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1.
Oncologist ; 26(2): e279-e289, 2021 02.
Artigo em Inglês | MEDLINE | ID: mdl-33098199

RESUMO

BACKGROUND: The purpose of this study was to explore the genomic landscape of head and neck squamous cell carcinoma (HNSCC) in circulation (circulating tumor DNA [ctDNA]) and tumor (tumor tissue DNA [tDNA]) and understand the implications of ctDNA sequencing for prognosis and precision oncology treatments. MATERIALS AND METHODS: This is a retrospective review of 75 patients with HNSCC for both tDNA and ctDNA. Results were analyzed for concordance between tDNA and ctDNA and for their individual and combined association with demographics, survival, and presence and extent of disease at last visit (DLV). RESULTS: The five most frequently altered genes were TP53, CDKN2A, TERT, BRCA2, and NOTCH1. Twenty percent of patients had NOTCH1 alterations in tDNA, with none found in ctDNA. Concordance among altered genes was 13.0%, and 65.3% of patients had actionable ctDNA alterations. ctDNA alterations were significantly associated with decreased overall survival (OS) and presence and extent of DLV. In DNA repair genes, alterations in ctDNA alone and combined with tDNA were significantly associated with decreased OS and presence of DLV. Similar significant associations were found in TP53 for ctDNA alone and combined with tDNA. DNA repair gene alterations in ctDNA and unique ctDNA alterations within partially concordant genes were significantly associated with decreased OS in multivariate analysis. CONCLUSION: This study illustrates the circulating and tumor genomic profile in the largest HNSCC cohort to date, underscoring the potential utility of ctDNA in prognostication and precision oncology treatment. For the first time, the presence of ctDNA alterations and specific ctDNA sequencing results were shown to be significantly associated with poor prognosis in HNSCC. IMPLICATIONS FOR PRACTICE: The use of precision genomic targeted therapies in head and neck squamous cell carcinoma (HNSCC) lags behind many other cancers, and poor survival in advanced stages indicates the urgent need for improved treatment options. This exploratory analysis of circulating tumor DNA (ctDNA) and tumor tissue DNA (tDNA) sequencing in the largest cohort to date of patients with HNSCC provides a novel depiction of the ctDNA genome, with two thirds of patients having actionable ctDNA alterations. This study reports for the first time the prognostic value of ctDNA sequencing, with the presence of ctDNA alterations, specific ctDNA alterations in DNA repair genes and TP53, and unique ctDNA alterations within partially concordant genes predicting poor survival.


Assuntos
Neoplasias , Biomarcadores Tumorais/genética , Sequenciamento de Nucleotídeos em Larga Escala , Humanos , Mutação , Medicina de Precisão , Prognóstico , Estudos Retrospectivos , Carcinoma de Células Escamosas de Cabeça e Pescoço/genética
2.
J Oncol Pharm Pract ; 25(1): 179-186, 2019 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-29078708

RESUMO

PURPOSE: The implementation, benefits, and challenges of clinical pharmacist services within a Precision Medicine Program for cancer patients are described. By relating the practice model that was developed, this report may further encourage pharmacists at cancer centers nationally to be involved and lead precision-based care in the oncology setting. SUMMARY: A clinical pharmacist was integrated into a Precision Medicine Program for oncology patients using somatic testing to identify actionable mutations and apply targeted therapy to malignancies. This pharmacist served as a drug resource for the program's molecular tumor board and oncologists seeking precision-based oncologic strategies. The pharmacist was a facilitator of drug assistance and dispensing in collaboration with the specialty pharmacy and provided care to 14 oncology patients receiving precision-based therapies. The clinical pharmacist was readily accepted as an addition to the team by both oncologists and patients and the experience served as an important learning opportunity. CONCLUSION: The success of integrating this precision medicine pharmacist into a newly formed Precision Medicine Program and the model it can serve as may be considered for other cancer centers that may or may not have easily accessible pharmacogenomic experts and resources. This service highlights the importance of pharmacist care in such a program and the various opportunities for integration. Oncology clinical pharmacists should seek to integrate into Precision Medicine Programs and systems directing this care and develop their knowledge and understanding of genomics to continue providing the highest level of cancer care as a pivotal member of the cancer care team.


Assuntos
Antineoplásicos/uso terapêutico , Neoplasias/tratamento farmacológico , Farmacêuticos , Serviço de Farmácia Hospitalar/métodos , Medicina de Precisão/métodos , Papel Profissional , Humanos , Oncologia/métodos , Neoplasias/diagnóstico , Farmacêuticos/normas , Farmacogenética/métodos , Farmacogenética/normas , Serviço de Farmácia Hospitalar/normas , Projetos Piloto , Medicina de Precisão/normas
3.
J Cancer Sci Clin Ther ; 5(2): 210-220, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-35601813

RESUMO

Background: EGFR alterations are commonly observed in malignant gliomas (MG). Osimertinib, an irreversible EGFR-tyrosine kinase inhibitor, effectively penetrates the blood brain barrier and achieves therapeutic concentrations in brain tissue. Materials and Methods: This retrospective chart review identified six patients with recurrent MG and EGFR alterations who received osimertinib. Results: Four patients were assessed for response. One patient had a partial response, two patients achieved stable disease and one was refractory. One patient with an EGFR vIII rearrangement remained on treatment for 236 days and a second patient with an EGFR vIII mutation remained on treatment for 294 days and continued on treatment at the time of analysis. Thrombocytopenia occurred in two patients, one patient developed grade 1 diarrhea and pneumonia, and another patient developed grade 1 mucositis. Conclusion: Osimertinib had a tolerable safety profile in this heavily pretreated brain tumor population. Osimertinib may benefit select patients with recurrent MG containing EGFR alterations.

4.
Cancers (Basel) ; 13(13)2021 Jun 22.
Artigo em Inglês | MEDLINE | ID: mdl-34206538

RESUMO

PARP inhibitors are currently approved for a limited number of cancers and targetable mutations in DNA damage repair (DDR) genes. In this single-institution retrospective study, the profiles of 170 patients with head and neck squamous cell cancer (HNSCC) and available tumor tissue DNA (tDNA) and circulating tumor DNA (ctDNA) results were analyzed for mutations in a set of 18 DDR genes as well as in gene subsets defined by technical and clinical significance. Mutations were correlated with demographic and outcome data. The addition of ctDNA to the standard tDNA analysis contributed to identification of a significantly increased incidence of patients with mutations in one or more genes in each of the study subsets of DDR genes in groups of patients older than 60 years, patients with laryngeal primaries, patients with advanced stage at diagnosis and patients previously treated with chemotherapy and/or radiotherapy. Patients with DDR gene mutations were found to be significantly less likely to have primary tumors within the in oropharynx or HPV-positive disease. Patients with ctDNA mutations in all subsets of DDR genes analyzed had significantly worse overall survival in univariate and adjusted multivariate analysis. This study underscores the utility of ctDNA analysis, alone, and in combination with tDNA, for defining the prevalence and the role of DDR gene mutations in HNSCC. Furthermore, this study fosters research promoting the utilization of PARP inhibitors in HNSCC precision oncology treatments.

5.
JAMIA Open ; 2(1): 139-149, 2019 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-30944913

RESUMO

OBJECTIVES: Natural language processing (NLP) and machine learning approaches were used to build classifiers to identify genomic-related treatment changes in the free-text visit progress notes of cancer patients. METHODS: We obtained 5889 deidentified progress reports (2439 words on average) for 755 cancer patients who have undergone a clinical next generation sequencing (NGS) testing in Wake Forest Baptist Comprehensive Cancer Center for our data analyses. An NLP system was implemented to process the free-text data and extract NGS-related information. Three types of recurrent neural network (RNN) namely, gated recurrent unit, long short-term memory (LSTM), and bidirectional LSTM (LSTM_Bi) were applied to classify documents to the treatment-change and no-treatment-change groups. Further, we compared the performances of RNNs to 5 machine learning algorithms including Naive Bayes, K-nearest Neighbor, Support Vector Machine for classification, Random forest, and Logistic Regression. RESULTS: Our results suggested that, overall, RNNs outperformed traditional machine learning algorithms, and LSTM_Bi showed the best performance among the RNNs in terms of accuracy, precision, recall, and F1 score. In addition, pretrained word embedding can improve the accuracy of LSTM by 3.4% and reduce the training time by more than 60%. DISCUSSION AND CONCLUSION: NLP and RNN-based text mining solutions have demonstrated advantages in information retrieval and document classification tasks for unstructured clinical progress notes.

6.
J Hematol Oncol ; 10(1): 100, 2017 05 04.
Artigo em Inglês | MEDLINE | ID: mdl-28472989

RESUMO

BACKGROUND: Solid tumors residing in tissues and organs leave footprints in circulation through circulating tumor cells (CTCs) and circulating tumor DNAs (ctDNA). Characterization of the ctDNA portraits and comparison with tumor DNA mutational portraits may reveal clinically actionable information on solid tumors that is traditionally achieved through more invasive approaches. METHODS: We isolated ctDNAs from plasma of patients of 103 lung cancer and 74 other solid tumors of different tissue origins. Deep sequencing using the Guardant360 test was performed to identify mutations in 73 clinically actionable genes, and the results were associated with clinical characteristics of the patient. The mutation profiles of 37 lung cancer cases with paired ctDNA and tumor genomic DNA sequencing were used to evaluate clonal representation of tumor in circulation. Five lung cancer cases with longitudinal ctDNA sampling were monitored for cancer progression or response to treatments. RESULTS: Mutations in TP53, EGFR, and KRAS genes are most prevalent in our cohort. Mutation rates of ctDNA are similar in early (I and II) and late stage (III and IV) cancers. Mutation in DNA repair genes BRCA1, BRCA2, and ATM are found in 18.1% (32/177) of cases. Patients with higher mutation rates had significantly higher mortality rates. Lung cancer of never smokers exhibited significantly higher ctDNA mutation rates as well as higher EGFR and ERBB2 mutations than ever smokers. Comparative analysis of ctDNA and tumor DNA mutation data from the same patients showed that key driver mutations could be detected in plasma even when they were present at a minor clonal population in the tumor. Mutations of key genes found in the tumor tissue could remain in circulation even after frontline radiotherapy and chemotherapy suggesting these mutations represented resistance mechanisms. Longitudinal sampling of five lung cancer cases showed distinct changes in ctDNA mutation portraits that are consistent with cancer progression or response to EGFR drug treatment. CONCLUSIONS: This study demonstrates that ctDNA mutation rates in the key tumor-associated genes are clinical parameters relevant to smoking status and mortality. Mutations in ctDNA may serve as an early detection tool for cancer. This study quantitatively confirms the hypothesis that ctDNAs in circulation is the result of dissemination of aggressive tumor clones and survival of resistant clones. This study supports the use of ctDNA profiling as a less-invasive approach to monitor cancer progression and selection of appropriate drugs during cancer evolution.


Assuntos
DNA de Neoplasias/genética , Mutação , Invasividade Neoplásica/genética , Neoplasias/genética , Células Neoplásicas Circulantes , Adulto , Idoso , Idoso de 80 Anos ou mais , Antineoplásicos/uso terapêutico , Quimiorradioterapia , Células Clonais , Progressão da Doença , Receptores ErbB/antagonistas & inibidores , Cloridrato de Erlotinib/uso terapêutico , Feminino , Perfilação da Expressão Gênica , Genes Neoplásicos , Genes erbB-1 , Genes p53 , Genes ras , Humanos , Neoplasias Pulmonares/genética , Neoplasias Pulmonares/mortalidade , Neoplasias Pulmonares/terapia , Masculino , Pessoa de Meia-Idade , Proteínas de Neoplasias/genética , Neoplasias/mortalidade , Neoplasias/patologia , Células-Tronco Neoplásicas , Inibidores de Proteínas Quinases/uso terapêutico , Estudos Retrospectivos , Análise de Sequência de DNA , Fumar/genética
7.
Theranostics ; 7(11): 2914-2923, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-28824725

RESUMO

Background: Cancers related to tobacco use and African-American ancestry are under-characterized by genomics. This gap in precision oncology research represents a major challenge in the health disparities in the United States. Methods: The Precision Oncology trial at the Wake Forest Baptist Comprehensive Cancer Center enrolled 431 cancer patients from March 2015 to May 2016. The composition of these patients consists of a high representation of tobacco-related cancers (e.g., lung, colorectal, and bladder) and African-American ancestry (13.5%). Tumors were sequenced to identify mutations to gain insight into genetic alterations associated with smoking and/or African-American ancestry. Results: Tobacco-related cancers exhibit a high mutational load. These tumors are characterized by high-frequency mutations in TP53, DNA damage repair genes (BRCA2 and ATM), and chromatin remodeling genes (the lysine methyltransferases KMT2D or MLL2, and KMT2C or MLL3). These tobacco-related cancers also exhibit augmented tumor heterogeneities. Smoking related genetic mutations were validated by The Cancer Genome Atlas dataset that includes 2,821 cases with known smoking status. The Wake Forest and The Cancer Genome Atlas cohorts (431 and 7,991 cases, respectively) revealed a significantly increased mutation rate in the TP53 gene in the African-American subgroup studied. Both cohorts also revealed 5 genes (e.g. CDK8) significantly amplified in the African-American population. Conclusions: These results provide strong evidence that tobacco is a major cause of genomic instability and heterogeneity in cancer. TP53 mutations and key oncogene amplifications emerge as key factors contributing to cancer outcome disparities among different racial/ethnic groups.


Assuntos
Neoplasias Colorretais/patologia , Neoplasias Pulmonares/patologia , Mutação , Fumar Tabaco/efeitos adversos , Neoplasias da Bexiga Urinária/patologia , Negro ou Afro-Americano , Humanos , Patologia Molecular , Análise de Sequência de DNA , Proteína Supressora de Tumor p53/genética , População Branca
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