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Bach S, Sluiter NR, Beagan JJ, Mekke JM, Ket JCF, van Grieken NCT, Steenbergen RDM, Ylstra B, Kazemier G, Tuynman JB. Circulating Tumor DNA Analysis: Clinical Implications for Colorectal Cancer Patients. A Systematic Review. JNCI Cancer Spectr 2019; 3:pkz042. [PMID: 32328554 PMCID: PMC7050033 DOI: 10.1093/jncics/pkz042] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2019] [Revised: 05/21/2019] [Accepted: 06/05/2019] [Indexed: 02/06/2023] Open
Abstract
Background Liquid biopsies could improve diagnosis, prognostication, and monitoring of colorectal cancer (CRC). Mutation, chromosomal copy number alteration, and methylation analysis in circulating tumor DNA (ctDNA) from plasma or serum has gained great interest. However, the literature is inconsistent on preferred candidate markers, hampering a clear direction for further studies and clinical translation. This review assessed the potential of ctDNA analysis for clinical utility. Methods A systematic review according to the Preferred Reporting Items for Systematic Reviews and Meta-analyses guidelines was conducted up to December 3, 2018, followed by methodological quality assessment. Primary endpoints were accuracy for detection, prognostication, and monitoring. Results Eighty-four studies were included. For CRC detection, sensitivity was 75% using ctDNA mutation analysis and up to 96% using copy number analysis. Septin 9 (SEPT9) hypermethylation analysis showed sensitivities of 100% and specificities of 97%. Regarding prognostication, ctDNA KRAS mutations were associated with oncological outcome and could predict response to anti-epidermal growth factor receptor therapy. For monitoring, sequential ctDNA KRAS mutation analysis showed promise for detection of relapses or therapy resistance. Conclusions This comprehensive overview of ctDNA candidate markers demonstrates SEPT9 methylation analysis to be promising for CRC detection, and KRAS mutation analysis could assist in prognostication and monitoring. Prospective evaluation of marker panels in clinical decision making should bring ctDNA analysis into practice.
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Affiliation(s)
- Sander Bach
- Department of Surgery, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Vrije Universiteit, Amsterdam, the Netherlands
| | - Nina R Sluiter
- Department of Surgery, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Vrije Universiteit, Amsterdam, the Netherlands
| | - Jamie J Beagan
- Department of Pathology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Vrije Universiteit, Amsterdam, the Netherlands
| | - Joost M Mekke
- Department of Surgery, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Vrije Universiteit, Amsterdam, the Netherlands
| | - Johannes C F Ket
- Medical Information Specialist/Literature Researcher Medical Library, Amsterdam UMC, Vrije Universiteit Amsterdam, Vrije Universiteit, Amsterdam, the Netherlands
| | - Nicole C T van Grieken
- Department of Pathology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Vrije Universiteit, Amsterdam, the Netherlands
| | - Renske D M Steenbergen
- Department of Pathology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Vrije Universiteit, Amsterdam, the Netherlands
| | - Bauke Ylstra
- Department of Pathology, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Vrije Universiteit, Amsterdam, the Netherlands
| | - Geert Kazemier
- Department of Surgery, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Vrije Universiteit, Amsterdam, the Netherlands
| | - Jurriaan B Tuynman
- Department of Surgery, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Vrije Universiteit, Amsterdam, the Netherlands
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Rofi E, Vivaldi C, Del Re M, Arrigoni E, Crucitta S, Funel N, Fogli S, Vasile E, Musettini G, Fornaro L, Falcone A, Danesi R. The emerging role of liquid biopsy in diagnosis, prognosis and treatment monitoring of pancreatic cancer. Pharmacogenomics 2019; 20:49-68. [PMID: 30520336 DOI: 10.2217/pgs-2018-0149] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2018] [Accepted: 11/05/2018] [Indexed: 12/11/2022] Open
Abstract
Circulating tumor DNA, circulating tumor cells and tumor-related exosomes may offer new opportunities to provide insights into the biological and clinical characteristics of a neoplastic disease. They represent alternative routes for diagnostic and prognostic purposes, and for predicting and longitudinally monitoring response to treatment and disease progression. Hence, circulating biomarkers represent promising noninvasive tools in the scenario of pancreatic cancer, where neither molecular nor clinical predictors of treatment benefit have been identified yet. This review aims to provide an overview of the current status of circulating biomarker research in pancreatic cancer, and discusses their potential clinical utility to facilitate clinical decision-making.
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Affiliation(s)
- Eleonora Rofi
- Unit of Clinical Pharmacology & Pharmacogenetics, Department of Clinical & Experimental Medicine, University of Pisa, Italy
| | - Caterina Vivaldi
- Unit of Medical Oncology, Department of Translational Research & New Technologies in Medicine, University of Pisa, Italy
| | - Marzia Del Re
- Unit of Clinical Pharmacology & Pharmacogenetics, Department of Clinical & Experimental Medicine, University of Pisa, Italy
| | - Elena Arrigoni
- Unit of Clinical Pharmacology & Pharmacogenetics, Department of Clinical & Experimental Medicine, University of Pisa, Italy
| | - Stefania Crucitta
- Unit of Clinical Pharmacology & Pharmacogenetics, Department of Clinical & Experimental Medicine, University of Pisa, Italy
| | - Niccola Funel
- Department of Translational Research & The New Technologies in Medicine & Surgery, University of Pisa, Pisa, Italy
| | - Stefano Fogli
- Unit of Clinical Pharmacology & Pharmacogenetics, Department of Clinical & Experimental Medicine, University of Pisa, Italy
| | - Enrico Vasile
- Unit of Medical Oncology, Department of Translational Research & New Technologies in Medicine, University of Pisa, Italy
| | - Gianna Musettini
- Unit of Medical Oncology, Department of Translational Research & New Technologies in Medicine, University of Pisa, Italy
| | - Lorenzo Fornaro
- Unit of Medical Oncology, Department of Translational Research & New Technologies in Medicine, University of Pisa, Italy
| | - Alfredo Falcone
- Unit of Medical Oncology, Department of Translational Research & New Technologies in Medicine, University of Pisa, Italy
| | - Romano Danesi
- Unit of Clinical Pharmacology & Pharmacogenetics, Department of Clinical & Experimental Medicine, University of Pisa, Italy
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Pi C, Zhang MF, Peng XX, Zhang YC, Xu CR, Zhou Q. Liquid biopsy in non-small cell lung cancer: a key role in the future of personalized medicine? Expert Rev Mol Diagn 2017; 17:1089-1096. [PMID: 29057681 DOI: 10.1080/14737159.2017.1395701] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
INTRODUCTION Liquid biopsies, especially the analysis of circulating tumor DNA (ctDNA), as a novel and non-invasive method for the diagnosis and monitoring of non-small cell lung cancer (NSCLC) have already been implemented in clinical settings. The majority of ctDNA is released from apoptotic or necrotic tumor cells, thus reflecting the genetic profile of a tumor. Numerous studies have reported a high concordance in mutation profiles derived from liquid biopsy and tissue biopsy, especially in driver genes. Liquid biopsy could overcome the clonal heterogeneity of tumour biopsy, as it provides a single snapshot of a tumour tissue. Moreover, non-invasiveness is the biggest advantage for liquid biopsy, and the procedure can be repeatedly performed during the treatment for the purpose of monitoring. Therefore, ctDNA could act as a potential complementary method for tissue biopsies in diagnosis, prognostic, treatment response and resistance. Areas covered: This review summarizes the recent advancements in liquid biopsy with a focus on NSCLC, including its applications and technologies associated with assessing ctDNA. The authors conclude the review by discussing the challenges associated with liquid biopsy. Expert commentary: The analysis of ctDNA represents a promising method for liquid biopsy, which will be a novel and potentially complementary method in diagnosis, treatment and prognostic in NSCLC at all stages.
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Affiliation(s)
- Can Pi
- a Guangdong Lung Cancer Institute , Guangdong General Hospital and Guangdong Academy of Medical Sciences , Guangdong , PR China.,b The Second School of Clinical Medicine , Southern Medical University , Guangdong , PR China
| | - Ming-Feng Zhang
- a Guangdong Lung Cancer Institute , Guangdong General Hospital and Guangdong Academy of Medical Sciences , Guangdong , PR China.,b The Second School of Clinical Medicine , Southern Medical University , Guangdong , PR China
| | - Xiao-Xiao Peng
- a Guangdong Lung Cancer Institute , Guangdong General Hospital and Guangdong Academy of Medical Sciences , Guangdong , PR China.,c School of Medicine , South China University of Technology , Guangzhou , China
| | - Yi-Chen Zhang
- a Guangdong Lung Cancer Institute , Guangdong General Hospital and Guangdong Academy of Medical Sciences , Guangdong , PR China.,b The Second School of Clinical Medicine , Southern Medical University , Guangdong , PR China
| | - Chong-Rui Xu
- a Guangdong Lung Cancer Institute , Guangdong General Hospital and Guangdong Academy of Medical Sciences , Guangdong , PR China
| | - Qing Zhou
- a Guangdong Lung Cancer Institute , Guangdong General Hospital and Guangdong Academy of Medical Sciences , Guangdong , PR China.,b The Second School of Clinical Medicine , Southern Medical University , Guangdong , PR China
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Circulating Tumor DNA is Effective for Detection of KRAS Mutation in Colorectal Cancer: A Meta-Analysis. Int J Biol Markers 2017; 32:e421-e427. [PMID: 28885658 DOI: 10.5301/ijbm.5000295] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/29/2017] [Indexed: 12/31/2022]
Abstract
Background Circulating tumor DNA (ctDNA) offers a novel and minimally invasive approach to the detection of the KRAS oncogene mutation in colorectal cancer. This study was conducted to compare the prognostic value of ctDNA with that of the current gold standard tumor tissue analysis. Methods A systematic literature review was conducted to identify relevant articles published from inception to December 27, 2016; the PubMed, Web of Science, Embase, Wanfang and China National Knowledge Infrastructure databases were searched. Pooled specificity, sensitivity, positive likelihood ratio, negative likelihood ratio and diagnostic odds ratio (DOR) estimates and areas under summary receiver operating characteristic (AUSROC) curves were calculated. We also performed subgroup and sensitivity analyses. Results Twenty-three studies with 1,715 colorectal cancer patients were included. The overall sensitivity and specificity were 0.75 (95% confidence interval [CI], 0.66-0.82) and 0.98 (CI, 0.95-0.99), respectively. The positive likelihood ratio was 31.8 (95% CI, 14.8-68.3), and the negative likelihood ratio was 0.26 (95% CI, 0.19-0.36). In addition, the AUSROC and DOR were 0.96 (95% CI, 0.93-0.97) and 123 (95% CI, 52-291), respectively. Substantial heterogeneity was observed across studies (I2 = 95%, 95% CI, 91-99). None of the subgroups investigated, including those defined by blood sample type, study region, TNM stage, detection site and detection method, could indicate the source of the observed heterogeneity. The results of the sensitivity analysis indicated that the results of our meta-analysis were stable. Conclusions Circulating tumor DNA may serve as a viable alternative to tissue analysis for the detection of KRAS mutations in colorectal cancer.
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Detection of low-abundance point mutations by competitive strand assisted endonuclease IV signal amplification system. Curr Med Sci 2017; 37:803-806. [PMID: 29058299 DOI: 10.1007/s11596-017-1808-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2017] [Revised: 09/11/2017] [Indexed: 10/18/2022]
Abstract
Genetic mutations are important molecular biomarkers for cancer diagnosis and surveillance. Therefore, the development of methods for mutation detection characterized with straightforward, highly specific and sensitive to low-level mutations within various sequence contexts is extremely needed. Although some of the currently available methods have shown very encouraging results, their discrimination efficiency is still very low. Herein, we demonstrate a fluorescent probe coupled with blocker and property of melting temperature discrimination, which is able to identify the presence of known or unknown single-base variations at abundances down to 0.1% within 20 min. The discrimination factors between the perfect-match target and single-base mismatched target are determined to be 10.15-38.48. The method is sequence independent, which assures a wide range of application. The new method would be an ideal choice for high-throughput in vitro diagnosis and precise clinical treatment.
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Gao Y, Song P, Li H, Jia H, Zhang B. Elevated serum CEA levels are associated with the explosive progression of lung adenocarcinoma harboring EGFR mutations. BMC Cancer 2017; 17:484. [PMID: 28705152 PMCID: PMC5512835 DOI: 10.1186/s12885-017-3474-3] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2016] [Accepted: 07/06/2017] [Indexed: 01/06/2023] Open
Abstract
BACKGROUND Serum carcinoembryonic antigen (CEA) levels are a predictor of epidermal growth factor receptor tyrosine kinase inhibitor (EGFR-TKI) efficacy and are associated with epidermal growth factor receptor (EGFR) gene mutations. However, the clinical significance of plasma CEA level changes during different cycles of target therapy is unknown for lung adenocarcinoma patients with sensitizing EGFR mutations. METHODS In total, 155 patients with lung adenocarcinoma were enrolled in this retrospective study between 2011 and 2015. EGFR mutations were detected by RT-PCR (real-time quantitative PCR). Plasma CEA levels were measured prior to different EGFR-TKI treatment cycles. Computed tomography (CT) scans were conducted every 2 months to assess the therapeutic efficacy. RESULTS Serum CEA concentrations were significantly associated with EGFR mutations (p < 0.05). Furthermore, in all patients treated with EGFR-TKIs, the serum CEA levels increased with disease progression (p < 0.005). A COX multivariate analysis revealed that CEA levels 16.2 times above normal were associated with early disease progression (HR, 5.77; 95% CI:2.36 ~ 14.11; p < 0.001). Based on this finding, a threshold was set at the median time of 8.3 months. Patients with EGFR mutations exhibited a median progression-free survival time of 12.8 months. Serum CEA levels were markedly increased compared to levels measured 4.5 months prior to the changes detected via CT scans for patients resistant to EGFR-TKIs. CONCLUSIONS Elevated CEA levels during targeted therapy may be a more sensitive predictor of explosive lung adenocarcinoma progression in patients harboring mutant EGFRs compared to traditional imaging methods.
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Affiliation(s)
- Yuan Gao
- Department of Thoracic Surgery, Shandong Provincial Hospital affiliated to Shandong University, Jinan, Shandong Province, 250117, China
| | - PingPing Song
- Department of Thoracic Surgery, Shandong Tumor Hospital and Institute, Jinan, Shandong Province, 250117, China. .,Department of Thoracic Surgery, Shandong Cancer Hospital and Institute, Jiyan Rd. 440, Jinan, Shandong, 250117, People's Republic of China.
| | - Hui Li
- Department of Thoracic Surgery, Shandong Tumor Hospital and Institute, Jinan, Shandong Province, 250117, China
| | - Hui Jia
- Department of Medical Oncology, Shandong Tumor Hospital and Institute, Jinan, Shandong Province, 250117, China
| | - BaiJiang Zhang
- Department of Thoracic Surgery, Shandong Tumor Hospital and Institute, Jinan, Shandong Province, 250117, China
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Wang X, Gao Y, Wang B, Zhang Z, Liang C, Feng H, Guo Y, Da J, Mo M, Zhang M, Ding F, Chen Z, Li H, Liu D. Analytic and Clinical Validation of an Ultrasensitive, Quantitative Polymerase Chain Reaction Assay for EGFR Mutation Analysis With Circulating Tumor DNA. Arch Pathol Lab Med 2017; 141:978-984. [PMID: 28537806 DOI: 10.5858/arpa.2016-0083-oa] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
CONTEXT - The mutation analysis of epidermal growth factor receptor (EGFR) has become a common test to guide therapeutic decision making for lung cancer. Molecular testing with circulating tumor DNA in plasma allows diagnosis of mutations when tumor tissue is not available as well as monitoring treatment response with repeat biopsies. OBJECTIVES - To develop a timely and cost-effective assay that can accurately detect EGFR mutations in circulating tumor DNA and to evaluate the analytic and clinical performance of the assay. DESIGN - Analytic assessment was conducted with a set of reference materials carrying classic EGFR mutations. A recently developed Poisson distribution-based approach was employed to understand the assay sensitivity. Clinical evaluation was performed with 224 pairs of plasma and matched tissues from patients with stage I to IV disease. EGFR mutation rates of 390 consecutive plasma samples processed in the central service laboratory were compared with previously reported prevalence in an Asian population. RESULTS - Our results suggested that limit of detection for the EGFR quantitative polymerase chain reaction assay was 10 mutation copies, and the lowest detectable copy numbers could be extended to a single-digit level. The clinical sensitivity was 53.3% for all stages combined and 81.4% for late stages, with a high specificity of 100%. Clinical observations showed an overall positive finding rate of 32.5% and 41.4% for stage IV disease, which is consistent with previously reported EGFR mutation prevalence in an Asian population. CONCLUSIONS - Our results supported the clinical utility of the ultrasensitive, quantitative polymerase chain reaction assay for EGFR mutation analysis with circulating tumor DNA.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | | | - Deruo Liu
- From the Departments of Thoracic Surgery (Drs Wang, Zhang, and Liu; Messrs Liang and Feng; and Ms Guo) and Pathology (Mss Wang and Da), China-Japan Friendship Hospital, Beijing, China; the National Institute of Metrology, Beijing (Mr Gao); Beijing ACCB Biotech Ltd, Beijing (Drs Mo, Ding, Chen, and Li and Mr Zhang); and the Department of Biotechnology and Pharmaceutical Research, Yangze Delta Institute of Tsinghua University, Zhejiang, China (Dr Ding). Dr Wang and Mr Gao contributed equally to this article
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Hao YX, Li YM, Ye M, Guo YY, Li QW, Peng XM, Wang Q, Zhang SF, Zhao HX, Zhang H, Li GH, Zhu JH, Xiao WH. KRAS and BRAF mutations in serum exosomes from patients with colorectal cancer in a Chinese population. Oncol Lett 2017; 13:3608-3616. [PMID: 28521461 PMCID: PMC5431267 DOI: 10.3892/ol.2017.5889] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2015] [Accepted: 01/26/2017] [Indexed: 12/13/2022] Open
Abstract
The efficacy of epidermal growth factor receptor- targeted therapy is significantly associated with Kirsten rat sarcoma viral oncogene homolog (KRAS) and B-raf serine/threonine kinase proto-oncogene (BRAF) mutation in patients with colorectal cancer (CRC), for which the standard gene testing is currently performed using tumor tissue DNA. The aim of the present study was to compare the presence of KRAS and BRAF mutations in the serum exosome and primary tumor tissue from patients with CRC. Genomic DNA were extracted from the tumor tissues of 35 patients with histologically-confirmed CRC and exosomal mRNA were obtained from peripheral blood, which were collected from the corresponding patients prior to surgery. Three mutations in the KRAS gene (codons 12, 13 and 61) and a mutation in the BRAF gene (codon 600) were detected using a polymerase chain reaction-based sequencing method and their presence were compared between tumor tissues and the matched serum exosomes. The KRAS mutation rates in tumor tissues and the matched serum exosomes were 57.6 and 42.4%, respectively, which was not significantly different (P=0.063). The detection rate of the BRAF mutation was 24.2 and 18.2% in tumor tissues and the matched serum exosomes, respectively, and there was no significant difference (P=0.500). The patients with CRC that had a KRAS mutation of codon 12 in exon 2 in their tumor tissues and serum exosomes were significantly older compared with those without this mutation (tumor tissue, P=0.002; serum exosome, P=0.022). The sensitivity of KRAS and BRAF mutation detection using exosomal mRNA was 73.7 and 75%, respectively. The specificity of the detected mutations exhibited an efficiency of 100%, and the total consistency rate was 94.9 and 93.9% for KRAS and BRAF mutations, respectively. These results suggested that serum exosomal mRNA may be used as a novel source for the rapid and non-invasive genotyping of patients with CRC.
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Affiliation(s)
- Yi-Xin Hao
- Department of Oncology, The First Affiliated Hospital of The People's Liberation Army General Hospital, Beijing 100039, P.R. China
| | - Yong-Mei Li
- Department of Oncology, Changhai Hospital, Second Military Medical University, Shanghai 200433, P.R. China
| | - Ming Ye
- Department of Oncology, The First Affiliated Hospital of The People's Liberation Army General Hospital, Beijing 100039, P.R. China
| | - Yan-Yan Guo
- Department of Oncology, The First Affiliated Hospital of The People's Liberation Army General Hospital, Beijing 100039, P.R. China
| | - Qiu-Wen Li
- Department of Oncology, The First Affiliated Hospital of The People's Liberation Army General Hospital, Beijing 100039, P.R. China
| | - Xiu-Mei Peng
- Department of Oncology, The First Affiliated Hospital of The People's Liberation Army General Hospital, Beijing 100039, P.R. China
| | - Qi Wang
- Department of Oncology, The First Affiliated Hospital of The People's Liberation Army General Hospital, Beijing 100039, P.R. China
| | - Shu-Fang Zhang
- Department of Oncology, The First Affiliated Hospital of The People's Liberation Army General Hospital, Beijing 100039, P.R. China
| | - Hui-Xia Zhao
- Department of Oncology, The First Affiliated Hospital of The People's Liberation Army General Hospital, Beijing 100039, P.R. China
| | - He Zhang
- Department of Oncology, The First Affiliated Hospital of The People's Liberation Army General Hospital, Beijing 100039, P.R. China
| | - Guang-Hui Li
- Department of Oncology, The First Affiliated Hospital of The People's Liberation Army General Hospital, Beijing 100039, P.R. China
| | - Jian-Hua Zhu
- Department of Oncology, The First Affiliated Hospital of The People's Liberation Army General Hospital, Beijing 100039, P.R. China
| | - Wen-Hua Xiao
- Department of Oncology, The First Affiliated Hospital of The People's Liberation Army General Hospital, Beijing 100039, P.R. China
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Hao YX, Fu Q, Guo YY, Ye M, Zhao HX, Wang Q, Peng XM, Li QW, Wang RL, Xiao WH. Effectiveness of circulating tumor DNA for detection of KRAS gene mutations in colorectal cancer patients: a meta-analysis. Onco Targets Ther 2017; 10:945-953. [PMID: 28243130 PMCID: PMC5317324 DOI: 10.2147/ott.s123954] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
Circulating tumor DNA (ctDNA) can be identified in the peripheral blood of patients and harbors the genomic alterations found in tumor tissues, which provides a noninvasive approach for detection of gene mutations. We conducted this meta-analysis to investigate whether ctDNA can be used for monitoring KRAS gene mutations in colorectal cancer (CRC) patients. Medline, Embase, Cochrane Library and Web of Science were searched for the included eligible studies in English, and data were extracted for statistical analysis according to the numbers of true-positive (TP), true-negative (TN), false-positive (FP) and false-negative (FN) cases. Sensitivity, specificity and diagnostic odds ratio (DOR) were calculated, and the area under the receiver operating characteristic curve (AUROC) was used to evaluate the diagnostic performance. After independent searching and reviewing, 21 studies involving 1,812 cancer patients were analyzed. The overall sensitivity, specificity and DOR were 0.67 (95% confidence interval [CI] =0.55-0.78), 0.96 (95% CI =0.93-0.98) and 53.95 (95% CI =26.24-110.92), respectively. The AUROC was 0.95 (95% CI =0.92-0.96), which indicated the high diagnostic accuracy of ctDNA. After stratified analysis, we found the higher diagnostic accuracy in subgroup of patients detected in blood sample of plasma. The ctDNA may be an ideal source for detection of KRAS gene mutations in CRC patients with high specificity and diagnostic value.
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Affiliation(s)
- Yi-Xin Hao
- Department of Oncology, First Affiliated Hospital
| | - Qiang Fu
- Department of Anesthesiology, People's Liberation Army General Hospital, Beijing, People's Republic of China
| | - Yan-Yan Guo
- Department of Oncology, First Affiliated Hospital
| | - Ming Ye
- Department of Oncology, First Affiliated Hospital
| | - Hui-Xia Zhao
- Department of Oncology, First Affiliated Hospital
| | - Qi Wang
- Department of Oncology, First Affiliated Hospital
| | - Xiu-Mei Peng
- Department of Oncology, First Affiliated Hospital
| | - Qiu-Wen Li
- Department of Oncology, First Affiliated Hospital
| | | | - Wen-Hua Xiao
- Department of Oncology, First Affiliated Hospital
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Li Y, Fu XH, Yuan JQ, Yang ZY, Mao C, Dong XM, Tang JL, Wang SY. Colorectal cancer: using blood samples and tumor tissue to detect K-ras mutations. Expert Rev Anticancer Ther 2016; 15:715-25. [PMID: 26035720 DOI: 10.1586/14737140.2015.1037836] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
We performed a meta-analysis to assess whether blood can be substituted for tumor tissue in K-ras mutation testing. PubMed, EMBASE, MEDLINE, and BIOSIS databases were searched. Twenty-three studies including 1261 patients were included. The pooled overall sensitivity, specificity, and concordance rate were 0.69 (95% CI: 0.59-0.78), 0.96 (95% CI: 0.93-0.97), and 0.86 (95% CI: 0.82-0.89), respectively. Subgroup analysis indicated that plasma (sensitivity: 0.74; mutation rate: 0.34) exhibited superior sensitivity compared with serum (sensitivity: 0.45; mutation rate: 0.24). We conclude that blood is a suitable substitute for tumor tissue in K-ras mutation testing. K-ras mutation positivity in blood can be used to identify patients who should not receive EGFR monoclonal antibody therapy, but the absence of blood positivity does not necessarily imply negativity.
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Affiliation(s)
- Yang Li
- Center of Injury Prevention and Control, Medical College of Jinan University, Guangzhou, China
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11
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Seekhuntod S, Thavarungkul P, Chaichanawongsaroj N. Validation of a Multiplex Allele-Specific Polymerase Chain Reaction Assay for Detection of KRAS Gene Mutations in Formalin-Fixed, Paraffin-Embedded Tissues from Colorectal Cancer Patients. PLoS One 2016; 11:e0147672. [PMID: 26812617 PMCID: PMC4728071 DOI: 10.1371/journal.pone.0147672] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2015] [Accepted: 01/06/2016] [Indexed: 12/18/2022] Open
Abstract
Background Patients with KRAS mutations do not respond to epidermal growth factor receptor (EGFR) inhibitors and fail to benefit from adjuvant chemotherapy. Mutation analysis of KRAS is needed before starting treatment with monoclonal anti-EGFR antibodies in patients with metastatic colorectal cancer (mCRC). The objective of this study is to develop a multiplex allele-specific PCR (MAS-PCR) assay to detect KRAS mutations. Methods We developed a single-tube MAS-PCR assay for the detection of seven KRAS mutations (G12D, G12A, G12R, G12C, G12S, G12V, and G13D). We performed MAS-PCR assay analysis for KRAS on DNA isolated from 270 formalin-fixed paraffin-embedded (FFPE) colorectal cancer tissues. Sequences of all 270 samples were determined by pyrosequencing. Seven known point-mutation DNA samples diluted with wild-type DNA were assayed to determine the limitation of detection and reproducibility of the MAS-PCR assay. Results Overall, the results of MAS-PCR assay were in good concordance with pyrosequencing, and only seven discordant samples were found. The MAS-PCR assay reproducibly detected 1 to 2% mutant alleles. The most common mutations were G13D in codon 13 (49.17%), G12D (25.83%) and G12V (12.50%) in codon 12. Conclusion The MAS-PCR assay provides a rapid, cost-effective, and reliable diagnostic tool for accurate detection of KRAS mutations in routine FFPE colorectal cancer tissues.
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Affiliation(s)
- Sirirat Seekhuntod
- Department of Transfusion Medicine and Clinical Microbiology, Faculty of Allied Health Sciences, Chulalongkorn University, Bangkok, Thailand
| | - Paninee Thavarungkul
- Department of Medical Services, Institute of Pathology, Ministry of Public Health, Bangkok, Thailand
| | - Nuntaree Chaichanawongsaroj
- Department of Transfusion Medicine and Clinical Microbiology, Faculty of Allied Health Sciences, Chulalongkorn University, Bangkok, Thailand
- * E-mail:
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Bordi P, Del Re M, Danesi R, Tiseo M. Circulating DNA in diagnosis and monitoring EGFR gene mutations in advanced non-small cell lung cancer. Transl Lung Cancer Res 2015; 4:584-97. [PMID: 26629427 PMCID: PMC4630520 DOI: 10.3978/j.issn.2218-6751.2015.08.09] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2015] [Accepted: 08/11/2015] [Indexed: 01/06/2023]
Abstract
Epidermal growth factor receptor tyrosine kinase inhibitors (EGFR-TKIs) are current treatments for advanced non-small cell lung cancer (NSCLC) harboring activating EGFR gene mutations. Histological or cytological samples are the standard tumor materials for EGFR mutation analysis. However, the accessibility of tumor samples is not always possible and satisfactory in advanced NSCLC patients. Moreover, totality of EGFR mutated NSCLC patients will develop resistance to EGFR-TKIs. Repeat biopsies to study genetic evolution as a result of therapy are difficult, invasive and may be confounded by intra-tumor heterogeneity. Thus, exploring accurate and less invasive techniques to (I) diagnosis EGFR mutation if tissue is not available or not appropriate for molecular analysis and to (II) monitor EGFR-TKI treatment are needed. Circulating DNA fragments carrying tumor specific sequence alterations [circulating cell-free tumor DNA (cftDNA)] are found in the cell-free fraction of blood, representing a variable and generally small fraction of the total circulating DNA. cftDNA has a high degree of specificity to detect EGFR gene mutations in NSCLC. Studies have shown the feasibility of using cftDNA to diagnosis of EGFR activating gene mutations and also to monitor tumor dynamics in NSCLC patients treated with EGFR-TKIs. These evidences suggested that non-invasive techniques based on blood samples had a great potential in EGFR mutated NSCLC patients. In this review, we summarized these non-invasive approaches and relative scientific data now available, considering their possible applications in clinical practice of NSCLC treatment.
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Feng Y, Yang T, Xu Q, Sun E, Li J, Lv S, Wang H, Zhang Q, Zhang J, Wu D. Detection, discrimination and quantitation of 22 bluetongue virus serotypes using real-time RT-PCR with TaqMan MGB probes. Arch Virol 2015; 160:2249-58. [DOI: 10.1007/s00705-015-2499-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2015] [Accepted: 06/13/2015] [Indexed: 10/23/2022]
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Westwood M, van Asselt T, Ramaekers B, Whiting P, Joore M, Armstrong N, Noake C, Ross J, Severens J, Kleijnen J. KRAS mutation testing of tumours in adults with metastatic colorectal cancer: a systematic review and cost-effectiveness analysis. Health Technol Assess 2015; 18:1-132. [PMID: 25314637 DOI: 10.3310/hta18620] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
BACKGROUND Bowel cancer is the third most common cancer in the UK. Most bowel cancers are initially treated with surgery, but around 17% spread to the liver. When this happens, sometimes the liver tumour can be treated surgically, or chemotherapy may be used to shrink the tumour to make surgery possible. Kirsten rat sarcoma viral oncogene (KRAS) mutations make some tumours less responsive to treatment with biological therapies such as cetuximab. There are a variety of tests available to detect these mutations. These vary in the specific mutations that they detect, the amount of mutation they detect, the amount of tumour cells needed, the time to give a result, the error rate and cost. OBJECTIVES To compare the performance and cost-effectiveness of KRAS mutation tests in differentiating adults with metastatic colorectal cancer whose metastases are confined to the liver and are unresectable and who may benefit from first-line treatment with cetuximab in combination with standard chemotherapy from those who should receive standard chemotherapy alone. DATA SOURCES Thirteen databases, including MEDLINE and EMBASE, research registers and conference proceedings were searched to January 2013. Additional data were obtained from an online survey of laboratories participating in the UK National External Quality Assurance Scheme pilot for KRAS mutation testing. METHODS A systematic review of the evidence was carried out using standard methods. Randomised controlled trials were assessed for quality using the Cochrane risk of bias tool. Diagnostic accuracy studies were assessed using the QUADAS-2 tool. There were insufficient data for meta-analysis. For accuracy studies we calculated sensitivity and specificity together with 95% confidence intervals (CIs). Survival data were summarised as hazard ratios and tumour response data were summarised as relative risks, with 95% CIs. The health economic analysis considered the long-term costs and quality-adjusted life-years associated with different tests followed by treatment with standard chemotherapy or cetuximab plus standard chemotherapy. The analysis took a 'no comparator' approach, which implies that the cost-effectiveness of each strategy will be presented only compared with the next most cost-effective strategy. The de novo model consisted of a decision tree and Markov model. RESULTS The online survey indicated no differences between tests in batch size, turnaround time, number of failed samples or cost. The literature searches identified 7903 references, of which seven publications of five studies were included in the review. Two studies provided data on the accuracy of KRAS mutation testing for predicting response to treatment in patients treated with cetuximab plus standard chemotherapy. Four RCTs provided data on the clinical effectiveness of cetuximab plus standard chemotherapy compared with that of standard chemotherapy in patients with KRAS wild-type tumours. There were no clear differences in the treatment effects reported by different studies, regardless of which KRAS mutation test was used to select patients. In the 'linked evidence' analysis the Therascreen KRAS RGQ PCR Kit (QIAGEN) was more expensive but also more effective than pyrosequencing or direct sequencing, with an incremental cost-effectiveness ratio of £17,019 per quality-adjusted life-year gained. In the 'assumption of equal prognostic value' analysis the total costs associated with the various testing strategies were similar. LIMITATIONS The results assume that the differences in outcomes between the trials were solely the result of the different mutation tests used to distinguish between patients; this assumption ignores other factors that might explain this variation. CONCLUSIONS There was no strong evidence that any one KRAS mutation test was more effective or cost-effective than any other test. STUDY REGISTRATION PROSPERO CRD42013003663. FUNDING The National Institute for Health Research Health Technology Assessment programme.
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Affiliation(s)
| | - Thea van Asselt
- Department of Clinical Epidemiology and Medical Technology Assessment, Maastricht University Medical Centre, Maastricht, the Netherlands
| | - Bram Ramaekers
- Department of Clinical Epidemiology and Medical Technology Assessment, Maastricht University Medical Centre, Maastricht, the Netherlands
| | | | - Manuela Joore
- Department of Clinical Epidemiology and Medical Technology Assessment, Maastricht University Medical Centre, Maastricht, the Netherlands
| | | | - Caro Noake
- Kleijnen Systematic Reviews Ltd, York, UK
| | | | - Johan Severens
- Institute of Health Policy and Management, Erasmus University, Rotterdam, the Netherlands
| | - Jos Kleijnen
- School for Public Health and Primary Care (CAPHRI), Maastricht University, Maastricht, the Netherlands
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Chang YS, Er TK, Lu HC, Yeh KT, Chang JG. Detection of KRAS codon 12 and 13 mutations by mutant-enriched PCR assay. Clin Chim Acta 2014; 436:169-75. [PMID: 24863805 DOI: 10.1016/j.cca.2014.05.008] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2013] [Revised: 05/08/2014] [Accepted: 05/10/2014] [Indexed: 01/27/2023]
Abstract
BACKGROUND The identification of KRAS mutations before the administration of anti-epidermal growth factor receptor (EGFR) therapy of metastatic colorectal cancer (mCRC) has become important. The aim of the present study was to develop a novel technology that can increase detection sensitivity for KRAS mutations. METHODS DNAs were extracted from colorectal cancer tissues and formalin-fixed, paraffin-embedded (FFPE) colorectal cancer samples. Mutant-enriched PCR assay utilizes the exceptionally thermostable endonucleases, PspGI for codon 12 and PhoI for codon 13, for specific amplifying KRAS mutations from mixed samples. The amplified PCR products were subjected to single-base primer extension or sequencing. Digital PCR was used to evaluate some of the results. RESULTS We compared the results with that from direct sequencing. In the FFPE samples, thirteen discordant samples were found. We showed that the mutant-enriched PCR assay can identify the codons 12 and 13 mutation in a mixed population of mutant and wild type DNA sequences at 1:1000 and 1:400, respectively. The sensitivity of this method is lower than the digital PCR. CONCLUSIONS We developed a rapid and highly sensitive method to detect codons 12 and 13 mutations of the KRAS gene. This method is a powerful tool for finding low-abundance variations in genomic DNA.
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Affiliation(s)
- Ya-Sian Chang
- Epigenome Research Center, China Medical University Hospital, Taichung, Taiwan; Department of Laboratory Medicine, China Medical University Hospital, Taichung, Taiwan
| | - Tze-Kiong Er
- Department of Laboratory Medicine, Kaohsiung Medical University Hospital, Kaohsiung, Taiwan
| | - Hsiu-Chin Lu
- Department of Laboratory Medicine, China Medical University Hospital, Taichung, Taiwan
| | - Kun-Tu Yeh
- Department of Pathology, Changhua Christian Hospital, Changhua, Taiwan
| | - Jan-Gowth Chang
- Epigenome Research Center, China Medical University Hospital, Taichung, Taiwan; Department of Laboratory Medicine, China Medical University Hospital, Taichung, Taiwan; College of Medicine, China Medical University, Taichung, Taiwan.
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Ip JCY, Pang TCY, Pon CK, Zhao JT, Sywak MS, Gill AJ, Soon PS, Sidhu SB. Mutations in KCNJ5 determines presentation and likelihood of cure in primary hyperaldosteronism. ANZ J Surg 2013; 85:279-83. [PMID: 24274318 DOI: 10.1111/ans.12470] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/20/2013] [Indexed: 02/04/2023]
Abstract
INTRODUCTION Primary hyperaldosteronism (PA) is a common cause of secondary hypertension. Two recurrent mutations (G151R and L168R) in the potassium channel gene KCNJ5 have been identified that affect the Kir3.4 potassium channel found in the cells of the zona glomerulosa of the adrenal gland. The aim of this study was to determine the prevalence of KCNJ5 mutations in an Australian cohort of patients and to correlate these findings with clinical outcome data, in order to describe the clinical impact on patients who harbour this mutation. METHODS Direct Sanger sequencing for KCNJ5 on DNA from adrenal tumour tissue of 83 patients with PA in a cohort study was undertaken and mutation status correlated with clinical outcome data. RESULTS Seventy-one of 83 patients (86%) had adrenocortical adenomas and 12 patients (14%) had bilateral adrenal hyperplasia. A total of 34 (41%) patients were found to have heterozygous somatic mutations in KCNJ5, G151R and L168R. No germ line mutations were identified. Patients with mutations were predominately female (68% versus 49%) and significantly younger at presentation (48 versus 55 years). When correlated with clinical data, our results demonstrated that patients with KCNJ5 mutations were more likely to be cured following surgery without the requirement for ongoing medications. CONCLUSIONS Our findings in a large Australian cohort show that patients with mutations in KCNJ5 present earlier with the signs and symptoms of PA benefit from surgical intervention. Moreover, our results highlight the importance of a thorough workup and management plan for younger patients who present with hypertension.
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Affiliation(s)
- Julian C Y Ip
- Cancer Genetics, Kolling Institute of Medical Research, Royal North Shore Hospital, Sydney, New South Wales, Australia; Faculty of Medicine, Northern Clinical School, The University of Sydney, Sydney, New South Wales, Australia
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Abstract
Cancer is associated with mutated genes, and analysis of tumour-linked genetic alterations is increasingly used for diagnostic, prognostic and treatment purposes. The genetic profile of solid tumours is currently obtained from surgical or biopsy specimens; however, the latter procedure cannot always be performed routinely owing to its invasive nature. Information acquired from a single biopsy provides a spatially and temporally limited snap-shot of a tumour and might fail to reflect its heterogeneity. Tumour cells release circulating free DNA (cfDNA) into the blood, but the majority of circulating DNA is often not of cancerous origin, and detection of cancer-associated alleles in the blood has long been impossible to achieve. Technological advances have overcome these restrictions, making it possible to identify both genetic and epigenetic aberrations. A liquid biopsy, or blood sample, can provide the genetic landscape of all cancerous lesions (primary and metastases) as well as offering the opportunity to systematically track genomic evolution. This Review will explore how tumour-associated mutations detectable in the blood can be used in the clinic after diagnosis, including the assessment of prognosis, early detection of disease recurrence, and as surrogates for traditional biopsies with the purpose of predicting response to treatments and the development of acquired resistance.
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Crowley E, Di Nicolantonio F, Loupakis F, Bardelli A. Liquid biopsy: monitoring cancer-genetics in the blood. Nat Rev Clin Oncol 2013; 10:472-84. [PMID: 23836314 DOI: 10.1038/nrclinonc.2013.110] [Citation(s) in RCA: 1290] [Impact Index Per Article: 107.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Cancer is associated with mutated genes, and analysis of tumour-linked genetic alterations is increasingly used for diagnostic, prognostic and treatment purposes. The genetic profile of solid tumours is currently obtained from surgical or biopsy specimens; however, the latter procedure cannot always be performed routinely owing to its invasive nature. Information acquired from a single biopsy provides a spatially and temporally limited snap-shot of a tumour and might fail to reflect its heterogeneity. Tumour cells release circulating free DNA (cfDNA) into the blood, but the majority of circulating DNA is often not of cancerous origin, and detection of cancer-associated alleles in the blood has long been impossible to achieve. Technological advances have overcome these restrictions, making it possible to identify both genetic and epigenetic aberrations. A liquid biopsy, or blood sample, can provide the genetic landscape of all cancerous lesions (primary and metastases) as well as offering the opportunity to systematically track genomic evolution. This Review will explore how tumour-associated mutations detectable in the blood can be used in the clinic after diagnosis, including the assessment of prognosis, early detection of disease recurrence, and as surrogates for traditional biopsies with the purpose of predicting response to treatments and the development of acquired resistance.
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Affiliation(s)
- Emily Crowley
- Department of Oncology, University of Turin, Institute for Cancer Research and Treatment, Strada Provinciale 142 Km 3.95, 10060 Candiolo, Turin, Italy
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Castellanos-Rizaldos E, Milbury CA, Makrigiorgos GM. Enrichment of mutations in multiple DNA sequences using COLD-PCR in emulsion. PLoS One 2012; 7:e51362. [PMID: 23236486 PMCID: PMC3516544 DOI: 10.1371/journal.pone.0051362] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2012] [Accepted: 11/01/2012] [Indexed: 01/04/2023] Open
Abstract
Background Multiplex detection of low-level mutant alleles in the presence of wild-type DNA would be useful for several fields of medicine including cancer, pre-natal diagnosis and infectious diseases. COLD-PCR is a recently developed method that enriches low-level mutations during PCR cycling, thus enhancing downstream detection without the need for special reagents or equipment. The approach relies on the differential denaturation of DNA strands which contain Tm-lowering mutations or mismatches, versus ‘homo-duplex’ wild-type DNA. Enabling multiplex-COLD-PCR that can enrich mutations in several amplicons simultaneously is desirable but technically difficult to accomplish. Here we describe the proof of principle of an emulsion-PCR based approach that demonstrates the feasibility of multiplexed-COLD-PCR within a single tube, using commercially available mutated cell lines. This method works best with short amplicons; therefore, it could potentially be used on highly fragmented samples obtained from biological material or FFPE specimens. Methods Following a multiplex pre-amplification of TP53 exons from genomic DNA, emulsions which incorporate the multiplex product, PCR reagents and primers specific for a given TP53 exon are prepared. Emulsions with different TP53 targets are then combined in a single tube and a fast-COLD-PCR program that gradually ramps up the denaturation temperature over several PCR cycles is applied (temperature-tolerant, TT-fast-eCOLD-PCR). The range of denaturation temperatures applied encompasses the critical denaturation temperature (Tc) corresponding to all the amplicons included in the reaction, resulting to a gradual enrichment of mutations within all amplicons encompassed by emulsion. Results Validation for TT-fast-eCOLD-PCR is provided for TP53 exons 6–9. Using dilutions of mutated cell-line into wild-type DNA, we demonstrate simultaneous mutation enrichment between 7 to 15-fold in all amplicons examined. Conclusions TT-fast-eCOLD-PCR expands the versatility of COLD-PCR and enables high-throughput enrichment of low-level mutant alleles over multiple sequences in a single tube.
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Affiliation(s)
- Elena Castellanos-Rizaldos
- Division of DNA Repair and Genome Stability, Department of Radiation Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Coren Audrey Milbury
- Division of DNA Repair and Genome Stability, Department of Radiation Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts, United States of America
| | - G. Mike Makrigiorgos
- Division of DNA Repair and Genome Stability, Department of Radiation Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts, United States of America
- Division of Medical Physics and Biophysics, Department of Radiation Oncology, Dana-Farber Cancer Institute and Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
- * E-mail:
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