljak M, Riel S, Lin MT, Eshleman JR, Paller CJ. Analytical Validation of SOD2 Genotyping. Methods Protoc 2022; 6:mps6010004. [PMID: 36648953 PMCID: PMC9844328 DOI: 10.3390/mps6010004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 12/14/2022] [Accepted: 12/15/2022] [Indexed: 01/03/2023] Open
Abstract
Manganese superoxide dismutase-2 (SOD2) plays a crucial role in cells' protection against mitochondrial oxidative damage. A genetic polymorphism in the mitochondrial targeting sequence of the SOD2 gene has been implicated in various diseases, including prostate cancer. Paller et al. have shown an increase in prostate-specific antigen (PSA) doubling time in patients with the Ala/Ala (wildtype) genotype when treated with pomegranate/grape extract antioxidants. We developed and validated a pyrosequencing assay that detects the common germline SOD2 SNP (rs_4880) with the aim of identifying men with castrate-resistant prostate cancer eligible for an antioxidant therapy clinical trial. We first selected 37 samples from the 1000 genomes study with known genotypes determined using Illumina-based sequencing and confirmed them by Sanger sequencing. In a blinded design, we then performed the new pyrosequencing assay on these samples and assigned genotypes. Genotypes for all 37 samples (13 homozygous Ala, 12 heterozygous Ala/Val, and 12 homozygous Val) were all concordant by pyrosequencing. The pyrosequencing assay has been live since May 2018 and has proven to be robust and accurate.
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Affiliation(s)
- Marija Debeljak
- Department of Pathology, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Stacy Riel
- Department of Pathology, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Ming-Tseh Lin
- Department of Pathology, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - James R. Eshleman
- Department of Pathology, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
- Department of Oncology, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
- Correspondence: (J.R.E.); (C.J.P.)
| | - Channing J. Paller
- Department of Oncology, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
- The Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21231, USA
- Correspondence: (J.R.E.); (C.J.P.)
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Potential forensic biogeographic application of diatom colony consistency analysis employing pyrosequencing profiles of the 18S rDNA V7 region. Int J Legal Med 2018; 132:1611-1620. [DOI: 10.1007/s00414-018-1849-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2017] [Accepted: 04/09/2018] [Indexed: 10/17/2022]
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Patients with McCune-Albright syndrome have a broad spectrum of abnormalities in the gastrointestinal tract and pancreas. Virchows Arch 2017; 470:391-400. [PMID: 28188442 DOI: 10.1007/s00428-017-2086-2] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2016] [Revised: 01/25/2017] [Accepted: 01/31/2017] [Indexed: 02/06/2023]
Abstract
McCune-Albright Syndrome (MAS) is a rare sporadic syndrome caused by post-zygotic mutations in the GNAS oncogene, leading to constitutional mosaicism for these alterations. Somatic activating GNAS mutations also commonly occur in several gastrointestinal and pancreatic neoplasms, but the spectrum of abnormalities in these organs in patients with MAS has yet to be systematically described. We report comprehensive characterization of the upper gastrointestinal tract in seven patients with MAS and identify several different types of polyps, including gastric heterotopia/metaplasia (7/7), gastric hyperplastic polyps (5/7), fundic gland polyps (2/7), and a hamartomatous polyp (1/7). In addition, one patient had an unusual adenomatous lesion at the gastroesophageal junction with high-grade dysplasia. In the pancreas, all patients had endoscopic ultrasound findings suggestive of intraductal papillary mucinous neoplasm (IPMN), but only two patients met the criteria for surgical intervention. Both of these patients had IPMNs at resection, one with low-grade dysplasia and one with high-grade dysplasia. GNAS mutations were identified in the majority of lesions analyzed, including both IPMNs and the adenomatous lesion from the gastroesophageal junction. These studies suggest that there is a broad spectrum of abnormalities in the gastrointestinal tract and pancreas in patients with MAS and that patients with MAS should be evaluated for gastrointestinal pathology, some of which may warrant clinical intervention due to advanced dysplasia.
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Aragon Han P, Kim HS, Cho S, Fazeli R, Najafian A, Khawaja H, McAlexander M, Dy B, Sorensen M, Aronova A, Sebo TJ, Giordano TJ, Fahey TJ, Thompson GB, Gauger PG, Somervell H, Bishop JA, Eshleman JR, Schneider EB, Witwer KW, Umbricht CB, Zeiger MA. Association of BRAF V600E Mutation and MicroRNA Expression with Central Lymph Node Metastases in Papillary Thyroid Cancer: A Prospective Study from Four Endocrine Surgery Centers. Thyroid 2016; 26:532-42. [PMID: 26950846 PMCID: PMC4827320 DOI: 10.1089/thy.2015.0378] [Citation(s) in RCA: 42] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
BACKGROUND Studies have demonstrated an association of the BRAF(V600E) mutation and microRNA (miR) expression with aggressive clinicopathologic features in papillary thyroid cancer (PTC). Analysis of BRAF(V600E) mutations with miR expression data may improve perioperative decision making for patients with PTC, specifically in identifying patients harboring central lymph node metastases (CLNM). METHODS Between January 2012 and June 2013, 237 consecutive patients underwent total thyroidectomy and prophylactic central lymph node dissection (CLND) at four endocrine surgery centers. All tumors were tested for the presence of the BRAF(V600E) mutation and miR-21, miR-146b-3p, miR-146b-5p, miR-204, miR-221, miR-222, and miR-375 expression. Bivariate and multivariable analyses were performed to examine associations between molecular markers and aggressive clinicopathologic features of PTC. RESULTS Multivariable logistic regression analysis of all clinicopathologic features found miR-146b-3p and miR-146b-5p to be independent predictors of CLNM, while the presence of BRAF(V600E) almost reached significance. Multivariable logistic regression analysis limited to only predictors available preoperatively (molecular markers, age, sex, and tumor size) found miR-146b-3p, miR-146b-5p, miR-222, and BRAF(V600E) mutation to predict CLNM independently. While BRAF(V600E) was found to be associated with CLNM (48% mutated in node-positive cases vs. 28% mutated in node-negative cases), its positive and negative predictive values (48% and 72%, respectively) limit its clinical utility as a stand-alone marker. In the subgroup analysis focusing on only classical variant of PTC cases (CVPTC), undergoing prophylactic lymph node dissection, multivariable logistic regression analysis found only miR-146b-5p and miR-222 to be independent predictors of CLNM, while BRAF(V600E) was not significantly associated with CLNM. CONCLUSION In the patients undergoing prophylactic CLNDs, miR-146b-3p, miR-146b-5p, and miR-222 were found to be predictive of CLNM preoperatively. However, there was significant overlap in expression of these miRs in the two outcome groups. The BRAF(V600E) mutation, while being a marker of CLNM when considering only preoperative variables among all histological subtypes, is likely not a useful stand-alone marker clinically because the difference between node-positive and node-negative cases was small. Furthermore, it lost significance when examining only CVPTC. Overall, our results speak to the concept and interpretation of statistical significance versus actual applicability of molecular markers, raising questions about their clinical usefulness as individual prognostic markers.
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Affiliation(s)
- Patricia Aragon Han
- Endocrine Surgery, Department of Surgery, The Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Hyun-seok Kim
- Endocrine Surgery, Department of Surgery, The Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Soonweng Cho
- Endocrine Surgery, Department of Surgery, The Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Roghayeh Fazeli
- Endocrine Surgery, Department of Surgery, The Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Alireza Najafian
- Endocrine Surgery, Department of Surgery, The Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Hunain Khawaja
- Endocrine Surgery, Department of Surgery, The Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Melissa McAlexander
- Department of Molecular and Comparative Pathobiology, The Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Benzon Dy
- Departments of Surgery, Mayo Clinic, Rochester, Minnesota
| | - Meredith Sorensen
- Division of Endocrine Surgery, University of Michigan Health System, Ann Arbor, Michigan
| | - Anna Aronova
- Endocrine Surgery Section, Department of Surgery, New York Presbyterian Hospital-Weill Cornell Medical Center, New York, New York
| | - Thomas J. Sebo
- Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota
| | - Thomas J. Giordano
- Departments of Pathology and Internal Medicine, University of Michigan Health System, Ann Arbor, Michigan
| | - Thomas J. Fahey
- Endocrine Surgery Section, Department of Surgery, New York Presbyterian Hospital-Weill Cornell Medical Center, New York, New York
| | | | - Paul G. Gauger
- Division of Endocrine Surgery, University of Michigan Health System, Ann Arbor, Michigan
| | - Helina Somervell
- Endocrine Surgery, Department of Surgery, The Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Justin A. Bishop
- Department of Pathology, The Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - James R. Eshleman
- Department of Pathology, The Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Eric B. Schneider
- Endocrine Surgery, Department of Surgery, The Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Kenneth W. Witwer
- Department of Molecular and Comparative Pathobiology, The Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Christopher B. Umbricht
- Endocrine Surgery, Department of Surgery, The Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Martha A. Zeiger
- Endocrine Surgery, Department of Surgery, The Johns Hopkins University School of Medicine, Baltimore, Maryland
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Deeb KK, Hohman CM, Risch NF, Metzger DJ, Starostik P. Routine Clinical Mutation Profiling of Non–Small Cell Lung Cancer Using Next-Generation Sequencing. Arch Pathol Lab Med 2015; 139:913-21. [DOI: 10.5858/arpa.2014-0095-oa] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Context
The availability of massive, parallel-sequencing technologies makes possible efficient, simultaneous detection of driver and druggable mutations in cancer.
Objective
To develop an amplicon-based, next-generation sequencing, mutation-detection assay for lung cancer using the 454 GS Junior (Roche Applied Science, Indianapolis, Indiana) platform.
Design
Fusion primers incorporating target sequence, 454 adaptors, and multiplex identifiers were designed to generate 35 amplicons (median length 246 base pairs) covering 8.9 kilobases of mutational hotspots in AKT1, BRAF, EGFR, ERBB2, HRAS, KRAS, NRAS, PIK3CA, and MAP2K1 genes and all exons of the PTEN gene.
Results
The assay was validated on 23 formalin-fixed, paraffin-embedded lung cancer specimens. A minimum number of reads was consistently achieved with overall median read depth of 529× per amplicon. In total, 25 point mutations and 4 insertions/deletions (indels) with a frequency of 5.5% to 93.1% mutant alleles were detected. All EGFR, ERBB2, KRAS, PIK3CA, KRAS, and PTEN mutations, as detected by next-generation sequencing, were confirmed by pyrosequencing, with the exception of 3 point mutations in a tumor sample with low mutant-allele burden (below the pyrosequencing limit of detection).
Conclusions
The GS Junior–based, targeted, resequencing assay for a focused set of non–small cell lung cancer driver genes allows for quick and sensitive detection of point mutations and indels for the most relevant therapeutic genes in this type of cancer.
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Affiliation(s)
| | | | | | | | - Petr Starostik
- From the Department of Pathology and Laboratory Medicine, Roswell Park Cancer Institute, Buffalo, New York. Dr Deeb is now with the University Hospitals Case Medical Center, Cleveland, Ohio; Mr Risch is now with Life Technologies, Grand Island, New York; and Dr Starostik is now with the Department of Pathology, Immunology and Laboratory Medicine, College of Medicine University of Florida, Gainesv
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Software-Based Pyrogram® Evaluation. Methods Mol Biol 2015; 1315:29-38. [PMID: 26103889 DOI: 10.1007/978-1-4939-2715-9_3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/22/2023]
Abstract
Pyrosequencing(®) is a widely used technology to detect gene mutations in a molecular research or diagnostics laboratory. Compared to Sanger sequencing, it is inherently more quantitative with a superior limit of detection, although it has a shorter read length and has difficulty with homopolymeric sequences.Results of Pyrosequencing experiments are typically presented as traces with sequential peaks, called Pyrograms(®). For the majority of clinical diagnostic cases, Pyrograms are straightforward to read. However, there are occasionally complex results that are uninterpretable or difficult to interpret. In this chapter, we demonstrate a computer software, named Pyromaker that has been developed to help with the analysis of Pyrograms. Pyromaker is a freely and publically available software program to assist in the recognition of patterns of mutations, interpretation of difficult or ambiguous testing results and design of an optimal strategy to detect potential mutations by generating simulated Pyrograms. In addition to help diagnostic activities, Pyromaker can also be used as a virtual and user-friendly educational tool to teach newcomers the fundamental mechanism of Pyrosequencing, and correct interpretation of actual Pyrosequencing data.
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Dudley JC, Gurda GT, Tseng LH, Anderson DA, Chen G, Taube JM, Gocke CD, Eshleman JR, Lin MT. Tumor cellularity as a quality assurance measure for accurate clinical detection of BRAF mutations in melanoma. Mol Diagn Ther 2015; 18:409-18. [PMID: 24604154 DOI: 10.1007/s40291-014-0091-6] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
BACKGROUND Detection of BRAF mutations is an established standard of care to predict small-molecule inhibitor (vemurafenib) response in metastatic melanoma. Molecular assays should be designed to detect not only the most common p.V600E mutation, but also p.V600K and other non-p.V600E mutations. OBJECTIVE The purpose of this study was to assess if tumor cellularity can function as a quality assurance (QA) measure in molecular diagnostics. Potential causes of discrepancy between the observed and predicted mutant allele percentage were also explored. METHODS We correlated pathologist-generated estimates of tumor cellularity versus mutant allele percentage via pyrosequencing as a QA measure for BRAF mutation detection in formalin-fixed, paraffin-embedded melanoma specimens. RESULTS BRAF mutations were seen in 27/62 (44 %) specimens, with 93 % p.V600E and 7 % non-p.V600E. Correlation between p.V600E mutant percentage and tumor cellularity was poor-moderate (r = -0.02; p = 0.8), primarily because six samples showed a low p.V600E signal despite high tumor cellularity. A QA investigation revealed that our initial pyrosequencing assay showed a false positive, weak p.V600E signal in specimens with a p.V600K mutation. A redesigned assay detected BRAF mutations in 50/131 (38 %) specimens, including 30 % non-p.V600E. This revised assay showed strong correlation between p.V600E BRAF mutant percentage and tumor cellularity (r = 0.76; p ≤ 0.01). Re-evaluation of the previously discordant samples by the revised assay confirmed a high level of p.V600K mutation in five specimens. CONCLUSIONS Pathologists play important roles in molecular diagnostics, beyond identification of correct cells for testing. Accurate evaluation of tumor cellularity not only ensures sufficient material for required analytic sensitivity, but also provides an independent QA measure of the molecular assays.
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Affiliation(s)
- Jonathan C Dudley
- Department of Pathology, Johns Hopkins University School of Medicine, Johns Hopkins Hospital, Park SB202, 600 North Wolfe St., Baltimore, MD, 21287, USA
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8
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Dudley J, Tseng LH, Rooper L, Harris M, Haley L, Chen G, Gocke CD, Eshleman JR, Lin MT. Challenges posed to pathologists in the detection of KRAS mutations in colorectal cancers. Arch Pathol Lab Med 2015; 139:211-8. [PMID: 25611103 DOI: 10.5858/arpa.2013-0649-oa] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
CONTEXT Detection of KRAS mutation is mandatory to predict response to anti-epidermal growth factor receptor monoclonal antibodies in patients with metastatic colorectal cancers. OBJECTIVE To demonstrate challenges posed to pathologists in the clinical detection of KRAS mutations in colorectal cancers. DESIGN In this retrospective analysis for quality assessment of the pyrosequencing assay, we survey the characteristics of 463 formalin-fixed, paraffin-embedded neoplastic tissues submitted for KRAS mutation detection during a 26-month period. RESULTS The KRAS mutation was detected in 39.2% of tumors. This included 2 tumors with complex pyrograms (GGT>GAG at codon 12 and GGC>GTT at codon 13, as resolved by a Pyromaker software program) and 3 tumors with an indeterminate percentage of mutant alleles (defined as 4% to 5% and confirmed by a next-generation sequencing platform). Among the 25 specimens (5.5%) with fewer than 20% tumor cells, 22 were resected after chemotherapy/radiation. Significant depletion of tumor cells was observed in rectal cancers resected after neoadjuvant therapy (31.0%) versus those without previous treatment (0%) (P = .01). We also explore other specimens with low tumor cellularity and potential causes of discrepancy between the estimated tumor cell percentage and detected mutant allele frequency, such as intratumor heterogeneity of KRAS mutation. CONCLUSIONS Neoadjuvant therapy may deplete tumor cells and confound the molecular diagnosis of KRAS mutations. Accurate detection of specimens with poor tumor cellularity requires the appropriate selection of neoplastic tissues, evaluation of tumor cellularity, use of assays with high sensitivity, and prospective quality assessment.
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Affiliation(s)
- Jonathan Dudley
- From the Departments of Pathology (Drs Dudley, Tseng, Rooper, Chen, Gocke, Eshleman and Lin, Mr Harris, and Ms Haley) and Oncology (Drs Gocke and Eshleman), Johns Hopkins University School of Medicine, Baltimore, Maryland; the Department of Pathology, Massachusetts General Hospital, Boston (Dr Dudley); and the Department of Medical Genetics, National Taiwan University Hospital, Taipei, Taiwan (Dr Tseng)
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Chen G, Dudley J, Tseng LH, Smith K, Gurda GT, Gocke CD, Eshleman JR, Lin MT. Lymph node metastases of melanoma: challenges for BRAF mutation detection. Hum Pathol 2014; 46:113-9. [PMID: 25456393 DOI: 10.1016/j.humpath.2014.09.014] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/21/2014] [Revised: 09/22/2014] [Accepted: 09/24/2014] [Indexed: 10/24/2022]
Abstract
Detection of B-Raf proto-oncogene, serine/threonine kinase (BRAF) mutations is required to predict response to BRAF or mitogen-activated protein kinase kinase 1 and 2 inhibitors in metastatic melanoma. Lymph node (LN) specimens carrying melanoma cells intermingled with abundant lymphocytes often contain low tumor cellularity. This study is aimed to examine challenges in the clinical detection of BRAF mutations in LN specimens with metastatic melanoma and to illustrate characteristic features of p.V600E and non-p.V600E mutations. In this retrospective study for quality assessment of the pyrosequencing assay, we compared characteristics of 53 LN and 135 non-LN formalin-fixed, paraffin-embedded specimens with metastatic melanoma submitted for BRAF mutation detection over a 40-month period. LN specimens showed a significantly higher incidence of p.V600E mutations than non-LN specimens (49% versus 22%, P < .01) but a significantly lower tumor cellularity, particularly in the case of subcapsular or infiltrative metastases. Mutant allele-specific imbalance of the p.V600E mutation was predominantly present in specimens with distant organ metastases (79% versus 27% in LN metastases versus 13% in primary cutaneous tumors or adjacent soft tissue, P < .001). p.V600K was detected in 23% of men older than 60 years old, compared with 6% in women older than 60 years old and 2% in both men and women younger than 60 years old (P < .001). LN specimens with low tumor cellularity due to numerous adjacent lymphocytes may pose a challenge to clinical detection of BRAF mutations of melanoma. The higher incidence of p.V600E mutations in LNs may prompt further studies to elucidate if the p.V600E mutation in primary tumors is associated with a higher risk of LN metastasis.
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Affiliation(s)
- Guoli Chen
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD, 21287 USA; Department of Pathology, Penn State Hershey Medical Center, Hershey, PA, 17033 USA
| | - Jonathan Dudley
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD, 21287 USA; Departments of Pathology, Massachusetts General Hospital, Boston, MA, 02114 USA
| | - Li-Hui Tseng
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD, 21287 USA; Department of Medical Genetics, National Taiwan University Hospital, Taipei, 100, Taiwan
| | - Kirstin Smith
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD, 21287 USA
| | - Grzegorz T Gurda
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD, 21287 USA
| | - Christopher D Gocke
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD, 21287 USA; Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD, 21287 USA
| | - James R Eshleman
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD, 21287 USA; Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD, 21287 USA
| | - Ming-Tseh Lin
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD, 21287 USA.
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Koontz D, Baecher K, Kobrynski L, Nikolova S, Gallagher M. A pyrosequencing-based assay for the rapid detection of the 22q11.2 deletion in DNA from buccal and dried blood spot samples. J Mol Diagn 2014; 16:533-540. [PMID: 24973633 DOI: 10.1016/j.jmoldx.2014.05.003] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2014] [Revised: 05/01/2014] [Accepted: 05/27/2014] [Indexed: 10/25/2022] Open
Abstract
The 22q11.2 deletion syndrome is one of the most common deletion syndromes in newborns. Some affected newborns may be diagnosed shortly after birth because of the presence of heart defects, palatal defects, or severe immune deficiencies. However, diagnosis is often delayed in patients presenting with other associated conditions that would benefit from early recognition and treatment, such as speech delays, learning difficulties, and schizophrenia. Fluorescence in situ hybridization (FISH) is the gold standard for deletion detection, but it is costly and time consuming and requires a whole blood specimen. Our goal was to develop a suitable assay for population-based screening of easily collectible specimens, such as buccal swabs and dried blood spots (DBS). We designed a pyrosequencing assay and validated it using DNA from FISH-confirmed 22q11 deletion syndrome patients and normal controls. We tested DBS from nine patients and paired buccal cell and venous blood specimens from 20 patients. Results were 100% concordant with FISH assay results. DNA samples from normal controls (n = 180 cell lines, n = 15 DBS, and n = 88 buccal specimens) were negative for the deletion. Limiting dilution experiments demonstrated that accurate results could be obtained from as little as 1 ng of DNA. This method represents a reliable and low-cost alternative for detection of the common 22q11.2 microdeletions and can be adapted to high-throughput population screening.
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Affiliation(s)
- Deborah Koontz
- Division of Laboratory Sciences, National Center for Environmental Health, Centers for Disease Control and Prevention, Atlanta, Georgia.
| | - Kirsten Baecher
- Division of Laboratory Sciences, National Center for Environmental Health, Centers for Disease Control and Prevention, Atlanta, Georgia
| | - Lisa Kobrynski
- Allergy and Immunology Section, Department of Pediatrics, Emory University School of Medicine, Atlanta, Georgia
| | - Stanimila Nikolova
- Division of Laboratory Sciences, National Center for Environmental Health, Centers for Disease Control and Prevention, Atlanta, Georgia
| | - Margaret Gallagher
- Division of Laboratory Sciences, National Center for Environmental Health, Centers for Disease Control and Prevention, Atlanta, Georgia
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Lin MT, Mosier SL, Thiess M, Beierl KF, Debeljak M, Tseng LH, Chen G, Yegnasubramanian S, Ho H, Cope L, Wheelan SJ, Gocke CD, Eshleman JR. Clinical validation of KRAS, BRAF, and EGFR mutation detection using next-generation sequencing. Am J Clin Pathol 2014; 141:856-66. [PMID: 24838331 DOI: 10.1309/ajcpmwgwgo34egod] [Citation(s) in RCA: 99] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
Abstract
OBJECTIVES To validate next-generation sequencing (NGS) technology for clinical diagnosis and to determine appropriate read depth. METHODS We validated the KRAS, BRAF, and EGFR genes within the Ion AmpliSeq Cancer Hotspot Panel using the Ion Torrent Personal Genome Machine (Life Technologies, Carlsbad, CA). RESULTS We developed a statistical model to determine the read depth needed for a given percent tumor cellularity and number of functional genomes. Bottlenecking can result from too few input genomes. By using 16 formalin-fixed, paraffin-embedded (FFPE) cancer-free specimens and 118 cancer specimens with known mutation status, we validated the six traditional analytic performance characteristics recommended by the Next-Generation Sequencing: Standardization of Clinical Testing Working Group. Baseline noise is consistent with spontaneous and FFPE-induced C:G→T:A deamination mutations. CONCLUSIONS Redundant bioinformatic pipelines are essential, since a single analysis pipeline gave false-negative and false-positive results. NGS is sufficiently robust for the clinical detection of gene mutations, with attention to potential artifacts.
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Affiliation(s)
- Ming-Tseh Lin
- Departments of Pathology, National Taiwan University Hospital, Taipei, Taiwan
| | - Stacy L. Mosier
- Departments of Pathology, National Taiwan University Hospital, Taipei, Taiwan
| | - Michele Thiess
- Departments of Pathology, National Taiwan University Hospital, Taipei, Taiwan
| | - Katie F. Beierl
- Departments of Pathology, National Taiwan University Hospital, Taipei, Taiwan
| | - Marija Debeljak
- Departments of Pathology, National Taiwan University Hospital, Taipei, Taiwan
| | - Li-Hui Tseng
- Department of Medical Genetics, National Taiwan University Hospital, Taipei, Taiwan
| | - Guoli Chen
- Departments of Pathology, National Taiwan University Hospital, Taipei, Taiwan
| | | | - Hao Ho
- Departments of Pathology, National Taiwan University Hospital, Taipei, Taiwan
| | - Leslie Cope
- Oncology, The Johns Hopkins University School of Medicine, Baltimore, MD
| | - Sarah J. Wheelan
- Oncology, The Johns Hopkins University School of Medicine, Baltimore, MD
| | - Christopher D. Gocke
- Departments of Pathology, National Taiwan University Hospital, Taipei, Taiwan
- Oncology, The Johns Hopkins University School of Medicine, Baltimore, MD
| | - James R. Eshleman
- Departments of Pathology, National Taiwan University Hospital, Taipei, Taiwan
- Oncology, The Johns Hopkins University School of Medicine, Baltimore, MD
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12
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Olson MT, Harrington C, Beierl K, Chen G, Thiess M, O’Neill A, Taube JM, Zeiger MA, Lin MT, Eshleman JR. BRAF pyrosequencing analysis aided by a lookup table. Am J Clin Pathol 2014; 141:639-47. [PMID: 24713734 DOI: 10.1309/ajcpvwh1k2zihhtv] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023] Open
Abstract
OBJECTIVES BRAF mutations have substantial therapeutic, diagnostic, and prognostic significance, so detecting and specifying them is an important part of the workload of molecular pathology laboratories. Pyrosequencing assays are well suited for this analysis but can produce complex results. Therefore, we introduce a pyrosequencing lookup table based on Pyromaker that assists the user in generating hypotheses for solving complex pyrosequencing results. METHODS The lookup table contains all known mutations in the sequenced region and the positions in the dispensation sequence at which changes would occur with those mutations. We demonstrate the lookup table using a homebrew dispensation sequence for BRAF codons 596 to 605 as well as a commercially available kit-based dispensation sequence for codons 599 to 600. RESULTS These results demonstrate that the homebrew dispensation sequence unambiguously identifies all known BRAF mutations in this region, whereas the kit-based dispensation sequence has one unresolvable degeneracy that could be solved with the addition of two injections. CONCLUSIONS Using the lookup table and confirmatory virtual pyrogram, we unambiguously solved clinical pyrograms of the complex mutations V600K (c.1798_1799delGTinsAA), V600R (c.1798_1799delGTinsAG), V600D (c.1799_1800delTGinsAT), V600E (c.1799_1800delTGinsAA), and V600_K601delinsE (c.1799_1801delTGA). In addition, we used the approach to hypothesize and confirm a new mutation in human melanoma, V600_K601delinsEI (c.1799_1802delTGAAinsAAAT).
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Affiliation(s)
- Matthew T. Olson
- Departments of Pathology, The Johns Hopkins University School of Medicine, Baltimore, MD
| | - Colleen Harrington
- Departments of Pathology, The Johns Hopkins University School of Medicine, Baltimore, MD
| | - Katie Beierl
- Departments of Pathology, The Johns Hopkins University School of Medicine, Baltimore, MD
| | - Guoli Chen
- Departments of Pathology, The Johns Hopkins University School of Medicine, Baltimore, MD
| | - Michele Thiess
- Departments of Pathology, The Johns Hopkins University School of Medicine, Baltimore, MD
| | - Alan O’Neill
- Departments of Pathology, The Johns Hopkins University School of Medicine, Baltimore, MD
| | - Janis M. Taube
- Dermatology, The Johns Hopkins University School of Medicine, Baltimore, MD
| | - Martha A. Zeiger
- Surgery, The Johns Hopkins University School of Medicine, Baltimore, MD
| | - Ming-Tseh Lin
- Departments of Pathology, The Johns Hopkins University School of Medicine, Baltimore, MD
| | - James R. Eshleman
- Departments of Pathology, The Johns Hopkins University School of Medicine, Baltimore, MD
- Oncology, The Johns Hopkins University School of Medicine, Baltimore, MD
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13
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Ihle MA, Fassunke J, König K, Grünewald I, Schlaak M, Kreuzberg N, Tietze L, Schildhaus HU, Büttner R, Merkelbach-Bruse S. Comparison of high resolution melting analysis, pyrosequencing, next generation sequencing and immunohistochemistry to conventional Sanger sequencing for the detection of p.V600E and non-p.V600E BRAF mutations. BMC Cancer 2014; 14:13. [PMID: 24410877 PMCID: PMC3893431 DOI: 10.1186/1471-2407-14-13] [Citation(s) in RCA: 195] [Impact Index Per Article: 19.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2013] [Accepted: 01/08/2014] [Indexed: 01/11/2023] Open
Abstract
Background The approval of vemurafenib in the US 2011 and in Europe 2012 improved the therapy of not resectable or metastatic melanoma. Patients carrying a substitution of valine to glutamic acid at codon 600 (p.V600E) or a substitution of valine to leucine (p.V600K) in BRAF show complete or partial response. Therefore, the precise identification of the underlying somatic mutations is essential. Herein, we evaluate the sensitivity, specificity and feasibility of six different methods for the detection of BRAF mutations. Methods Samples harboring p.V600E mutations as well as rare mutations in BRAF exon 15 were compared to wildtype samples. DNA was extracted from formalin-fixed paraffin-embedded tissues by manual micro-dissection and automated extraction. BRAF mutational analysis was carried out by high resolution melting (HRM) analysis, pyrosequencing, allele specific PCR, next generation sequencing (NGS) and immunohistochemistry (IHC). All mutations were independently reassessed by Sanger sequencing. Due to the limited tumor tissue available different numbers of samples were analyzed with each method (82, 72, 60, 72, 49 and 82 respectively). Results There was no difference in sensitivity between the HRM analysis and Sanger sequencing (98%). All mutations down to 6.6% allele frequency could be detected with 100% specificity. In contrast, pyrosequencing detected 100% of the mutations down to 5% allele frequency but exhibited only 90% specificity. The allele specific PCR failed to detect 16.3% of the mutations eligible for therapy with vemurafenib. NGS could analyze 100% of the cases with 100% specificity but exhibited 97.5% sensitivity. IHC showed once cross-reactivity with p.V600R but was a good amendment to HRM. Conclusion Therefore, at present, a combination of HRM and IHC is recommended to increase sensitivity and specificity for routine diagnostic to fulfill the European requirements concerning vemurafenib therapy of melanoma patients.
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14
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Abstract
CONTEXT DNA sequencing is critical to identifying many human genetic disorders caused by DNA mutations, including cancer. Pyrosequencing is less complex, involves fewer steps, and has a superior limit of detection compared with Sanger sequencing. The fundamental basis of pyrosequencing is that pyrophosphate is released when a deoxyribonucleotide triphosphate is added to the end of a nascent strand of DNA. Because deoxyribonucleotide triphosphates are sequentially added to the reaction and because the pyrophosphate concentration is continuously monitored, the DNA sequence can be determined. OBJECTIVE To demonstrate the fundamental principles of pyrosequencing. DATA SOURCES Salient features of pyrosequencing are demonstrated using the free software program Pyromaker ( http://pyromaker.pathology.jhmi.edu ), through which users can input DNA sequences and other pyrosequencing parameters to generate the expected pyrosequencing results. CONCLUSIONS We demonstrate how mutant and wild-type DNA sequences result in different pyrograms. Using pyrograms of established mutations in tumors, we explain how to analyze the pyrogram peaks generated by different dispensation sequences. Further, we demonstrate some limitations of pyrosequencing, including how some complex mutations can be indistinguishable from single base mutations. Pyrosequencing is the basis of the Roche 454 next-generation sequencer and many of the same principles also apply to the Ion Torrent hydrogen ion-based next-generation sequencers.
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Affiliation(s)
- Colleen T Harrington
- Sol Goldman Pancreatic Cancer Research Center, Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland 21231, USA
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15
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Molin MD, Matthaei H, Wu J, Blackford A, Debeljak M, Rezaee N, Wolfgang CL, Butturini G, Salvia R, Bassi C, Goggins MG, Kinzler KW, Vogelstein B, Eshleman JR, Hruban RH, Maitra A. Clinicopathological correlates of activating GNAS mutations in intraductal papillary mucinous neoplasm (IPMN) of the pancreas. Ann Surg Oncol 2013; 20:3802-8. [PMID: 23846778 DOI: 10.1245/s10434-013-3096-1] [Citation(s) in RCA: 118] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2013] [Indexed: 12/13/2022]
Abstract
BACKGROUND Intraductal papillary mucinous neoplasms (IPMNs) are the most common cystic precursor lesions of invasive pancreatic cancer. The recent identification of activating GNAS mutations at codon 201 in IPMNs is a promising target for early detection and therapy. The purpose of this study was to explore clinicopathological correlates of GNAS mutational status in resected IPMNs. METHODS Clinical and pathologic characteristics were retrieved on 54 patients in whom GNAS codon 201 mutational status was previously reported ("historical group", Wu et al. Sci Transl Med 3:92ra66, 2011). In addition, a separate cohort of 32 patients (validation group) was included. After microdissection and DNA extraction, GNAS status was determined in the validation group by pyrosequencing. RESULTS GNAS activating mutations were found in 64% of the 32 IPMNs included in the validation group, compared with a previously reported prevalence of 57% in the historical group. Overall, 52 of 86 (61%) of IPMNs demonstrated GNAS mutations in the two studies combined. Analysis of both groups confirmed that demographic characteristics, tumor location, ductal system involvement, focality, size, grade of dysplasia, presence of an associated cancer, and overall survival were not correlated with GNAS mutational status. Stratified by histological subtype, 100% of intestinal type IPMNs demonstrated GNAS mutations compared to 51% of gastric IPMN, 71% of pancreatobiliary IPMNs, and 0% of oncocytic IPMNs. CONCLUSIONS GNAS activating mutations can be reliably detected in IPMNs by pyrosequencing. In terms of clinicopathological parameters, only histological subtype was correlated with mutational frequency, with the intestinal phenotype always associated with GNAS mutations.
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Affiliation(s)
- Marco Dal Molin
- Department of Pathology, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD.,Unit of General Surgery B, Pancreas Institute, Department of Surgery, "G.B. Rossi" Hospital, University of Verona Hospital Trust, Verona, Italy
| | - Hanno Matthaei
- Department of Pathology, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD.,Department of General, Visceral, Thoracic and Vascular Surgery, University of Bonn, Bonn, Germany
| | - Jian Wu
- Ludwig Center for Cancer Genetics, Johns Hopkins University School of Medicine, Baltimore, MD.,Howard Hughes Medical Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Amanda Blackford
- Department of Surgery, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Marija Debeljak
- Department of Pathology, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Neda Rezaee
- Department of Surgery, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Christopher L Wolfgang
- Department of Surgery, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD.,Department of Oncology, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Giovanni Butturini
- Unit of General Surgery B, Pancreas Institute, Department of Surgery, "G.B. Rossi" Hospital, University of Verona Hospital Trust, Verona, Italy
| | - Roberto Salvia
- Unit of General Surgery B, Pancreas Institute, Department of Surgery, "G.B. Rossi" Hospital, University of Verona Hospital Trust, Verona, Italy
| | - Claudio Bassi
- Unit of General Surgery B, Pancreas Institute, Department of Surgery, "G.B. Rossi" Hospital, University of Verona Hospital Trust, Verona, Italy
| | - Michael G Goggins
- Department of Pathology, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD.,Department of Oncology, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Kenneth W Kinzler
- Ludwig Center for Cancer Genetics, Johns Hopkins University School of Medicine, Baltimore, MD.,Howard Hughes Medical Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Bert Vogelstein
- Ludwig Center for Cancer Genetics, Johns Hopkins University School of Medicine, Baltimore, MD.,Howard Hughes Medical Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - James R Eshleman
- Department of Pathology, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD.,Department of Oncology, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Ralph H Hruban
- Department of Pathology, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD.,Department of Oncology, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD.,Department of Surgery, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Anirban Maitra
- Department of Pathology, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD.,Department of Oncology, The Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins University School of Medicine, Baltimore, MD
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16
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Ambroise J, Piette AS, Delcorps C, Rigouts L, de Jong BC, Irenge L, Robert A, Gala JL. AdvISER-PYRO: Amplicon Identification using SparsE Representation of PYROsequencing signal. Bioinformatics 2013; 29:1963-9. [PMID: 23772051 PMCID: PMC3722527 DOI: 10.1093/bioinformatics/btt339] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Motivation: Converting a pyrosequencing signal into a nucleotide sequence appears highly challenging when signal intensities are low (unitary peak heights ) or when complex signals are produced by several target amplicons. In these cases, the pyrosequencing software fails to provide correct nucleotide sequences. Accordingly, the objective was to develop the AdvISER-PYRO algorithm, performing an automated, fast and reliable analysis of pyrosequencing signals that circumvents those limitations. Results: In the current mycobacterial amplicon genotyping application, AdvISER-PYRO performed much better than the pyrosequencing software in the following two situations: when converting Single Amplicon Sample (SAS) signals into a correct single sequence (97.2% versus 56.5%), and when translating Multiple Amplicon Sample (MAS) signals into the correct sequence pair (74.5%). Availability: AdvISER-PYRO is implemented in an R package (http://sites.uclouvain.be/md-ctma/index.php/softwares) and can be used in broad range of clinical applications including multiplex pyrosequencing and oncogene re-sequencing in heterogeneous tumor cell samples. Contact:jerome.ambroise@uclouvain.be or jean-luc.gala@uclouvain.be
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Affiliation(s)
- Jérôme Ambroise
- Center for Applied Molecular Technologies, Institut de Recherche Expérimentale et Clinique, Université catholique de Louvain, Clos Chapelle-aux-Champs 30, Brussels, Belgium.
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17
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Jancik S, Drabek J, Berkovcova J, Xu YZ, Stankova M, Klein J, Kolek V, Skarda J, Tichy T, Grygarkova I, Radzioch D, Hajduch M. A comparison of Direct sequencing, Pyrosequencing, High resolution melting analysis, TheraScreen DxS, and the K-ras StripAssay for detecting KRAS mutations in non small cell lung carcinomas. J Exp Clin Cancer Res 2012; 31:79. [PMID: 22995035 PMCID: PMC3542008 DOI: 10.1186/1756-9966-31-79] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2012] [Accepted: 09/08/2012] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND It is mandatory to confirm the absence of mutations in the KRAS gene before treating metastatic colorectal cancers with epidermal growth factor receptor inhibitors, and similar regulations are being considered for non-small cell lung carcinomas (NSCLC) and other tumor types. Routine diagnosis of KRAS mutations in NSCLC is challenging because of compromised quantity and quality of biological material. Although there are several methods available for detecting mutations in KRAS, there is little comparative data regarding their analytical performance, economic merits, and workflow parameters. METHODS We compared the specificity, sensitivity, cost, and working time of five methods using 131 frozen NSCLC tissue samples. We extracted genomic DNA from the samples and compared the performance of Sanger cycle sequencing, Pyrosequencing, High-resolution melting analysis (HRM), and the Conformité Européenne (CE)-marked TheraScreen DxS and K-ras StripAssay kits. RESULTS AND CONCLUSIONS Our results demonstrate that TheraScreen DxS and the StripAssay, in that order, were most effective at diagnosing mutations in KRAS. However, there were still unsatisfactory disagreements between them for 6.1% of all samples tested. Despite this, our findings are likely to assist molecular biologists in making rational decisions when selecting a reliable, efficient, and cost-effective method for detecting KRAS mutations in heterogeneous clinical tumor samples.
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Affiliation(s)
- Sylwia Jancik
- Laboratory of Experimental Medicine, Institute of Molecular and Translational Medicine, Faculty of Medicine and Dentistry, Palacky University and University Hospital in Olomouc, Olomouc, Czech Republic
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18
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Shen S, Qin D. Pyrosequencing data analysis software: a useful tool for EGFR, KRAS, and BRAF mutation analysis. Diagn Pathol 2012; 7:56. [PMID: 22640803 PMCID: PMC3433338 DOI: 10.1186/1746-1596-7-56] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2012] [Accepted: 05/28/2012] [Indexed: 01/02/2023] Open
Abstract
Background Pyrosequencing is a new technology and can be used for mutation tests. However, its data analysis is a manual process and involves sophisticated algorithms. During this process, human errors may occur. A better way of analyzing pyrosequencing data is needed in clinical diagnostic laboratory. Computer software is potentially useful for pyrosequencing data analysis. We have developed such software, which is able to perform pyrosequencing mutation data analysis for epidermal growth factor receptor, Kirsten rat sarcoma viral oncogene homolog and v-raf murine sarcoma viral oncogene homolog B1. The input data for analysis includes the targeted nucleotide sequence, common mutations in the targeted sequence, pyrosequencing dispensing order, pyrogram peak order and peak heights. The output includes mutation type and percentage of mutant gene in the specimen. Results The data from 1375 pyrosequencing test results were analyzed using the software in parallel with manual analysis. The software was able to generate correct results for all 1375 cases. Conclusion The software developed is a useful molecular diagnostic tool for pyrosequencing mutation data analysis. This software can increase laboratory data analysis efficiency and reduce data analysis error rate. Virtual slides The virtual slide(s) for this article can be found here: http://www.diagnosticpathology.diagnomx.eu/vs/1348911657684292.
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Affiliation(s)
- Shanxiang Shen
- Department of Pathology, Moffitt Cancer Center, 12902 USF Magnolia Drive, Tampa, Florida 33612, USA
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