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1.
J Cancer ; 15(10): 3045-3064, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38706913

RESUMO

Gastric cancer is a prevalent malignancy that poses a serious threat to global health. Despite advances in medical technologies, screening methods, and public awareness, gastric cancer remains a significant cause of morbidity and mortality worldwide. Early gastric cancer frequently does not present with characteristic symptoms, while advanced stage disease is characterized by a dismal prognosis. As such, early screening in gastric cancer is of great importance. In recent years, advances have been made globally in both clinical and basic research for the screening of early gastric cancer. The current predominant screening methods for early gastric cancer include imaging screening, endoscopic screening and serum biomarker screening. Imaging screening encompasses upper gastrointestinal barium meal, multidimensional spiral computed tomography (MDCT), Magnetic resonance imaging (MRI), and ultrasonography. Endoscopic screening methods include white light endoscopy, chromoendoscopy, computed virtual chromoendoscopy, and other endoscopic techniques like endocytoscopy, confocal laser endomicroscopy, optical coherence tomography and so on. Biomarkers screening involves the assessment of conventional biomarkers such as CEA, CA19-9 and CA72-4 as well as more emerging biomarkers such as peptides (PG, G-17, GCAA, TAAs and others), DNA (cfDNA, DNA methylation, MSI), noncoding RNA (miRNA, lncRNA, circRNA, and tsRNA) and others. Each screening method has its strengths and limitations. This article systematically summarizes worldwide progress and future development of early gastric cancer screening methods to provide new perspectives and approaches for early diagnostic and treatment advancements in gastric cancer worldwide.

2.
BMC Biol ; 22(1): 16, 2024 Jan 25.
Artigo em Inglês | MEDLINE | ID: mdl-38273363

RESUMO

BACKGROUND: Understanding genome organization and evolution is important for species involved in transmission of human diseases, such as mosquitoes. Anophelinae and Culicinae subfamilies of mosquitoes show striking differences in genome sizes, sex chromosome arrangements, behavior, and ability to transmit pathogens. However, the genomic basis of these differences is not fully understood. METHODS: In this study, we used a combination of advanced genome technologies such as Oxford Nanopore Technology sequencing, Hi-C scaffolding, Bionano, and cytogenetic mapping to develop an improved chromosome-scale genome assembly for the West Nile vector Culex quinquefasciatus. RESULTS: We then used this assembly to annotate odorant receptors, odorant binding proteins, and transposable elements. A genomic region containing male-specific sequences on chromosome 1 and a polymorphic inversion on chromosome 3 were identified in the Cx. quinquefasciatus genome. In addition, the genome of Cx. quinquefasciatus was compared with the genomes of other mosquitoes such as malaria vectors An. coluzzi and An. albimanus, and the vector of arboviruses Ae. aegypti. Our work confirms significant expansion of the two chemosensory gene families in Cx. quinquefasciatus, as well as a significant increase and relocation of the transposable elements in both Cx. quinquefasciatus and Ae. aegypti relative to the Anophelines. Phylogenetic analysis clarifies the divergence time between the mosquito species. Our study provides new insights into chromosomal evolution in mosquitoes and finds that the X chromosome of Anophelinae and the sex-determining chromosome 1 of Culicinae have a significantly higher rate of evolution than autosomes. CONCLUSION: The improved Cx. quinquefasciatus genome assembly uncovered new details of mosquito genome evolution and has the potential to speed up the development of novel vector control strategies.


Assuntos
Aedes , Culex , Animais , Humanos , Masculino , Filogenia , Elementos de DNA Transponíveis/genética , Mosquitos Vetores/genética , Culex/genética , Aedes/genética , Cromossomos , Evolução Molecular
3.
Mol Biol Evol ; 41(1)2024 Jan 03.
Artigo em Inglês | MEDLINE | ID: mdl-38128148

RESUMO

The mosquito family Culicidae is divided into 2 subfamilies named the Culicinae and Anophelinae. Nix, the dominant male-determining factor, has only been found in the culicines Aedes aegypti and Aedes albopictus, 2 important arboviral vectors that belong to the subgenus Stegomyia. Here we performed sex-specific whole-genome sequencing and RNAseq of divergent mosquito species and explored additional male-inclusive datasets to investigate the distribution of Nix. Except for the Culex genus, Nix homologs were found in all species surveyed from the Culicinae subfamily, including 12 additional species from 3 highly divergent tribes comprising 4 genera, suggesting Nix originated at least 133 to 165 million years ago (MYA). Heterologous expression of 1 of 3 divergent Nix open reading frames (ORFs) in Ae. aegypti resulted in partial masculinization of genetic females as evidenced by morphology and doublesex splicing. Phylogenetic analysis suggests Nix is related to femaleless (fle), a recently described intermediate sex-determining factor found exclusively in anopheline mosquitoes. Nix from all species has a conserved structure, including 3 RNA-recognition motifs (RRMs), as does fle. However, Nix has evolved at a much faster rate than fle. The RRM3 of both Nix and fle are distantly related to the single RRM of a widely distributed and conserved splicing factor transformer-2 (tra2). The RRM3-based phylogenetic analysis suggests this domain in Nix and fle may have evolved from tra2 or a tra2-related gene in a common ancestor of mosquitoes. Our results provide insights into the evolution of sex determination in mosquitoes and will inform broad applications of mosquito-control strategies based on manipulating sex ratios toward nonbiting males.


Assuntos
Aedes , Mosquitos Vetores , Animais , Feminino , Masculino , Filogenia , Mosquitos Vetores/genética , Aedes/genética , Aedes/metabolismo , Splicing de RNA
4.
J Cell Mol Med ; 27(24): 4021-4033, 2023 12.
Artigo em Inglês | MEDLINE | ID: mdl-37864471

RESUMO

Radiotherapy serves as a crucial strategy in the treatment of colorectal cancer (CRC). However, its efficacy is often hindered by the challenge of radiation resistance. Although the literature suggests that some tRNA-derived small RNAs (tsRNAs) are associated with various cancers, studies reporting the relationship of tsRNAs with cancer cell radiosensitivity have not been published yet. In our study, we utilized tsRNAs sequencing to predict differentially expressed tsRNAs in two CRC cells and their radioresistant cells, and 10 tsRNAs with significant differences in expression were validated by qPCR. The target genes of tRF-16-7X9PN5D were predicted and verified by the bioinformatics, dual-luciferase reporter gene assay and western blotting analyses. Wound healing, colony formation, transwell invasion and CCK-8 assays were performed to detect the effects of tRF-16-7X9PN5D on cell function and radiosensitivity. Western blotting evaluated the relationship between tRF-16-7X9PN5D and the MKNK-eIF4E axis. Our findings demonstrated that tRF-16-7X9PN5D expression was substantially downregulated in radioresistant CRC cells. Furthermore, tRF-16-7X9PN5D could promote CRC cells' ability to proliferate, migrate, invade and obtain radiation resistance by targeting MKNK1. Finally, tRF-16-7X9PN5D could regulate eIF4E phosphorylation via MKNK1. This investigation indicated that tRF-16-7X9PN5D has an essential regulatory role in the radiation resistance of CRC by directly targeting MKNK1, and may be a new pathway for regulating the CRC radiosensitivity.


Assuntos
Neoplasias Colorretais , Fator de Iniciação 4E em Eucariotos , Tolerância a Radiação , Humanos , Bioensaio , Neoplasias Colorretais/genética , Neoplasias Colorretais/radioterapia , Genes Reporter , Peptídeos e Proteínas de Sinalização Intracelular , Fosforilação , Proteínas Serina-Treonina Quinases , Tolerância a Radiação/genética
5.
Curr Gene Ther ; 23(4): 291-303, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37259935

RESUMO

tsRNAs are small noncoding RNAs that originate from tRNA cleavage and play important regulatory roles in gene expression, translation, transcription, and epigenetic modification. The dysregulation of tsRNAs in cancer disrupts gene expression and perturbs various cellular activities, including cell proliferation, apoptosis, migration, and invasion. Moreover, tsRNAs may influence cancer development by regulating related cell signaling pathways. In this review, we first examine the origins and classification of tsRNAs and their effects on tumor cell activity. To highlight the latest research progress of tsRNAs and signaling pathways, we summarize the possible mechanisms of tsRNAs in specific tumor-related signaling pathways, including the Wnt, TGFb1, MAPK, PI3K-AKT, Notch, and MDM2/p53 signaling pathways, that have been identified in recent research.


Assuntos
Neoplasias , Pequeno RNA não Traduzido , Humanos , Fosfatidilinositol 3-Quinases/metabolismo , RNA de Transferência/genética , RNA de Transferência/metabolismo , Neoplasias/genética , Pequeno RNA não Traduzido/genética , Transdução de Sinais/genética
6.
Genetics ; 222(3)2022 11 01.
Artigo em Inglês | MEDLINE | ID: mdl-36083009

RESUMO

Aedes aegypti is a major vector of arboviruses that cause dengue, chikungunya, yellow fever, and Zika. Although recent success in reverse genetics has facilitated rapid progress in basic and applied research, integration of forward genetics with modern technologies remains challenging in this important species, as up to 47% of its chromosome is refractory to genetic mapping due to extremely low rate of recombination. Here, we report the development of a marker-assisted mapping strategy to readily screen for and genotype only the rare but informative recombinants, drastically increasing both the resolution and signal-to-noise ratio. Using marker-assisted mapping, we mapped a transgene that was inserted in a >100-Mb recombination desert and a sex-linked spontaneous red-eye (re) mutation just outside the region. We subsequently determined, by CRISPR/Cas9-mediated knockout, that cardinal is the causal gene of re, which is the first forward genetic identification of a causal gene in Ae. aegypti. The identification of the causal gene of the sex-linked re mutation provides the molecular foundation for using gene editing to develop versatile and stable genetic sexing methods. To facilitate genome-wide forward genetics in Ae. aegypti, we generated and compiled a number of lines with markers throughout the genome. Thus, by overcoming the challenges presented by the vast recombination deserts and the scarcity of markers, we have shown that effective forward genetic analysis is increasingly feasible in this important arboviral vector species.


Assuntos
Aedes , Arbovírus , Febre de Chikungunya , Infecção por Zika virus , Zika virus , Animais , Aedes/genética , Arbovírus/genética , Mosquitos Vetores/genética , Recombinação Genética
7.
Genet Test Mol Biomarkers ; 26(7-8): 360-374, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35920832

RESUMO

Background: The importance of promoter methylation in non-small cell lung cancers (NSCLC) remains to be understood. Thus, we aimed to determine the diagnostic and prognostic value of the methylation of the endothelial PAS domain containing protein-1 (EPAS1) promoter in NSCLC. Methods: EPAS1 promoter methylation levels were quantitated by methylation-specific PCR. Further, we evaluated the expression, promoter methylation, prognostic value, and impact on immune cell infiltration of EPAS1 by analyzing the TCGA database using web-based bioinformatics tools including GEPIA, UALCAN and MethSurv. Results: Our results demonstrated that promoter methylation of EPAS1 downregulated its expression in NSCLC tissues. Additionally, an AUC value of 0.772 indicated that the methylation of the EPAS1 promoter is a potential diagnostic marker for NSCLC. A Kaplan-Meier analysis demonstrated that high methylation levels of CpG sites in the EPAS1 promoter were indicative of poorer overall survival. Further, EPAS1 expression levels were highly correlated with the infiltration of several types of immune cells, including γδ T cells, T follicular helper cells, CD8+ T cells, and CD4+ T-cells. Conclusion: Collectively, our findings suggest that methylation analyses of the EPAS1 promoter could be used as a prognostic biomarker for NSCLC and that EPAS1 potentially plays an important role in immune cell infiltration in NSCLC.


Assuntos
Carcinoma Pulmonar de Células não Pequenas , Neoplasias Pulmonares , Biomarcadores , Metilação de DNA , Humanos , Prognóstico
8.
Zhongguo Fei Ai Za Zhi ; 25(2): 78-85, 2022 Feb 20.
Artigo em Inglês | MEDLINE | ID: mdl-35224960

RESUMO

BACKGROUND: The occurrence and development of lung cancer are closely linked to epigenetic modification. Abnormal DNA methylation in the CpG island region of genes has been found in many cancers. Protein kinase C delta binding protein (PRKCDBP) is a potential tumor suppressor and its epigenetic changes are found in many human malignancies. This study investigated the possibility of PRKCDBP methylation as a potential biomarker for non-small cell lung cancer (NSCLC). METHODS: We measured the methylation levels of PRKCDBP in the three groups of NSCLC tissues. Promoter activity was measured by the dual luciferase assay, with 5'-aza-deoxycytidine to examine the effect of demethylation on the expression level of PRKCDBP. RESULTS: The methylation levels of PRKCDBP in tumor tissues and 3 cm para-tumor were higher than those of distant (>10 cm) non-tumor tissues. Receiver operating characteristic (ROC) curve analysis between tumor tissues and distant non-tumor tissues showed that the area under the line (AUC) was 0.717. Dual luciferase experiment confirmed that the promoter region was able to promote gene expression. Meanwhile, in vitro methylation of the fragment (PRKCDBP_Me) could significantly reduce the promoter activity of the fragment. Demethylation of 5'-aza-deoxycytidine in lung cancer cell lines A549 and H1299 showed a significant up-regulation of PRKCDBP mRNA levels. CONCLUSIONS: PRKCDBP methylation is a potential and promising candidate biomarker for non-small cell lung cancer.


Assuntos
Carcinoma Pulmonar de Células não Pequenas , Metilação de DNA , Peptídeos e Proteínas de Sinalização Intracelular/genética , Neoplasias Pulmonares , Biomarcadores/metabolismo , Carcinoma Pulmonar de Células não Pequenas/patologia , Linhagem Celular Tumoral , Regulação Neoplásica da Expressão Gênica , Humanos , Neoplasias Pulmonares/patologia , Regiões Promotoras Genéticas
9.
Gigascience ; 10(3)2021 03 15.
Artigo em Inglês | MEDLINE | ID: mdl-33718948

RESUMO

BACKGROUND: Anopheles coluzzii and Anopheles arabiensis belong to the Anopheles gambiae complex and are among the major malaria vectors in sub-Saharan Africa. However, chromosome-level reference genome assemblies are still lacking for these medically important mosquito species. FINDINGS: In this study, we produced de novo chromosome-level genome assemblies for A. coluzzii and A. arabiensis using the long-read Oxford Nanopore sequencing technology and the Hi-C scaffolding approach. We obtained 273.4 and 256.8 Mb of the total assemblies for A. coluzzii and A. arabiensis, respectively. Each assembly consists of 3 chromosome-scale scaffolds (X, 2, 3), complete mitochondrion, and unordered contigs identified as autosomal pericentromeric DNA, X pericentromeric DNA, and Y sequences. Comparison of these assemblies with the existing assemblies for these species demonstrated that we obtained improved reference-quality genomes. The new assemblies allowed us to identify genomic coordinates for the breakpoint regions of fixed and polymorphic chromosomal inversions in A. coluzzii and A. arabiensis. CONCLUSION: The new chromosome-level assemblies will facilitate functional and population genomic studies in A. coluzzii and A. arabiensis. The presented assembly pipeline will accelerate progress toward creating high-quality genome references for other disease vectors.


Assuntos
Anopheles , Malária , Animais , Anopheles/genética , Cromossomos/genética , Genômica , Malária/genética , Mosquitos Vetores/genética
10.
G3 (Bethesda) ; 10(10): 3811-3819, 2020 10 05.
Artigo em Inglês | MEDLINE | ID: mdl-32883756

RESUMO

Chromosome level assemblies are accumulating in various taxonomic groups including mosquitoes. However, even in the few reference-quality mosquito assemblies, a significant portion of the heterochromatic regions including telomeres remain unresolved. Here we produce a de novo assembly of the New World malaria mosquito, Anopheles albimanus by integrating Oxford Nanopore sequencing, Illumina, Hi-C and optical mapping. This 172.6 Mbps female assembly, which we call AalbS3, is obtained by scaffolding polished large contigs (contig N50 = 13.7 Mbps) into three chromosomes. All chromosome arms end with telomeric repeats, which is the first in mosquito assemblies and represents a significant step toward the completion of a genome assembly. These telomeres consist of tandem repeats of a novel 30-32 bp Telomeric Repeat Unit (TRU) and are confirmed by analyzing the termini of long reads and through both chromosomal in situ hybridization and a Bal31 sensitivity assay. The AalbS3 assembly included previously uncharacterized centromeric and rDNA clusters and more than doubled the content of transposable elements and other repetitive sequences. This telomere-to-telomere assembly, although still containing gaps, represents a significant step toward resolving biologically important but previously hidden genomic components. The comparison of different scaffolding methods will also inform future efforts to obtain reference-quality genomes for other mosquito species.


Assuntos
Anopheles , Malária , Animais , Anopheles/genética , Feminino , Sequenciamento de Nucleotídeos em Larga Escala , Malária/genética , Sequências Repetitivas de Ácido Nucleico , Telômero/genética
11.
Oncol Lett ; 20(1): 155-164, 2020 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-32565943

RESUMO

Abnormal methylation of the TNFRSF10C and TNFRSF10D genes has been observed in numerous types of cancer; however, no studies have investigated the methylation of these genes in non-small cell lung cancer (NSCLC). The aim of the present study was to investigate the association between TNFRSF10C and TNFRSF10D methylation and NSCLC. Methylation levels of 44 pairs of NSCLC tumor tissues and distant non-tumor tissues were analyzed using quantitative methylation specific PCR and methylation reference percentage values (PMR). The methylation levels of the TNFRSF10C gene in NSCLC tumor tissue samples were significantly higher compared with those in the distant non-tumor tissues (median PMR, 2.73% vs. 0.75%; P=0.013). Subgroup analysis demonstrated that the methylation levels of TNFRSF10C in tumor tissues from male patients were significantly higher compared with those in distant non-tumor tissues (median PMR, 2.73% vs. 0.75%; P=0.041). The levels of TNFRSF10C methylation were also higher in the tumor tissues of patients who were non-smokers compared with their distant non-tumor tissues (median PMR, 2.50% vs. 0.63%; P=0.013). TNFRSF10C methylation levels were higher in the tumor tissues from male patients compared with those from female patients (median PMR, 2.50% vs. 0.63%; P=0.031). However, no significant differences in the methylation levels of the TNFRSF10D gene were observed between the sexes. Using the cBioPortal and The Cancer Genome Atlas lung cancer data, it was demonstrated that TNFRSF10C methylation levels were inversely correlated with TNFRSF10C mRNA expression levels (r=-0.379; P=0.008). In addition, demethylation of lung cancer cell lines A549 and NCI-H1299 using 5'-aza-deoxycytidine further confirmed that TNFRSF10C hypomethylation was associated with significant upregulation of TNFRSF10C mRNA expression levels [A549 fold-change (FC)=8; P=1.0×10-4; NCI-H1299 FC=3.163; P=1.143×10-5]. A dual luciferase reporter gene assay was also performed with the insert of TNFRSF10C promoter region, and the results revealed that the TNFRSF10C gene fragment significantly enhanced the transcriptional activity of the reporter gene compared with that in the control group (FC=1.570; P=0.032). Overall, the results of the present study demonstrated that hypermethylation of TNFRSF10C was associated with NSCLC.

12.
Autoimmunity ; 52(5-6): 192-198, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-31476899

RESUMO

Immunodeficiency, centromeric instability and facial anomalies syndrome (ICF) is a rare autosomal recessive disorder, which is characteristic of a severe impairment of immunity. In the genetic aspect, ICF is featured with mutations primarily located in the specific genes (DNMT3B for ICF1, ZBTB24 for ICF2, CDCA7 for ICF3, and HELLS for ICF4). The subtelomeric region is defined as 500 kb at the terminal of each autosomal arm. And subtelomeric DNA fragments can partially regulate key biological activities, including chromosome movement and localization in the nucleus. In this review, we updated and summarized gene mutations in ICF based on the previous review. In addition, we focused on the correlation between subtelomeric DNA methylation and ICF. The relationship between subtelomeric methylation and telomere length in ICF was also summarized.


Assuntos
Centrômero , Instabilidade Cromossômica , Metilação de DNA , Face/anormalidades , Síndromes de Imunodeficiência , Mutação , Centrômero/genética , Centrômero/metabolismo , Centrômero/patologia , Humanos , Síndromes de Imunodeficiência/genética , Síndromes de Imunodeficiência/metabolismo , Síndromes de Imunodeficiência/patologia
13.
Nan Fang Yi Ke Da Xue Xue Bao ; 39(6): 724-730, 2019 Jun 30.
Artigo em Chinês | MEDLINE | ID: mdl-31270053

RESUMO

OBJECTIVE: To analyze the relationship between CDKN2A and CDKN2B gene methylation with aging in the general population. METHODS: We collected peripheral blood samples from 284 male and 246 female healthy subjects for detection of methylation levels of CDKN2A and CDKN2B genes using quantitative methylation-specific PCR (qMSP). The relationship between the methylation levels of CDKN2A and CDKN2B genes and aging was analyzed using Spearman or Pearson correlation test. RESULTS: We found a significant positive correlation between the methylation levels of the two genes in these subjects (P < 0.05). In the overall population as well in the female subjects, CDKN2A methylation was found to be inversely correlated with age (P < 0.05). The methylation levels of CDKN2A and CDKN2B genes were inversely correlated with TG, ApoE, Lp(a) and AST in the overall population (P < 0.05). In both the female and male subjects, the methylation levels of the two genes were inversely correlated with Lp(a) (P < 0.05). In the male subjects, CDKN2A methylation was inversely correlated with AST (P < 0.05), while CDKN2B methylation was inversely correlated with HDL and ApoE (P < 0.05). In the female subjects, CDKN2A methylation was positively correlated with LDL and inversely correlated with ApoE and AST (P < 0.05). CONCLUSIONS: The methylation levels of CDKN2A and CDKN2B are closely related to age and the levels of multiple proteins in healthy subjects.


Assuntos
Inibidor de Quinase Dependente de Ciclina p15/metabolismo , Inibidor p16 de Quinase Dependente de Ciclina/metabolismo , Metilação de DNA , Envelhecimento , Feminino , Humanos , Masculino , Reação em Cadeia da Polimerase em Tempo Real
14.
Pathol Res Pract ; 215(7): 152443, 2019 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-31085009

RESUMO

Glutathione peroxidase 3 (GPX3) has an important function of scavenging hydrogen peroxide and preventing cancer. The purpose of this meta-analysis was to analyze the relationship between GPX3 gene methylation and cancer and to further evaluate its diagnostic value for cancer. We screened eligible literatures from the PubMed, Embase, CNKI and Wanfang databases. Odds ratios (ORs) and 95% confidence intervals (95% CIs) were used to measure the association of GPX3 methylation with cancer. Summary receiver operating characteristics (SROC) analysis was used to assess the diagnostic value of GPX3 methylation for cancer. A total of 17 eligible articles were included in the meta-analysis involving a total of 960 tumor samples and 445 non-tumor samples. The results showed that GPX3 hypermethylation was significantly associated with cancer (OR = 17.32, 95% CI = 8.22-36.51, P < 0.00001). Compared with cancer patients without lymph node metastasis, cancer patients with lymph node metastasis were more associated with GPX3 hypermethylation (OR = 2.97, 95% CI = 1.53-5.76, P = 0.001). SROC analysis showed for GPX3 methylation was a promising biomarker for cancer risk (AUC = 0.89, pooled sensitivity = 0.93, pooled specificity = 0.54, NLR = 0.15, PLR = 2.05, DOR = 17.32). TCGA database bioinformatics analysis of 696 pairs of tumor and non-tumor tissues further validate the association of GPX3 methylation with the risk of cancer [cg21504918: 0.10 (0.08, 0.15) vs. 0.09 (0.08, 0.11), P = 5.8E-28; cg26638444: 0.05 (0.04, 011) vs. 0.04 (0.03, 0.06), P = 8.7E-29]. In summary, our study indicates that GPX3 methylation is associated with cancer and has the potential to become a broad-spectrum tumor screening marker and has a value in predicting tumor lymph node metastasis.


Assuntos
Metilação de DNA , Glutationa Peroxidase/metabolismo , Metástase Linfática/diagnóstico , Neoplasias/metabolismo , Regiões Promotoras Genéticas , Biomarcadores Tumorais/genética , Biomarcadores Tumorais/metabolismo , Glutationa Peroxidase/genética , Humanos , Metástase Linfática/genética , Metástase Linfática/patologia , Neoplasias/genética , Neoplasias/patologia
15.
Int J Mol Sci ; 18(2)2017 Feb 16.
Artigo em Inglês | MEDLINE | ID: mdl-28212312

RESUMO

DNA methylation plays a significant role in transcriptional regulation by repressing activity. Change of the DNA methylation level is an important factor affecting the expression of target genes and downstream phenotypes. Because current experimental technologies can only assay a small proportion of CpG sites in the human genome, it is urgent to develop reliable computational models for predicting genome-wide DNA methylation. Here, we proposed a novel algorithm that accurately extracted sequence complexity features (seven features) and developed a support-vector-machine-based prediction model with integration of the reported DNA composition features (trinucleotide frequency and GC content, 65 features) by utilizing the methylation profiles of embryonic stem cells in human. The prediction results from 22 human chromosomes with size-varied windows showed that the 600-bp window achieved the best average accuracy of 94.7%. Moreover, comparisons with two existing methods further showed the superiority of our model, and cross-species predictions on mouse data also demonstrated that our model has certain generalization ability. Finally, a statistical test of the experimental data and the predicted data on functional regions annotated by ChromHMM found that six out of 10 regions were consistent, which implies reliable prediction of unassayed CpG sites. Accordingly, we believe that our novel model will be useful and reliable in predicting DNA methylation.


Assuntos
Composição de Bases , Metilação de DNA , Epigenômica , Genoma Humano , Estudo de Associação Genômica Ampla , Modelos Genéticos , Animais , Biologia Computacional/métodos , Ilhas de CpG , Conjuntos de Dados como Assunto , Epigenômica/métodos , Perfilação da Expressão Gênica , Humanos , Curva ROC , Reprodutibilidade dos Testes , Especificidade da Espécie
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