Identification of differentially expressed genes in esophageal cancer through SSH in combination with high throughput reverse Northern screening

2001 ◽  
Vol 46 (14) ◽  
pp. 1195-1198 ◽  
Author(s):  
Jin Zhou ◽  
Zhihua Liu ◽  
Xiuqin Wang ◽  
Fang Ding ◽  
Chuannong Zhou ◽  
...  
PeerJ ◽  
2020 ◽  
Vol 8 ◽  
pp. e8831 ◽  
Author(s):  
Xiaojiao Guan ◽  
Yao Yao ◽  
Guangyao Bao ◽  
Yue Wang ◽  
Aimeng Zhang ◽  
...  

Esophageal cancer is a common malignant tumor in the world, and the aim of this study was to screen key genes related to the development of esophageal cancer using a variety of bioinformatics analysis tools and analyze their biological functions. The data of esophageal squamous cell carcinoma from the Gene Expression Omnibus (GEO) were selected as the research object, processed and analyzed to screen differentially expressed microRNAs (miRNAs) and differential methylation genes. The competing endogenous RNAs (ceRNAs) interaction network of differentially expressed genes was constructed by bioinformatics tools DAVID, String, and Cytoscape. Biofunctional enrichment analysis was performed using Gene Ontology (GO) and the Kyoto Encyclopedia of Genes and Genomes (KEGG). The expression of the screened genes and the survival of the patients were verified. By analyzing GSE59973 and GSE114110, we found three down-regulated and nine up-regulated miRNAs. The gene expression matrix of GSE120356 was calculated by Pearson correlation coefficient, and the 11696 pairs of ceRNA relation were determined. In the ceRNA network, 643 lncRNAs and 147 mRNAs showed methylation difference. Functional enrichment analysis showed that these differentially expressed genes were mainly concentrated in the FoxO signaling pathway and were involved in the corresponding cascade of calcineurin. By analyzing the clinical data in The Cancer Genome Atlas (TCGA) database, it was found that four lncRNAs had an important impact on the survival and prognosis of esophageal carcinoma patients. QRT-PCR was also conducted to identify the expression of the key lncRNAs (RNF217-AS1, HCP5, ZFPM2-AS1 and HCG22) in ESCC samples. The selected key genes can provide theoretical guidance for further research on the molecular mechanism of esophageal carcinoma and the screening of molecular markers.


Blood ◽  
2004 ◽  
Vol 104 (11) ◽  
pp. 136-136
Author(s):  
Craig E. Eckfeldt ◽  
Eric M. Mendenhall ◽  
Stephen C. Ekker ◽  
Catherine M. Verfaillie

Abstract Self-renewal and lineage differentiation of hematopoietic stem cells (HSC) is likely regulated by a combination of intrinsic and extrinsic signals. At present these signals are poorly understood. Recently, numerous groups have identified the expressed gene profile of HSC in an attempt to identify novel genes that regulate HSC fate decisions. Likewise, our group compared the expressed gene profiles of CD34+CD33−CD38−Rholoc-kit+ (Rholo) cells, enriched in primitive progenitors and presumed human HSC, compared to CD34+CD33−CD38−Rhohi (Rhohi) cells, depleted of such cells, from umbilical cord blood (UCB) and bone marrow (BM) to identify conserved signaling pathways active in these ontogenically distinct populations using the Afftymetrix™ HG-U133 GeneChip® set. We identified a putative molecular signature for human HSC containing 286 genes, expressed more highly in Rholo or Rhohi cells from both cell sources using a p<0.05 and fold change of 1.5 cutoff. To assess the role of this series of genes in a high-throughput fashion, we developed an in vivo functional genomics screen in the zebrafish that allows for the determination of hematopoietic function of the differentially expressed genes. Candidate gene expression was knocked down by injecting morpholino antisense oligonucleotides (MO) into 1–4 cell embryos from GATA1:DsRed transgenic zebrafish that have red fluorescent GATA1+ blood cells and blood production was scored by fluorescence microscopy at 30 and 48 hours post-fertilization. Of the 286 differentially expressed genes, 128 were deemed too universal or likely non-specific for hematopoiesis, and were not targeted. These included histones, HLA-antigens, hemoglobin genes, and genes encoding proteins involved in general cellular metabolism. Of the remaining 158, MO were designed for 70 (44%), no zebrafish ortholog could be identified for 72 (46%), inadequate sequence information was available to design morpholinos for 9 (6%) and multiple zebrafish orthologs were identified for 7 (4%). Fluorescence microscopy of GATA1:DsRed fish has revealed a reproducible reduction in GATA1+ blood cell number for 13 of 55 MO-targeted genes analyzed to date, giving a 24% frequency for hematopoietic phenotypes in the screen, that compares very favorably with the noted 0.5–1% frequency of hematopoietic genes identified in ENU mutagenesis screens that mutate genes in a near random fashion. The functionally-validated genes identified thus far include known genes that lack a known hematopoietic function such as SPRY1, CRTAP, IRAK3 and UCP2, as well as genes that currently lack a functional annotation such as C12orf2, DKFZp564D137, MGC15875 and FLJ21269. Hematopoietic phenotypes are being further characterized by whole-mount in situ hybridization for hematopoietic genes and rescue of hematopoietic phenotypes by co-injection of overexpression vectors in the zebrafish. In addition, we are confirming the role of the genes in mammalian hematopoiesis using overexpression and knockdown studies in murine and human repopulating HSC. This is the first description of a high-throughput functional genomics screen in the zebrafish to functionally validate differentially expressed genes, an essential step in obtaining meaningful functional data from global gene profiling studies.


2019 ◽  
Author(s):  
Zijie Zhang ◽  
Yuhan Sun ◽  
Chao Han ◽  
Li Dong ◽  
Qi Guo ◽  
...  

Abstract Background Rejuvenation is a key process that enables perennial woody plants to regain growth potential. In Robinia pseudoacacia plantations, natural root sprouting individuals provide good material for studying the rejuvenation of woody plants. However, the physiological differences and molecular mechanisms underlying black locust rejuvenation remain unclear. In this study, we compared the physiological conditions and molecular responses of rejuvenated individuals and mother trees. Results Our analysis of leaf structures and physiological indices showed that the epidermis thickness, leaf thickness and leaf-tissue tightness of rejuvenated individuals were less than those of mother trees. The soluble-sugar content and total SOD activity of rejuvenated individuals were also lower than those of mother trees. The younger the rejuvenated individuals were, the lower the ABA content, ABA/ZT and GA3/ZT in the leaves. The ZT content increased with decreasing age of rejuvenated individuals. Using high-throughput sequencing strategies, the mRNA and miRNA involved in the rejuvenation of black locust were identified. RNA-seq identified 175,862 unigenes by de novo transcript assembly. Of those, 4,727 differentially expressed genes were identified based on clean reads mapped to the assembled transcriptome for gene expression analysis(fold change≥2 or ≤0.5 and q-value≤0.05). These genes were enriched to 53 gene ontology(GO) terms and 20 KEGG pathways (FDR≤0.01). Among these were a major pathway related to flavone and flavonol biosynthesis. High-throughput miRNA sequencing identified a total of 991 miRNAs, including 671 novel miRNAs. Furthermore, 262 known and 625 novel differentially expressed miRNAs were identified(fold change≥1.5 or ≤0.67 and p≤0.05). The main functions identified in the GO analysis of the target predictions overlapped with differentially expressed genes derived from RNA-seq. KEGG pathway enrichment showed that circadian rhythm-fly and signaling pathways regulating pluripotency of stem cells attracted considerable attention during rejuvenation. Conclusion Our study revealed physiological differences between rejuvenated individuals and mother trees of R. pseudoacacia. Differential genes between mother trees and rejuvenated individuals may vary according to the tree ages, but miRNAs may play a key regulatory role in rejuvenation. The same genotype system composed of root germinating individuals and mother-tree individuals provides a solid starting point for further elucidation of the rejuvenation of woody plants.


2019 ◽  
Vol 16 (1) ◽  
Author(s):  
Chengyou Liu ◽  
Leilei Zhou ◽  
Yuhe Wang ◽  
Shuchang Tian ◽  
Junlin Zhu ◽  
...  

AbstractVariations of gene expression levels play an important role in tumors. There are numerous methods to identify differentially expressed genes in high-throughput sequencing. Several algorithms endeavor to identify distinctive genetic patterns susceptable to particular diseases. Although these processes have been proved successful, the probability that the number of non-differentially expressed genes measured by false discovery rate (FDR) has a large standard deviation, and the misidentification rate (type I error) grows rapidly when the number of genes to be detected become larger. In this study we developed a new method, Unit Gamma Measurement (UGM), accounting for multiple hypotheses test statistics distribution, which could reduce the dependency problem. Simulated expression profile data and breast cancer RNA-Seq data were utilized to testify the accuracy of UGM. The results show that the number of non-differentially expressed genes identified by the UGM is very close to the real-evidence data, and the UGM also has a smaller standard error, range, quartile range and RMS error. In addition, the UGM can be used to screen many breast cancer-associated genes, such as BRCA1, BRCA2, PTEN, BRIP1, etc., provides better accuracy, robustness and efficiency, the method of identification differentially expressed genes in high-throughput sequencing.


2020 ◽  
Vol 2020 ◽  
pp. 1-16 ◽  
Author(s):  
Jiao Hanwei ◽  
Xin Nie ◽  
Huapei Zhu ◽  
Baobao Li ◽  
Feng Pang ◽  
...  

Brucella-caused brucellosis is one of the most widespread worldwide zoonoses. Lipopolysaccharide (LPS) of Brucella, which functions as pathogen-associated molecular patterns (PAMPs), is an important virulence factor that elicits protective antibodies. Per of B. melitensis is involved in the biosynthesis of the O-side chain of LPS. Autophagy is a crucial element of the innate immune response against intracellular pathogens including Brucella. In this study, we observed that autophagy was inhibited in RAW264.7 cells infected with Brucella melitensis ∆per. And, a high-throughput array-based screen and qRT-PCR validation were performed to identify the differentially expressed miRNAs in RAW264.7 cells infected with B. melitensis M5-90 ∆per. The results suggested that mmu-miR-146a-5p, mmu-miR-155-5p, mmu-miR-146b-5p, and mmu-miR-3473a were upregulated and mmu-miR-30c-5p was downregulated. During B. melitensis M5-90 ∆per infection, the increased expression of miR-146b-5p inhibited the autophagy activation in RAW264.7 cells. Using a bioinformatics approach, Tbc1d14 was predicted to be a potential target of miR-146b-5p. The results of a luciferase reporter assay indicated that miR-146b-5p directly targeted the 3′-UTR of Tbc1d14, and the interaction between miR-146b-5p and the 3′-UTR of Tbc1d14 was sequence-specific. High-throughput RNA-Seq-based screening was performed to identify differentially expressed genes in Tbc1d14-expressing RAW264.7 cells, and these were validated by qRT-PCR. Among the differentially expressed genes, four autophagy associated genes, IFNγ-inducible p47 GTPase 1 (IIGP1), nuclear receptor binding protein 2 (Nrbp2), transformation related protein 53 inducible nuclear protein 1 (Trp53inp1), and immunity-related GTPase family M member 1 (Irgm1), were obtained. Our findings provide important insights into the functional mechanism of LPS of B. melitensis.


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