38 results on '"Hayward MC"'
Search Results
2. Different cellular p16(INK4a) localisation may signal different survival outcomes in head and neck cancer.
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Zhao N, Ang MK, Yin XY, Patel MR, Fritchie K, Thorne L, Muldrew KL, Hayward MC, Sun W, Wilkerson MD, Chera BS, Hackman T, Zanation AM, Grilley-Olson JE, Couch ME, Shockley WW, Weissler MC, Shores CG, Funkhouser WK, and Olshan AF
- Abstract
Background: Recently, the management of head and neck squamous cell carcinoma (HNSCC) has focused considerable attention on biomarkers, which may influence outcomes. Tests for human papilloma infection, including direct assessment of the virus as well as an associated tumour suppressor gene p16, are considered reproducible. Tumours from familial melanoma syndromes have suggested that nuclear localisation of p16 might have a further role in risk stratification. We hypothesised p16 staining that considered nuclear localisation might be informative for predicting outcomes in a broader set of HNSCC tumours not limited to the oropharynx, human papilloma virus (HPV) status or by smoking status.Methods: Patients treated for HNSCC from 2002 to 2006 at UNC (University of North Carolina at Chapel Hill) hospitals that had banked tissue available were eligible for this study. Tissue microarrays (TMA) were generated in triplicate. Immunohistochemical (IHC) staining for p16 was performed and scored separately for nuclear and cytoplasmic staining. Human papilloma virus staining was also carried out using monoclonal antibody E6H4. p16 expression, HPV status and other clinical features were correlated with progression-free (PFS) and overall survival (OS).Results: A total of 135 patients had sufficient sample for this analysis. Median age at diagnosis was 57 years (range 20-82), with 68.9% males, 8.9% never smokers and 32.6% never drinkers. Three-year OS rate and PFS rate was 63.0% and 54.1%, respectively. Based on the p16 staining score, patients were divided into three groups: high nuclear, high cytoplasmic staining group (HN), low nuclear, low cytoplasmic staining group (LS) and high cytoplasmic, low nuclear staining group (HC). The HN and the LS groups had significantly better OS than the HC group with hazard ratios of 0.10 and 0.37, respectively, after controlling for other factors, including HPV status. These two groups also had significantly better PFS than the HC staining group. This finding was consistent for sites outside the oropharynx and did not require adjustment for smoking status.Conclusion: Different p16 protein localisation suggested different survival outcomes in a manner that does not require limiting the biomarker to the oropharynx and does not require assessment of smoking status. [ABSTRACT FROM AUTHOR]- Published
- 2012
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3. Nutritional needs of patients with malignancies of the head and neck.
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Hayward MC and Shea AM
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OBJECTIVES: To provide strategies to manage nutrition in patients with head and neck cancer. DATA SOURCES: Empirical articles, reviews, books, and anecdotal evidence. CONCLUSION: Major nutrition issues include sore mouth/throat, difficulty swallowing, taste changes, dry mouth/thick saliva, constipation, nausea/vomiting, and decreased appetite. IMPLICATIONS FOR NURSING PRACTICE: Nurses are one of the main providers for patients with head and neck cancer and may be the first to recognize a nutritional issue. The oncology dietitian and nurse work closely together to manage the nutritional care of the patient. Copyright © 2009 by Elsevier Inc. [ABSTRACT FROM AUTHOR]
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- 2009
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4. Noncanonical HPV carcinogenesis drives radiosensitization of head and neck tumors.
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Schrank TP, Kothari A, Weir WH, Stepp WH, Rehmani H, Liu X, Wang X, Sewell A, Li X, Tasoulas J, Kim S, Yarbrough G, Xie Y, Flamand Y, Marur S, Hayward MC, Wu D, Burtness B, Anderson KS, Baldwin AS, Yarbrough WG, and Issaeva N
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- Humans, Squamous Cell Carcinoma of Head and Neck genetics, Squamous Cell Carcinoma of Head and Neck radiotherapy, NF-kappa B genetics, NF-kappa B metabolism, TNF Receptor-Associated Factor 3 genetics, Human Papillomavirus Viruses, Carcinogenesis, Papillomaviridae genetics, Papillomaviridae metabolism, Carcinoma, Squamous Cell genetics, Carcinoma, Squamous Cell radiotherapy, Carcinoma, Squamous Cell metabolism, Papillomavirus Infections genetics, Head and Neck Neoplasms genetics, Head and Neck Neoplasms radiotherapy
- Abstract
We analyzed transcriptional data from 104 HPV+ (Human papillomavirus) HNSCC (head and neck squamous cell carcinoma) tumors together with two publicly available sources to identify highly robust transcriptional programs (modules) which could be detected consistently despite heterogeneous sequencing and quantification methodologies. Among 22 modules identified, we found a single module that naturally subclassifies HPV+ HNSCC tumors based on a bimodal pattern of gene expression, clusters all atypical features of HPV+ HNSCC biology into a single subclass, and predicts patient outcome in four independent cohorts. The subclass-defining gene set was strongly correlated with Nuclear factor kappa B (NF-κB) target expression. Tumors with high expression of this NF-κB module were rarely associated with activating PIK3CA alterations or viral integration, and also expressed higher levels of HPHPV E2 and had decreased APOBEC mutagenesis. Alternatively, they harbored inactivating alterations of key regulators of NF-κB, TNF receptor associated factor 3 (TRAF3), and cylindromatosis (CYLD), as well as retinoblastoma protein (RB1). HPV+ HNSCC cells in culture with experimental depletion of TRAF3 or CYLD displayed increased expression of the subclass-defining genes, as well as robust radio-sensitization, thus recapitulating both the tumor transcriptional state and improved treatment response observed in patient data. Across all gene sets investigated, methylation to expression correlations were the strongest for the subclass-defining, NF-κB-related genes. Increased tumor-infiltrating CD4+ T cells and increased Estrogen receptors alpha (ERα) expression were identified in NF-κB active tumors. Based on the relatively high rates of cure in HPV+ HNSCC, deintensification of therapy to reduce treatment-related morbidity is being studied at many institutions. Tumor subclassification based on oncogenic subtypes may help guide the selection of therapeutic intensity or modality for patients with HPV+ HNSCC.
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- 2023
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5. Sequencing of genes of drug response in tumor DNA and implications for precision medicine in cancer patients.
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Gillis N, Etheridge AS, Patil SA, Hayes DN, Hayward MC, Auman JT, Parker JS, and Innocenti F
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- Humans, DNA, Genotype, Sequence Analysis, DNA, Mutation genetics, High-Throughput Nucleotide Sequencing, DNA Copy Number Variations genetics, Precision Medicine, Neoplasms drug therapy, Neoplasms genetics, Neoplasms pathology
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Tumor DNA sequencing is becoming standard-of-care for patient treatment decisions. We evaluated genotype concordance between tumor DNA and genomic DNA from blood and catalogued functional effects of somatic mutations in 21 drug response genes in 752 solid tumor patients. Using a threshold of 10% difference between tumor and blood DNA variant allele fraction (VAF), concordance for heterogenous genotype calls was 78% and increased to 97.5% using a 30% VAF threshold. Somatic mutations were observed in all 21 drug response genes, and 44% of patients had at least one somatic mutation in these genes. In tumor DNA, eight patients had a frameshift mutation in CYP2C8, which metabolizes taxanes. Overall, somatic copy number losses were more frequent than gains, including for CYP2C19 and CYP2D6 which had the most frequent copy number losses. However, copy number gains in TPMT were more than four times as common as losses. Seven % of patients had copy number gains in ABCB1, a multidrug resistance transporter of anti-cancer agents. These results demonstrate tumor-only DNA sequencing might not be reliable to call germline genotypes of drug response variants., (© 2023. The Author(s), under exclusive licence to Springer Nature Limited.)
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- 2023
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6. Tumor Cell Extrinsic Synaptogyrin 3 Expression as a Diagnostic and Prognostic Biomarker in Head and Neck Cancer.
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Murphy RM, Tasoulas J, Porrello A, Carper MB, Tsai YH, Coffey AR, Kumar S, Zeng PY, Schrank TP, Midkiff BR, Cohen S, Salazar AH, Hayward MC, Hayes DN, Olshan A, Gupta GP, Nichols AC, Yarbrough WG, Pecot CV, and Amelio AL
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- Humans, Biomarkers, Tumor genetics, Human Papillomavirus Viruses, Prognosis, Squamous Cell Carcinoma of Head and Neck diagnosis, Synaptogyrins, Carcinoma, Squamous Cell diagnosis, Head and Neck Neoplasms diagnosis, Papillomavirus Infections complications
- Abstract
Over 70% of oropharyngeal head and neck squamous cell carcinoma (HNSC) cases in the United States are positive for human papillomavirus (HPV) yet biomarkers for stratifying oropharyngeal head and neck squamous cell carcinoma (HNSC) patient risk are limited. We used immunogenomics to identify differentially expressed genes in immune cells of HPV(+) and HPV(-) squamous carcinomas. Candidate genes were tested in clinical specimens using both quantitative RT-PCR and IHC and validated by IHC using the Carolina Head and Neck Cancer Study (CHANCE) tissue microarray of HNSC cases. We performed multiplex immunofluorescent staining to confirm expression within the immune cells of HPV(+) tumors, receiver operating characteristic (ROC) curve analyses, and assessed survival outcomes. The neuronal gene Synaptogyrin-3 ( SYNGR3 ) is robustly expressed in immune cells of HPV(+) squamous cancers. Multiplex immunostaining and single cell RNA-seq analyses confirmed SYNGR3 expression in T cells, but also unexpectedly in B cells of HPV(+) tumors. ROC curve analyses revealed that combining SYNGR3 and p16 provides more sensitivity and specificity for HPV detection compared to p16 IHC alone. SYNGR3-high HNSC patients have significantly better prognosis with five-year OS and DSS rates of 60% and 71%, respectively. Moreover, combining p16 localization and SYNGR3 expression can further risk stratify HPV(+) patients such that high cytoplasmic, low nuclear p16 do significantly worse (Hazard Ratio, 8.6; P = 0.032) compared to patients with high cytoplasmic, high nuclear p16. SYNGR3 expression in T and B cells is associated with HPV status and enhanced survival outcomes of HNSC patients.
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- 2022
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7. Correction to: Fibroblast growth factor receptor 3 alterations and response to immune checkpoint inhibition in metastatic urothelial cancer: a real world experience.
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Rose TL, Weir WH, Mayhew GM, Shibata Y, Eulitt P, Uronis JM, Zhou M, Nielsen M, Smith AB, Woods M, Hayward MC, Salazar AH, Milowsky MI, Wobker SE, McGinty K, Millburn MV, Eisner JR, and Kim WY
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- 2022
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8. UNMASC: tumor-only variant calling with unmatched normal controls.
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Little P, Jo H, Hoyle A, Mazul A, Zhao X, Salazar AH, Farquhar D, Sheth S, Masood M, Hayward MC, Parker JS, Hoadley KA, Zevallos J, and Hayes DN
- Abstract
Despite years of progress, mutation detection in cancer samples continues to require significant manual review as a final step. Expert review is particularly challenging in cases where tumors are sequenced without matched normal control DNA. Attempts have been made to call somatic point mutations without a matched normal sample by removing well-known germline variants, utilizing unmatched normal controls, and constructing decision rules to classify sequencing errors and private germline variants. With budgetary constraints related to computational and sequencing costs, finding the appropriate number of controls is a crucial step to identifying somatic variants. Our approach utilizes public databases for canonical somatic variants as well as germline variants and leverages information gathered about nearby positions in the normal controls. Drawing from our cohort of targeted capture panel sequencing of tumor and normal samples with varying tumortypes and demographics, these served as a benchmark for our tumor-only variant calling pipeline to observe the relationship between our ability to correctly classify variants against a number of unmatched normals. With our benchmarked samples, approximately ten normal controls were needed to maintain 94% sensitivity, 99% specificity and 76% positive predictive value, far outperforming comparable methods. Our approach, called UNMASC, also serves as a supplement to traditional tumor with matched normal variant calling workflows and can potentially extend to other concerns arising from analyzing next generation sequencing data., (© The Author(s) 2021. Published by Oxford University Press on behalf of NAR Cancer.)
- Published
- 2021
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9. Fibroblast growth factor receptor 3 alterations and response to immune checkpoint inhibition in metastatic urothelial cancer: a real world experience.
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Rose TL, Weir WH, Mayhew GM, Shibata Y, Eulitt P, Uronis JM, Zhou M, Nielsen M, Smith AB, Woods M, Hayward MC, Salazar AH, Milowsky MI, Wobker SE, McGinty K, Millburn MV, Eisner JR, and Kim WY
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- Adult, Aged, Aged, 80 and over, CD8-Positive T-Lymphocytes metabolism, Carcinoma, Transitional Cell genetics, Carcinoma, Transitional Cell immunology, Female, Gene Expression Regulation, Neoplastic, Humans, Immune Checkpoint Inhibitors pharmacology, Male, Middle Aged, Receptors, Antigen, T-Cell metabolism, Retrospective Studies, Sequence Analysis, DNA, Sequence Analysis, RNA, Survival Analysis, Treatment Outcome, Urinary Bladder Neoplasms genetics, Urinary Bladder Neoplasms immunology, Carcinoma, Transitional Cell drug therapy, Immune Checkpoint Inhibitors administration & dosage, Receptor, Fibroblast Growth Factor, Type 3 genetics, Urinary Bladder Neoplasms drug therapy
- Abstract
Background: FGFR3-altered urothelial cancer (UC) correlates with a non-T cell-inflamed phenotype and has therefore been postulated to be less responsive to immune checkpoint blockade (ICB). Preclinical work suggests FGFR3 signalling may suppress pathways such as interferon signalling that alter immune microenvironment composition. However, correlative studies examining clinical trials have been conflicting as to whether FGFR altered tumours have equivalent response and survival to ICB in patients with metastatic UC. These findings have yet to be validated in real world data, therefore we evaluated clinical outcomes of patients with FGFR3-altered metastatic UC treated with ICB and investigate the underlying immunogenomic mechanisms of response and resistance., Methods: 103 patients with metastatic UC treated with ICB at a single academic medical center from 2014 to 2018 were identified. Clinical annotation for demographics and cancer outcomes, as well as somatic DNA and RNA sequencing, were performed. Objective response rate to ICB, progression-free survival, and overall survival was compared between patients with FGFR3-alterations and those without. RNA expression, including molecular subtyping and T cell receptor clonality, was also compared between FGFR3-altered and non-altered patients., Results: Our findings from this dataset confirm that FGFR3-altered (n = 17) and wild type (n = 86) bladder cancers are equally responsive to ICB (12 vs 19%, p = 0.73). Moreover, we demonstrate that despite being less inflamed, FGFR3-altered tumours have equivalent T cell receptor (TCR) diversity and that the balance of a CD8 T cell gene expression signature to immune suppressive features is an important determinant of ICB response., Conclusions: Our work in a real world dataset validates prior observations from clinical trials but also extends this prior work to demonstrate that FGFR3-altered and wild type tumours have equivalent TCR diversity and that the balance of effector T cell to immune suppression signals are an important determinant of ICB response., (© 2021. The Author(s), under exclusive licence to Springer Nature Limited.)
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- 2021
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10. CRTC1/MAML2 directs a PGC-1α-IGF-1 circuit that confers vulnerability to PPARγ inhibition.
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Musicant AM, Parag-Sharma K, Gong W, Sengupta M, Chatterjee A, Henry EC, Tsai YH, Hayward MC, Sheth S, Betancourt R, Hackman TG, Padilla RJ, Parker JS, Giudice J, Flaveny CA, Hayes DN, and Amelio AL
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- Animals, Autocrine Communication, Carcinoma, Mucoepidermoid genetics, Carcinoma, Mucoepidermoid metabolism, Carcinoma, Mucoepidermoid pathology, Cell Line, Tumor, Cell Proliferation drug effects, Female, Gene Expression Regulation, Neoplastic, Gene Fusion, Humans, Insulin-Like Growth Factor I genetics, Male, Mice, Nude, Middle Aged, Molecular Targeted Therapy, PPAR gamma genetics, PPAR gamma metabolism, Peroxisome Proliferator-Activated Receptor Gamma Coactivator 1-alpha genetics, Peroxisome Proliferator-Activated Receptor Gamma Coactivator 1-alpha metabolism, Protein Isoforms, Receptor, IGF Type 1 antagonists & inhibitors, Receptor, IGF Type 1 metabolism, Salivary Gland Neoplasms genetics, Salivary Gland Neoplasms metabolism, Salivary Gland Neoplasms pathology, Signal Transduction, Trans-Activators genetics, Transcription Factors genetics, Tumor Burden drug effects, Xenograft Model Antitumor Assays, Mice, Antineoplastic Combined Chemotherapy Protocols pharmacology, Carcinoma, Mucoepidermoid drug therapy, Insulin-Like Growth Factor I metabolism, PPAR gamma antagonists & inhibitors, Salivary Gland Neoplasms drug therapy, Trans-Activators metabolism, Transcription Factors metabolism
- Abstract
Mucoepidermoid carcinoma (MEC) is a life-threatening salivary gland cancer that is driven primarily by a transcriptional coactivator fusion composed of cyclic AMP-regulated transcriptional coactivator 1 (CRTC1) and mastermind-like 2 (MAML2). The mechanisms by which the chimeric CRTC1/MAML2 (C1/M2) oncoprotein rewires gene expression programs that promote tumorigenesis remain poorly understood. Here, we show that C1/M2 induces transcriptional activation of the non-canonical peroxisome proliferator-activated receptor gamma coactivator-1 alpha (PGC-1α) splice variant PGC-1α4, which regulates peroxisome proliferator-activated receptor gamma (PPARγ)-mediated insulin-like growth factor 1 (IGF-1) expression. This mitogenic transcriptional circuitry is consistent across cell lines and primary tumors. C1/M2-positive tumors exhibit IGF-1 pathway activation, and small-molecule drug screens reveal that tumor cells harboring the fusion gene are selectively sensitive to IGF-1 receptor (IGF-1R) inhibition. Furthermore, this dependence on autocrine regulation of IGF-1 transcription renders MEC cells susceptible to PPARγ inhibition with inverse agonists. These results yield insights into the aberrant coregulatory functions of C1/M2 and identify a specific vulnerability that can be exploited for precision therapy., Competing Interests: Declaration of interests A.L.A. is a GAB member and paid consultant for LG Chem Life Sciences Innovation Center., (Copyright © 2021 The Author(s). Published by Elsevier Inc. All rights reserved.)
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- 2021
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11. SCISSOR: a framework for identifying structural changes in RNA transcripts.
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Choi HY, Jo H, Zhao X, Hoadley KA, Newman S, Holt J, Hayward MC, Love MI, Marron JS, and Hayes DN
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- CpG Islands genetics, Exons genetics, Genetic Loci, Genome, Human, Humans, Reproducibility of Results, Tumor Suppressor Protein p53 genetics, RNA, Messenger chemistry, Sequence Analysis, RNA, Software
- Abstract
High-throughput sequencing protocols such as RNA-seq have made it possible to interrogate the sequence, structure and abundance of RNA transcripts at higher resolution than previous microarray and other molecular techniques. While many computational tools have been proposed for identifying mRNA variation through differential splicing/alternative exon usage, challenges in its analysis remain. Here, we propose a framework for unbiased and robust discovery of aberrant RNA transcript structures using short read sequencing data based on shape changes in an RNA-seq coverage profile. Shape changes in selecting sample outliers in RNA-seq, SCISSOR, is a series of procedures for transforming and normalizing base-level RNA sequencing coverage data in a transcript independent manner, followed by a statistical framework for its analysis ( https://github.com/hyochoi/SCISSOR ). The resulting high dimensional object is amenable to unsupervised screening of structural alterations across RNA-seq cohorts with nearly no assumption on the mutational mechanisms underlying abnormalities. This enables SCISSOR to independently recapture known variants such as splice site mutations in tumor suppressor genes as well as novel variants that are previously unrecognized or difficult to identify by any existing methods including recurrent alternate transcription start sites and recurrent complex deletions in 3' UTRs.
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- 2021
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12. Author Correction: LKB1 loss links serine metabolism to DNA methylation and tumorigenesis.
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Kottakis F, Nicolay BN, Roumane A, Karnik R, Gu H, Nagle JM, Boukhali M, Hayward MC, Li YY, Chen T, Liesa M, Hammerman PS, Wong KK, Hayes DN, Shirihai OS, Dyson NJ, Haas W, Meissner A, and Bardeesy N
- Abstract
An Amendment to this paper has been published and can be accessed via a link at the top of the paper.
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- 2019
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13. Improved Tumor Purity Metrics in Next-generation Sequencing for Clinical Practice: The Integrated Interpretation of Neoplastic Cellularity and Sequencing Results (IINCaSe) Approach.
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Patel NM, Jo H, Eberhard DA, Yin X, Hayward MC, Stein MK, Hayes DN, and Grilley-Olson JE
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- Adolescent, Adult, Aged, Aged, 80 and over, Algorithms, Child, Child, Preschool, Cohort Studies, Female, Humans, Male, Middle Aged, Mutation genetics, Neoplasms genetics, Neoplasms pathology, Practice Guidelines as Topic, Retrospective Studies, Young Adult, Computational Biology methods, High-Throughput Nucleotide Sequencing methods, Microscopy methods, Neoplasms diagnosis
- Abstract
Neoplastic cellularity contributes to the analytic sensitivity of most present technologies for mutation detection, such that they underperform when stroma and inflammatory cells dilute a cancer specimen's variant fraction. Thus, tumor purity assessment by light microscopy is used to determine sample adequacy before sequencing and to interpret the significance of negative results and mutant allele fraction afterwards. However, pathologist estimates of tumor purity are imprecise and have limited reproducibility. With the advent of massively parallel sequencing, large amounts of molecular data can be analyzed by computational purity algorithms. We retrospectively compared tumor purity of 3 computational algorithms with neoplastic cellularity using hematoxylin and eosin light microscopy to determine which was best for clinical evaluation of molecular profiling. Data were analyzed from 881 cancer patients from a clinical trial cohort, LCCC1108 (UNCseq), whose tumors had targeted massively parallel sequencing. Concordance among algorithms was poor, and the specimens analyzed had high rates of algorithm failure partially due to variable tumor purity. Computational tumor purity estimates did not add value beyond the pathologist's estimate of neoplastic cellularity microscopy. To improve present methods, we propose a semiquantitative, clinically applicable strategy based on mutant allele fraction and copy number changes present within a given specimen, which when combined with the morphologic tumor purity estimate, guide the interpretation of next-generation sequencing results in cancer patients.
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- 2019
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14. The Prognostic Significance of Low-Frequency Somatic Mutations in Metastatic Cutaneous Melanoma.
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Zhao X, Little P, Hoyle AP, Pegna GJ, Hayward MC, Ivanova A, Parker JS, Marron DL, Soloway MG, Jo H, Salazar AH, Papakonstantinou MP, Bouchard DM, Jefferys SR, Hoadley KA, Ollila DW, Frank JS, Thomas NE, Googe PB, Ezzell AJ, Collichio FA, Lee CB, Earp HS, Sharpless NE, Hugo W, Wilmott JS, Quek C, Waddell N, Johansson PA, Thompson JF, Hayward NK, Mann GJ, Lo RS, Johnson DB, Scolyer RA, Hayes DN, and Moschos SJ
- Abstract
Background: Little is known about the prognostic significance of somatically mutated genes in metastatic melanoma (MM). We have employed a combined clinical and bioinformatics approach on tumor samples from cutaneous melanoma (SKCM) as part of The Cancer Genome Atlas project (TCGA) to identify mutated genes with potential clinical relevance. Methods: After limiting our DNA sequencing analysis to MM samples ( n = 356) and to the CANCER CENSUS gene list, we filtered out mutations with low functional significance (snpEFF). We performed Cox analysis on 53 genes that were mutated in ≥3% of samples, and had ≥50% difference in incidence of mutations in deceased subjects versus alive subjects. Results: Four genes were potentially prognostic [ RAC1, FGFR1, CARD11, CIITA ; false discovery rate (FDR) < 0.2]. We identified 18 additional genes (e.g., SPEN, PDGFRB, GNAS, MAP2K1, EGFR, TSC2 ) that were less likely to have prognostic value (FDR < 0.4). Most somatic mutations in these 22 genes were infrequent (< 10%), associated with high somatic mutation burden, and were evenly distributed across all exons, except for RAC1 and MAP2K1 . Mutations in only 9 of these 22 genes were also identified by RNA sequencing in >75% of the samples that exhibited corresponding DNA mutations. The low frequency, UV signature type and RNA expression of the 22 genes in MM samples were confirmed in a separate multi-institution validation cohort ( n = 413). An underpowered analysis within a subset of this validation cohort with available patient follow-up ( n = 224) showed that somatic mutations in SPEN and RAC1 reached borderline prognostic significance [log-rank favorable ( p = 0.09) and adverse ( p = 0.07), respectively]. Somatic mutations in SPEN , and to a lesser extent RAC1 , were not associated with definite gene copy number or RNA expression alterations. High (>2+) nuclear plus cytoplasmic expression intensity for SPEN was associated with longer melanoma-specific overall survival (OS) compared to lower (≤ 2+) nuclear intensity ( p = 0.048). We conclude that expressed somatic mutations in infrequently mutated genes beyond the well-characterized ones (e.g., BRAF, RAS, CDKN2A, PTEN, TP53 ), such as RAC1 and SPEN , may have prognostic significance in MM.
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- 2019
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15. Identification of Clonal Hematopoiesis Mutations in Solid Tumor Patients Undergoing Unpaired Next-Generation Sequencing Assays.
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Coombs CC, Gillis NK, Tan X, Berg JS, Ball M, Balasis ME, Montgomery ND, Bolton KL, Parker JS, Mesa TE, Yoder SJ, Hayward MC, Patel NM, Richards KL, Walko CM, Knepper TC, Soper JT, Weiss J, Grilley-Olson JE, Kim WY, Earp HS 3rd, Levine RL, Papaemmanuil E, Zehir A, Hayes DN, and Padron E
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- Adult, Aged, Biomarkers, Computational Biology methods, Female, Genome-Wide Association Study, High-Throughput Nucleotide Sequencing, Humans, Male, Middle Aged, Neoplasms diagnosis, Clonal Evolution genetics, Hematopoiesis genetics, Mutation, Neoplasms genetics
- Abstract
Purpose: In this era of precision-based medicine, for optimal patient care, results reported from commercial next-generation sequencing (NGS) assays should adequately reflect the burden of somatic mutations in the tumor being sequenced. Here, we sought to determine the prevalence of clonal hematopoiesis leading to possible misattribution of tumor mutation calls on unpaired Foundation Medicine NGS assays., Experimental Design: This was a retrospective cohort study of individuals undergoing NGS of solid tumors from two large cancer centers. We identified and quantified mutations in genes known to be frequently altered in clonal hematopoiesis ( DNMT3A, TET2, ASXL1, TP53, ATM, CHEK2, SF3B1, CBL, JAK2 ) that were returned to physicians on clinical Foundation Medicine reports. For a subset of patients, we explored the frequency of true clonal hematopoiesis by comparing mutations on Foundation Medicine reports with matched blood sequencing., Results: Mutations in genes that are frequently altered in clonal hematopoiesis were identified in 65% (1,139/1,757) of patients undergoing NGS. When excluding TP53 , which is often mutated in solid tumors, these events were still seen in 35% (619/1,757) of patients. Utilizing paired blood specimens, we were able to confirm that 8% (18/226) of mutations reported in these genes were true clonal hematopoiesis events. The majority of DNMT3A mutations (64%, 7/11) and minority of TP53 mutations (4%, 2/50) were clonal hematopoiesis., Conclusions: Clonal hematopoiesis mutations are commonly reported on unpaired NGS testing. It is important to recognize clonal hematopoiesis as a possible cause of misattribution of mutation origin when applying NGS findings to a patient's care. See related commentary by Pollyea, p. 5790 ., (©2018 American Association for Cancer Research.)
- Published
- 2018
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16. MVisAGe Identifies Concordant and Discordant Genomic Alterations of Driver Genes in Squamous Tumors.
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Walter V, Du Y, Danilova L, Hayward MC, and Hayes DN
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- Carcinoma, Squamous Cell pathology, Chromosomes, Human, Pair 11 genetics, Chromosomes, Human, Pair 19 genetics, Chromosomes, Human, Pair 3 genetics, Computational Biology instrumentation, DNA Copy Number Variations, DNA Methylation genetics, Epithelial-Mesenchymal Transition genetics, Gene Expression Profiling instrumentation, Gene Expression Profiling methods, Gene Expression Regulation, Neoplastic genetics, Genomics instrumentation, Humans, MicroRNAs genetics, MicroRNAs metabolism, Mutation, Oncogenes genetics, Carcinoma, Squamous Cell genetics, Computational Biology methods, Datasets as Topic, Genomics methods, Software
- Abstract
Integrated analyses of multiple genomic datatypes are now common in cancer profiling studies. Such data present opportunities for numerous computational experiments, yet analytic pipelines are limited. Tools such as the cBioPortal and Regulome Explorer, although useful, are not easy to access programmatically or to implement locally. Here, we introduce the MVisAGe R package, which allows users to quantify gene-level associations between two genomic datatypes to investigate the effect of genomic alterations (e.g., DNA copy number changes on gene expression). Visualizing Pearson/Spearman correlation coefficients according to the genomic positions of the underlying genes provides a powerful yet novel tool for conducting exploratory analyses. We demonstrate its utility by analyzing three publicly available cancer datasets. Our approach highlights canonical oncogenes in chr11q13 that displayed the strongest associations between expression and copy number, including CCND1 and CTTN , genes not identified by copy number analysis in the primary reports. We demonstrate highly concordant usage of shared oncogenes on chr3q, yet strikingly diverse oncogene usage on chr11q as a function of HPV infection status. Regions of chr19 that display remarkable associations between methylation and gene expression were identified, as were previously unreported miRNA-gene expression associations that may contribute to the epithelial-to-mesenchymal transition. Significance: This study presents an important bioinformatics tool that will enable integrated analyses of multiple genomic datatypes. Cancer Res; 78(12); 3375-85. ©2018 AACR ., (©2018 American Association for Cancer Research.)
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- 2018
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17. Factor XIIIA-expressing inflammatory monocytes promote lung squamous cancer through fibrin cross-linking.
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Porrello A, Leslie PL, Harrison EB, Gorentla BK, Kattula S, Ghosh SK, Azam SH, Holtzhausen A, Chao YL, Hayward MC, Waugh TA, Bae S, Godfrey V, Randell SH, Oderup C, Makowski L, Weiss J, Wilkerson MD, Hayes DN, Earp HS, Baldwin AS, Wolberg AS, and Pecot CV
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- Animals, Biomarkers, Tumor chemistry, Biomarkers, Tumor immunology, Carcinoma, Squamous Cell genetics, Carcinoma, Squamous Cell pathology, Chemokine CCL2 genetics, Chemokine CCL2 immunology, Factor XIIIa genetics, Female, Fibrin immunology, Gene Expression Regulation, Neoplastic, Humans, Lung Neoplasms genetics, Lung Neoplasms pathology, Male, Mice, Mice, Inbred DBA, Neoplasm Invasiveness, Carcinoma, Squamous Cell immunology, Factor XIIIa immunology, Fibrin chemistry, Lung Neoplasms immunology, Monocytes immunology
- Abstract
Lung cancer is the leading cause of cancer-related deaths worldwide, and lung squamous carcinomas (LUSC) represent about 30% of cases. Molecular aberrations in lung adenocarcinomas have allowed for effective targeted treatments, but corresponding therapeutic advances in LUSC have not materialized. However, immune checkpoint inhibitors in sub-populations of LUSC patients have led to exciting responses. Using computational analyses of The Cancer Genome Atlas, we identified a subset of LUSC tumors characterized by dense infiltration of inflammatory monocytes (IMs) and poor survival. With novel, immunocompetent metastasis models, we demonstrated that tumor cell derived CCL2-mediated recruitment of IMs is necessary and sufficient for LUSC metastasis. Pharmacologic inhibition of IM recruitment had substantial anti-metastatic effects. Notably, we show that IMs highly express Factor XIIIA, which promotes fibrin cross-linking to create a scaffold for LUSC cell invasion and metastases. Consistently, human LUSC samples containing extensive cross-linked fibrin in the microenvironment correlated with poor survival.
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- 2018
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18. Correction: Molecular Subtypes in Head and Neck Cancer Exhibit Distinct Patterns of Chromosomal Gain and Loss of Canonical Cancer Genes.
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Walter V, Yin X, Wilkerson MD, Cabanski CR, Zhao N, Du Y, Ang MK, Hayward MC, Salazar AH, Hoadley KA, Fritchie K, Sailey CJ, Weissler MC, Shockley WW, Zanation AM, Hackman T, Thorne LB, Funkhouser WD, Muldrew KL, Olshan AF, Randell SH, Wright FA, Shores CG, and Hayes DN
- Abstract
[This corrects the article DOI: 10.1371/journal.pone.0056823.].
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- 2018
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19. Enhancing Next-Generation Sequencing-Guided Cancer Care Through Cognitive Computing.
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Patel NM, Michelini VV, Snell JM, Balu S, Hoyle AP, Parker JS, Hayward MC, Eberhard DA, Salazar AH, McNeillie P, Xu J, Huettner CS, Koyama T, Utro F, Rhrissorrakrai K, Norel R, Bilal E, Royyuru A, Parida L, Earp HS, Grilley-Olson JE, Hayes DN, Harvey SJ, Sharpless NE, and Kim WY
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- Biomarkers, Tumor, Case-Control Studies, Combined Modality Therapy, Follow-Up Studies, Gene Expression Regulation, Neoplastic, High-Throughput Nucleotide Sequencing, Humans, Lymphatic Metastasis, Neoplasm Invasiveness, Neoplasm Recurrence, Local drug therapy, Neoplasm Recurrence, Local pathology, Neoplasms pathology, Prognosis, Retrospective Studies, Survival Rate, Antineoplastic Combined Chemotherapy Protocols therapeutic use, Neoplasms drug therapy
- Abstract
Background: Using next-generation sequencing (NGS) to guide cancer therapy has created challenges in analyzing and reporting large volumes of genomic data to patients and caregivers. Specifically, providing current, accurate information on newly approved therapies and open clinical trials requires considerable manual curation performed mainly by human "molecular tumor boards" (MTBs). The purpose of this study was to determine the utility of cognitive computing as performed by Watson for Genomics (WfG) compared with a human MTB., Materials and Methods: One thousand eighteen patient cases that previously underwent targeted exon sequencing at the University of North Carolina (UNC) and subsequent analysis by the UNCseq informatics pipeline and the UNC MTB between November 7, 2011, and May 12, 2015, were analyzed with WfG, a cognitive computing technology for genomic analysis., Results: Using a WfG-curated actionable gene list, we identified additional genomic events of potential significance (not discovered by traditional MTB curation) in 323 (32%) patients. The majority of these additional genomic events were considered actionable based upon their ability to qualify patients for biomarker-selected clinical trials. Indeed, the opening of a relevant clinical trial within 1 month prior to WfG analysis provided the rationale for identification of a new actionable event in nearly a quarter of the 323 patients. This automated analysis took <3 minutes per case., Conclusion: These results demonstrate that the interpretation and actionability of somatic NGS results are evolving too rapidly to rely solely on human curation. Molecular tumor boards empowered by cognitive computing could potentially improve patient care by providing a rapid, comprehensive approach for data analysis and consideration of up-to-date availability of clinical trials., Implications for Practice: The results of this study demonstrate that the interpretation and actionability of somatic next-generation sequencing results are evolving too rapidly to rely solely on human curation. Molecular tumor boards empowered by cognitive computing can significantly improve patient care by providing a fast, cost-effective, and comprehensive approach for data analysis in the delivery of precision medicine. Patients and physicians who are considering enrollment in clinical trials may benefit from the support of such tools applied to genomic data., Competing Interests: Disclosures of potential conflicts of interest may be found at the end of this article., (© AlphaMed Press 2017.)
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- 2018
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20. Comprehensive Molecular Characterization of Urachal Adenocarcinoma Reveals Commonalities With Colorectal Cancer, Including a Hypermutable Phenotype.
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Kardos J, Wobker SE, Woods ME, Nielsen ME, Smith AB, Wallen EM, Pruthi RS, Hayward MC, McGinty KA, Grilley-Olson JE, Patel NM, Weck KE, Black P, Parker JS, Milowsky MI, Hayes DN, and Kim WY
- Abstract
Purpose: Urachal adenocarcinoma is a rare type of primary bladder adenocarcinoma that comprises less than 1% of all bladder cancers. The low incidence of urachal adenocarcinomas does not allow for an evidence-based approach to therapy. Transcriptome profiling of urachal adenocarcinomas has not been previously reported. We hypothesized that an in-depth molecular understanding of urachal adenocarcinoma would uncover rational therapeutic strategies., Patients and Methods: We performed targeted exon sequencing and global transcriptome profiling of 12 urachal tumors to generate a comprehensive molecular portrait of urachal adenocarcinoma. A single patient with an MSH6 mutation was treated with the anti-programmed death-ligand 1 antibody, atezolizumab., Results: Urachal adenocarcinoma closely resembles colorectal cancer at the level of RNA expression, which extends previous observations that urachal tumors harbor genomic alterations that are found in colorectal adenocarcinoma. A subset of tumors was found to have alterations in genes that are associated with microsatellite instability ( MSH2 and MSH6 ) and hypermutation ( POLE ). A patient with an MSH6 mutation was treated with immune checkpoint blockade, which resulted in stable disease., Conclusion: Because clinical trials are next to impossible for patients with rare tumors, precision oncology may be an important adjunct for treatment decisions. Our findings demonstrate that urachal adenocarcinomas molecularly resemble colorectal adenocarcinomas at the level of RNA expression, are the first report, to our knowledge, of MSH2 and MSH6 mutations in this disease, and support the consideration of immune checkpoint blockade as a rational therapeutic treatment of this exceedingly rare tumor., Competing Interests: Comprehensive Molecular Characterization of Urachal Adenocarcinoma Reveals Commonalities With Colorectal Cancer, Including a Hypermutable PhenotypeThe following represents disclosure information provided by authors of this manuscript. All relationships are considered compensated. Relationships are self-held unless noted. I = Immediate Family Member, Inst = My Institution. Relationships may not relate to the subject matter of this manuscript. For more information about ASCO's conflict of interest policy, please refer to www.asco.org/rwc or po.ascopubs.org/site/ifc.Jordan KardosNo relationship to discloseSara E. WobkerNo relationship to discloseMichael E. WoodsNo relationship to discloseMatthew E. NielsenStock and Other Ownership Interests: Grand Rounds HealthAngela B. SmithNo relationship to discloseEric M. WallenStock and Other Ownership Interests: MDxHealthRaj S. PruthiNo relationship to discloseMichele C. HaywardNo relationship to discloseKatrina A. McGintyNo relationship to discloseJuneko E. Grilley-OlsonConsulting or Advisory Role: Sanofi Research Funding: Bayer (Inst), Novartis (Inst), Peregrine Pharmaceuticals (Inst), NanoCarrier (Inst), Genentech (Inst), Seattle Genetics (Inst), MedImmune (Inst), GlaxoSmithKline (Inst), Pfizer (Inst)Nirali M. PatelNo relationship to discloseKaren E. WeckNo relationship to disclosePeter BlackConsulting or Advisory Role: AbbVie, Astellas Pharma, Janssen Oncology, Amgen, Novartis, BioCancell, Sitka, Cubist, Bayer, Merck, Sanofi, Biosyent, Ferring, Eli Lilly, Roche, Spectrum Pharmaceuticals, Allergan Speakers' Bureau: Ferring, Red Leaf Medical, New B Innovation, iProgen Patents, Royalties, Other Intellectual Property: 1. PCT/CA2014/000787. Canada. 2014-11-03 Cancer Biomarkers and Classifiers and uses thereof. 2. #61899648 United States. 2013-03-13 Bladder cancer signature. Travel, Accommodations, Expenses: Janssen Pharmaceuticals, Bayer, SanofiJoel S. ParkerNo relationship to discloseMatthew I. MilowskyResearch Funding: Mirati Therapeutics (Inst), Pfizer (Inst), Cerulean Pharma (Inst), Merck (Inst), Seattle Genetics (Inst), Acerta Pharma (Inst), BioClin Therapeutics (Inst), Genentech (Inst), Bristol-Myers Squibb (Inst), X4 Pharma (Inst), Med-Immune (Inst), Incyte (Inst), Innocrin Pharma (Inst), Inovio Pharmaceuticals (Inst) Travel, Accommodations, Expenses: GenentechD. Neil HayesLeadership: GeneCentric Stock and Other Ownership Interests: GeneCentric Consulting or Advisory Role: GeneCentric Patents, Royalties, Other Intellectual Property: I hold several diagnostic patents or pending patents in the area of solid tumor diagnosticsWilliam Y. KimStock and Other Ownership Interests: Johnson & Johnson, Bristol-Myers Squibb, Medivation, Agios Patents, Royalties, Other Intellectual Property: BASE47 bladder cancer subtype classifier, (© 2017 by American Society of Clinical Oncology.)
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- 2017
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21. Exceptional Chemotherapy Response in Metastatic Colorectal Cancer Associated With Hyper-Indel-Hypermutated Cancer Genome and Comutation of POLD1 and MLH1 .
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Sharma MR, Auman JT, Patel NM, Grilley-Olson JE, Zhao X, Moschos SJ, Parker JS, Yin X, Hayward MC, Polite BN, Marangon E, Posocco B, Toffoli G, Hayes DN, and Innocenti F
- Abstract
Purpose: A73-year-old woman with metastatic colon cancer experienced a complete response to chemotherapy with dose-intensified irinotecan that has been durable for 5 years. We sequenced her tumor and germ line DNA and looked for similar patterns in publicly available genomic data from patients with colorectal cancer., Patients and Methods: Tumor DNA was obtained from a biopsy before therapy, and germ line DNA was obtained from blood. Tumor and germline DNA were sequenced using a commercial panel with approximately 250 genes. Whole-genome amplification and exome sequencing were performed for POLE and POLD1 . A POLD1 mutation was confirmed by Sanger sequencing. The somatic mutation and clinical annotation data files from the colon (n = 461) and rectal (n = 171) adenocarcinoma data sets were downloaded from The Cancer Genome Atlas data portal and analyzed for patterns of mutations and clinical outcomes in patients with POLE - and/or POLD1 -mutated tumors., Results: The pattern of alterations included APC biallelic inactivation and microsatellite instability high (MSI-H) phenotype, with somatic inactivation of MLH1 and hypermutation (estimated mutation rate > 200 per megabase). The extremely high mutation rate led us to investigate additional mechanisms for hypermutation, including loss of function of POLE. POLE was unaltered, but a related gene not typically associated with somatic mutation in colon cancer, POLD1 , had a somatic mutation c.2171G>A[p.Gly724Glu]. Additionally, we noted that the high mutation rate was largely composed of dinucleotide deletions. A similar pattern of hypermutation (dinucleotide deletions, POLD1 mutations, MSI-H) was found in tumors from The Cancer Genome Atlas., Conclusion: POLD1 mutation with associated MSI-H and hyper-indel-hypermutated cancer genome characterizes a previously unrecognized variant of colon cancer that was found in this patient with an exceptional response to chemotherapy.
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- 2017
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22. LKB1 loss links serine metabolism to DNA methylation and tumorigenesis.
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Kottakis F, Nicolay BN, Roumane A, Karnik R, Gu H, Nagle JM, Boukhali M, Hayward MC, Li YY, Chen T, Liesa M, Hammerman PS, Wong KK, Hayes DN, Shirihai OS, Dyson NJ, Haas W, Meissner A, and Bardeesy N
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- AMP-Activated Protein Kinase Kinases, AMP-Activated Protein Kinases, Animals, Cell Culture Techniques, Cell Line, Tumor, Chromatin genetics, Chromatin metabolism, DNA (Cytosine-5-)-Methyltransferases metabolism, Enzyme Inhibitors pharmacology, Epithelial Cells metabolism, Gene Silencing, Genes, Tumor Suppressor, Glycine metabolism, Glycolysis, Humans, Mice, Pancreatic Ducts cytology, Protein Serine-Threonine Kinases genetics, Proto-Oncogene Proteins p21(ras) genetics, Proto-Oncogene Proteins p21(ras) metabolism, Retroelements genetics, S-Adenosylmethionine metabolism, Serine biosynthesis, TOR Serine-Threonine Kinases metabolism, Transaminases metabolism, Cell Transformation, Neoplastic, DNA Methylation drug effects, Protein Serine-Threonine Kinases deficiency, Protein Serine-Threonine Kinases metabolism, Serine metabolism
- Abstract
Intermediary metabolism generates substrates for chromatin modification, enabling the potential coupling of metabolic and epigenetic states. Here we identify a network linking metabolic and epigenetic alterations that is central to oncogenic transformation downstream of the liver kinase B1 (LKB1, also known as STK11) tumour suppressor, an integrator of nutrient availability, metabolism and growth. By developing genetically engineered mouse models and primary pancreatic epithelial cells, and employing transcriptional, proteomics, and metabolic analyses, we find that oncogenic cooperation between LKB1 loss and KRAS activation is fuelled by pronounced mTOR-dependent induction of the serine-glycine-one-carbon pathway coupled to S-adenosylmethionine generation. At the same time, DNA methyltransferases are upregulated, leading to elevation in DNA methylation with particular enrichment at retrotransposon elements associated with their transcriptional silencing. Correspondingly, LKB1 deficiency sensitizes cells and tumours to inhibition of serine biosynthesis and DNA methylation. Thus, we define a hypermetabolic state that incites changes in the epigenetic landscape to support tumorigenic growth of LKB1-mutant cells, while resulting in potential therapeutic vulnerabilities.
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- 2016
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23. Germline Analysis from Tumor-Germline Sequencing Dyads to Identify Clinically Actionable Secondary Findings.
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Seifert BA, O'Daniel JM, Amin K, Marchuk DS, Patel NM, Parker JS, Hoyle AP, Mose LE, Marron A, Hayward MC, Bizon C, Wilhelmsen KC, Evans JP, Earp HS 3rd, Sharpless NE, Hayes DN, and Berg JS
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- Biomarkers, Tumor, Genetic Predisposition to Disease, Genetic Testing, Genomics methods, High-Throughput Nucleotide Sequencing, Humans, Neoplasms mortality, Neoplastic Syndromes, Hereditary diagnosis, Neoplastic Syndromes, Hereditary genetics, Prognosis, Germ-Line Mutation, Neoplasms diagnosis, Neoplasms genetics
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Purpose: To evaluate germline variants in hereditary cancer susceptibility genes among unselected cancer patients undergoing tumor-germline sequencing., Experimental Design: Germline sequence data from 439 individuals undergoing tumor-germline dyad sequencing through the LCCC1108/UNCseq™ (NCT01457196) study were analyzed for genetic variants in 36 hereditary cancer susceptibility genes. These variants were analyzed as an exploratory research study to determine whether pathogenic variants exist within the germline of patients undergoing tumor-germline sequencing. Patients were unselected with respect to indicators of hereditary cancer predisposition., Results: Variants indicative of hereditary cancer predisposition were identified in 19 (4.3%) patients. For about half (10/19), these findings represent new diagnostic information with potentially important implications for the patient and their family. The others were previously identified through clinical genetic evaluation secondary to suspicion of a hereditary cancer predisposition. Genes with pathogenic variants included ATM, BRCA1, BRCA2, CDKN2A, and CHEK2 In contrast, a substantial proportion of patients (178, 40.5%) had Variants of Uncertain Significance (VUS), 24 of which had VUS in genes pertinent to the presenting cancer. Another 143 had VUS in other hereditary cancer genes, and 11 had VUS in both pertinent and nonpertinent genes., Conclusions: Germline analysis in tumor-germline sequencing dyads will occasionally reveal significant germline findings that were clinically occult, which could be beneficial for patients and their families. However, given the low yield for unexpected germline variation and the large proportion of patients with VUS results, analysis and return of germline results should adhere to guidelines for secondary findings rather than diagnostic hereditary cancer testing. Clin Cancer Res; 22(16); 4087-94. ©2016 AACRSee related commentary by Mandelker, p. 3987., (©2016 American Association for Cancer Research.)
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- 2016
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24. Combined Targeted DNA Sequencing in Non-Small Cell Lung Cancer (NSCLC) Using UNCseq and NGScopy, and RNA Sequencing Using UNCqeR for the Detection of Genetic Aberrations in NSCLC.
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Zhao X, Wang A, Walter V, Patel NM, Eberhard DA, Hayward MC, Salazar AH, Jo H, Soloway MG, Wilkerson MD, Parker JS, Yin X, Zhang G, Siegel MB, Rosson GB, Earp HS 3rd, Sharpless NE, Gulley ML, Weck KE, Hayes DN, and Moschos SJ
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- Adult, Aged, Aged, 80 and over, Carcinoma, Non-Small-Cell Lung pathology, Computational Biology, DNA Copy Number Variations, Female, Genetic Association Studies, High-Throughput Nucleotide Sequencing, Humans, Lung Neoplasms pathology, Male, Middle Aged, Mutation, Neoplasm Grading, Neoplasm Staging, Proto-Oncogene Proteins p21(ras) genetics, Reproducibility of Results, Carcinoma, Non-Small-Cell Lung genetics, Genetic Variation, Genomics methods, Lung Neoplasms genetics
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The recent FDA approval of the MiSeqDx platform provides a unique opportunity to develop targeted next generation sequencing (NGS) panels for human disease, including cancer. We have developed a scalable, targeted panel-based assay termed UNCseq, which involves a NGS panel of over 200 cancer-associated genes and a standardized downstream bioinformatics pipeline for detection of single nucleotide variations (SNV) as well as small insertions and deletions (indel). In addition, we developed a novel algorithm, NGScopy, designed for samples with sparse sequencing coverage to detect large-scale copy number variations (CNV), similar to human SNP Array 6.0 as well as small-scale intragenic CNV. Overall, we applied this assay to 100 snap-frozen lung cancer specimens lacking same-patient germline DNA (07-0120 tissue cohort) and validated our results against Sanger sequencing, SNP Array, and our recently published integrated DNA-seq/RNA-seq assay, UNCqeR, where RNA-seq of same-patient tumor specimens confirmed SNV detected by DNA-seq, if RNA-seq coverage depth was adequate. In addition, we applied the UNCseq assay on an independent lung cancer tumor tissue collection with available same-patient germline DNA (11-1115 tissue cohort) and confirmed mutations using assays performed in a CLIA-certified laboratory. We conclude that UNCseq can identify SNV, indel, and CNV in tumor specimens lacking germline DNA in a cost-efficient fashion.
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- 2015
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25. Alterations of LKB1 and KRAS and risk of brain metastasis: comprehensive characterization by mutation analysis, copy number, and gene expression in non-small-cell lung carcinoma.
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Zhao N, Wilkerson MD, Shah U, Yin X, Wang A, Hayward MC, Roberts P, Lee CB, Parsons AM, Thorne LB, Haithcock BE, Grilley-Olson JE, Stinchcombe TE, Funkhouser WK, Wong KK, Sharpless NE, and Hayes DN
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- AMP-Activated Protein Kinase Kinases, Adult, Aged, Aged, 80 and over, Biomarkers, Tumor, DNA Mutational Analysis, Female, Gene Dosage, Gene Expression, Humans, Male, Middle Aged, Neoplasm Staging, Odds Ratio, Prognosis, ROC Curve, Risk Factors, Brain Neoplasms secondary, Carcinoma, Non-Small-Cell Lung genetics, Carcinoma, Non-Small-Cell Lung pathology, Genes, ras, Lung Neoplasms genetics, Lung Neoplasms pathology, Mutation, Protein Serine-Threonine Kinases genetics
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Background: Brain metastases are one of the most malignant complications of lung cancer and constitute a significant cause of cancer related morbidity and mortality worldwide. Recent years of investigation suggested a role of LKB1 in NSCLC development and progression, in synergy with KRAS alteration. In this study, we systematically analyzed how LKB1 and KRAS alteration, measured by mutation, gene expression (GE) and copy number (CN), are associated with brain metastasis in NSCLC., Materials and Methods: Patients treated at University of North Carolina Hospital from 1990 to 2009 with NSCLC provided frozen, surgically extracted tumors for analysis. GE was measured using Agilent 44,000 custom-designed arrays, CN was assessed by Affymetrix GeneChip Human Mapping 250K Sty Array or the Genome-Wide Human SNP Array 6.0 and gene mutation was detected using ABI sequencing. Integrated analysis was conducted to assess the relationship between these genetic markers and brain metastasis. A model was proposed for brain metastasis prediction using these genetic measurements., Results: 17 of the 174 patients developed brain metastasis. LKB1 wild type tumors had significantly higher LKB1 CN (p<0.001) and GE (p=0.002) than the LKB1 mutant group. KRAS wild type tumors had significantly lower KRAS GE (p<0.001) and lower CN, although the latter failed to be significant (p=0.295). Lower LKB1 CN (p=0.039) and KRAS mutation (p=0.007) were significantly associated with more brain metastasis. The predictive model based on nodal (N) stage, patient age, LKB1 CN and KRAS mutation had a good prediction accuracy, with area under the ROC curve of 0.832 (p<0.001)., Conclusion: LKB1 CN in combination with KRAS mutation predicted brain metastasis in NSCLC., (Copyright © 2014 The Authors. Published by Elsevier Ireland Ltd.. All rights reserved.)
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- 2014
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26. Prediction of lung cancer histological types by RT-qPCR gene expression in FFPE specimens.
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Wilkerson MD, Schallheim JM, Hayes DN, Roberts PJ, Bastien RR, Mullins M, Yin X, Miller CR, Thorne LB, Geiersbach KB, Muldrew KL, Funkhouser WK, Fan C, Hayward MC, Bayer S, Perou CM, and Bernard PS
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- Carcinoma, Non-Small-Cell Lung genetics, Carcinoma, Non-Small-Cell Lung pathology, Gene Expression Regulation, Neoplastic, Humans, Lung Neoplasms genetics, Lung Neoplasms pathology, Paraffin Embedding, Tissue Fixation, Carcinoma, Non-Small-Cell Lung diagnosis, Lung Neoplasms diagnosis, Molecular Diagnostic Techniques, Reverse Transcriptase Polymerase Chain Reaction methods
- Abstract
Lung cancer histologic diagnosis is clinically relevant because there are histology-specific treatment indications and contraindications. Histologic diagnosis can be challenging owing to tumor characteristics, and it has been shown to have less-than-ideal agreement among pathologists reviewing the same specimens. Microarray profiling studies using frozen specimens have shown that histologies exhibit different gene expression trends; however, frozen specimens are not amenable to routine clinical application. Herein, we developed a gene expression-based predictor of lung cancer histology for FFPE specimens, which are routinely available in clinical settings. Genes predictive of lung cancer histologies were derived from published cohorts that had been profiled by microarrays. Expression of these genes was measured by quantitative RT-PCR (RT-qPCR) in a cohort of patients with FFPE lung cancer. A histology expression predictor (HEP) was developed using RT-qPCR expression data for adenocarcinoma, carcinoid, small cell carcinoma, and squamous cell carcinoma. In cross-validation, the HEP exhibited mean accuracy of 84% and κ = 0.77. In separate independent validation sets, the HEP was compared with pathologist diagnoses on the same tumor block specimens, and the HEP yielded similar accuracy and precision as the pathologists. The HEP also exhibited good performance in specimens with low tumor cellularity. Therefore, RT-qPCR gene expression from FFPE specimens can be effectively used to predict lung cancer histology., (Copyright © 2013 American Society for Investigative Pathology. Published by Elsevier Inc. All rights reserved.)
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- 2013
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27. Molecular subtypes in head and neck cancer exhibit distinct patterns of chromosomal gain and loss of canonical cancer genes.
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Walter V, Yin X, Wilkerson MD, Cabanski CR, Zhao N, Du Y, Ang MK, Hayward MC, Salazar AH, Hoadley KA, Fritchie K, Sailey CJ, Weissler MC, Shockley WW, Zanation AM, Hackman T, Thorne LB, Funkhouser WD, Muldrew KL, Olshan AF, Randell SH, Wright FA, Shores CG, and Hayes DN
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- Aged, Chromosome Aberrations, Class I Phosphatidylinositol 3-Kinases, Cyclin D1 genetics, DNA Copy Number Variations genetics, ErbB Receptors genetics, Female, Humans, Intracellular Signaling Peptides and Proteins genetics, Kelch-Like ECH-Associated Protein 1, Male, Middle Aged, NF-E2-Related Factor 2 genetics, Phosphatidylinositol 3-Kinases genetics, SOXB1 Transcription Factors genetics, Squamous Cell Carcinoma of Head and Neck, Transcription Factors genetics, Tumor Suppressor Proteins genetics, Carcinoma, Squamous Cell genetics, Head and Neck Neoplasms genetics
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Head and neck squamous cell carcinoma (HNSCC) is a frequently fatal heterogeneous disease. Beyond the role of human papilloma virus (HPV), no validated molecular characterization of the disease has been established. Using an integrated genomic analysis and validation methodology we confirm four molecular classes of HNSCC (basal, mesenchymal, atypical, and classical) consistent with signatures established for squamous carcinoma of the lung, including deregulation of the KEAP1/NFE2L2 oxidative stress pathway, differential utilization of the lineage markers SOX2 and TP63, and preference for the oncogenes PIK3CA and EGFR. For potential clinical use the signatures are complimentary to classification by HPV infection status as well as the putative high risk marker CCND1 copy number gain. A molecular etiology for the subtypes is suggested by statistically significant chromosomal gains and losses and differential cell of origin expression patterns. Model systems representative of each of the four subtypes are also presented.
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- 2013
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28. Validation of interobserver agreement in lung cancer assessment: hematoxylin-eosin diagnostic reproducibility for non-small cell lung cancer: the 2004 World Health Organization classification and therapeutically relevant subsets.
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Grilley-Olson JE, Hayes DN, Moore DT, Leslie KO, Wilkerson MD, Qaqish BF, Hayward MC, Cabanski CR, Yin X, Socinski MA, Stinchcombe TE, Thorne LB, Allen TC, Banks PM, Beasley MB, Borczuk AC, Cagle PT, Christensen R, Colby TV, Deblois GG, Elmberger G, Graziano P, Hart CF, Jones KD, Maia DM, Miller CR, Nance KV, Travis WD, and Funkhouser WK
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- Data Collection, Eosine Yellowish-(YS), Female, Hematoxylin, Humans, Internet, Male, Observer Variation, Pathology, Surgical, Staining and Labeling, World Health Organization, Carcinoma, Non-Small-Cell Lung classification, Carcinoma, Non-Small-Cell Lung diagnosis, Lung Neoplasms classification, Lung Neoplasms diagnosis
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Context: Precise subtype diagnosis of non-small cell lung carcinoma is increasingly relevant, based on the availability of subtype-specific therapies, such as bevacizumab and pemetrexed, and based on the subtype-specific prevalence of activating epidermal growth factor receptor mutations., Objectives: To establish a baseline measure of interobserver reproducibility for non-small cell lung carcinoma diagnoses with hematoxylin-eosin for the current 2004 World Health Organization classification, to estimate interobserver reproducibility for the therapeutically relevant squamous/nonsquamous subsets, and to examine characteristics that improve interobserver reproducibility., Design: Primary, resected lung cancer specimens were converted to digital (virtual) slides. Based on a single hematoxylin-eosin virtual slide, pathologists were asked to assign a diagnosis using the 2004 World Health Organization classification. Kappa statistics were calculated for each pathologist-pair for each slide and were summarized by classification scheme, pulmonary pathology expertise, diagnostic confidence, and neoplastic grade., Results: The 12 pulmonary pathology experts and the 12 community pathologists each independently diagnosed 48 to 96 single hematoxylin-eosin digital slides derived from 96 cases of non-small cell lung carcinoma resection. Overall agreement improved with simplification from the comprehensive 44 World Health Organization diagnoses (κ = 0.25) to their 10 major header subtypes (κ = 0.48) and improved again with simplification into the therapeutically relevant squamous/nonsquamous dichotomy (κ = 0.55). Multivariate analysis showed that higher diagnostic agreement was associated with better differentiation, better slide quality, higher diagnostic confidence, similar years of pathology experience, and pulmonary pathology expertise., Conclusions: These data define the baseline diagnostic agreement for hematoxylin-eosin diagnosis of non-small cell lung carcinoma, allowing future studies to test for improved diagnostic agreement with reflex ancillary tests.
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- 2013
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29. Phase II efficacy and pharmacogenomic study of Selumetinib (AZD6244; ARRY-142886) in iodine-131 refractory papillary thyroid carcinoma with or without follicular elements.
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Hayes DN, Lucas AS, Tanvetyanon T, Krzyzanowska MK, Chung CH, Murphy BA, Gilbert J, Mehra R, Moore DT, Sheikh A, Hoskins J, Hayward MC, Zhao N, O'Connor W, Weck KE, Cohen RB, and Cohen EE
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- Adenocarcinoma, Follicular genetics, Adenocarcinoma, Follicular radiotherapy, Adult, Aged, Aged, 80 and over, Benzimidazoles adverse effects, Carcinoma, Carcinoma, Papillary, Diarrhea chemically induced, Exanthema chemically induced, Fatigue chemically induced, Female, Genotype, Humans, Iodine Radioisotopes therapeutic use, Kaplan-Meier Estimate, Male, Middle Aged, Mutation, Proto-Oncogene Proteins B-raf genetics, Thyroid Cancer, Papillary, Thyroid Neoplasms genetics, Thyroid Neoplasms radiotherapy, Treatment Outcome, ras Proteins genetics, Adenocarcinoma, Follicular drug therapy, Benzimidazoles therapeutic use, Pharmacogenetics, Thyroid Neoplasms drug therapy
- Abstract
Purpose: A multicenter, open-label, phase II trial was conducted to evaluate the efficacy, safety, and tolerability of selumetinib in iodine-refractory papillary thyroid cancer (IRPTC)., Experimental Design: Patients with advanced IRPTC with or without follicular elements and documented disease progression within the preceding 12 months were eligible to receive selumetinib at a dose of 100 mg twice daily. The primary endpoint was objective response rate using Response Evaluation Criteria in Solid Tumors. Secondary endpoints were safety, overall survival, and progression-free survival (PFS). Tumor genotype including mutations in BRAF, NRAS, and HRAS was assessed., Results: Best responses in 32 evaluable patients out of 39 enrolled were 1 partial response (3%), 21 stable disease (54%), and 11 progressive disease (28%). Disease stability maintenance occurred for 16 weeks in 49%, 24 weeks in 36%. Median PFS was 32 weeks. BRAF V600E mutants (12 of 26 evaluated, 46%) had a longer median PFS compared with patients with BRAF wild-type (WT) tumors (33 versus 11 weeks, respectively, HR = 0.6, not significant, P = 0.3). The most common adverse events and grades 3 to 4 toxicities included rash, fatigue, diarrhea, and peripheral edema. Two pulmonary deaths occurred in the study and were judged unlikely to be related to the study drug., Conclusions: Selumetinib was well tolerated but the study was negative with regard to the primary outcome. Secondary analyses suggest that future studies of selumetinib and other mitogen-activated protein (MAP)/extracellular signal-regulated kinase (ERK; MEK) inhibitors in IRPTC should consider BRAF V600E mutation status in the trial design based on differential trends in outcome., Competing Interests: of Potential Confiicts of Interest No potential conflicts of interest were disclosed., (©2012 AACR.)
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- 2012
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30. Differential pathogenesis of lung adenocarcinoma subtypes involving sequence mutations, copy number, chromosomal instability, and methylation.
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Wilkerson MD, Yin X, Walter V, Zhao N, Cabanski CR, Hayward MC, Miller CR, Socinski MA, Parsons AM, Thorne LB, Haithcock BE, Veeramachaneni NK, Funkhouser WK, Randell SH, Bernard PS, Perou CM, and Hayes DN
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- Adenocarcinoma mortality, Adenocarcinoma pathology, Adenocarcinoma therapy, Aged, Cohort Studies, Disease-Free Survival, Female, Humans, Lung Neoplasms mortality, Lung Neoplasms therapy, Male, Middle Aged, Survival Rate, Adenocarcinoma genetics, Adenocarcinoma metabolism, Chromosomal Instability, DNA Methylation, DNA, Neoplasm genetics, DNA, Neoplasm metabolism, Gene Dosage, Lung Neoplasms genetics, Lung Neoplasms metabolism, Mutation
- Abstract
Background: Lung adenocarcinoma (LAD) has extreme genetic variation among patients, which is currently not well understood, limiting progress in therapy development and research. LAD intrinsic molecular subtypes are a validated stratification of naturally-occurring gene expression patterns and encompass different functional pathways and patient outcomes. Patients may have incurred different mutations and alterations that led to the different subtypes. We hypothesized that the LAD molecular subtypes co-occur with distinct mutations and alterations in patient tumors., Methodology/principal Findings: The LAD molecular subtypes (Bronchioid, Magnoid, and Squamoid) were tested for association with gene mutations and DNA copy number alterations using statistical methods and published cohorts (n = 504). A novel validation (n = 116) cohort was assayed and interrogated to confirm subtype-alteration associations. Gene mutation rates (EGFR, KRAS, STK11, TP53), chromosomal instability, regional copy number, and genomewide DNA methylation were significantly different among tumors of the molecular subtypes. Secondary analyses compared subtypes by integrated alterations and patient outcomes. Tumors having integrated alterations in the same gene associated with the subtypes, e.g. mutation, deletion and underexpression of STK11 with Magnoid, and mutation, amplification, and overexpression of EGFR with Bronchioid. The subtypes also associated with tumors having concurrent mutant genes, such as KRAS-STK11 with Magnoid. Patient overall survival, cisplatin plus vinorelbine therapy response and predicted gefitinib sensitivity were significantly different among the subtypes., Conclusions/ Significance: The lung adenocarcinoma intrinsic molecular subtypes co-occur with grossly distinct genomic alterations and with patient therapy response. These results advance the understanding of lung adenocarcinoma etiology and nominate patient subgroups for future evaluation of treatment response.
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- 2012
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31. Early brain recurrences are potentially detectable in asymptomatic, early stage lung adenocarcinoma.
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Nelson JS, Allen LD, Parker LA, Hayward MC, Zhao N, and Hayes DN
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- Adenocarcinoma surgery, Adenocarcinoma therapy, Adenocarcinoma of Lung, Adult, Aged, Aged, 80 and over, Brain Neoplasms therapy, Clinical Trials, Phase I as Topic, Disease Progression, Female, Humans, Lung Neoplasms surgery, Lung Neoplasms therapy, Magnetic Resonance Imaging methods, Male, Middle Aged, Neoplasm Staging, Adenocarcinoma pathology, Brain Neoplasms secondary, Lung Neoplasms pathology, Neoplasm Recurrence, Local pathology
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- 2011
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32. Emerging technologies for improved stratification of cancer patients: a review of opportunities, challenges, and tools.
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Lamlertthon W, Hayward MC, and Hayes DN
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- Biomarkers, Tumor blood, Biotechnology trends, Genetic Predisposition to Disease, Humans, Neoplasms blood, Neoplasms genetics, Biotechnology methods, Neoplasms classification, Neoplasms diagnosis
- Abstract
Cancer is a heterogeneous collection of diseases with wild variation in etiology, pathogenesis, response to therapy, and prognosis. Sources of variation are frequently obscure. Current practice attempts to classify tumors by tissue of origin and extent of disease through staging such that more risky tumors can be managed with more aggressive treatments. Modest inroads have been made with biomarkers to further characterize groups of tumors with important characteristics such as response to selected drugs. However, biomarker-driven decisions are relatively few when examining the maze of clinical decisions in the care of cancer patients. Against this backdrop, waves of researchers have unleashed a vast array of new technologies, with the goal of better characterization of the inherent diversity of tumors. This review outlines the use of cancer biomarkers and emerging technologies to stratify patients with a focus on the challenges and opportunities of next-generation nucleic acid sequencing approaches in oncology.
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- 2011
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33. High XRCC1 protein expression is associated with poorer survival in patients with head and neck squamous cell carcinoma.
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Ang MK, Patel MR, Yin XY, Sundaram S, Fritchie K, Zhao N, Liu Y, Freemerman AJ, Wilkerson MD, Walter V, Weissler MC, Shockley WW, Couch ME, Zanation AM, Hackman T, Chera BS, Harris SL, Miller CR, Thorne LB, Hayward MC, Funkhouser WK, Olshan AF, Shores CG, Makowski L, and Hayes DN
- Subjects
- Animals, CHO Cells, Cell Line, Tumor, Chemoradiotherapy, Cricetinae, Cricetulus, Cyclin-Dependent Kinase Inhibitor p16 metabolism, DNA-Binding Proteins genetics, Female, Gene Knockout Techniques, Humans, Male, Middle Aged, Prognosis, Squamous Cell Carcinoma of Head and Neck, X-ray Repair Cross Complementing Protein 1, Carcinoma, Squamous Cell metabolism, Carcinoma, Squamous Cell mortality, DNA-Binding Proteins metabolism, Head and Neck Neoplasms metabolism, Head and Neck Neoplasms mortality
- Abstract
Purpose: We evaluated X-ray repair complementing defective repair in Chinese hamster cells 1 (XRCC1) protein in head and neck squamous cell carcinoma (HNSCC) patients in association with outcome., Experimental Design: XRCC1 protein expression was assessed by immunohistochemical (IHC) staining of pretreatment tissue samples in 138 consecutive HNSCC patients treated with surgery (n = 31), radiation (15), surgery and radiation (23), surgery and adjuvant chemoradiation (17), primary chemoradiation (51), and palliative measures (1)., Results: Patients with high XRCC1 expression by IHC (n = 77) compared with patients with low XRCC1 expression (n = 60) had poorer median overall survival (OS; 41.0 months vs. OS not reached, P = 0.009) and poorer progression-free survival (28.0 months vs. 73.0 months, P = 0.031). This association was primarily due to patients who received chemoradiation (median OS of high- and low-XRCC1 expression patients, 35.5 months and not reached respectively, HR 3.48; 95% CI: 1.44-8.38; P = 0.006). In patients treated with nonchemoradiation modalities, there was no survival difference by XRCC1 expression. In multivariable analysis, high XRCC1 expression and p16(INK4a)-positive status were independently associated with survival in the overall study population (HR = 2.62; 95% CI: 1.52-4.52; P < 0.001 and HR = 0.21; 95% CI: 0.06-0.71; P = 0.012, respectively) and among chemoradiation patients (HR = 6.02; 95% CI: 2.36-15.37; P < 0.001 and HR = 0.26; 95% CI: 0.08-0.92, respectively; P = 0.037)., Conclusions: In HNSCC, high XRCC1 protein expression is associated with poorer survival, particularly in patients receiving chemoradiation. Future validation of these findings may enable identification of HNSCC expressing patients who benefit from chemoradiation treatment., (©2011 AACR.)
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- 2011
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34. Concomitant radiotherapy and chemotherapy for high-risk nonmelanoma skin carcinomas of the head and neck.
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Apisarnthanarax S, Dhruva N, Ardeshirpour F, Tepper JE, Shores CG, Rosenman JG, Shockley WW, Hayward MC, and Hayes DN
- Abstract
Background. To report on the use and feasibility of a multimodality approach using concomitant radiotherapy and chemotherapy in patients with high-risk nonmelanoma skin carcinoma (NMSC) of the head and neck. Methods. Records of patients with NMSC of the head and neck who received concomitant CRT at the University of North Carolina between 2001 and 2007 were reviewed. Results. Fifteen identified patients had at least one of the following high-risk factors: T4 disease (93%), unresectability (60%), regional nodal involvement (40%), and/or recurrence (47%). Ten patients were treated in the definitive setting and five in the postoperative setting. Platinum based chemotherapy was given in 14 (93%) patients. Ten of fifteen (67%) patients completed all planned chemotherapy treatments, and thirteen patients (87%) completed at least 80% of planned chemotherapy. Mild radiation dermatitis occurred in all patients and reached grade 3 in 13% of patients. No patients experienced grade 4 or 5 toxicity. With a median followup of 31 months in surviving patients, the 2-year actuarial locoregional control and relapse-free survival were 79% and 49%, respectively. Conclusions. Definitive or postoperative chemoradiotherapy for patients with locally advanced or regionally metastasized NMSC of the head and neck appears feasible with acceptable toxicities and favorable locoregional control.
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- 2011
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35. Lung squamous cell carcinoma mRNA expression subtypes are reproducible, clinically important, and correspond to normal cell types.
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Wilkerson MD, Yin X, Hoadley KA, Liu Y, Hayward MC, Cabanski CR, Muldrew K, Miller CR, Randell SH, Socinski MA, Parsons AM, Funkhouser WK, Lee CB, Roberts PJ, Thorne L, Bernard PS, Perou CM, and Hayes DN
- Subjects
- Aged, Carcinoma, Squamous Cell classification, Carcinoma, Squamous Cell diagnosis, Cohort Studies, Female, Humans, Lung Neoplasms classification, Lung Neoplasms diagnosis, Male, Middle Aged, Oligonucleotide Array Sequence Analysis, Reproducibility of Results, Survival Analysis, Treatment Outcome, Carcinoma, Squamous Cell genetics, Gene Expression Regulation, Neoplastic genetics, Lung Neoplasms genetics, RNA, Messenger genetics
- Abstract
Purpose: Lung squamous cell carcinoma (SCC) is clinically and genetically heterogeneous, and current diagnostic practices do not adequately substratify this heterogeneity. A robust, biologically based SCC subclassification may describe this variability and lead to more precise patient prognosis and management. We sought to determine if SCC mRNA expression subtypes exist, are reproducible across multiple patient cohorts, and are clinically relevant., Experimental Design: Subtypes were detected by unsupervised consensus clustering in five published discovery cohorts of mRNA microarrays, totaling 382 SCC patients. An independent validation cohort of 56 SCC patients was collected and assayed by microarrays. A nearest-centroid subtype predictor was built using discovery cohorts. Validation cohort subtypes were predicted and evaluated for confirmation. Subtype survival outcome, clinical covariates, and biological processes were compared by statistical and bioinformatic methods., Results: Four lung SCC mRNA expression subtypes, named primitive, classical, secretory, and basal, were detected and independently validated (P < 0.001). The primitive subtype had the worst survival outcome (P < 0.05) and is an independent predictor of survival (P < 0.05). Tumor differentiation and patient sex were associated with subtype. The expression profiles of the subtypes contained distinct biological processes (primitive: proliferation; classical: xenobiotic metabolism; secretory: immune response; basal: cell adhesion) and suggested distinct pharmacologic interventions. Comparison with lung model systems revealed distinct subtype to cell type correspondence., Conclusions: Lung SCC consists of four mRNA expression subtypes that have different survival outcomes, patient populations, and biological processes. The subtypes stratify patients for more precise prognosis and targeted research., (©2010 AACR.)
- Published
- 2010
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36. SWISS MADE: Standardized WithIn Class Sum of Squares to evaluate methodologies and dataset elements.
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Cabanski CR, Qi Y, Yin X, Bair E, Hayward MC, Fan C, Li J, Wilkerson MD, Marron JS, Perou CM, and Hayes DN
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- Algorithms, Cluster Analysis, Computers, Databases, Genetic, Gene Expression Profiling, Humans, Models, Statistical, Oligonucleotide Array Sequence Analysis, Programming Languages, Quality Control, RNA chemistry, Reproducibility of Results, Software, Computational Biology methods
- Abstract
Contemporary high dimensional biological assays, such as mRNA expression microarrays, regularly involve multiple data processing steps, such as experimental processing, computational processing, sample selection, or feature selection (i.e. gene selection), prior to deriving any biological conclusions. These steps can dramatically change the interpretation of an experiment. Evaluation of processing steps has received limited attention in the literature. It is not straightforward to evaluate different processing methods and investigators are often unsure of the best method. We present a simple statistical tool, Standardized WithIn class Sum of Squares (SWISS), that allows investigators to compare alternate data processing methods, such as different experimental methods, normalizations, or technologies, on a dataset in terms of how well they cluster a priori biological classes. SWISS uses Euclidean distance to determine which method does a better job of clustering the data elements based on a priori classifications. We apply SWISS to three different gene expression applications. The first application uses four different datasets to compare different experimental methods, normalizations, and gene sets. The second application, using data from the MicroArray Quality Control (MAQC) project, compares different microarray platforms. The third application compares different technologies: a single Agilent two-color microarray versus one lane of RNA-Seq. These applications give an indication of the variety of problems that SWISS can be helpful in solving. The SWISS analysis of one-color versus two-color microarrays provides investigators who use two-color arrays the opportunity to review their results in light of a single-channel analysis, with all of the associated benefits offered by this design. Analysis of the MACQ data shows differential intersite reproducibility by array platform. SWISS also shows that one lane of RNA-Seq clusters data by biological phenotypes as well as a single Agilent two-color microarray.
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- 2010
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37. Media exposure to bioterrorism: stress and the anthrax attacks.
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Dougall AL, Hayward MC, and Baum A
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- Adaptation, Psychological, Adult, Aged, Aged, 80 and over, Arousal, Female, Humans, Male, Middle Aged, Pennsylvania, Risk Assessment, Sampling Studies, September 11 Terrorist Attacks psychology, Stress Disorders, Post-Traumatic diagnosis, Stress Disorders, Post-Traumatic psychology, Television, Anthrax psychology, Bioterrorism psychology, Mass Media, Stress, Psychological complications
- Abstract
This study examined media exposure and adjustment to anthrax bioterrorism attacks and the terrorist attacks on 9/11 in a sample of 300 people who lived distant from the attacks. Measures of direct and indirect exposure to terrorism, perceived risk of anthrax exposure, psychological distress, and outlook were assessed at 2 to 3 months and at 8 months after the first reported anthrax attack. Initial anthrax media exposure was a powerful predictor of distress, whereas subsequent anthrax media exposure only predicted negative changes in outlook over time. Perceived risk of anthrax exposure predicted distress and outlook but did not appear to mediate the effects of media exposure. Determining the nature and consequences of media exposure to threatening and frightening events like terrorism will help predict and manage response to future bioterrorism.
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- 2005
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38. Acute and chronic distress and posttraumatic stress disorder as a function of responsibility for serious motor vehicle accidents.
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Delahanty DL, Herberman HB, Craig KJ, Hayward MC, Fullerton CS, Ursano RJ, and Baum A
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- Acute Disease, Adolescent, Adult, Aged, Analysis of Variance, Case-Control Studies, Chi-Square Distribution, Chronic Disease, Female, Humans, Longitudinal Studies, Male, Middle Aged, Regression Analysis, Time Factors, Accidents, Traffic psychology, Adaptation, Psychological, Internal-External Control, Social Responsibility, Stress Disorders, Post-Traumatic psychology, Stress, Psychological psychology
- Abstract
In this study on the effects of attributions of responsibility for traumatic events, stress, coping, and symptoms of posttraumatic stress disorder (PTSD) were measured, including intrusive thoughts among 130 victims of serious motor vehicle accidents (MVAs) 14-21 days and 3, 6, and 12 months after their accident. MVA victims and 43 control participants were categorized by accident and attribution of responsibility for their accidents (self-responsible, other-responsible, and control). Although initially all MVA victims reported higher levels of intrusive thoughts and were more likely to meet criteria for PTSD diagnoses, only other-responsible participants continued to demonstrate increased distress 6 and 12 months postaccident. Self-responsible participants used more self-blame coping than other-responsible participants, although within the self-responsible group, use of self-blame was associated with more distress.
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- 1997
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