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Limberis JD, Metcalfe JZ. primerJinn: a tool for rationally designing multiplex PCR primer sets for amplicon sequencing and performing in silico PCR. BMC Bioinformatics 2023; 24:468. [PMID: 38082220 PMCID: PMC10714587 DOI: 10.1186/s12859-023-05609-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Accepted: 12/08/2023] [Indexed: 12/18/2023] Open
Abstract
BACKGROUND Multiplex PCR amplifies numerous targets in a single tube reaction and is essential in molecular biology and clinical diagnostics. One of its most important applications is in the targeted sequencing of pathogens. Despite this importance, few tools are available for designing multiplex primers. RESULTS We developed primerJinn, a tool that designs a set of multiplex primers and allows for the in silico PCR evaluation of primer sets against numerous input genomes. We used primerJinn to create a multiplex PCR for the sequencing of drug resistance-conferring gene regions from Mycobacterium tuberculosis, which were then successfully sequenced. CONCLUSIONS primerJinn provides a user-friendly, efficient, and accurate method for designing multiplex PCR primers for targeted sequencing and performing in silico PCR. It can be used for various applications in molecular biology and bioinformatics research, including the design of assays for amplifying and sequencing drug-resistance-conferring regions in important pathogens.
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Affiliation(s)
- Jason D Limberis
- Division of Pulmonary and Critical Care Medicine, Trauma Centre, Zuckerberg San Francisco General Hospital, University of California, San Francisco, San Francisco, CA, USA.
| | - John Z Metcalfe
- Division of Pulmonary and Critical Care Medicine, Trauma Centre, Zuckerberg San Francisco General Hospital, University of California, San Francisco, San Francisco, CA, USA
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2
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Xia H, Zhang Z, Luo C, Wei K, Li X, Mu X, Duan M, Zhu C, Jin L, He X, Tang L, Hu L, Guan Y, Lam DCC, Yang J. MultiPrime: A reliable and efficient tool for targeted next-generation sequencing. IMETA 2023; 2:e143. [PMID: 38868227 PMCID: PMC10989836 DOI: 10.1002/imt2.143] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 08/29/2023] [Indexed: 06/14/2024]
Abstract
We present multiPrime, a novel tool that automatically designs minimal primer sets for targeted next-generation sequencing, tailored to specific microbiomes or genes. MultiPrime enhances primer coverage by designing primers with mismatch tolerance and ensures both high compatibility and specificity. We evaluated the performance of multiPrime using a data set of 43,016 sequences from eight viruses. Our results demonstrated that multiPrime outperformed conventional tools, and the primer set designed by multiPrime successfully amplified the target amplicons. Furthermore, we expanded the application of multiPrime to 30 types of viruses and validated the work efficacy of multiPrime-designed primers in 80 clinical specimens. The subsequent sequencing outcomes from these primers indicated a sensitivity of 94% and a specificity of 89%.
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Affiliation(s)
- Han Xia
- School of Automation Science and Engineering, Faculty of Electronic and Information EngineeringXi'an Jiaotong UniversityXi'anChina
- MOE Key Lab for Intelligent Networks & Networks Security, Faculty of Electronic and Information EngineeringXi'an Jiaotong UniversityXi'anChina
- Department of Research and DevelopmentHugobiotechBeijingChina
| | - Zhe Zhang
- Department of Mechanical and Aerospace EngineeringThe Hong Kong University of Science and TechnologyHong KongChina
| | - Chen Luo
- Department of Research and DevelopmentHugobiotechBeijingChina
| | - Kangfei Wei
- Department of Research and DevelopmentHugobiotechBeijingChina
| | - Xuming Li
- Department of Research and DevelopmentHugobiotechBeijingChina
| | - Xiyu Mu
- Department of Research and DevelopmentHugobiotechBeijingChina
| | - Meilin Duan
- Department of Research and DevelopmentHugobiotechBeijingChina
| | - Chuanlong Zhu
- Department of Research and DevelopmentHugobiotechBeijingChina
| | - Luyi Jin
- Department of Research and DevelopmentHugobiotechBeijingChina
| | - Xiaoqing He
- Department of Research and DevelopmentHugobiotechBeijingChina
| | - Lingjie Tang
- Department of Research and DevelopmentHugobiotechBeijingChina
| | - Long Hu
- Department of Research and DevelopmentHugobiotechBeijingChina
| | - Yuanlin Guan
- Department of Research and DevelopmentHugobiotechBeijingChina
| | - David C. C. Lam
- Department of Mechanical and Aerospace EngineeringThe Hong Kong University of Science and TechnologyHong KongChina
| | - Junbo Yang
- Department of Research and DevelopmentHugobiotechBeijingChina
- Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at ShenzhenChinese Academy of Agricultural SciencesShenzhenChina
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3
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Limberis JD, Metcalfe JZ. primerJinn - a tool for rationally designing multiplex PCR primer sets and in silico PCR. RESEARCH SQUARE 2023:rs.3.rs-3025970. [PMID: 37461503 PMCID: PMC10350116 DOI: 10.21203/rs.3.rs-3025970/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/23/2023]
Abstract
Background Multiplex PCR amplifies numerous targets in a single tube reaction and is essential in molecular biology and clinical diagnostics. One of its most important applications is in the targeted sequencing of pathogens. Despite this importance, few tools are available for designing multiplex primers. Results We developed primerJinn, a tool that designs a set of multiplex primers and allows for the in silico PCR evaluation of primer sets against numerous input genomes. We used primerJinn to create a multiplex PCR for the sequencing of drug resistance-conferring gene regions from Mycobacterium tuberculosis, which were then successfully sequenced. Conclusions primerJinn provides a user-friendly, efficient, and accurate method for designing multiplex PCR primers and performing in silico PCR. It can be used for various applications in molecular biology and bioinformatics research, including the design of assays for amplifying and sequencing drug-resistance-conferring regions in important pathogens.
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4
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Vázquez L, Cabrera-Rubio R, Tamames J, Mayo B, Flórez AB. Assessment of short-read shotgun sequencing and microbiome analysis of faecal samples to discriminate between equol producers and non-producers. Benef Microbes 2023; 14:255-268. [PMID: 37078124 DOI: 10.3920/bm2022.0027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Accepted: 01/17/2023] [Indexed: 04/21/2023]
Abstract
Among the isoflavones and isoflavone-derived metabolites, equol, which in the human gut is synthesised from daidzein by minority bacterial populations, shows the strongest estrogenic and antioxidant activity. The beneficial effects on human health of isoflavone consumption might be partially or indeed totally attributable to this equol. Although some of the bacterial strains involved in its formation have been identified, the interplay between the composition and functionality of the gut microbiota and equol producer phenotype has hardly been studied. In this study, after shotgun metagenomic sequencing, different pipelines for the taxonomic and functional annotation of sequencing data were used in the search for similarities and differences in the faecal metagenome of equol-producing (n=3) and non-producing (n=2) women, with special focus on equol-producing taxa and their equol-associated genes. The taxonomic profiles of the samples differed significantly depending on the analytical method followed, although the microbial diversity detected by each tool was very similar at the phylum, genus and species levels. Equol-producing taxa were detected in both equol producers and non-producers, but no correlation between the abundance of equol-producing taxa and the equol producing/non-producing phenotype was found. Indeed, functional metagenomic analysis was unable to identify the genes involved in equol production, even in samples from equol producers. By aligning equol operons with the collected metagenomics data, a small number of reads mapping to equol-associated sequences were recognised in samples from both equol producers and equol non-producers, but only two reads mapping onto equol reductase-encoding genes in a sample from an equol producer. In conclusion, the taxonomic analysis of metagenomic data might not be suitable for detecting and quantifying equol-producing microbes in human faeces. Functional analysis of the data might provide an alternative. However, to detect the genetic makeup of the minority gut populations, more extensive sequencing than that achieved in the present study might be required.
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Affiliation(s)
- L Vázquez
- Departamento de Microbiología y Bioquímica, Instituto de Productos Lácteos de Asturias (IPLA), Consejo Superior de Investigaciones Científicas (CSIC), Paseo Río Linares s/n, 33300-Villaviciosa, Asturias, Spain
- Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Avenida de Roma s/n, 33011-Oviedo, Asturias, Spain
| | - R Cabrera-Rubio
- Alimentary Pharmabiotic Centre (APC), Microbiome Institute, University College Cork, Cork, Ireland
- Moorepark Teagasc Food Research Centre, Fermoy, Ireland
| | - J Tamames
- Departamento de Biología de Sistemas, Centro Nacional de Biotecnología (CNB), Consejo Superior de Investigaciones Científicas (CSIC), Cantoblanco, Madrid, Spain
| | - B Mayo
- Departamento de Microbiología y Bioquímica, Instituto de Productos Lácteos de Asturias (IPLA), Consejo Superior de Investigaciones Científicas (CSIC), Paseo Río Linares s/n, 33300-Villaviciosa, Asturias, Spain
- Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Avenida de Roma s/n, 33011-Oviedo, Asturias, Spain
| | - A B Flórez
- Departamento de Microbiología y Bioquímica, Instituto de Productos Lácteos de Asturias (IPLA), Consejo Superior de Investigaciones Científicas (CSIC), Paseo Río Linares s/n, 33300-Villaviciosa, Asturias, Spain
- Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Avenida de Roma s/n, 33011-Oviedo, Asturias, Spain
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Kechin A, Boyarskikh U, Barinov A, Tanas A, Kazakova S, Zhevlova A, Khrapov E, Subbotin S, Mishukova O, Kekeeva T, Demidova I, Filipenko M. A spectrum of BRCA1 and BRCA2 germline deleterious variants in ovarian cancer in Russia. Breast Cancer Res Treat 2023; 197:387-395. [PMID: 36367610 DOI: 10.1007/s10549-022-06782-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Accepted: 10/23/2022] [Indexed: 11/13/2022]
Abstract
PURPOSE Pathogenic variants (PVs) in BRCA1 and BRCA2 genes are essential biomarkers of an increased breast and ovarian cancer risk and tumor sensitivity to poly ADP ribose polymerase inhibitors. In Russia, eight PVs were thought to be the most common, among which BRCA1 c.5266dup is the most frequently identified one. METHODS We show the distribution of BRCA1/2 PVs identified with quantitative PCR and targeted next-generation sequencing in 1399 ovarian cancer patients recruited into the study from 72 Russian regions in 2015-2021. RESULTS The most abundant PVs were c.5266dup (41.0%), c.4035del (7.0%), c.1961del (6.3%), c.181 T > G (5.2%), c.3756_3759del (1.8%), c.3700_3704del (1.5%), and c.68_69del (1.5%), all found in BRCA1 and known to be recurrent in Russia. Several other frequent PVs were identified: c.5152 + 1G > T (1.2%), c.1687C > T (1.0%), c.4689C > G (0.9%), c.1510del (0.6%), c.2285_2286del (0.6%) in the BRCA1 gene; and c.5286 T > G (1.2%), c.2808_2811del (0.8%), c.3847_3848del (0.8%), c.658_659del (0.7%), c.7879A > T (0.6%), in the BRCA2 gene. For the most common PV in the BRCA2 gene c.5286 T > G, we suggested that it arose about 700 years ago and is a new founder mutation. CONCLUSION This study extends our knowledge about the BRCA1 and BRCA2 pathogenic variants variability.
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Affiliation(s)
- Andrey Kechin
- Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, 630090, Russia. .,Novosibirsk State University, Novosibirsk, 630090, Russia.
| | - Ulyana Boyarskikh
- Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, 630090, Russia
| | - Alexey Barinov
- Moscow City Oncology Hospital No 62 of the Moscow Health Department, Istra, 143423, Russia
| | - Alexander Tanas
- Research Centre for Medical Genetics, Moscow, 115522, Russia
| | | | | | - Evgeniy Khrapov
- Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, 630090, Russia
| | - Sergey Subbotin
- Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, 630090, Russia
| | - Olga Mishukova
- Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, 630090, Russia
| | - Tatiana Kekeeva
- Research Centre for Medical Genetics, Moscow, 115522, Russia
| | - Irina Demidova
- Moscow City Oncology Hospital No 62 of the Moscow Health Department, Istra, 143423, Russia
| | - Maxim Filipenko
- Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, 630090, Russia.,Novosibirsk State University, Novosibirsk, 630090, Russia
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6
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High-throughput primer design by scoring in piecewise logistic model for multiple polymerase chain reaction variants. Sci Rep 2022; 12:21136. [PMID: 36477468 PMCID: PMC9729204 DOI: 10.1038/s41598-022-25561-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Accepted: 12/01/2022] [Indexed: 12/12/2022] Open
Abstract
Polymerase chain reaction (PCR) variants requiring specific primer types are widely used in various PCR experiments, including generic PCR, inverse PCR, anchored PCR, and ARMS PCR. Few tools can be adapted for multiple PCR variants, and many tools select primers by filtration based on the given parameters, which result in frequent design failures. Here we introduce PrimerScore2, a robust high-throughput primer design tool that can design primers in one click for multiple PCR variants. It scores primers using a piecewise logistic model and the highest-scored primers are selected avoiding the issue of design failure and the necessity to loosen parameters to redesign, and it creatively evaluates specificity by predicting the efficiencies of all target/non-target products. To assess the prediction accuracy of the scores and efficiencies, two next generation sequencing (NGS) libraries were constructed-a 12-plex and a 57-plex-and the results showed that 17 out of 19 (89.5%) low-scoring pairs had a poor depth, 18 out of 19 (94.7%) high-scoring pairs had a high depth, and the depth ratios of the products were linearly correlated with the predicted efficiencies with a slope of 1.025 and a coefficient of determination (R2) 0.935. 116-plex and 114-plex anchored PCR panels designed by PrimerScore2 were applied to 26 maternal plasma samples with male fetuses, the results showed that the predicted fetal DNA fractions were concordant with fractions measured in gold standard method (Y fractions). PrimerScore2 was also used to design 77 monoplex Sanger sequencing primers, the sequencing results indicated that all the primers were effective.
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7
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Target Enrichment Approaches for Next-Generation Sequencing Applications in Oncology. Diagnostics (Basel) 2022; 12:diagnostics12071539. [PMID: 35885445 PMCID: PMC9318977 DOI: 10.3390/diagnostics12071539] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Revised: 06/20/2022] [Accepted: 06/21/2022] [Indexed: 11/29/2022] Open
Abstract
Screening for genomic sequence variants in genes of predictive and prognostic significance is an integral part of precision medicine. Next-generation sequencing (NGS) technologies are progressively becoming platforms of choice to facilitate this, owing to their massively parallel sequencing capability, which can be used to simultaneously screen multiple markers in multiple samples for a variety of variants (single nucleotide and multi nucleotide variants, insertions and deletions, gene copy number variations, and fusions). A crucial step in the workflow of targeted NGS is the enrichment of the genomic regions of interest to be sequenced, against the whole genomic background. This ensures that the NGS effort is focused to predominantly screen target regions of interest with minimal off-target sequencing, making it more accurate and economical. Polymerase chain reaction-based (PCR, or amplicon-based) and hybridization capture-based methodologies are the two prominent approaches employed for target enrichment. This review summarizes the basic principles of target enrichment utilized by these methods, their multiple variations that have evolved over time, automation approaches, overall comparison of their advantages and drawbacks, and commercially available choices for these methodologies.
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8
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Designing highly multiplex PCR primer sets with Simulated Annealing Design using Dimer Likelihood Estimation (SADDLE). Nat Commun 2022; 13:1881. [PMID: 35410464 PMCID: PMC9001684 DOI: 10.1038/s41467-022-29500-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Accepted: 03/18/2022] [Indexed: 11/09/2022] Open
Abstract
One major challenge in the design of highly multiplexed PCR primer sets is the large number of potential primer dimer species that grows quadratically with the number of primers to be designed. Simultaneously, there are exponentially many choices for multiplex primer sequence selection, resulting in systematic evaluation approaches being computationally intractable. Here, we present and experimentally validate Simulated Annealing Design using Dimer Likelihood Estimation (SADDLE), a stochastic algorithm for design of multiplex PCR primer sets that minimize primer dimer formation. In a 96-plex PCR primer set (192 primers), the fraction of primer dimers decreases from 90.7% in a naively designed primer set to 4.9% in our optimized primer set. Even when scaling to 384-plex (768 primers), the optimized primer set maintains low dimer fraction. In addition to NGS, SADDLE-designed primer sets can also be used in qPCR settings to allow highly multiplexed detection of gene fusions in cDNA, with a single-tube assay comprising 60 primers detecting 56 distinct gene fusions recurrently observed in lung cancer. The design of highly multiplex PCR primers to amplify and enrich many different DNA sequences is increasing in biomedical importance as new mutations and pathogens are identified. The authors present and experimentally validate Simulated Annealing Design using Dimer Likelihood Estimation (SADDLE), a stochastic algorithm for design of highly multiplex PCR primer sets that minimize primer dimer formation.
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9
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Hodor P, Pope CE, Whitlock KB, Hoffman LR, Limbrick DL, McDonald PJ, Hauptman JS, Ojemann JG, Simon TD. Molecular Characterization of Microbiota in Cerebrospinal Fluid From Patients With CSF Shunt Infections Using Whole Genome Amplification Followed by Shotgun Sequencing. Front Cell Infect Microbiol 2021; 11:699506. [PMID: 34490140 PMCID: PMC8417900 DOI: 10.3389/fcimb.2021.699506] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Accepted: 07/29/2021] [Indexed: 11/13/2022] Open
Abstract
Understanding the etiology of cerebrospinal fluid (CSF) shunt infections and reinfections requires detailed characterization of associated microorganisms. Traditionally, identification of bacteria present in the CSF has relied on culture methods, but recent studies have used high throughput sequencing of 16S rRNA genes. Here we evaluated the method of shotgun DNA sequencing for its potential to provide additional genomic information. CSF samples were collected from 3 patients near the beginning and end of each of 2 infection episodes. Extracted total DNA was sequenced by: (1) whole genome amplification followed by shotgun sequencing (WGA) and (2) high-throughput sequencing of the 16S rRNA V4 region (16S). Taxonomic assignments of sequences from WGA and 16S were compared with one another and with conventional microbiological cultures. While classification of bacteria was consistent among the 3 approaches, WGA provided additional insights into sample microbiological composition, such as showing relative abundances of microbial versus human DNA, identifying samples of questionable quality, and detecting significant viral load in some samples. One sample yielded sufficient non-human reads to allow assembly of a high-quality Staphylococcus epidermidis genome, denoted CLIMB1, which we characterized in terms of its MLST profile, gene complement (including putative antimicrobial resistance genes), and similarity to other annotated S. epidermidis genomes. Our results demonstrate that WGA directly applied to CSF is a valuable tool for the identification and genomic characterization of dominant microorganisms in CSF shunt infections, which can facilitate molecular approaches for the development of better diagnostic and treatment methods.
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Affiliation(s)
- Paul Hodor
- Seattle Children's Hospital, Seattle, WA, United States
| | - Christopher E Pope
- Department of Pediatrics, University of Washington, Seattle, WA, United States
| | | | - Lucas R Hoffman
- Seattle Children's Hospital, Seattle, WA, United States.,Department of Pediatrics, University of Washington, Seattle, WA, United States
| | - David L Limbrick
- Department of Neurosurgery, Washington University in St. Louis, St. Louis, MO, United States
| | - Patrick J McDonald
- Division of Neurosurgery, University of British Columbia, Vancouver, BC, Canada
| | - Jason S Hauptman
- Seattle Children's Hospital, Seattle, WA, United States.,Department of Pediatrics, University of Washington, Seattle, WA, United States
| | - Jeffrey G Ojemann
- Seattle Children's Hospital, Seattle, WA, United States.,Department of Pediatrics, University of Washington, Seattle, WA, United States
| | - Tamara D Simon
- Children's Hospital Los Angeles, Los Angeles, CA, United States.,Department of Pediatrics, Keck School of Medicine at the University of Southern California, Los Angeles, CA, United States
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Dalurzo ML, Avilés-Salas A, Soares FA, Hou Y, Li Y, Stroganova A, Öz B, Abdillah A, Wan H, Choi YL. Testing for EGFR Mutations and ALK Rearrangements in Advanced Non-Small-Cell Lung Cancer: Considerations for Countries in Emerging Markets. Onco Targets Ther 2021; 14:4671-4692. [PMID: 34511936 PMCID: PMC8420791 DOI: 10.2147/ott.s313669] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Accepted: 08/08/2021] [Indexed: 12/24/2022] Open
Abstract
The treatment of patients with advanced non-small-cell lung cancer (NSCLC) in recent years has been increasingly guided by biomarker testing. Testing has centered on driver genetic alterations involving the epidermal growth factor receptor (EGFR) and anaplastic lymphoma kinase (ALK) rearrangements. The presence of these mutations is predictive of response to targeted therapies such as EGFR tyrosine kinase inhibitors (TKIs) and ALK TKIs. However, there are substantial challenges for the implementation of biomarker testing, particularly in emerging countries. Understanding the barriers to testing in NSCLC will be key to improving molecular testing rates worldwide and patient outcomes as a result. In this article, we review EGFR mutations and ALK rearrangements as predictive biomarkers for NSCLC, discuss a selection of appropriate tests and review the literature with respect to the global uptake of EGFR and ALK testing. To help improve testing rates and unify procedures, we review our experiences with biomarker testing in China, South Korea, Russia, Turkey, Brazil, Argentina and Mexico, and propose a set of recommendations that pathologists from emerging countries can apply to assist with the diagnosis of NSCLC.
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Affiliation(s)
- Mercedes L Dalurzo
- Department of Pathology, Hospital Italiano de Buenos Aires, Buenos Aires, Argentina
| | | | | | - Yingyong Hou
- Department of Pathology, Zhongshan Hospital, Fudan University, Shanghai, People’s Republic of China
| | - Yuan Li
- Department of Pathology, Fudan University Shanghai Cancer Center, Shanghai, People’s Republic of China
| | - Anna Stroganova
- N.N. Blokhin National Medical Research Centre of Oncology, Russian Academy of Medical Sciences, Moscow, Russia
| | - Büge Öz
- Cerrahpaşa School of Medicine, Istanbul University-Cerrahpaşa, Istanbul, Turkey
| | - Arif Abdillah
- Takeda Pharmaceuticals International AG – Singapore Branch, Singapore, Singapore
| | - Hui Wan
- Takeda Pharmaceuticals International AG – Singapore Branch, Singapore, Singapore
| | - Yoon-La Choi
- Department of Pathology and Translational Genomics, Samsung Medical Centre, Sungkyunkwan University School of Medicine, Seoul, South Korea
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