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Molecular approaches for analyzing differential gene expression: differential cDNA library construction and screening.

Complementary deoxyribonucleic acid (cDNA) libraries can be used as a means to isolate and identify cell-specific messenger ribonucleic acid (mRNA) sequences. The basic elements of cDNA library construction and screening are reviewed in the context of analyzing differentially expressed mRNAs. A brief overview of the recombinant DNA systems applied to cDNA library construction and the principles of screening cDNA libraries by plaque hybridization are provided. Methods for comparing mRNA populations by differential screening and by competition hybridization are discussed, and methods for constructing subtracted cDNA libraries, enriched in differentially expressed sequences, are presented. Also reviewed are the analysis of differentially expressed cDNAs by Southern and Northern hybridization, RNase protection, polymerase chain reaction, and sequencing.

Animals

Differentiation-induced gene expression in 3T3-L1 preadipocytes. A second differentially expressed gene encoding stearoyl-CoA desaturase.

Previously we isolated and characterized a differentially expressed gene from mouse 3T3-L1 preadipocytes that encodes stearoyl-CoA desaturase (SCD1; Ntambi, J. M., Buhrow, S. A., Kaestner, K. H., Christy, R. J., Sibley, E., Kelly, T. J., Jr., and Lane, M. D. (1988) J. Biol. Chem. 263, 17291-17300). Genomic Southern blot analysis indicated the existence of another closely related gene. Here we report the isolation and characterization of this gene and the corresponding cDNA which encode a second stearoyl-CoA desaturase, SCD2, 3T3-L1 adipocytes. SCD2 cDNA is 5 kilobase pairs in length and encodes a protein of 358 amino acids with greater than 87% amino acid sequence identity to SCD1. RNase protection analysis reveals a 10-fold increase in the expression of SCD2 mRNA during 3T3-L1 preadipocyte differentiation. SCD2 mRNA is expressed constitutively at a high level in brain, is not expressed in liver, and its expression in kidney, adipose, and lung tissue is increased greatly by shifting mice from a diet containing unsaturated fatty acids to a diet devoid of fat. The tissue distribution and the dietary alteration of SCD1 mRNA expression differs markedly from that of SCD2 mRNA being absent from brain, constitutive in adipose tissue, and subject to negative control in liver by feeding a diet containing unsaturated fatty acids. The SCD2 gene spans approximately 15 kilobase pairs and consists of six exons and five introns, with intron/exon junctions similar to those of SCD1. As determined by primer extension analysis the start site of transcription maps 300 nucleotides upstream of the initiator methionine codon. Unlike the SCD1 gene, SCD2 lacks a typical "TATA" box in the 5'-flanking region, but has two "CCAAT" boxes at positions -90 and -135 relative to the transcription initiation site. The SCD2 promoter contains a 140-base pair sequence (located between nucleotides -54 and -201) which possesses 77% sequence identity to a region (located between nucleotides -472 and -325) in the SCD1 promoter. There is a GC-rich sequence in the SCD2 promoter (at nucleotide -175) similar to the binding site for the nuclear transcription factor Sp1 as well as an element with homology to the core consensus sequence for the glucocorticoid regulatory element position -500 and a potential CCAAT box/enhance binding protein sequence at position -540. The SCD gene family provides a new model system for the study of differentiation-induced as well as tissue-specific metabolite controlled gene expression.

Adipose Tissue

Differentiation-induced gene expression in 3T3-L1 preadipocytes. Characterization of a differentially expressed gene encoding stearoyl-CoA desaturase.

Previous studies have shown that differentiation of 3T3-L1 preadipocytes leads to the activation of transcription of an unidentified gene which encodes a 4.9-kilobase (kb) mRNA. Several cDNAs that include the complete sequence of this mRNA were obtained and used to isolate and characterize the gene. Analysis of the nucleotide and amino acid sequences of both cDNA and genomic clones revealed that the gene encodes the mouse stearoyl-CoA desaturase (SCD), an enzyme known to be expressed upon differentiation of 3T3-L1 preadipocytes. The predicted amino acid sequence (355 residues) of the mouse 3T3-L1 adipocyte SCD exhibits 92% identity to that of the rat liver SCD. There is also a high degree of nucleotide sequence identity between the mouse and rat mRNAs in their unusually long approximately 3.5-kb 3'-untranslated regions. Mice fed a diet containing unsaturated triacylglycerides express SCD mRNA only in adipose tissue, whereas mice starved and refed a fat-free diet, express SCD mRNA in both liver and adipose tissue. The mouse gene for the desaturase spans approximately 15 kb and contains 6 exons and 5 introns with all intron-exon junctions conforming to the GT/AG splicing rule. As determined by S1 nuclease mapping and primer extension analysis, the transcriptional initiation site maps 152 nucleotides upstream from the initiation methionine codon. A canonical promoter "TATA" box is located 30 base pairs upstream of the Cap site. A typical "CCAAT" box sequence is not present in the adjacent 5'-flanking region; however, there is a GC-rich sequence (at nucleotide -215) similar to the binding site for the nuclear transcription factor Sp1. Upstream from the transcriptional initiation site are elements with homology (approximately 75%) to the putative fat-specific transcriptional element FSE2 and core consensus sequences for cAMP and glucocorticoid regulatory elements. A chimeric construct, containing 363 base pairs of 5'-flanking sequence and 30 nucleotides of 5'-untranslated sequence of the mouse SCD gene ligated to the bacterial chloramphenicol acetyltransferase gene, was transfected into 3T3-L1 cells. When cells were induced to differentiate into adipocytes, expression of the SCD chloramphenicol acetyltransferase gene increased approximately 63-fold, suggesting that the SCD promoter region contains elements that mediate the response to adipogenic agents which induce differentiation.

Adipose Tissue

Differential gene expression between young and senescent, quiescent WI-38 cells.

To investigate age-related changes in gene expression in WI-38 cells, we isolated RNA from young and senescent, quiescent cultures and made subtracted cDNA libraries. Density-arrested cells were incubated in serum-free MCDB-104 for 3 days. RNA was then isolated and subtracted cDNA libraries were made in the phagemid vector pCDM8. Both by picking clones at random from these subtracted libraries and by differential hybridization screening with subtracted cDNA probes from young and senescent cells, we have identified a total of 11 genes for which RNA is expressed differentially in these quiescent young and senescent WI-38 cultures. Two genes, EPC-1 and EPC-A2, with elevated RNA levels in young cells, have sequences which have not previously been identified. Two of the genes with elevated RNA expression in the senescent cells are the mitochondria-coded genes for NADH dehydrogenase subunit 4 and for cytochrome b. We also identified seven other genes with elevated RNA levels in senescent cells. Three of these, LPC-1, LPC-14 and LPC-24, have been partially sequenced and have not previously been identified. These studies show that density-arrested, serum-deprived, quiescent young and senescent cells express a number of genes differentially. These differences are not growth-dependent, but are age-dependent. Our studies also show that the methods employed here, which include careful regulation of the cell cultures and subtraction of the libraries, result in libraries from which differentially expressed genes can be identified, either by random selection or by differential hybridization screening with subtracted probes.

Aging

Differential gene expression study in whole blood identifies candidate genes for psychosis in African American individuals.

Genome-wide association has identified regions of the genome that mediate risk for psychosis. It is possible that variants in these regions confer risk by altering gene expression. This work has predominantly been conducted in individuals of European descent and has focused narrowly on schizophrenia rather than psychosis as a syndrome. In the present study we investigated alterations in gene expression in African American individuals with a range of psychotic diagnoses to increase understanding of the etiology in an underserved population. We performed RNA-seq in whole bloody to survey the transcriptome in 126 patients with a psychosis-spectrum disorder and 217 healthy controls and applied differential gene expression analyses across the genome while controlling for age, sex, population stratification and batch. We found 18 differentially expressed genes (DEGs), some of the locations of the corresponding genes overlap with previously implicated regions for psychosis, but many of which were novel associations. Enrichment analysis of nominally significant genes (p&#xa0;<&#xa0;0.05) revealed overrepresentation of biological processes relating to platelet, immune and cellular function, and sensory perception. Weighted gene co-expression network analysis, applied to identify modules of co-expressed genes associated with psychosis, revealed 10 modules, one of which was significantly associated with psychosis. This module was significantly enriched for DEGs, and for platelet function. These results support the potential role of immune function in the etiology of psychosis, identify novel candidate gene expression phenotypes that correspond to both established and new genomic regions, in individuals of African American ancestry.

Humans

Differential gene expression during multistage carcinogenesis.

The use of the mouse skin multistage model of carcinogenesis has aided our understanding of critical target genes in chemical carcinogenesis. The mutagenic activation of the Harvey-ras proto-oncogene has been found to be an early event associated with the initiation of mouse skin tumors by the polycyclic aromatic hydrocarbon 7,12 dimethylbenz[alpha]anthracene and the pure initiator ethyl carbamate (urethane). In contrast to chemical initiation of mouse skin tumors, ionizing radiation-initiated malignant skin tumors have been shown to possess distinct non-ras transforming gene(s). Differential screening of cDNA libraries made from chemically initiated malignant skin tumors has been used to identify a number of cellular gene transcripts that are overexpressed during mouse skin tumor progression. These differentially expressed genes include beta-actin, ubiquitin, a hyperproliferative keratin (K6), a gene whose product is a member of a fatty acid or lipid-binding protein family, and a gene called transin or stromelysin. The overexpression of the stromelysin gene, which encodes a metalloproteinase that degrades proteins in the basement membrane, is hypothesized to play a functional role in malignant tumor cell invasion and metastasis. We believe that the cloning, identification, and characterization of gene sequences that are differentially expressed during tumor progression could lead to the discovery of gene products that either play functional roles in skin tumor progression or in the maintenance of various progressive tumor phenotypes.

3T3 Cells

Replicative senescence and differentiated gene expression in cultured adrenocortical cells.

We have used a differentiated endocrine cell type, the adrenocortical cell, to investigate the interrelationship of senescence and differentiation, the effects of the environment on differentiated gene expression, and the interrelationship of differentiated gene expression and proliferation. In bovine adrenocortical cells, expression of some differentiated functions is maintained to very late points in the replicative life span, whereas expression of others is lost at various times prior to senescence. There is clonal variation in the rate and extent of loss of functions. For steroid 17 alpha-hydroxylase, in situ hybridization shows that the observed decline in induction of 17 alpha-hydroxylase mRNA during senescence results from a decline in the fraction of cells expression the gene. Descendants of expressing cells in the primary cell population randomly become nonexpressing. Among clones there is a correlation between the fraction of cells expressing the gene and remaining replicative potential, although several experiments show no direct mechanism linking replicative senescence and 17 alpha-hydroxylase expression. Transfection with SV40 early region genes also dissociates the decline in growth and the change in 17 alpha-hydroxylase expression. SV40 T antigen selectively affects growth; expression of 17 alpha-hydroxylase is stabilized either in the on state, when cells are transfected early in the culture life span, or in the off state, when senescent cells are transfected. Thus, although the switching off of 17 alpha-hydroxylase expression and the loss of replicative potential are independent events, the switching process requires DNA replication. Because the switch is irreversible, changes in replicative potential occurring after the switch-off event do not affect the state of expression of the switched-off gene. Changes in differentiated cell properties and changes in replicative potential may be two facets of a general phenomenon of stochastic changes in gene expression in normal cells during senescence.

Adrenal Cortex

Screening of lambda library for differentially expressed genes using in vitro transcripts.

We present an improved approach to the screening of eucaryotic libraries for differential gene expression. Previous techniques have generated probe via the harvesting of cellular poly(A)+ RNA and synthesizing labeled cDNA probe using reverse transcriptase. In our approach we prepare labeled RNA probe via in vitro transcription. Unlike cDNA preparation, in vitro transcription (i) directly reflects the ongoing rate of gene expression, and (ii) allows one to assess expression of genes whose transcripts are not polyadenylated. To make this approach practical for the screening of a large library, we modified and optimized existing in vitro transcription techniques, enhancing manyfold the [alpha-32P]UTP incorporation into mRNA, while almost completely suppressing rRNA incorporation. In addition, we developed a simple procedure for making precise replicate dot blots of very large quantities of lambda-phage library DNA. By combining our techniques of in vitro transcription and replicate blotting, we are able to approach detection of a twofold difference in gene expression over a greater than 1000-fold range in overall expression. Our single-clone amplification and dot-blotting technique resulted in nearly the same number of lambda-phage DNA copies per dot for all members of the library. This feature allows us to assign genes to different expression classes, as well as to detect any alterations in expression. We demonstrate our approach by screening the drosophila genomic DNA library with in vitro transcripts from drosophila tissue culture cells. Screening of the entire drosophila genomic library at the 99% probability level is readily achieved.

Animals

Enterococcus faecalis GP1764 induces an early differential gene expression in the intestine on key pathways related to cellular immune response and gut barrier function in chickens.

The aim of the present study was to elucidate the mode of action of Enterococcus faecalis GP1764 in improving performance traits during the starter phase by analyzing genome-wide gene expression and its interaction with microbial populations in the intestine of chickens challenged with an NSP-rich diet. At day 7, microbiota populations from ileal and cecal contents and transcriptomics from jejunal and cecal mucosa were analyzed between Control (Ctrl) and Enterococcus faecalis GP1764 (EntF) groups. Results from microbiota analysis demonstrated that EntF shifted &#x3b2;-diversity indices in ileum (neutral (p= 0.006) and phylogenetic (p= 0.006)) and caecum (phylogenetic (p= 0.017)). Transcriptomics revealed 43 differentially expressed genes for EntF vs. Ctrl in the jejunal mucosa. Of these, MHCY-36 (MHC-I-Related), RAG2 and MUC19-like genes were upregulated in EntF vs. Ctrl, protein-coding genes with immunomodulatory capacities as supported by GSEA and Cytoscape-ClueGo pathway analyses. Results suggest an intestinal immunomodulation induced through presentation of B vitamins metabolites, synthetized by EntF, to an undescribed subset of innate-like unconventional T lymphocytes in chickens, similar to MAIT cells in mammals. These cells could contribute to antibacterial responses and repair of damaged barrier tissue after inflammatory processes. The upregulation of the MUC19-like gene expression observed in the jejunal mucosa can protect gut integrity via the promotion of mucus production by goblet cells. Finally, RAG2, involved in V(D)J coding segments recombination in B- and T-cells may provide a greater recognition of foreign invaders, allowing the animals to efficiently fight against pathogenic infections. Collectively, these results suggest an important role of EntF in promoting the capacity of animals to rapidly act against pathogenic challenges, herein, inducing resilience towards dietary ingredients with anti-nutritional activity that impart moderate inflammation in chickens.

Enterococcus faecalis

PseudotimeDE-fast: fast testing of differential gene expression along cell pseudotime.

SUMMARY: Identifying differentially expressed (DE) genes along cell pseudotime is crucial for understanding dynamic biological processes captured by single-cell RNA sequencing. However, existing DE methods either produce invalid P-values by ignoring the uncertainty in pseudotime inference or struggle to scale with the growing size of modern datasets. To address these limitations, we introduce PseudotimeDE-fast, a scalable method for detecting DE genes along pseudotime with well-calibrated P-values. Through comprehensive simulations and real-data analyses, we demonstrate that PseudotimeDE-fast delivers comparable or superior performance to existing approaches while offering substantial improvements in computational efficiency. AVAILABILITY AND IMPLEMENTATION: PseudotimeDE-fast is implemented in R with Rcpp acceleration and released under the MIT license. The source code is available at: https://github.com/dsong-lab/PseudotimeDE.

Single-Cell Analysis

Establishment of cell type by compartmentalized activation of a transcription factor.

Early in the process of spore formation in Bacillus subtilis a septum is formed that partitions the sporangium into daughter cells called the forespore and the mother cell. The daughter cells each have their own chromosome but follow dissimilar programs of gene expression. Differential gene expression in the forespore is now shown to be established by the compartmentalized activity of the transcription factor sigma F. The sigma F factor is produced prior to septation, but is active only in the forespore compartment of the post-septation sporangium. The sigma F factor is controlled by the products of sporulation operons spoIIA and spoIIE, which may be responsible for confining its activity to one of the daughter cells.

Bacillus subtilis

Differential gene expression during germination and after the induction of adventitious bud formation in Norway spruce embryos.

A pulse treatment of embryos of Norway spruce with cytokinin suppresses germinative development and induces the coordinate formation of adventitious buds from subepidermal cell layers. To analyse the patterns of gene expression associated with germination and the alterations induced by the bud induction treatment, we have isolated cDNA clones corresponding to genes that are differentially expressed in cytokinin-treated and untreated in vitro germinating embryos. One category of 14 clones hybridized to transcripts that were abundant specifically during germination. The expression of 8 of these genes was reduced by the bud induction treatment. Four clones, including one identified as a histone H2A gene, recognized transcripts that showed an increased abundance in bud-induced versus in vitro germinating embryos. A second category of 13 clones hybridized to transcripts that increased in abundance during post-germinative development of the seedling. Among these a subset of 8 clones, including an alpha-tubulin clone, corresponds to genes suppressed by the bud induction treatment, whereas 5 clones, including a gene with sequence similarity to polyubiquitin, were unaffected by the treatment. One clone hybridized to a message abundant in the seed, during early germination as well as in the vegetative bud, and showed 60% partial sequence identity to a barley (1----3)-beta-glucanase gene. Genes expressed exclusively in bud-induced or in vitro germinating embryos were not found. The results show that a major difference in gene expression between treated and untreated embryos is related to the shift from extensive cell proliferation to elongation and differentiation that occurs at the transition from germination to post-germinative development, and which is suppressed in the bud-induced embryos.

Amino Acid Sequence

Analysis of differentially expressed genes in schizophrenia based on bioinformatics and corresponding mRNA expression levels.

OBJECTIVE: This study aimed to use bioinformatics analysis to identify differentially expressed genes (DEGs) involved in the pathogenesis of schizophrenia and validate their mRNA expression levels through real-time quantitative PCR (qPCR). MATERIAL/METHODS: Datasets from the publicly available Gene Expression Omnibus (GEO) database were analyzed using R software to identify DEGs. Functional enrichment analyses, including Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways, were conducted. A protein-protein interaction (PPI) network was constructed using Cytoscape software to identify key genes with notable expression changes. The expression levels of these key genes were subsequently validated in schizophrenia patients using qPCR to assess potential susceptibility genes. RESULTS: In total, 813 DEGs were identified, with six key genes highlighted through GO analysis and PPI network screening. Among these, HDAC1, UBA52, and FYN demonstrated statistically significant differences in mRNA expression between schizophrenia patients and healthy controls (P&#xa0;<&#xa0;0.05). CONCLUSIONS: This study identified several DEGs potentially linked to the pathogenesis of schizophrenia, suggesting that HDAC1, UBA52, and FYN could serve as candidate susceptibility genes and diagnostic biomarkers. These findings provide new insights and directions for future schizophrenia research.

Humans

Regulation of cytomegalovirus late-gene expression: differential use of three start sites in the transcriptional activation of ICP36 gene expression.

We have investigated the transcriptional regulation of the human cytomegalovirus gamma gene encoding the ICP36 family (p52, the major late DNA-binding protein). The ICP36 transcription unit initiates at three distinct sites which are separated by approximately 50 nucleotides and are differentially regulated during infection. At early times (8 h postinfection), only two of these start sites, the most proximal and distal site, were active whereas at late times (36 h postinfection), the middle start site was activated. Expression from this late start site was dependent upon DNA replication. Consensus TATA elements were located upstream of all three start sites, although the element upstream of the late start site was unusual in both sequence and position when compared with conventional TATA elements. Deletion analysis was used in conjunction with transient assays to define independent promoters in this region. The two early start sites and associated TATA elements functioned as separable independently regulated promoters. The region containing the late start site and TATA element but excluding either of the flanking TATA elements was inactive in transient assays. Our work establishes that the ICP36 gene is under complex early and late transcriptional regulation and that the sequences regulating transcriptional activation are temporally and spatially distinct.

Base Sequence

Central role for differential gene expression in mammalian hibernation.

Mammalian hibernators experience dramatic reductions in body temperature, metabolic rate, respiratory rate, and heart rate during hibernation. These changes are precisely controlled and reversible with only internally driven mechanisms, suggesting specific biochemical regulation. We present a model that integrates our observations of differential liver gene expression during preparation for, and maintenance of, the hibernating state, with the known phylogenetic interspersion of hibernating species in several major mammalian lineages. This model predicts a major role for the differential expression of existing mammalian genes in the biochemical regulation of hibernation.

Animals

Comprehensive Analysis of Differentially Expressed Genes and Immune Infiltration in Burn Injury: Key Biomarkers and Pathways.

BACKGROUND: Burn injuries trigger complex immune responses and gene expression changes, impacting wound healing and systemic inflammation. Understanding these changes is crucial for identifying biomarkers and therapeutic targets. METHODS: We analyzed two gene expression omnibus datasets (wound tissue [GSE8056] and blood [GSE37069]) to identify differentially expressed genes (DEGs) in burn injury samples versus controls. Immune cell proportions were assessed using CIBERSORT. Functional enrichment analyses (Gene Ontology and Kyoto Encyclopedia of Genes and Genomes) and protein-protein interaction networks were constructed to identify key genes and pathways. RESULTS: We identified 1170 upregulated and 1227 downregulated DEGs. Gene Ontology analysis revealed enrichment in neutrophil activation, inflammatory response, and extracellular matrix organization. Kyoto Encyclopedia of Genes and Genomes analysis highlighted cytokine-cytokine receptor interaction, TNF, and IL-17 signaling pathways. Immune infiltration analysis showed significant changes in neutrophils, macrophages (M1/M2), and T-cell subsets. Protein-protein interaction network analysis identified five hub genes: JUN, STAT1, Bcl2, MMP9, and TLR2. CONCLUSIONS: This study provides a comprehensive bioinformatic analysis of gene expression and immune responses in burn injuries. The identified DEGs, hub genes, and pathways offer insights into the immune response mechanisms and suggest potential targets for diagnostic and therapeutic interventions in burn injury management.

Burns

Differential gene expression from the Escherichia coli atp operon mediated by segmental differences in mRNA stability.

The atp operon of Escherichia coli directs synthesis rates of protein subunits that are well matched to the requirements of assembly of the membrane-bound H(+)-ATPase (alpha 3 beta 3 gamma 1 delta 1 epsilon 1a1b2c10-15). Segmental differences in mRNA stability are shown to contribute to the differential control of atp gene expression. The first two genes of the operon, atpl and atpB, are rapidly inactivated at the mRNA level. The remaining seven genes are more stable. It has previously been established that the translational efficiencies of the atp genes vary greatly. Thus differential expression from this operon is achieved via post-transcriptional control exerted at two levels. Neither enhancement of translational efficiency nor insertion of repetitive extragenic palindromic (REP) sequences into the atplB intercistronic region stabilized atpl. We discuss the implications of these results in terms of the pathway of mRNA degradation and of the role of mRNA stability in the control of gene expression.

Base Sequence

Differential gene expression in wild-type and X-ray-sensitive mutants of Chinese hamster ovary cell lines.

Complementary DNA cloning, differential screening and Northern hybridization techniques were used to study differential gene expression in the wild-type Chinese hamster ovary (CHO) K1 cell line and its two X-ray sensitive mutants, xrs-5 and xrs-6. 11 species of mRNAs were found underexpressed in the two independently isolated mutants. The steady-state levels of those mRNAs are 3-26-fold less in the two mutants, depending on the particular species. 6 of the underexpressed mRNAs have been identified by comparing the sequences of the cloned cDNAs to the known sequences in GenBank. 4 of them code for the structural proteins of ferritin heavy chain, nonmuscle myosin light chain 3nm, ribosomal protein S17 and L7, respectively. The other two have strong homology with mouse B2 or retroviral sequences. The remaining 5 mRNAs did not show significant homology with any of the known sequences and apparently represent newly isolated species. The effect of 137Cs gamma-rays on the expression of the 11 mRNAs has been studied. Radiation inhibited the expression of the B2-like gene in the mutants but not in the wild-type CHO cells. The levels of the other 10 mRNAs were not affected by radiation. The underexpression of this group of genes in both xrs-5 and xrs-6 mutants seems to be related to their radiation-sensitive phenotype, although the specific gene responsible has not been identified. Two models are proposed to explain the mechanism of underexpression. It is suggested that a cellular factor or/and chromosome structural changes are involved.

Amino Acid Sequence