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1.
Exp Mol Pathol ; 102(2): 215-218, 2017 04.
Artículo en Inglés | MEDLINE | ID: mdl-28192086

RESUMEN

Targeted genomic profiling (TGP) using massively parallel DNA sequencing is becoming the standard methodology in clinical laboratories for detecting somatic variants in solid tumors. The variety of methodologies and sequencing platforms in the marketplace for TGP has resulted in a variety of clinical TGP laboratory developed tests (LDT). The variability of LDTs is a challenge for test-to-test and laboratory-to-laboratory reliability. At the University of Vermont Medical Center (UVMMC), we validated a TGP assay for solid tumors which utilizes DNA hybridization capture and complete exon and selected intron sequencing of 29 clinically actionable genes. The validation samples were run on the Illumina MiSeq platform. Clinical specificity and sensitivity were evaluated by testing samples harboring genomic variants previously identified in CLIA-approved, CAP accredited laboratories with clinically validated molecular assays. The Molecular Laboratory at Dartmouth Hitchcock Medical Center (DHMC) provided 11 FFPE specimens that had been analyzed on AmpliSeq Cancer Hotspot Panel version 2 (CHPv2) and run on the Ion Torrent PGM. A Venn diagram of the gene lists from the two institutions is shown. This provided an excellent opportunity to compare the inter-laboratory reliability using two different target sequencing methods and sequencing platforms. Our data demonstrated an exceptionally high level of concordance with respect to the sensitivity and specificity of the analyses. All clinically-actionable SNV and InDel variant calls in genes covered by both panels (n=17) were identified by both laboratories. This data supports the proposal that distinct gene panel designs and sequencing workflows are capable of making consistent variant calls in solid tumor FFPE-derived samples.


Asunto(s)
ADN de Neoplasias/aislamiento & purificación , Genómica , Neoplasias/genética , Análisis de Secuencia de ADN , Alelos , ADN de Neoplasias/genética , Exones , Perfilación de la Expresión Génica , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Intrones , Neoplasias/diagnóstico , Hibridación de Ácido Nucleico , Polimorfismo de Nucleótido Simple , Sensibilidad y Especificidad
2.
Exp Mol Pathol ; 103(2): 172-177, 2017 10.
Artículo en Inglés | MEDLINE | ID: mdl-28822769

RESUMEN

Advanced stage malignant melanoma often responds poorly to therapy with low survival rates. New therapeutic approaches are based upon a growing understanding of the underlying molecular abnormalities. We demonstrate the feasibility of a next generation sequencing (NGS) assay, which targets hotspots in 50 cancer genes, to assess genotypes that may influence therapeutic selection and response. DNA was extracted from formalin fixed paraffin embedded (FFPE) melanoma specimens to create multiplexed libraries which were sequenced. Of the 121 cases, BRAF mutations were present in 48 cases (40%) and NRAS mutations in 24 cases (20%). We identified other gene variants in 20 BRAF-mutated cases. Additional gene variants were also identified in the 57 BRAF wild-type cases. Four patients harbored different gene mutations at metastatic sites as compared to their primary lesions or metastasis from different sites. Concurrent gene variants may provide additional targets for future therapies and may suggest alternative mechanisms of secondary resistance.


Asunto(s)
Biomarcadores de Tumor/genética , Análisis Mutacional de ADN/métodos , GTP Fosfohidrolasas/genética , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Melanoma/diagnóstico , Proteínas de la Membrana/genética , Mutación , Proteínas Proto-Oncogénicas B-raf/genética , Femenino , Genotipo , Humanos , Masculino , Melanoma/genética , Persona de Mediana Edad , Metástasis de la Neoplasia , Adhesión en Parafina , Pronóstico , Estudios Retrospectivos
3.
Exp Mol Pathol ; 100(3): 421-5, 2016 06.
Artículo en Inglés | MEDLINE | ID: mdl-27095739

RESUMEN

BACKGROUND: Metastatic breast cancer is a genetically heterogeneous disease and effective therapies for advanced stage disease are limited. METHODS: In this study, distant metastases of 22 formalin-fixed, paraffin-embedded (FFPE) breast cancer samples were sequenced using the Ion Torrent PGM and the 50 gene AmpliSeq Cancer Hotspot Panel v2 from 10ng of extracted DNA using 318 chips. Data analysis was performed with the Ion Torrent Variant Caller Plugin (hg19) and Golden Helix's SVS software for annotation and prediction of the significance of the variants. RESULTS: All patients were female with a median age of 61years (range 37-85years). Metastatic sites included liver (n=6, 27%), skin (n=5, 23%), brain (n=4, 18%), lymph node (n=3, 14%), lung (n=2, 9%), retroperitoneum (n=1, 4.5%), and colon (n=1, 4.5%). Overall, 28 variants in 11 genes were observed. Five (23%) samples showed no alterations and 17 (77%) showed at least one potentially biologically significant variant (BSV) defined as having FDA-approved drugs or clinical trials evaluating their significance. BSVs included mutations in the following genes: TP53 (n=8), APC (n=4), PIK3CA (n=5), MET (n=2), ERBB2 (n=2), AKT1 (n=1), CDKN2A (n=1), KRAS (n=1), and FGFR3 (n=1). CONCLUSIONS: Potentially actionable mutations were identified in the majority of breast cancer metastases. Evaluating metastatic breast tumors using a NGS approach provides a better understanding of the mechanisms behind tumor progression and evolution and also identifies additional potentially beneficial therapeutic targets for patient management or eligibility for clinical trials.


Asunto(s)
Neoplasias de la Mama/genética , Predisposición Genética a la Enfermedad/genética , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Mutación , Proteína de la Poliposis Adenomatosa del Colon/genética , Adulto , Anciano , Anciano de 80 o más Años , Neoplasias de la Mama/patología , Fosfatidilinositol 3-Quinasa Clase I , Femenino , Humanos , Persona de Mediana Edad , Metástasis de la Neoplasia , Fosfatidilinositol 3-Quinasas/genética , Proteínas Proto-Oncogénicas c-met/genética , Receptor ErbB-2/genética , Proteína p53 Supresora de Tumor/genética
4.
Clin Chem Lab Med ; 54(5): 761-71, 2016 May.
Artículo en Inglés | MEDLINE | ID: mdl-26872315

RESUMEN

BACKGROUND: Molecular technologies have allowed laboratories to detect and establish the profiles of human cancers by identifying a variety of somatic variants. In order to improve personalized patient care, we have established a next-generation sequencing (NGS) test to screen for somatic variants in primary or advanced cancers. In this study, we describe the laboratory quality management program for NGS testing, and also provide an overview of the somatic variants identified in over 1000 patient samples as well as their implications in clinical practice. METHODS: Over the past one-and-a-half years, our laboratory received a total of 1028 formalin-fixed, paraffin-embedded (FFPE) tumor tissues, which consisted of non-small-cell lung carcinomas (NSCLCs), colon adenocarcinomas, glioma/glioblastomas, melanomas, breast carcinomas, and other tumor types. During this time period, we implemented a series of quality control (QC) checks that included (1) pre-DNA extraction, (2) DNA quantification, (3) DNA quality, (4) library quantification, (5) post-emulsification PCR, and (6) post-sequencing metrics. At least 10 ng of genomic DNA (gDNA) were used to prepare barcoded libraries using the AmpliSeq CHPv2. Samples were multiplexed and sequenced on Ion Torrent 318 chips using the Ion PGM System. Variants were identified using the Variant Caller Plugin, and annotation and functional predictions were performed using the Golden Helix SVS. RESULTS: A total of 1005 samples passed QC1-3, and following additional library preparation QC checkpoints, 877 samples were sequenced. Samples were classified into two categories: wild-type (127) and positive for somatic variants (750). Somatic variants were classified into clinically actionable (60%) and non-actionable (40%). CONCLUSIONS: The use of NGS in routine clinical laboratory practice allowed for the detection of tumor profiles that are essential for the selection of targeted therapies and identification of applicable clinical trials, contributing to the improvement of personalized patient care in oncology.


Asunto(s)
Técnicas de Laboratorio Clínico/normas , Secuenciación de Nucleótidos de Alto Rendimiento/normas , Neoplasias/diagnóstico , Neoplasias/genética , Secuencia de Bases , ADN de Neoplasias/genética , Humanos , Reacción en Cadena de la Polimerasa , Fijación del Tejido
5.
Oncologist ; 20(9): 1011-8, 2015 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-26205736

RESUMEN

BACKGROUND: Although genetic profiling of tumors is a potentially powerful tool to predict drug sensitivity and resistance, its routine use has been limited because clinicians are often unfamiliar with interpretation and incorporation of the information into practice. We established a Molecular Tumor Board (MTB) to interpret individual patients' tumor genetic profiles and provide treatment recommendations. PATIENTS AND METHODS: DNA from tumor specimens was sequenced in a Clinical Laboratory Improvement Amendments-certified laboratory to identify coding mutations in a 50-gene panel (n = 34) or a 255-gene panel (n = 1). Cases were evaluated by a multidisciplinary MTB that included pathologists, oncologists, hematologists, basic scientists, and genetic counselors. RESULTS: During the first year, 35 cases were evaluated by the MTB, with 32 presented for recommendations on targeted therapies, and 3 referred for potential germline mutations. In 56.3% of cases, MTB recommended treatment with a targeted agent based on evaluation of tumor genetic profile and treatment history. Four patients (12.5%) were subsequently treated with a MTB-recommended targeted therapy; 3 of the 4 patients remain on therapy, 2 of whom experienced clinical benefit lasting >10 months. CONCLUSION: For the majority of cases evaluated, the MTB was able to provide treatment recommendations based on targetable genetic alterations. The most common reasons that MTB-recommended therapy was not administered stemmed from patient preferences and genetic profiling at either very early or very late stages of disease; lack of drug access was rarely encountered. Increasing awareness of molecular profiling and targeted therapies by both clinicians and patients will improve acceptance and adherence to treatments that could significantly improve outcomes. IMPLICATIONS FOR PRACTICE: Case evaluation by a multidisciplinary Molecular Tumor Board (MTB) is critical to benefit from individualized genetic data and maximize clinical impact. MTB recommendations shaped treatment options for the majority of cases evaluated. In the few patients treated with MTB-recommended therapy, disease outcomes were positive and support genetically informed treatment.


Asunto(s)
Técnicas de Apoyo para la Decisión , Neoplasias/tratamiento farmacológico , Neoplasias/genética , Medicina de Precisión/métodos , ADN de Neoplasias/análisis , ADN de Neoplasias/genética , Femenino , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Humanos , Masculino , Persona de Mediana Edad , Neoplasias/diagnóstico , Neoplasias/patología , Patología Molecular/métodos
6.
Exp Mol Pathol ; 99(2): 240-4, 2015 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-26189129

RESUMEN

Cholangiocarcinoma is a heterogeneous malignant process, which is further classified into intrahepatic cholangiocarcinoma (ICC) and extrahepatic cholangiocarcinoma (ECC). The poor prognosis of the disease is partly due to the lack of understanding of the disease mechanism. Multiple gene alterations identified by various molecular techniques have been described recently. As a result, multiple targeted therapies for ICC and ECC are being developed. In this study, we identified and compared somatic mutations in ICC and ECC patients using next generation sequencing (NGS) (Ampliseq Cancer Hotspot Panel v2 and Ion Torrent 318v2 chips). Eleven of 16 samples passed internal quality control established for NGS testing. ICC cases (n=3) showed IDH1 (33.3%) and NRAS (33.3%) mutations. Meanwhile, TP53 (75%), KRAS (50%), and BRAF (12.5%) mutations were identified in ECC cases (n=8). Our study confirmed the molecular heterogeneity of ICC and ECC using NGS. This information will be important for individual patients as targeted therapies for ICC and ECC become available in the future.


Asunto(s)
Neoplasias de los Conductos Biliares/genética , Conductos Biliares Extrahepáticos/metabolismo , Conductos Biliares Intrahepáticos/metabolismo , Biomarcadores de Tumor/genética , Colangiocarcinoma/genética , Perfilación de la Expresión Génica , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Anciano , Anciano de 80 o más Años , Neoplasias de los Conductos Biliares/patología , Conductos Biliares Extrahepáticos/patología , Conductos Biliares Intrahepáticos/patología , Colangiocarcinoma/patología , Femenino , Humanos , Masculino , Persona de Mediana Edad , Mutación/genética , ARN Mensajero/genética , Reacción en Cadena en Tiempo Real de la Polimerasa , Reacción en Cadena de la Polimerasa de Transcriptasa Inversa
7.
Clin Chem ; 60(7): 1004-11, 2014 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-24821835

RESUMEN

BACKGROUND: Some epithelial neoplasms of the appendix, including low-grade appendiceal mucinous neoplasm and adenocarcinoma, can result in pseudomyxoma peritonei (PMP). Little is known about the mutational spectra of these tumor types and whether mutations may be of clinical significance with respect to therapeutic selection. In this study, we identified somatic mutations using the Ion Torrent AmpliSeq Cancer Hotspot Panel v2. METHODS: Specimens consisted of 3 nonneoplastic retention cysts/mucocele, 15 low-grade mucinous neoplasms (LAMNs), 8 low-grade/well-differentiated mucinous adenocarcinomas with pseudomyxoma peritonei, and 12 adenocarcinomas with/without goblet cell/signet ring cell features. Barcoded libraries were prepared from up to 10 ng of extracted DNA and multiplexed on single 318 chips for sequencing. Data analysis was performed using Golden Helix SVS. Variants that remained after the analysis pipeline were individually interrogated using the Integrative Genomics Viewer. RESULTS: A single Janus kinase 3 (JAK3) mutation was detected in the mucocele group. Eight mutations were identified in the V-Ki-ras2 Kirsten rat sarcoma viral oncogene homolog (KRAS) and GNAS complex locus (GNAS) genes among LAMN samples. Additional gene mutations were identified in the AKT1 (v-akt murine thymoma viral oncogene homolog 1), APC (adenomatous polyposis coli), JAK3, MET (met proto-oncogene), phosphatidylinositol-4,5-bisphosphate 3-kinase (PIK3CA), RB1 (retinoblastoma 1), STK11 (serine/threonine kinase 11), and tumor protein p53 (TP53) genes. Among the PMPs, 6 mutations were detected in the KRAS gene and also in the GNAS, TP53, and RB1 genes. Appendiceal cancers showed mutations in the APC, ATM (ataxia telangiectasia mutated), KRAS, IDH1 [isocitrate dehydrogenase 1 (NADP+)], NRAS [neuroblastoma RAS viral (v-ras) oncogene homolog], PIK3CA, SMAD4 (SMAD family member 4), and TP53 genes. CONCLUSIONS: Our results suggest molecular heterogeneity among epithelial tumors of the appendix. Next generation sequencing efforts have identified mutational spectra in several subtypes of these tumors that may suggest a phenotypic heterogeneity showing mutations that are relevant for targeted therapies.


Asunto(s)
Adenocarcinoma/metabolismo , Neoplasias del Apéndice/metabolismo , Perfilación de la Expresión Génica , Adenocarcinoma/genética , Adenocarcinoma/patología , Adenocarcinoma Mucinoso/genética , Adenocarcinoma Mucinoso/metabolismo , Adenocarcinoma Mucinoso/patología , Neoplasias del Apéndice/genética , Neoplasias del Apéndice/patología , Tumor Carcinoide/genética , Tumor Carcinoide/metabolismo , Tumor Carcinoide/patología , Carcinoma de Células en Anillo de Sello/genética , Carcinoma de Células en Anillo de Sello/metabolismo , Carcinoma de Células en Anillo de Sello/patología , Humanos , Mucocele/genética , Mucocele/metabolismo , Mucocele/patología , Mutación , Neoplasias Peritoneales/genética , Neoplasias Peritoneales/metabolismo , Neoplasias Peritoneales/patología , Proto-Oncogenes Mas , Seudomixoma Peritoneal/genética , Seudomixoma Peritoneal/metabolismo , Seudomixoma Peritoneal/patología , Análisis de Secuencia de ADN
8.
Clin Chem Lab Med ; 52(5): 707-14, 2014 May.
Artículo en Inglés | MEDLINE | ID: mdl-24334431

RESUMEN

BACKGROUND: Somatic mutation analysis is standard of practice for solid tumors in order to identify therapeutic sensitizing and resistance mutations. Our laboratory routinely performed standalone PCR-based methods for mutations in several genes. Rapid discovery and introduction of new therapeutics has demanded additional genomic information for adequate management of the cancer patient. We evaluated a next generation sequencing assay, the Ion Torrent AmpliSeq Cancer Hotspot Panelv2 (CHPv2), capable of identifying multiple somatic mutations in 50 genes in a single assay. METHODS: Accuracy, precision, limit of detection, and specificity were evaluated using DNA from well-characterized cell lines, genetically engineered cell lines fixed and embedded in paraffin, and previously tested mutation positive or negative, formalin-fixed, paraffin-embedded (FFPE) tissues. Normal kidney, tonsil and colon FFPE tissues were used as controls. RESULTS: Accuracy studies showed 100% concordance in each patient sample between previous PCR results and the corresponding variants identified using the Ion Torrent panel. Precision studies gave consistent results when libraries were prepared from the same original DNA and were run on multiple 316 chips. The limit of detection was determined to be 5% for single nucleotide variants (SNVs) and 20% for insertions and deletions (indels). Specificity studies using normal FFPE tissue previously tested by PCR methods were also 100%. CONCLUSIONS: We have evaluated the performance of the AmpliSeq Cancer Panel Hotspotv2 and show that it is suitable for clinical testing. This next generation sequencing panel has allowed the laboratory to consolidate a broader range of molecular oncology testing to a single platform and single assay.


Asunto(s)
Análisis Mutacional de ADN , ADN/análisis , Secuenciación de Nucleótidos de Alto Rendimiento , Neoplasias/genética , Línea Celular Tumoral , ADN/aislamiento & purificación , Eliminación de Gen , Humanos , Mutagénesis Insercional , Adhesión en Parafina , Reacción en Cadena de la Polimerasa , Polimorfismo de Nucleótido Simple
9.
Pract Lab Med ; 21: e00174, 2020 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-32613070

RESUMEN

Matching of actionable tumor mutations with targeted therapy increases response rates and prolongs survival in lung cancer patients. Drug development and trials targeting genetic alterations are expanding rapidly. We describe the role of a Molecular Tumor Board (MTB) in the design of molecularly informed treatment strategies in our lung cancer patient population. Tumor DNA was sequenced using a 50-gene targeted next-generation sequencing panel. Cases were evaluated by a multidisciplinary MTB who suggested a course of treatment based on each patient's molecular findings. During a three-year period, 21 lung cancer patients were presented at the MTB. All patients lacked common activating EGFR mutations and ALK rearrangements. One patient had Stage IIIb disease; all others were Stage IV; 18 patients had received ≥1 prior line of therapy (range 0-5). Suggestions for treatment with a targeted therapy were made for 19/21 (90.5%) patients, and four patients (21%) underwent treatment with a targeted agent, two as part of a clinical trial. Identified barriers to treatment with targeted therapy included: ineligibility for clinical trials (n â€‹= â€‹2), lack of interest in study/distance to travel (n â€‹= â€‹2), lack of disease progression (n â€‹= â€‹2), poor performance status (n â€‹= â€‹5), decision to treat next with immunotherapy (n â€‹= â€‹3), and unknown (n â€‹= â€‹1). For the majority of lung cancer patients, the MTB provided recommendations based on tumor genetic profiles. Identified barriers to treatment suggest that presentation to the MTB at earlier stages of disease may increase the number of patients eligible for treatment with a genetically informed targeted agent.

10.
J Appl Lab Med ; 3(2): 178-184, 2018 Sep 01.
Artículo en Inglés | MEDLINE | ID: mdl-33636938

RESUMEN

BACKGROUND: Molecular tests have been increasingly used in the management of various cancers as more targeted therapies are becoming available as treatment options. The Idylla™ system is a fully integrated, cartridge-based platform that provides automated sample processing (deparaffinization, tissue digestion, and DNA extraction) and real-time PCR-based mutation detection with all reagents included in a single-use cartridge. This retrospective study aimed at evaluating both the Idylla KRAS and NRAS-BRAF-EGFR492 Mutation Assay cartridges (research use only) against next-generation sequencing (NGS) by using colorectal cancer (CRC) tissue samples. METHODS: Forty-four archived formalin-fixed paraffin-embedded (FFPE) CRC tissue samples previously analyzed by targeted NGS were tested on the Idylla system. Among these samples, 17 had a mutation in KRAS proto-oncogene, GTPase (KRAS), 5 in NRAS proto-oncogene, GTPase (NRAS), and 12 in B-Raf proto-oncogene, serine/threonine kinase (BRAF) as determined using the Ion AmpliSeq 50-gene Cancer Hotspot Panel v2. The remaining 10 samples were wild-type for KRAS, NRAS, and BRAF. Two 10-µm FFPE tissue sections were used for each Idylla run, 1 for the KRAS cartridge, and 1 for the NRAS-BRAF-EGFR492 cartridge. All cases met the Idylla minimum tumor content requirement for KRAS, NRAS, and BRAF (≥10%). Assay reproducibility was evaluated by testing commercial controls derived from human cell lines, which had an allelic frequency of 50% and were run in triplicate. RESULTS: The Idylla system successfully detected all mutations previously identified by NGS in KRAS (G12C, G12D, G12V, G13D, Q61K, Q61R, A146T), NRAS (G12V, G13R, Q61H), and BRAF (V600E). Compared with NGS, Idylla had a sensitivity of 100%. Analysis of the mutated commercial controls demonstrated agreement with the expected result for all samples and 100% reproducibility. The Idylla system produced results quickly with a turnaround time of approximately 2 h. CONCLUSION: The Idylla system offers reliable and sensitive testing of clinically actionable mutations in KRAS, NRAS, and BRAF directly from FFPE tissue sections.

11.
Neoplasia ; 20(3): 256-262, 2018 03.
Artículo en Inglés | MEDLINE | ID: mdl-29454261

RESUMEN

The tumor suppressor gene TP53 is the most frequently mutated gene in human cancer. It encodes p53, a DNA-binding transcription factor that regulates multiple genes involved in DNA repair, metabolism, cell cycle arrest, apoptosis, and senescence. TP53 is associated with human cancer by mutations that lead to a loss of wild-type p53 function as well as mutations that confer alternate oncogenic functions that enable them to promote invasion, metastasis, proliferation, and cell survival. Identifying the discrete TP53 mutations in tumor cells may help direct therapies that are more effective. In this study, we identified the frequency of individual TP53 mutations in patients with colon adenocarcinoma (48%), non-small cell lung carcinoma (NSCLC) (36%), and glioma/glioblastoma (28%) at our institution using next-generation sequencing. We also identified the occurrence of somatic mutations in numerous actionable genes including BRAF, EGFR, KRAS, IDH1, and PIK3CA that occurred concurrently with these TP53 mutations. Of the 480 tumors examined that contained one or more mutations in the TP53 gene, 219 were colon adenocarcinomas, 215 were NSCLCs, and 46 were gliomas/glioblastomas. Among the patients positive for TP53 mutations diagnosed with colon adenocarcinoma, 50% also showed at least one mutation in pathogenic genes of which 14% were BRAF, 33% were KRAS, and 3% were NRAS. Forty-seven percent of NSCLC patients harboring TP53 mutations also had a mutation in at least one actionable pathogenic variant with the following frequencies: BRAF: 4%, EGFR: 10%, KRAS: 28%, and PIK3CA: 4%. Fifty-two percent of patients diagnosed with glioma/glioblastoma with a positive TP53 mutation had at least one concurrent mutation in a known pathogenic gene of which 9% were CDKN2A, 41% were IDH1, and 11% were PIK3CA.


Asunto(s)
Adenocarcinoma/genética , Carcinoma de Pulmón de Células no Pequeñas/genética , Neoplasias del Colon/genética , Glioma/genética , Neoplasias Pulmonares/genética , Mutación/genética , Proteína p53 Supresora de Tumor/genética , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Humanos
12.
Methods Inf Med ; 57(1): 63-73, 2018 02.
Artículo en Inglés | MEDLINE | ID: mdl-29621832

RESUMEN

OBJECTIVE: We aim to build an informatics methodology capable of identifying statistically significant associations between the clinical findings of non-small cell lung cancer (NSCLC) recorded in patient pathology reports and the various clinically actionable genetic mutations identified from next-generation sequencing (NGS) of patient tumor samples. METHODS: We built an information extraction and analysis pipeline to identify the associations between clinical findings in the pathology reports of patients and corresponding genetic mutations. Our pipeline leverages natural language processing (NLP) techniques, large biomedical terminologies, semantic similarity measures, and clustering methods to extract clinical concepts in freetext from patient pathology reports and group them as salient findings. RESULTS: In this study, we developed and applied our methodology to lobectomy surgical pathology reports of 142 NSCLC patients who underwent NGS testing and who had mutations in 4 oncogenes with clinical ramifications for NSCLC treatment (EGFR, KRAS, BRAF, and PIK3CA). Our approach identified 732 distinct positive clinical concepts in these reports and highlighted multiple findings with strong associations (P-value ≤ 0.05) to mutations in specific genes. Our assessment showed that these associations are consistent with the published literature. CONCLUSIONS: This study provides an automatic pipeline to find statistically significant associations between clinical findings in unstructured text of patient pathology reports and genetic mutations. This approach is generalizable to other types of pathology and clinical reports in various disorders and can provide the first steps toward understanding the role of genetic mutations in the development and treatment of different types of cancer.


Asunto(s)
Estudios de Asociación Genética , Neoplasias Pulmonares/genética , Neoplasias Pulmonares/patología , Mutación/genética , Carcinoma de Pulmón de Células no Pequeñas/genética , Carcinoma de Pulmón de Células no Pequeñas/patología , Estudios de Cohortes , Humanos , Procesamiento de Lenguaje Natural , Unified Medical Language System
13.
J Appl Lab Med ; 2(2): 138-149, 2017 Sep 01.
Artículo en Inglés | MEDLINE | ID: mdl-32630970

RESUMEN

BACKGROUND: Next-generation sequencing (NGS) assays are highly complex tests that can vary substantially in both their design and intended application. Despite their innumerous advantages, NGS assays present some unique challenges associated with the preanalytical process, library preparation, data analysis, and reporting. According to a number of professional laboratory organization, control materials should be included both during the analytical validation phase and in routine clinical use to guarantee highly accurate results. The SeraseqTM Solid Tumor Mutation Mix AF10 and AF20 control materials consist of 26 biosynthetic DNA constructs in a genomic DNA background, each containing a specific variant or mutation of interest and an internal quality marker at 2 distinct allelic frequencies of 10% and 20%, respectively. The goal of this interlaboratory study was to evaluate the Seraseq AF10 and AF20 control materials by verifying their performance as control materials and by evaluating their ability to measure quality metrics essential to a clinical test. METHODS: Performance characteristics were assessed within and between 6 CLIA-accredited laboratories and 1 research laboratory. RESULTS: Most laboratories detected all 26 mutations of interest; however, some discrepancies involving the internal quality markers were observed. CONCLUSION: This interlaboratory study showed that the Seraseq AF10 and AF20 control materials have high quality, stability, and genomic complexity in variant types that are well suited for assisting in NGS assay analytical validation and monitoring routine clinical applications.

14.
J Mol Diagn ; 18(3): 331-335, 2016 05.
Artículo en Inglés | MEDLINE | ID: mdl-26923179

RESUMEN

Accurate identification of somatic mutations in formalin-fixed, paraffin-embedded tumor tissue is required for enrollment into clinical trials for many novel targeted therapeutics, including trials requiring EGFR mutation status in non-small-cell lung carcinomas. Central clinical trial laboratories contracted to perform this analysis typically rely on US Food and Drug Administration-approved targeted assays to identify these mutations. We present two cases in which central laboratories inaccurately reported EGFR mutation status because of improper identification and isolation of tumor material and failure to accurately report assay limitations, resulting in enrollment denial. Such cases highlight the need for increased awareness by clinical trials of the limitation of these US Food and Drug Administration-approved assays and the necessity for a mechanism to reevaluate discordant results by alternative laboratory-developed procedures, including clinical next-generation sequencing.


Asunto(s)
Análisis Mutacional de ADN/normas , Receptores ErbB/genética , Pruebas Genéticas/normas , Mutación , Anciano , Servicios de Laboratorio Clínico/normas , Análisis Mutacional de ADN/métodos , Exones , Femenino , Pruebas Genéticas/métodos , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Laboratorios/normas , Neoplasias Pulmonares/diagnóstico , Neoplasias Pulmonares/genética , Masculino , Persona de Mediana Edad , Medicina de Precisión/métodos , Medicina de Precisión/normas , Reproducibilidad de los Resultados
15.
Cancer Genet ; 209(5): 195-8, 2016 May.
Artículo en Inglés | MEDLINE | ID: mdl-27068338

RESUMEN

KRAS mutant non-small cell lung cancers (NSCLCs) vary in clinical outcome depending on which specific KRAS mutation is present. Shorter progression free survival has been associated with KRAS variants G12C and G12V. Cell lines with these variants depend to a greater extent on the RAS/RAF/MEK/ERK signaling pathway and become more susceptible to MEK inhibition. Because different KRAS mutations may lead to altered drug sensitivity, we aimed to determine specific KRAS mutation status in a NSCLC patient cohort at our institution. A total of 502 NSCLC samples were screened for somatic mutations using the 50 gene AmpliSeq™ Cancer Hotspot Panel v2 (CHPv2). However only samples positive for variants in the KRAS gene were included in this study. Variants identified in the KRAS genes were curated using publicly available databases. The overall mutation rate in the KRAS gene was 32.7% (164/502). The most common KRAS mutations were G12C (41%), G12V (19%), and G12D (14%) along with less frequent variants. After re-mining our sequencing data, we found that more than a half of our KRAS mutant NSCLC patients could potentially benefit from the addition of a MEK inhibitor such as selumetinib to standard chemotherapeutic agents. Due to mutated KRAS, these patients will likely fail traditional anti-EGFR therapies but be eligible for newer combination therapies.


Asunto(s)
Carcinoma de Pulmón de Células no Pequeñas/genética , Minería de Datos , Resistencia a Antineoplásicos/genética , Proteínas Proto-Oncogénicas p21(ras)/genética , Antineoplásicos/uso terapéutico , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapéutico , Bencimidazoles/uso terapéutico , Carcinoma de Pulmón de Células no Pequeñas/tratamiento farmacológico , Carcinoma de Pulmón de Células no Pequeñas/patología , Estudios de Cohortes , Análisis Mutacional de ADN , Supervivencia sin Enfermedad , Docetaxel , Humanos , Sistema de Señalización de MAP Quinasas/genética , Medicina de Precisión , Proteínas Proto-Oncogénicas p21(ras)/química , Taxoides/uso terapéutico
16.
Am J Clin Pathol ; 146(4): 448-55, 2016 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-27686171

RESUMEN

OBJECTIVES: To describe three methods used to screen for frameshift mutations in exon 9 of the CALR gene. METHODS: Genomic DNA from 47 patients was extracted from peripheral blood and bone marrow using the EZ1 DNA Blood Kit (Qiagen, Valencia, CA) and quantified by the Quant-iT PicoGreen dsDNA Assay Kit (Invitrogen, San Diego, CA). After clinical history, cytogenetics, and molecular tests, patients were diagnosed with either clonal or nonclonal hematologic diseases. CALR screening was primarily performed using fragment analysis polymerase chain reaction, then next-generation sequencing and Sanger sequencing. RESULTS: Among the 18 patients diagnosed with clonal diseases, one had acute myeloid leukemia (positive for trisomy 8), and 17 had myeloproliferative neoplasms (MPNs), including chronic myeloid leukemia (CML), essential thrombocythemia (ET), primary myelofibrosis (PMF), and polycythemia vera (PV). Patients with CML were positive for the BCR-ABL1 fusion. Ten patients were positive for JAK2 (PMF, n = 1; ET, n = 2; PV, n = 7), and three were CALR positive (ET, n = 1; PMF, n = 2). Patients diagnosed with a nonclonal disease were negative for JAK2, BCR-ABL, and CALR mutations. CONCLUSIONS: Screening for CALR mutations is essential in BCR-ABL-negative MPNs since it not only provides valuable diagnostic and prognostic information but also identifies potential treatment targets. Since this study describes the importance of screening for known and novel biomarkers, we described in detail three methods that could be easily integrated into a clinical laboratory.


Asunto(s)
Calreticulina/genética , Leucemia Mielógena Crónica BCR-ABL Positiva/diagnóstico , Leucemia Mieloide Aguda/diagnóstico , Policitemia Vera/diagnóstico , Mielofibrosis Primaria/diagnóstico , Trombocitemia Esencial/diagnóstico , Análisis Mutacional de ADN , Proteínas de Fusión bcr-abl/genética , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Janus Quinasa 2/genética , Leucemia Mielógena Crónica BCR-ABL Positiva/genética , Leucemia Mieloide Aguda/genética , Mutación , Policitemia Vera/genética , Mielofibrosis Primaria/genética , Trombocitemia Esencial/genética
17.
Neoplasia ; 18(9): 577-83, 2016 09.
Artículo en Inglés | MEDLINE | ID: mdl-27659017

RESUMEN

Detection of somatic mutations in non-small cell lung cancers (NSCLCs), especially adenocarcinomas, is important for directing patient care when targeted therapy is available. Here, we present our experience with genotyping NSCLC using the Ion Torrent Personal Genome Machine (PGM) and the AmpliSeq Cancer Hotspot Panel v2. We tested 453 NSCLC samples from 407 individual patients using the 50 gene AmpliSeq Cancer Hotspot Panel v2 from May 2013 to July 2015. Using 10 ng of DNA, up to 11 samples were simultaneously sequenced on the Ion Torrent PGM (316 and 318 chips). We identified variants with the Ion Torrent Variant Caller Plugin, and Golden Helix's SVS software was used for annotation and prediction of the significance of the variants. Three hundred ninety-eight samples were successfully sequenced (12.1% failure rate). In all, 633 variants in 41 genes were detected with a median of 2 (range of 0 to 7) variants per sample. Mutations detected in BRAF, EGFR, ERBB2, KRAS, NRAS, and PIK3CA were considered potentially actionable and were identified in 237 samples, most commonly in KRAS (37.9%), EGFR (11.1%), BRAF (4.8%), and PIK3CA (4.3%). In our patient population, all mutations in EGFR, KRAS, and BRAF were mutually exclusive. The Ion Torrent Ampliseq technology can be utilized on small biopsy and cytology specimens, requires very little input DNA, and can be applied in clinical laboratories for genotyping of NSCLC. This targeted next-generation sequencing approach allows for detection of common and also rare mutations that are clinically actionable in multiple patients simultaneously.


Asunto(s)
Carcinoma de Pulmón de Células no Pequeñas/genética , Transformación Celular Neoplásica/genética , Neoplasias Pulmonares/genética , Mutación , Oncogenes , Alelos , Biopsia , Carcinoma de Pulmón de Células no Pequeñas/patología , Femenino , Perfilación de la Expresión Génica , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Neoplasias Pulmonares/patología , Masculino , Metástasis de la Neoplasia , Neoplasias Primarias Múltiples/etiología
18.
Oncotarget ; 7(13): 17087-102, 2016 Mar 29.
Artículo en Inglés | MEDLINE | ID: mdl-26934555

RESUMEN

N-of-1 trials target actionable mutations, yet such approaches do not test genomically-informed therapies in patient tumor models prior to patient treatment. To address this, we developed patient-derived xenograft (PDX) models from fine needle aspiration (FNA) biopsies (FNA-PDX) obtained from primary pancreatic ductal adenocarcinoma (PDAC) at the time of diagnosis. Here, we characterize PDX models established from one primary and two metastatic sites of one patient. We identified an activating KRAS G12R mutation among other mutations in these models. In explant cells derived from these PDX tumor models with a KRAS G12R mutation, treatment with inhibitors of CDKs (including CDK9) reduced phosphorylation of a marker of CDK9 activity (phospho-RNAPII CTD Ser2/5) and reduced viability/growth of explant cells derived from PDAC PDX models. Similarly, a CDK inhibitor reduced phospho-RNAPII CTD Ser2/5, increased apoptosis, and inhibited tumor growth in FNA-PDX and patient-matched metastatic-PDX models. In summary, PDX models can be constructed from FNA biopsies of PDAC which in turn can enable genomic characterization and identification of potential therapies.


Asunto(s)
Carcinoma Ductal Pancreático/genética , Neoplasias Pancreáticas/genética , Medicina de Precisión/métodos , Ensayos Antitumor por Modelo de Xenoinjerto/métodos , Animales , Biopsia con Aguja Fina , Carcinoma Ductal Pancreático/tratamiento farmacológico , Carcinoma Ductal Pancreático/patología , Humanos , Masculino , Ratones , Ratones Endogámicos NOD , Metástasis de la Neoplasia , Neoplasias Pancreáticas/tratamiento farmacológico , Neoplasias Pancreáticas/patología , Prueba de Estudio Conceptual
19.
Hum Pathol ; 46(2): 327-33, 2015 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-25476122

RESUMEN

We report a unique case of a 59-year-old woman diagnosed with a benign phyllodes tumor (PT), which recurred twice in the same location over a 7-year period: first as a malignant PT and then as a malignant PT with coexisting spindle cell metaplastic breast carcinoma (MBC). The MBC was differentiated from the malignant PT by expression of cytokeratins (CKs) AE1/AE3, CK MNF-116, CK 5/6, and p63. Somatic mutation analysis using a next-generation sequencing platform revealed a shared mutation in F-box and WD repeat domain containing 7, a tumor suppressor gene that encodes a ubiquitin ligase-associated protein, in the original benign PT and the first recurrent malignant PT. Chromosomal microarray analysis showed shared genetic gains and losses between the malignant PT and MBC. This case highlights the utility of immunohistochemistry to differentiate malignant PT from spindle cell MBC, describes a novel mutation in PT, and demonstrates a biologic relationship between these 2 entities.


Asunto(s)
Neoplasias de la Mama/patología , Carcinoma/patología , Recurrencia Local de Neoplasia/patología , Tumor Filoide/patología , Biomarcadores de Tumor/análisis , Neoplasias de la Mama/diagnóstico , Carcinoma/diagnóstico , Femenino , Humanos , Inmunohistoquímica/métodos , Persona de Mediana Edad , Recurrencia Local de Neoplasia/diagnóstico , Tumor Filoide/diagnóstico
20.
PLoS One ; 9(3): e90899, 2014.
Artículo en Inglés | MEDLINE | ID: mdl-24614173

RESUMEN

Fungi are a large, complex group, increasingly recognized as emerging threats. Their roles as modifiers of health mandate accurate portrayals of fungal communities in humans. As an entry point into the airways and gastrointestinal tract, fungi in the mouth are relevant to several biocompartments. We have revised current practices in sequence-based taxonomy assignments and employed the improvements to address the question of the fungal genera present in the healthy human mouth. The human oral mycobiome was surveyed using massively parallel, high throughput sequencing of internal transcribed spacer 1 (ITS1) amplicons from saliva following robust extraction methods. Taxonomy was assigned by comparison to a curated reference dataset, followed by filtering with an empirically determined BLAST E-value match statistic (10(-42)). Nomenclature corrections further refined results by conjoining redundant names for a single fungal genus. Following these curation steps, about two-thirds of the initially identified genera were eliminated. In comparison with the one similar metagenomic study and several earlier culture-based ones, our findings change the current conception of the oral mycobiome, especially with the discovery of the high prevalence and abundance of the genus Malassezia. Previously identified as an important pathogen of the skin, and recently reported as the predominant fungal genus at the nostril and backs of the head and ear, this is the first account of Malassezia in the human mouth. Findings from this study were in good agreement with others on the existence of many consensus members of the core mycobiome, and on unique patterns for individual subjects. This research offered a cautionary note about unconditional acceptance of lengthy lists of community members produced by automated assignments, provided a roadmap for enhancing the likely biological relevance of sequence-based fungal surveys, and built the foundation for understanding the role of fungi in health and disease of the oral cavity.


Asunto(s)
Malassezia/clasificación , Malassezia/fisiología , Boca/microbiología , Reacción en Cadena de la Polimerasa/métodos , Simbiosis , Curaduría de Datos , Bases de Datos Genéticas , Humanos , Análisis de Secuencia de ADN , Terminología como Asunto
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