Identification of Differentially Expressed and Spliced Genes with RNA Sequencing Analysis of CLL Specimens

Blood ◽  
2012 ◽  
Vol 120 (21) ◽  
pp. 4582-4582
Author(s):  
Wei Liao ◽  
Gwen Jordaan ◽  
Artur Jaroszewicz ◽  
Matteo Pellegrini ◽  
Sanjai Sharma
Keyword(s):  
B Cells ◽  
Rna Sequencing ◽  
Differentially Expressed Genes ◽  
Fold Change ◽  
Differentially Expressed ◽  
Pcr Analysis ◽  
Sequencing Analysis ◽  
Rna Seq ◽  
Mrna Isoforms ◽  
Core Set

Abstract Abstract 4582 High throughput sequencing of cellular mRNA provides a comprehensive analysis of the transcriptome. Besides identifying differentially expressed genes in different cell types, it also provides information of mRNA isoforms and splicing alterations. We have analyzed two CLL specimens and a normal peripheral blood B cells mRNA by this approach and performed data analysis to identify differentially expressed and spliced genes. The result showed CLLs specimens express approximately 40% more transcripts compared to normal B cells. The FPKM data (fragment per kilobase of exon per million) revealed a higher transcript expression on chromosome 12 in CLL#1 indicating the presence of trisomy 12, which was confirmed by fluorescent in-situ hybridization assay. With a two-fold change in FPKM as a cutoff and a p value cutoff of 0.05 as compared to the normal B cell control, 415 genes and 174 genes in CLL#1 and 676 and 235 genes in CLL#2 were up and downregulated or differentially expressed. In these two CLL specimens, 45% to 75% of differentially expressed genes are common to both the CLL specimens indicating that genetically disparate CLL specimens have a high percentage of a core set of genes that are potentially important for CLL biology. Selected differentially expressed genes with increased expression (selectin P ligand, SELPLG, and adhesion molecule interacts with CXADR antigen 1, AMICA) and decreased (Fos, Jun, CD69 and Rhob) expression based on the FPKM from RNA-sequencing data were also analyzed in additional CLL specimens by real time PCR analysis. The expression data from RNA-seq closely matches the fold-change in expression as measured by RT-PCR analysis and confirms the validity of the RNA-seq analysis. Interestingly, Fos was identified as one of the most downregulated gene in CLL. Using the Cufflinks and Cuffdiff software, the splicing patterns of genes in CLL specimens and normal B cells were analyzed. Approximately, 1100 to 1250 genes in the two CLL specimens were significantly differentially spliced as compared to normal B cells. In this analysis as well, there is a core set of 800 common genes which are differentially spliced in the two CLL specimens. The RNA-sequencing analysis accurately identifies differentially expressed novel genes and splicing variations that will help us understand the biology of CLL. Disclosures: No relevant conflicts of interest to declare.

scholarly journals PSII-11 RNA sequencing analysis reveals differentially expressed genes and novel upstream transcriptional regulators in porcine longissimus dorsi muscle affected by dietary lysine restriction

2019 ◽  
Vol 97 (Supplement_3) ◽  
pp. 233-233
Author(s):  
Ying Wang ◽  
Huaijun Zhou ◽  
Shengfa F Liao
Keyword(s):  
Protein Synthesis ◽  
Rna Sequencing ◽  
Differentially Expressed Genes ◽  
Muscle Protein ◽  
Transcriptional Regulators ◽  
Growing Pigs ◽  
Differentially Expressed ◽  
Longissimus Dorsi ◽  
Sequencing Analysis ◽  
Rna Seq

Abstract The objective of this research was to investigate the effects of dietary lysine restriction on the global gene expression of skeletal muscle in growing pigs. Twelve crossbred (Yorkshire × Landrace) barrows (initial BW 22.6 ± 2.04 kg) were randomly assigned to two dietary treatments (Diet I: a lysine-deficient diet; Diet II: a lysine-adequate diet) according to a completely randomized experiment design (n = 6). After feeding for 8 weeks, muscle samples were collected from longissimus dorsi of individual pigs (approximately 2 g/each). The total RNA isolated was used to prepare cDNA library for RNA sequencing (RNA-Seq) analysis. The RNA-Seq data was then analyzed using the CLC Genomics Workbench to identify differentially expressed genes (DEGs). Sixty-nine genes were found differentially expressed (Benjamin-Hochberg corrected P < 0.05) in Diet I vs. Diet II pigs, of which 29 genes were down-regulated (Log₂ fold change (FC) < - 0.58) and 40 genes were up-regulated (Log₂ FC > 0.58). Gene ontology (GO) analysis of these DEGs for functional annotation using DAVID found a total of 36 GO terms. The significantly enriched terms (Benjamin-Hochberg corrected P < 0.05) are associated with biological processes that include acute-phase response, platelet activation, and protein polymerization, and Molecular Functions that include serine-type endopeptidase inhibitor activity, small molecule binding, heme binding, and oxidoreductase activity. In addition, Ingenuity Pathway Analysis predicted some upstream transcriptional regulators that regulate several sets of DEGs. For example, lysine restriction may lead inhibition of insulin, EIF2AK4 (an eIF2α activator), and MYC (a transcript elongation factor), which are associated with the regulation of protein synthesis. It may also lead activation of STAT3 and HNF1A, which regulate cell movement and fatty acid metabolism, respectively. In summary, these novel results showed that dietary lysine restriction may compromise pig muscle protein synthesis through the aforementioned transcriptional regulators and their affected genes.

scholarly journals RNA-Seq Analysis of Prickled and Prickle-Free Epidermis Provides Insight into the Genetics of Prickle Development in Red Raspberry (Rubus ideaus L.)

Agronomy ◽  
2020 ◽  
Vol 10 (12) ◽  
pp. 1904 ◽  
Author(s):  
Archana Khadgi ◽  
Courtney A. Weber
Keyword(s):  
Differentially Expressed Genes ◽  
Expression Patterns ◽  
Rubus Idaeus ◽  
Differentially Expressed ◽  
Pcr Analysis ◽  
Sequencing Analysis ◽  
Red Raspberry ◽  
Specialty Crop ◽  
Rubus Species ◽  
R2r3 Myb

Red raspberry (Rubus idaeus L.) is a globally commercialized specialty crop with growing demand worldwide. The presence of prickles on the stems, petioles and undersides of the leaves complicates both the field management and harvesting of raspberries. An RNA sequencing analysis was used to identify differentially expressed genes in the epidermal tissue of prickled “Caroline” and prickle-free “Joan J.” and their segregating progeny. Expression patterns of differentially expressed genes (DEGs) in prickle-free plants revealed the downregulation of some vital development-related transcription factors (TFs), including a MIXTA-like R2R3-MYB family member; MADS-box; APETALA2/ETHYLENE RESPONSIVE FACTOR (AP2/ERF) and NAM, ATAF1/2 and CUC2 (NAC) in prickle-free epidermis tissue. The downregulation of these TFs was confirmed by qRT-PCR analysis, indicating a key regulatory role in prickle development. This study adds to the understanding of prickle development mechanisms in red raspberries needed for utilizing genetic engineering strategies for developing prickle-free raspberry cultivars and, possibly, other Rubus species, such as blackberry (Rubus sp.) and black raspberry (R. occidentalis L.).

scholarly journals Deep RNA sequencing analysis of syncytialization-related genes during BeWo cell fusion

Reproduction ◽  
2017 ◽  
Vol 153 (1) ◽  
pp. 35-48 ◽  
Author(s):  
Ru Zheng ◽  
Yue Li ◽  
Huiying Sun ◽  
Xiaoyin Lu ◽  
Bao-Fa Sun ◽  
...  
Keyword(s):  
Rna Sequencing ◽  
Cell Fate ◽  
Cell Fusion ◽  
Mapk Pathway ◽  
Differentially Expressed ◽  
Cell Junction ◽  
Bewo Cell ◽  
Sequencing Analysis ◽  
Rna Seq ◽  
Bewo Cells

The syncytiotrophoblast (STB) plays a key role in maintaining the function of the placenta during human pregnancy. However, the molecular network that orchestrates STB development remains elusive. The aim of this study was to obtain broad and deep insight into human STB formation via transcriptomics. We adopted RNA sequencing (RNA-Seq) to investigate genes and isoforms involved in forskolin (FSK)-induced fusion of BeWo cells. BeWo cells were treated with 50 μM FSK or dimethyl sulfoxide (DMSO) as a vehicle control for 24 and 48 h, and the mRNAs at 0, 24 and 48 h were sequenced. We detected 28,633 expressed genes and identified 1902 differentially expressed genes (DEGs) after FSK treatment for 24 and 48 h. Among the 1902 DEGs, 461 were increased and 395 were decreased at 24 h, whereas 879 were upregulated and 763 were downregulated at 48 h. When the 856 DEGs identified at 24 h were traced individually at 48 h, they separated into 6 dynamic patterns via a K-means algorithm, and most were enriched in down–even and up–even patterns. Moreover, the gene ontology (GO) terms syncytium formation, cell junction assembly, cell fate commitment, calcium ion transport, regulation of epithelial cell differentiation and cell morphogenesis involved in differentiation were clustered, and the MAPK pathway was most significantly regulated. Analyses of alternative splicing isoforms detected 123,200 isoforms, of which 1376 were differentially expressed. The present deep analysis of the RNA-Seq data of BeWo cell fusion provides important clues for understanding the mechanisms underlying human STB formation.

scholarly journals RNA Sequencing revealed differentially expressed genes functionally associated with immunity and tumor suppression during latent phase infection of a vv + MDV in chickens

2019 ◽  
Vol 9 (1) ◽  
Author(s):  
Kunzhe Dong ◽  
Shuang Chang ◽  
Qingmei Xie ◽  
Peng Zhao ◽  
Huanmin Zhang
Keyword(s):  
Gene Expression ◽  
Rna Sequencing ◽  
Differentially Expressed Genes ◽  
Host Defense ◽  
Tumor Suppression ◽  
Genetic Resistance ◽  
Early Mortality ◽  
Differentially Expressed ◽  
Sequencing Analysis ◽  
Latent Phase

Abstract Very virulent plus Marek’s disease (MD) virus (vv + MDV) induces tumors in relatively resistant lines of chickens and early mortality in highly susceptible lines of chickens. The vv + MDV also triggers a series of cellular responses in both types of chickens. We challenged birds sampled from a highly inbred chicken line (line 63) that is relatively resistant to MD and from another inbred line (line 72) that is highly susceptible to MD with a vv + MDV. RNA-sequencing analysis was performed with samples extracted from spleen tissues taken at 10-day and 21-day post infection (dpi). A total of 64 and 106 differentially expressed genes was identified in response to the vv + MDV challenge at latent phase in the resistant and susceptible lines of chickens, respectively. Direct comparisons between samples of the two lines identified 90 and 126 differentially expressed genes for control and MDV challenged groups, respectively. The differentially expressed gene profiles illustrated that intensive defense responses were significantly induced by vv + MDV at 10 dpi and 21 dpi but with slight changes in the resistant line. In contrast, vv + MDV induced a measurable suppression of gene expression associated with host defense at 10 dpi but followed by an apparent activation of the defense response at 21 dpi in the susceptible line of chickens. The observed difference in gene expression between the two genetic lines of chickens in response to MDV challenge during the latent phase provided a piece of indirect evidence that time points for MDV reactivation differ between the genetic lines of chickens with different levels of genetic resistance to MD. Early MDV reactivation might be necessary and potent to host defense system readiness for damage control of tumorigenesis and disease progression, which consequently results in measurable differences in phenotypic characteristics including early mortality (8 to 20 dpi) and tumor incidence between the resistant and susceptible lines of chickens. Combining differential gene expression patterns with reported GO function terms and quantitative trait loci, a total of 27 top genes was selected as highly promising candidate genes for genetic resistance to MD. These genes are functionally involved with virus process (F13A1 and HSP90AB1), immunity (ABCB1LB, RGS5, C10ORF58, OSF-2, MMP7, CXCL12, GAL1, GAL2, GAL7, HVCN1, PDE4D, IL4I1, PARP9, EOMES, MPEG1, PDK4, CCLI10, K60 and FST), and tumor suppression (ADAMTS2, LXN, ARRDC3, WNT7A, CLDN1 and HPGD). It is anticipated that these findings will facilitate advancement in the fundamental understanding on mechanisms of genetic resistance to MD. In addition, such advancement may also provide insights on tumor virus-induced tumorigenesis in general and help the research community recognize MD study may serve as a good model for oncology study involving tumor viruses.

Integrated analysis of the physiology, RNA, and microRNA involved in black locust (Robinia pseudoacacia) rejuvenation

2019 ◽  
Author(s):  
Zijie Zhang ◽  
Yuhan Sun ◽  
Chao Han ◽  
Li Dong ◽  
Qi Guo ◽  
...  
Keyword(s):  
Differentially Expressed Genes ◽  
High Throughput ◽  
Woody Plants ◽  
Black Locust ◽  
Robinia Pseudoacacia ◽  
Fold Change ◽  
Differentially Expressed ◽  
Integrated Analysis ◽  
Rna Seq ◽  
Physiological Differences

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.

scholarly journals Comprehensive MicroRNA Expression Profile of the Mammary Gland in Lactating Dairy Cows With Extremely Different Milk Protein and Fat Percentages

2020 ◽  
Vol 11 ◽  
Author(s):  
Xiaogang Cui ◽  
Shengli Zhang ◽  
Qin Zhang ◽  
Xiangyu Guo ◽  
Changxin Wu ◽  
...  
Keyword(s):  
Mammary Gland ◽  
Rna Sequencing ◽  
Differentially Expressed Genes ◽  
Small Rna ◽  
Milk Protein ◽  
Milk Composition ◽  
Differentially Expressed ◽  
Small Rna Sequencing ◽  
Rna Seq

A total of 31 differentially expressed genes in the mammary glands were identified in our previous study using RNA sequencing (RNA-Seq), for lactating cows with extremely high and low milk protein and fat percentages. To determine the regulation of milk composition traits, we herein investigated the expression profiles of microRNA (miRNA) using small RNA sequencing based on the same samples as in the previous RNA-Seq experiment. A total of 497 known miRNAs (miRBase, release 22.1) and 49 novel miRNAs among the reads were identified. Among these miRNAs, 71 were found differentially expressed between the high and low groups (p < 0.05, q < 0.05). Furthermore, 21 of the differentially expressed genes reported in our previous RNA-Seq study were predicted as target genes for some of the 71 miRNAs. Gene ontology and KEGG pathway analyses showed that these targets were enriched for functions such as metabolism of protein and fat, and development of mammary gland, which indicating the critical role of these miRNAs in regulating the formation of milk protein and fat. With dual luciferase report assay, we further validated the regulatory role of 7 differentially expressed miRNAs through interaction with the specific sequences in 3′UTR of the targets. In conclusion, the current study investigated the complexity of the mammary gland transcriptome in dairy cattle using small RNA-seq. Comprehensive analysis of differential miRNAs expression and the data from previous study RNA-seq provided the opportunity to identify the key candidate genes for milk composition traits.

scholarly journals GFOLD: a generalized fold change for ranking differentially expressed genes from RNA-seq data

2012 ◽  
Vol 28 (21) ◽  
pp. 2782-2788 ◽  
Author(s):  
Jianxing Feng ◽  
Clifford A. Meyer ◽  
Qian Wang ◽  
Jun S. Liu ◽  
X. Shirley Liu ◽  
...  
Keyword(s):  
Differentially Expressed Genes ◽  
Fold Change ◽  
Differentially Expressed ◽  
Rna Seq

scholarly journals Transcriptome Analysis of Orbital Adipose Tissue in Active Thyroid Eye Disease Using Next Generation RNA Sequencing Technology

2018 ◽  
Vol 12 (1) ◽  
pp. 41-52 ◽  
Author(s):  
Bradford W. Lee ◽  
Virender B. Kumar ◽  
Pooja Biswas ◽  
Audrey C. Ko ◽  
Ramzi M. Alameddine ◽  
...  
Keyword(s):  
Adipose Tissue ◽  
Differential Expression ◽  
Rna Sequencing ◽  
Differentially Expressed Genes ◽  
Thyroid Eye Disease ◽  
Differentially Expressed ◽  
Eye Disease ◽  
Healthy Controls ◽  
Rna Seq ◽  
Next Generation

Objective: This study utilized Next Generation Sequencing (NGS) to identify differentially expressed transcripts in orbital adipose tissue from patients with active Thyroid Eye Disease (TED) versus healthy controls. Method: This prospective, case-control study enrolled three patients with severe, active thyroid eye disease undergoing orbital decompression, and three healthy controls undergoing routine eyelid surgery with removal of orbital fat. RNA Sequencing (RNA-Seq) was performed on freshly obtained orbital adipose tissue from study patients to analyze the transcriptome. Bioinformatics analysis was performed to determine pathways and processes enriched for the differential expression profile. Quantitative Reverse Transcriptase-Polymerase Chain Reaction (qRT-PCR) was performed to validate the differential expression of selected genes identified by RNA-Seq. Results: RNA-Seq identified 328 differentially expressed genes associated with active thyroid eye disease, many of which were responsible for mediating inflammation, cytokine signaling, adipogenesis, IGF-1 signaling, and glycosaminoglycan binding. The IL-5 and chemokine signaling pathways were highly enriched, and very-low-density-lipoprotein receptor activity and statin medications were implicated as having a potential role in TED. Conclusion: This study is the first to use RNA-Seq technology to elucidate differential gene expression associated with active, severe TED. This study suggests a transcriptional basis for the role of statins in modulating differentially expressed genes that mediate the pathogenesis of thyroid eye disease. Furthermore, the identification of genes with altered levels of expression in active, severe TED may inform the molecular pathways central to this clinical phenotype and guide the development of novel therapeutic agents.

Sign in / Sign up

Export Citation Format

Share Document