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1.
IEEE/ACM Trans Comput Biol Bioinform ; 19(3): 1313-1321, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-32750872

RESUMEN

Shotgun metagenomics has enabled the discovery of antibiotic resistance genes (ARGs). Although there have been numerous studies benchmarking the bioinformatics methods for shotgun metagenomic data analysis, there has not yet been a study that systematically evaluates the performance of different experimental protocols on metagenomic species profiling and ARG detection. In this study, we generated 35 whole genome shotgun metagenomic sequencing data sets for five samples (three human stool and two microbial standard) using seven experimental protocols (KAPA or Flex kits at 50ng, 10ng, or 5ng input amounts; XT kit at 1ng input amount). Using this comprehensive resource, we evaluated the seven protocols in terms of robust detection of ARGs and microbial abundance estimation at various sequencing depths. We found that the data generated by the seven protocols are largely similar. The inter-protocol variability is significantly smaller than the variability between samples or sequencing depths. We found that a sequencing depth of more than 30M is suitable for human stool samples. A higher input amount (50ng) is generally favorable for the KAPA and Flex kits. This systematic benchmarking study sheds light on the impact of sequencing depth, experimental protocol, and DNA input amount on ARG detection in human stool samples.


Asunto(s)
Antibacterianos , Metagenómica , Antibacterianos/farmacología , Farmacorresistencia Microbiana/genética , Heces , Humanos , Metagenoma/genética , Metagenómica/métodos
2.
BMC Cancer ; 5: 29, 2005 Mar 23.
Artículo en Inglés | MEDLINE | ID: mdl-15784156

RESUMEN

BACKGROUND: Activation of the phosphatidylinositol 3-kinase (PI3K) through mutational inactivation of PTEN tumour suppressor gene is common in diverse cancer types, but rarely reported in gastric cancer. Recently, mutations in PIK3CA, which encodes the p110alpha catalytic subunit of PI3K, have been identified in various human cancers, including 3 of 12 gastric cancers. Eighty percent of these reported mutations clustered within 2 regions involving the helical and kinase domains. In vitro study on one of the "hot-spot" mutants has demonstrated it as an activating mutation. METHODS: Based on these data, we initiated PIK3CA mutation screening in 94 human gastric cancers by direct sequencing of the gene regions in which 80% of all the known PIK3CA mutations were found. We also examined PIK3CA expression level by extracting data from the previous large-scale gene expression profiling study. Using Significance Analysis of Microarrays (SAM), we further searched for genes that show correlating expression with PIK3CA. RESULTS: We have identified PIK3CA mutations in 4 cases (4.3%), all involving the previously reported hotspots. Among these 4 cases, 3 tumours demonstrated microsatellite instability and 2 tumours harboured concurrent KRAS mutation. Data extracted from microarray studies showed an increased expression of PIK3CA in gastric cancers when compared with the non-neoplastic gastric mucosae (p < 0.001). SAM further identified 2910 genes whose expression levels were positively associated with that of PIK3CA. CONCLUSION: Our data suggested that activation of the PI3K signalling pathway in gastric cancer may be achieved through up-regulation or mutation of PIK3CA, in which the latter may be a consequence of mismatch repair deficiency.


Asunto(s)
Adenocarcinoma/genética , Mutación , Fosfatidilinositol 3-Quinasas/genética , Neoplasias Gástricas/genética , Fosfatidilinositol 3-Quinasa Clase I , Humanos , Repeticiones de Microsatélite
3.
Oncogene ; 22(44): 6946-53, 2003 Oct 09.
Artículo en Inglés | MEDLINE | ID: mdl-14534543

RESUMEN

Promoter hypermethylation has become apparent as a common mechanism of gene silencing in cancer. Based on our published microarray expression data, we noticed a prominent downregulation of ID4 in gastric adenocarcinoma. The dense 5' CpG island covering the previously mapped upstream promoter of ID4 has prompted us to relate its downregulation to promoter hypermethylation. ID proteins are distinct members in the helix-loop-helix family of transcriptional regulators, which modulate various key developmental processes. Emerging data have suggested the involvement of ID genes in tumorigenesis. In this study using bisulfite genomic sequencing, we have found hypermethylation of ID4 promoter in most gastric cancer cell lines and 30% of primary tumors. This correlated with decreased level of ID4 expression. Restoration of ID4 expression in various gastric cancer cell lines was achieved by treatment with the DNA methyltransferase inhibitor 5-aza-2'-deoxycytidine, which at times required the synergistic action of the histone deacetylase inhibitor trichostatin A, but not with trichostatin A alone. Re-expression was accompanied by the corresponding ID4 promoter demethylation. Furthermore, we have found significant association of ID4 promoter methylation with hMLH1 promoter methylation (P=0.008) and microsatellite instability (P=0.006). Overall, our results have shown that transcriptional silencing of ID4 is related to the aberrant methylation of its promoter in gastric cancer. The significant association of ID4 and hMLH1 promoter hypermethylation suggested that ID4 may also be among the genes being targeted in the CpG island methylator phenotype tumorigenic pathway.


Asunto(s)
Adenocarcinoma/genética , Azacitidina/análogos & derivados , Metilación de ADN , Proteínas de Unión al ADN/metabolismo , Regulación Neoplásica de la Expresión Génica , Regiones Promotoras Genéticas , Neoplasias Gástricas/genética , Factores de Transcripción/metabolismo , Adenocarcinoma/metabolismo , Azacitidina/uso terapéutico , Línea Celular , Metilasas de Modificación del ADN/antagonistas & inhibidores , Decitabina , Regulación hacia Abajo , Sinergismo Farmacológico , Inhibidores Enzimáticos/uso terapéutico , Silenciador del Gen , Secuencias Hélice-Asa-Hélice , Inhibidores de Histona Desacetilasas , Humanos , Ácidos Hidroxámicos/uso terapéutico , Proteínas Inhibidoras de la Diferenciación , Repeticiones de Microsatélite/genética , Neoplasias Gástricas/metabolismo
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