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1.
Sci Rep ; 10(1): 12123, 2020 07 21.
Artigo em Inglês | MEDLINE | ID: mdl-32694712

RESUMO

Colorectal cancer (CRC) tumors can be partitioned into four biologically distinct consensus molecular subtypes (CMS1-4) using gene expression. Evidence is accumulating that tumors in different subtypes are likely to respond differently to treatments. However, to date, there is no clinical diagnostic test for CMS subtyping. In this study, we used novel methodology in a multi-cohort training domain (n = 1,214) to develop the ColoType scores and classifier to predict CMS1-4 based on expression of 40 genes. In three validation cohorts (n = 1,744, in total) representing three distinct gene-expression measurement technologies, ColoType predicted gold-standard CMS subtypes with accuracies 0.90, 0.91, 0.88, respectively. To accommodate for potential intratumoral heterogeneity and tumors of mixed subtypes, ColoType was designed to report continuous scores measuring the prevalence of each of CMS1-4 in a tumor, in addition to specifying the most prevalent subtype. For analysis of clinical specimens, ColoType was also implemented with targeted RNA-sequencing (Illumina AmpliSeq). In a series of formalin-fixed, paraffin-embedded CRC samples (n = 49), ColoType by targeted RNA-sequencing agreed with subtypes predicted by two independent methods with accuracies 0.92, 0.82, respectively. With further validation, ColoType by targeted RNA-sequencing, may enable clinical application of CMS subtyping with widely-available and cost-effective technology.


Assuntos
Neoplasias Colorretais/classificação , Perfilação da Expressão Gênica/métodos , Redes Reguladoras de Genes , Idoso , Algoritmos , Neoplasias Colorretais/genética , Consenso , Feminino , Regulação Neoplásica da Expressão Gênica , Humanos , Masculino , Análise de Sequência de RNA , Sequenciamento do Exoma
2.
Clin Colorectal Cancer ; 18(2): 149-158, 2019 06.
Artigo em Inglês | MEDLINE | ID: mdl-30853326

RESUMO

BACKGROUND: Cancers of the right colon have been shown to differ from left-side colon cancers in prognosis, response to epithelial growth factor receptor inhibitors, microsatellite instability and BRAF mutation status, and other molecular characteristics. Clinical application of these differences will benefit from a deeper understanding of how tumor location defines and is defined by gene expression. MATERIALS AND METHODS: This study was carried out using Affymetrix microarray datasets (Cohort A: training set, n = 352; validation set, n = 519) and samples from The Cancer Genome Atlas Colon Adenocarcinoma database (Cohort B: n = 408), in which tumor location was reported. Gene expression patterns characteristic of tumor side were identified in a manner unbiased by statistical classification method. RESULTS: In the Cohort A validation set, the anatomic locations of 75% of tumors agree with the locations predicted by gene expression (so-called genomic location), whereas 8% of tumors had genomic locations discordant with their anatomic locations, and 17% of tumors had ambiguous genomic locations. Genomic location was a better predictor of microsatellite instability, CpG island methylator phenotype status, and BRAF mutation status than anatomic location. Tumors with ambiguous genomic location were significantly (P = 1.3 × 10-7) more likely to have the mesenchymal consensus molecular subtype (40%) than those with a specific genomic location (18%). A genomic signature to predict genomic location was defined. CONCLUSION: Tumor location is increasingly considered in deciding treatment of a colon tumor. We showed that genomic location was superior to anatomic location as a predictor of molecular characteristics, suggesting that it may be a more accurate predictor of response.


Assuntos
Adenocarcinoma/genética , Biomarcadores Tumorais/genética , Tomada de Decisão Clínica/métodos , Colo/patologia , Neoplasias do Colo/genética , Mucosa Intestinal/patologia , Adenocarcinoma/patologia , Adenocarcinoma/terapia , Idoso , Estudos de Coortes , Neoplasias do Colo/patologia , Neoplasias do Colo/terapia , Ilhas de CpG/genética , Metilação de DNA/genética , Bases de Dados Genéticas/estatística & dados numéricos , Conjuntos de Dados como Assunto , Feminino , Perfilação da Expressão Gênica/métodos , Humanos , Masculino , Instabilidade de Microssatélites , Mutação , Análise de Sequência com Séries de Oligonucleotídeos/métodos , Prognóstico , Proteínas Proto-Oncogênicas B-raf/genética , Resultado do Tratamento , Sequenciamento Completo do Genoma
3.
Am Surg ; 75(8): 671-9; discussion 679-80, 2009 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-19725289

RESUMO

Laparoscopic (lap) pancreatic surgery has been increasingly reported since its introduction in 1992. A retrospective analysis of consecutive patients undergoing elective lap and open distal pancreatectomy from 2002 to 2007 was performed. Univariate analysis was completed to evaluate perioperative variables. Logistic regression analysis was used to model predictors of postoperative pancreatic fistula. One hundred forty-eight subjects underwent distal pancreatectomy; 98 completed open, 44 lap, and six converted to open. There was no significant difference in the incidence of postoperative morbidity or mortality between the surgical approaches. Decreased operative time (156 vs 200 minutes, P < 0.01), blood loss (157 vs 719 mL, P < 0.01), and length of stay (5.9 vs 8.6 days, P < 0.01) were seen in the lap group. There was no significant difference in the rate of all pancreatic fistula formation (50 vs 46%, P = 0.94) or clinically significant leaks (18 vs 19%, P = 0.97) between techniques. A preoperative biopsy-proven cancer, increasing body mass index, history of pancreatitis, and male gender were significant predictors of having a pancreatic fistula. Lap and open distal pancreatectomy are performed safely at high-volume pancreatic surgery centers. This report provides ongoing support of the feasibility and safety of the lap approach with improved perioperative outcomes and equivalent pancreatic fistula rate.


Assuntos
Laparoscopia , Pancreatectomia/efeitos adversos , Pancreatectomia/métodos , Fístula Pancreática/epidemiologia , Idoso , Estudos de Coortes , Feminino , Humanos , Incidência , Masculino , Pessoa de Meia-Idade , Fístula Pancreática/patologia , Seleção de Pacientes , Estudos Retrospectivos , Fatores de Risco , Resultado do Tratamento
4.
Cancer Biol Ther ; 6(4): 548-54, 2007 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-17457047

RESUMO

Abnormal expression and signaling of ErbB receptors has been implicated in multiple epithelial malignancies, including pancreatic cancer. Erlotinib, an epidermal growth factor receptor tyrosine kinase inhibitor (EGFR-TKI), has been recently approved for pancreatic cancer treatment, but there are no reliable predictors of patient response. Expression of additional ErbB receptors seems to influence tumor response to EGFR-targeted therapy. We analyzed the influence of ErbB3 expression on pancreatic cancer cell response to erlotinib treatment. Proliferation assays of five human pancreatic cancer cell lines were performed following treatment with erlotinib. Expression and phosphorylation profiles of ErbB receptors and downstream adaptor protein (Akt, ERK1/2, STAT3, mTOR) were evaluated following stimulation with EGF or neuregulin-beta. The formation of EGFR homodimers and EGFR-ErbB3 heterodimers, necessary to enable ErbB3 downstream signaling, was demonstrated by chemical cross-linking assays. The effects of RNA inhibition of ErbB3 on sensitivity to erlotinib treatment were evaluated in AsPC-1 pancreatic cancer cells. Erlotinib inhibited Akt phosphorylation and proliferation of all the ErbB3-expressing cell lines but did not affect mTOR activation. Cross-linking studies confirmed the presence of EGFR-ErbB3 heterodimers in pancreatic cancer cells. Only the ErbB3-deficient MIA PaCa-2 cells displayed persistent Akt activation and ongoing proliferation in spite of erlotinib treatment. siRNA-mediated inhibition of ErbB3 expression in AsPC-1 cells resulted in acquired resistance to erlotinib treatment. Pancreatic cancer cells which lack ErbB3 do not display activation of the ErbB3-PI3K-Akt cascade induced by EGFR/ErbB3 heterodimers and become less critically dependent on EGFR signaling and therefore resistant to erlotinib. Pancreatic cancer expression of ErbB3 may be useful for EGFR-targeted therapy patient selection.


Assuntos
Resistencia a Medicamentos Antineoplásicos , Receptores ErbB/metabolismo , Neoplasias Pancreáticas/enzimologia , Inibidores de Proteínas Quinases/farmacologia , Quinazolinas/farmacologia , Receptor ErbB-3/metabolismo , Linhagem Celular Tumoral , Proliferação de Células/efeitos dos fármacos , Dimerização , Cloridrato de Erlotinib , Humanos , Fosforilação/efeitos dos fármacos , Proteínas Proto-Oncogênicas c-akt/antagonistas & inibidores , RNA Interferente Pequeno/farmacologia , Receptor ErbB-3/antagonistas & inibidores , Receptor ErbB-3/genética
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