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1.
Development ; 149(3)2022 02 01.
Article in English | MEDLINE | ID: mdl-35005774

ABSTRACT

Only mammals evolved a neocortex, which integrates sensory-motor and cognitive functions. Significant diversifications in the cellular composition and connectivity of the neocortex occurred between the two main therian groups: marsupials and eutherians. However, the developmental mechanisms underlying these diversifications are largely unknown. Here, we compared the neocortical transcriptomes of Sminthopsis crassicaudata, a mouse-sized marsupial, with those of eutherian mice at two developmentally equivalent time points corresponding to deeper and upper layer neuron generation. Enrichment analyses revealed more mature gene networks in marsupials at the early stage, which reverted at the later stage, suggesting a more precocious but protracted neuronal maturation program relative to birth timing of cortical layers. We ranked genes expressed in different species and identified important differences in gene expression rankings between species. For example, genes known to be enriched in upper-layer cortical projection neuron subtypes, such as Cux1, Lhx2 and Satb2, likely relate to corpus callosum emergence in eutherians. These results show molecular heterochronies of neocortical development in Theria, and highlight changes in gene expression and cell type composition that may underlie neocortical evolution and diversification. This article has an associated 'The people behind the papers' interview.


Subject(s)
Biological Evolution , Eutheria/growth & development , Marsupialia/growth & development , Neocortex/growth & development , Transcriptome , Animals , Eutheria/classification , Eutheria/genetics , Marsupialia/classification , Marsupialia/genetics , Mice , Neocortex/metabolism , Phylogeny , Transcription Factors/genetics , Transcription Factors/metabolism
2.
Epilepsy Res ; 166: 106400, 2020 10.
Article in English | MEDLINE | ID: mdl-32590288

ABSTRACT

OBJECTIVES: This study profiled circulating and hippocampal microRNAs (miRNAs) to identify alterations associated with the risk of epileptogenesis in a mouse temporal lobe epilepsy model. METHODS: Next-generation sequencing was performed to examine the changes in miRNA expression 24 h after pilocarpine-induced status epilepticus (SE) in C57BL/6NCrl mice using both blood and hippocampus samples. Differentially expressed miRNAs were identified from SE animals and matched controls that failed to develop SE after receiving equal doses of pilocarpine (NS animals). Blood and brain miRNA profiles were then compared to identify circulating miRNA alterations reflecting the changes in the brain. RESULTS: We identified 3 miRNAs that were significantly up-regulated and 4 miRNAs that were significantly down-regulated in the blood of SE animals compared with NS animals. When hippocampal miRNAs of SE animals and NS animals were compared, 5 miRNAs were up-regulated and 4 were down-regulated. Of these, miR-434-3p and miR-133a-3p were observed to have greatest changes in both blood and brain of SE animals. SIGNIFICANCE: This study extends current knowledge of changes in miRNAs associated with epileptogenesis by profiling miRNAs in SE and NS animals in an experimental temporal lobe epilepsy model. The study was designed to allow non-specific changes due to the activation of muscarinic cholinergic receptors in peripheral organs by pilocarpine to be ruled out. Significantly altered circulating miRNAs that reflect changes in the brain during epileptogenesis after SE have the potential to be developed as prognostic biomarkers for epileptogenesis.


Subject(s)
Disease Models, Animal , Epilepsy, Temporal Lobe/genetics , Epilepsy, Temporal Lobe/physiopathology , Gene Expression Profiling/methods , Hippocampus/physiopathology , MicroRNAs/genetics , Animals , Epilepsy, Temporal Lobe/chemically induced , High-Throughput Nucleotide Sequencing/methods , Hippocampus/drug effects , Male , Mice , Mice, Inbred C57BL , Pilocarpine/toxicity
3.
ACS Chem Neurosci ; 9(7): 1858-1865, 2018 07 18.
Article in English | MEDLINE | ID: mdl-29874042

ABSTRACT

Transcriptome-wide expression profiling of neurons has provided important insights into the underlying molecular mechanisms and gene expression patterns that transpire during learning and memory formation. However, there is a paucity of tools for profiling stimulus-induced RNA within specific neuronal cell populations. A bioorthogonal method to chemically label nascent (i.e., newly transcribed) RNA in a cell-type-specific and temporally controlled manner, which is also amenable to bioconjugation via click chemistry, was recently developed and optimized within conventional immortalized cell lines. However, its value within a more fragile and complicated cellular system such as neurons, as well as for transcriptome-wide expression profiling, has yet to be demonstrated. Here, we report the visualization and sequencing of activity-dependent nascent RNA derived from neurons using this labeling method. This work has important implications for improving transcriptome-wide expression profiling and visualization of nascent RNA in neurons, which has the potential to provide valuable insights into the mechanisms underlying neural plasticity, learning, and memory.


Subject(s)
Gene Expression Profiling/methods , Neurons/metabolism , RNA/metabolism , Animals , Cells, Cultured , Cerebral Cortex/chemistry , Cerebral Cortex/metabolism , Computational Biology , Mice, Inbred C57BL , Neurons/chemistry , Primary Cell Culture , RNA/chemistry
4.
J Neurosci ; 36(25): 6771-7, 2016 06 22.
Article in English | MEDLINE | ID: mdl-27335407

ABSTRACT

UNLABELLED: The RNA modification N(6)-methyladenosine (m(6)A) influences mRNA stability and cell-type-specific developmental programming, and is highly abundant in the adult brain. However, it has not been determined whether m(6)A is dynamically regulated by experience. Based on transcriptome-wide profiling of m(6)A, we report that the level of m(6)A increases in the medial prefrontal cortex (mPFC) of mice in response to behavioral experience. The modulation was enriched near the stop codon of mRNAs, including genes related to neuronal plasticity. In primary cortical neurons, in vitro, modulation of m(6)A by the RNA demethylase FTO influenced the degradation profiles of a subset of transcripts with modulated sites. In vivo, the expression of Fto and the m(6)A methyltransferase, Mettl3 correlated with the observed increase in m(6)A levels post-training. Furthermore, targeted knockdown of FTO in the mPFC led to enhanced consolidation of cued fear memory. Thus, together with its role in early development, the dynamic regulation of m(6)A in the adult brain serves as an important epitranscriptomic mechanism associated with behavioral adaptation. SIGNIFICANCE STATEMENT: N(6)-methyladenosine (m(6)A) is the most prevalent internal modification on RNA, however, its cellular dynamics in vivo remains elusive. Here we provide the first demonstration of m(6)A upregulation in the mouse medial prefrontal cortex (mPFC) following behavioral training. Knocking down the m(6)A demethylase FTO in the mPFC, which increases total m(6)A level, results in enhanced consolidation of fear memory. Our findings suggest that m(6)A is regulated in an activity-dependent manner in the adult brain, and may function to fine-tune mRNA turnover during memory-related processes.


Subject(s)
Adenosine/analogs & derivatives , Memory/physiology , Neurons/metabolism , Prefrontal Cortex/cytology , Adenosine/genetics , Adenosine/metabolism , Alpha-Ketoglutarate-Dependent Dioxygenase FTO/genetics , Alpha-Ketoglutarate-Dependent Dioxygenase FTO/metabolism , Animals , Cells, Cultured , Conditioning, Classical/physiology , Cues , Embryo, Mammalian , Exploratory Behavior/physiology , Fear/physiology , Gene Expression Profiling , Male , Maze Learning/physiology , Mice , Mice, Inbred C57BL , Mice, Transgenic , Proteolysis , RNA, Small Interfering/genetics
5.
BMC Genomics ; 16: 560, 2015 Jul 29.
Article in English | MEDLINE | ID: mdl-26220550

ABSTRACT

BACKGROUND: Major secondary metabolites, including flavonoids, caffeine, and theanine, are important components of tea products and are closely related to the taste, flavor, and health benefits of tea. Secondary metabolite biosynthesis in Camellia sinensis is differentially regulated in different tissues during growth and development. Until now, little was known about the expression patterns of genes involved in secondary metabolic pathways or their regulatory mechanisms. This study aimed to generate expression profiles for C. sinensis tissues and to build a gene regulation model of the secondary metabolic pathways. RESULTS: RNA sequencing was performed on 13 different tissue samples from various organs and developmental stages of tea plants, including buds and leaves of different ages, stems, flowers, seeds, and roots. A total of 43.7 Gbp of raw sequencing data were generated, from which 347,827 unigenes were assembled and annotated. There were 46,693, 8446, 3814, 10,206, and 4948 unigenes specifically expressed in the buds and leaves, stems, flowers, seeds, and roots, respectively. In total, 1719 unigenes were identified as being involved in the secondary metabolic pathways in C. sinensis, and the expression patterns of the genes involved in flavonoid, caffeine, and theanine biosynthesis were characterized, revealing the dynamic nature of their regulation during plant growth and development. The possible transcription factor regulation network for the biosynthesis of flavonoid, caffeine, and theanine was built, encompassing 339 transcription factors from 35 families, namely bHLH, MYB, and NAC, among others. Remarkably, not only did the data reveal the possible critical check points in the flavonoid, caffeine, and theanine biosynthesis pathways, but also implicated the key transcription factors and related mechanisms in the regulation of secondary metabolite biosynthesis. CONCLUSIONS: Our study generated gene expression profiles for different tissues at different developmental stages in tea plants. The gene network responsible for the regulation of the secondary metabolic pathways was analyzed. Our work elucidated the possible cross talk in gene regulation between the secondary metabolite biosynthetic pathways in C. sinensis. The results increase our understanding of how secondary metabolic pathways are regulated during plant development and growth cycles, and help pave the way for genetic selection and engineering for germplasm improvement.


Subject(s)
Biosynthetic Pathways/genetics , Camellia sinensis/genetics , Gene Regulatory Networks , Transcriptome , Caffeine/biosynthesis , Camellia sinensis/growth & development , Camellia sinensis/metabolism , Flavonoids/biosynthesis , Flowers/genetics , Flowers/metabolism , Glutamates/biosynthesis , Plant Leaves/genetics , Plant Leaves/metabolism , Plant Proteins/genetics , Plant Proteins/metabolism , Plant Roots/genetics , Plant Roots/metabolism , RNA/analysis , Real-Time Polymerase Chain Reaction , Sequence Analysis, RNA , Transcription Factors/genetics , Transcription Factors/metabolism
6.
J Neurosci ; 35(21): 8132-44, 2015 May 27.
Article in English | MEDLINE | ID: mdl-26019330

ABSTRACT

The activity of neural precursor cells in the adult hippocampus is regulated by various stimuli; however, whether these stimuli regulate the same or different precursor populations remains unknown. Here, we developed a novel cell-sorting protocol that allows the purification to homogeneity of neurosphere-forming neural precursors from the adult mouse hippocampus and examined the responsiveness of individual precursors to various stimuli using a clonal assay. We show that within the Hes5-GFP(+)/Nestin-GFP(+)/EGFR(+) cell population, which comprises the majority of neurosphere-forming precursors, there are two distinct subpopulations of quiescent precursor cells, one directly activated by high-KCl depolarization, and the other activated by norepinephrine (NE). We then demonstrate that these two populations are differentially distributed along the septotemporal axis of the hippocampus, and show that the NE-responsive precursors are selectively regulated by GABA, whereas the KCl-responsive precursors are selectively modulated by corticosterone. Finally, based on RNAseq analysis by deep sequencing, we show that the progeny generated by activating NE-responsive versus KCl-responsive quiescent precursors are molecularly different. These results demonstrate that the adult hippocampus contains phenotypically similar but stimulus-specific populations of quiescent precursors, which may give rise to neural progeny with different functional capacity.


Subject(s)
Cell Separation , Hippocampus/cytology , Hippocampus/growth & development , Neural Stem Cells/physiology , Neurogenesis/physiology , Age Factors , Animals , Cell Count/methods , Cell Separation/methods , Cells, Cultured , Male , Mice , Mice, Inbred C57BL
7.
Sci Rep ; 4: 6351, 2014 Sep 15.
Article in English | MEDLINE | ID: mdl-25220501

ABSTRACT

The study of population genetics among the Bemisia tabaci complex is limited due to the lack of conserved molecular markers. In this study, 358, 433 and 322 new polynucleotide microsatellites are separately identified from the transcriptome sequences of three cryptic species of the B. tabaci complex. The cross species transferability of 57 microsatellites was then experimentally validated. The results indicate that these markers are conserved and have high inter-taxon transferability. Thirteen markers were employed to assess the genetic relationships among six cryptic species of the B. tabaci complex. To our surprise, the inferred phylogeny was consistent with that of mitochondrial COI sequences, indicating that microsatellites have the potential to distinguish species of the B. tabaci complex. Our results demonstrate that development of microsatellites from transcriptome data is a fast and cost-effective approach. These markers can be used to analyze the population genetics and evolutionary patterns of the B. tabaci complex.


Subject(s)
Biological Evolution , Genetics, Population , Hemiptera/genetics , Microsatellite Repeats/genetics , Amino Acid Sequence , Animals , Hemiptera/growth & development , Molecular Sequence Data , Phylogeny , RNA, Messenger/genetics , Real-Time Polymerase Chain Reaction , Reverse Transcriptase Polymerase Chain Reaction , Sequence Homology, Amino Acid
8.
PLoS One ; 9(8): e103207, 2014.
Article in English | MEDLINE | ID: mdl-25119138

ABSTRACT

Recent advances in next-generation sequencing technology allow high-throughput cDNA sequencing (RNA-Seq) to be widely applied in transcriptomic studies, in particular for detecting differentially expressed genes between groups. Many software packages have been developed for the identification of differentially expressed genes (DEGs) between treatment groups based on RNA-Seq data. However, there is a lack of consensus on how to approach an optimal study design and choice of suitable software for the analysis. In this comparative study we evaluate the performance of three of the most frequently used software tools: Cufflinks-Cuffdiff2, DESeq and edgeR. A number of important parameters of RNA-Seq technology were taken into consideration, including the number of replicates, sequencing depth, and balanced vs. unbalanced sequencing depth within and between groups. We benchmarked results relative to sets of DEGs identified through either quantitative RT-PCR or microarray. We observed that edgeR performs slightly better than DESeq and Cuffdiff2 in terms of the ability to uncover true positives. Overall, DESeq or taking the intersection of DEGs from two or more tools is recommended if the number of false positives is a major concern in the study. In other circumstances, edgeR is slightly preferable for differential expression analysis at the expense of potentially introducing more false positives.


Subject(s)
Gene Expression Profiling/methods , Software , Animals , Benchmarking , Cell Line , DNA, Complementary/chemistry , High-Throughput Nucleotide Sequencing , Humans , Male , Mice, Inbred C57BL , RNA/chemistry , Reverse Transcriptase Polymerase Chain Reaction , Sequence Analysis, RNA/methods
9.
BMC Genomics ; 15: 370, 2014 May 15.
Article in English | MEDLINE | ID: mdl-24885120

ABSTRACT

BACKGROUND: The gut of phloem feeding insects is critical for nutrition uptake and xenobiotics degradation. However, partly due to its tiny size, genomic information for the gut of phloem feeding insects is limited. RESULTS: In this study, the gut transcriptomes of two species of invasive whiteflies in the Bemisia tabaci complex, Middle East Asia Minor 1 (MEAM1) and Mediterranean (MED), were analyzed using the Illumina sequencing. A total of 12,879 MEAM1 transcripts and 11,246 MED transcripts were annotated with a significant Blastx hit. In addition, 7,000 and 5,771 gut specific genes were respectively identified for MEAM1 and MED. Functional analyses on these gut specific genes demonstrated the important roles of gut in metabolism of insecticides and secondary plant chemicals. To reveal the molecular difference between guts of MEAM1 and MED, a comparison between gut transcriptomes of the two species was conducted and 3,910 pairs of orthologous genes were identified. Based on the ratio of nonsynonymous and synonymous substitutions, 15 genes were found evolving under positive selection. Many of those genes are predicted to be involved in metabolism and insecticide resistance. Furthermore, many genes related to detoxification were expressed at an elevated level in the gut of MED compared to MEAM1, which might be responsible for the MED's higher resistance to insecticides and environmental stresses. CONCLUSION: The sequencing of MED and MEAM1 gut transcriptomes and extensive comparisons of MEAM1 and MED gut transcripts provide substantial sequence information for revealing the role of gut in whiteflies.


Subject(s)
Gene Expression Profiling , Hemiptera/genetics , Intestinal Mucosa/metabolism , Animals , Genetic Variation , High-Throughput Nucleotide Sequencing , Insecticide Resistance/genetics , Introduced Species , Metabolic Networks and Pathways/genetics , Sequence Analysis, RNA , Transcriptome
10.
Proc Natl Acad Sci U S A ; 111(19): 7120-5, 2014 May 13.
Article in English | MEDLINE | ID: mdl-24757058

ABSTRACT

5-hydroxymethylcytosine (5-hmC) is a novel DNA modification that is highly enriched in the adult brain and dynamically regulated by neural activity. 5-hmC accumulates across the lifespan; however, the functional relevance of this change in 5-hmC and whether it is necessary for behavioral adaptation have not been fully elucidated. Moreover, although the ten-eleven translocation (Tet) family of enzymes is known to be essential for converting methylated DNA to 5-hmC, the role of individual Tet proteins in the adult cortex remains unclear. Using 5-hmC capture together with high-throughput DNA sequencing on individual mice, we show that fear extinction, an important form of reversal learning, leads to a dramatic genome-wide redistribution of 5-hmC within the infralimbic prefrontal cortex. Moreover, extinction learning-induced Tet3-mediated accumulation of 5-hmC is associated with the establishment of epigenetic states that promote gene expression and rapid behavioral adaptation.


Subject(s)
Adaptation, Physiological/physiology , Cytosine/analogs & derivatives , DNA-Binding Proteins/genetics , DNA-Binding Proteins/metabolism , Fear/physiology , Neocortex/physiology , Proto-Oncogene Proteins/genetics , Proto-Oncogene Proteins/metabolism , 5-Methylcytosine/analogs & derivatives , Animals , Behavior, Animal/physiology , Conditioning, Psychological/physiology , Cytosine/metabolism , Dioxygenases , Epigenesis, Genetic/physiology , Extinction, Psychological/physiology , Genome-Wide Association Study , Male , Mice , Mice, Inbred C57BL , Mice, Knockout , Neocortex/cytology , Neurons/cytology , Neurons/metabolism
11.
BMC Genomics ; 14: 415, 2013 Jun 22.
Article in English | MEDLINE | ID: mdl-23799877

ABSTRACT

BACKGROUND: Tea is the most popular non-alcoholic health beverage in the world. The tea plant (Camellia sinensis (L.) O. Kuntze) needs to undergo a cold acclimation process to enhance its freezing tolerance in winter. Changes that occur at the molecular level in response to low temperatures are poorly understood in tea plants. To elucidate the molecular mechanisms of cold acclimation, we employed RNA-Seq and digital gene expression (DGE) technologies to the study of genome-wide expression profiles during cold acclimation in tea plants. RESULTS: Using the Illumina sequencing platform, we obtained approximately 57.35 million RNA-Seq reads. These reads were assembled into 216,831 transcripts, with an average length of 356 bp and an N50 of 529 bp. In total, 1,770 differentially expressed transcripts were identified, of which 1,168 were up-regulated and 602 down-regulated. These include a group of cold sensor or signal transduction genes, cold-responsive transcription factor genes, plasma membrane stabilization related genes, osmosensing-responsive genes, and detoxification enzyme genes. DGE and quantitative RT-PCR analysis further confirmed the results from RNA-Seq analysis. Pathway analysis indicated that the "carbohydrate metabolism pathway" and the "calcium signaling pathway" might play a vital role in tea plants' responses to cold stress. CONCLUSIONS: Our study presents a global survey of transcriptome profiles of tea plants in response to low, non-freezing temperatures and yields insights into the molecular mechanisms of tea plants during the cold acclimation process. It could also serve as a valuable resource for relevant research on cold-tolerance and help to explore the cold-related genes in improving the understanding of low-temperature tolerance and plant-environment interactions.


Subject(s)
Acclimatization/genetics , Camellia sinensis/genetics , Camellia sinensis/physiology , Cold Temperature , Gene Expression Profiling , Camellia sinensis/cytology , Camellia sinensis/metabolism , Cell Membrane/metabolism , Genes, Plant/genetics , Molecular Sequence Annotation , Osmosis , RNA, Plant/genetics , Reproducibility of Results , Sequence Analysis, RNA , Signal Transduction/genetics
12.
BMC Genomics ; 14: 401, 2013 Jun 17.
Article in English | MEDLINE | ID: mdl-23768425

ABSTRACT

BACKGROUND: The whiteflies under the name Bemisia tabaci (Gennadius) (Aleyrodidae: Hemiptera) are species complex of at least 31 cryptic species some of which are globally invasive agricultural pests. Previously, the mitochondrial genome (mitogenome) of the indigenous New World B. tabaci species was sequenced and major differences of gene order from the postulated whitefly ancestral gene order were found. However, the sequence and gene order of mitogenomes in other B. tabaci species are unknown. In addition, the sequence divergences and gene expression profiles of mitogenomes in the B. tabaci species complex remain completely unexplored. RESULTS: In this study, we obtained the complete mitogenome (15,632 bp) of the invasive Mediterranean (MED), which has been identified as the type species of the B. tabaci complex. It encodes 37 genes, including 13 protein-coding genes (PCGs), 2 ribosomal RNAs and 22 transfer RNAs (tRNA). Comparative analyses of the mitogenomes from MED and New World (previously published) species reveal that there are no gene arrangements. Based on the Illumina sequencing data, the gene expression profile of the MED mitogenome was analyzed. We found that a number of genes were polyadenylated and the partial stop codons in cox1, cox2 and nd5 are completed via polyadenylation that changed T to the TAA stop codon. In addition, combining the transcriptome with the sequence alignment data, the possible termination site of some PCGs were defined. Our analyses also revealed that atp6 and atp8, nd4 and nd4l, nd6 and cytb were found on the same cistronic transcripts, whereas the other mature mitochondrial transcripts were monocistronic. Furthermore, RT-PCR analyses of the mitochondrial PCGs expression in different developmental stages revealed that the expression level of individual mitochondrial genes varied in each developmental stage of nymph, pupa and adult. Interestingly, mRNA levels showed significant differences among genes located in the same transcription unit suggesting that mitochondrial mRNA abundance is heavily modulated by post-transcriptional regulation. CONCLUSIONS: This work provides novel insights into the mitogenome evolution of B. tabaci species and demonstrates that utilizing RNA-seq data to obtain the mitogenome and analyze mitochondrial gene expression characteristics is practical.


Subject(s)
Gene Expression Profiling , Genome, Mitochondrial/genetics , Hemiptera/genetics , Animals , Base Sequence , Codon/genetics , Hemiptera/growth & development , High-Throughput Nucleotide Sequencing , Introduced Species , Polyadenylation/genetics , Polymorphism, Single Nucleotide/genetics , RNA, Messenger/genetics , RNA, Transfer/genetics
13.
BMC Genomics ; 13: 529, 2012 Oct 04.
Article in English | MEDLINE | ID: mdl-23036081

ABSTRACT

BACKGROUND: Genomic divergence between invasive and native species may provide insight into the molecular basis underlying specific characteristics that drive the invasion and displacement of closely related species. In this study, we sequenced the transcriptome of an indigenous species, Asia II 3, of the Bemisia tabaci complex and compared its genetic divergence with the transcriptomes of two invasive whiteflies species, Middle East Asia Minor 1 (MEAM1) and Mediterranean (MED), respectively. RESULTS: More than 16 million reads of 74 base pairs in length were obtained for the Asia II 3 species using the Illumina sequencing platform. These reads were assembled into 52,535 distinct sequences (mean size: 466 bp) and 16,596 sequences were annotated with an E-value above 10-5. Protein family comparisons revealed obvious diversification among the transcriptomes of these species suggesting species-specific adaptations during whitefly evolution. On the contrary, substantial conservation of the whitefly transcriptomes was also evident, despite their differences. The overall divergence of coding sequences between the orthologous gene pairs of Asia II 3 and MEAM1 is 1.73%, which is comparable to the average divergence of Asia II 3 and MED transcriptomes (1.84%) and much higher than that of MEAM1 and MED (0.83%). This is consistent with the previous phylogenetic analyses and crossing experiments suggesting these are distinct species. We also identified hundreds of highly diverged genes and compiled sequence identify data into gene functional groups and found the most divergent gene classes are Cytochrome P450, Glutathione metabolism and Oxidative phosphorylation. These results strongly suggest that the divergence of genes related to metabolism might be the driving force of the MEAM1 and Asia II 3 differentiation. We also analyzed single nucleotide polymorphisms within the orthologous gene pairs of indigenous and invasive whiteflies which are helpful for the investigation of association between allelic and phenotypes. CONCLUSIONS: Our data present the most comprehensive sequences for the indigenous whitefly species Asia II 3. The extensive comparisons of Asia II 3, MEAM1 and MED transcriptomes will serve as an invaluable resource for revealing the genetic basis of whitefly invasion and the molecular mechanisms underlying their biological differences.


Subject(s)
Genetic Variation , Hemiptera/genetics , Introduced Species , Transcriptome , Animals , Evolution, Molecular , Gene Library , Genes, Insect , Hemiptera/classification , Molecular Sequence Annotation , Phylogeny , Polymorphism, Single Nucleotide , Sequence Analysis, DNA , Species Specificity
14.
RNA ; 18(7): 1395-407, 2012 Jul.
Article in English | MEDLINE | ID: mdl-22627775

ABSTRACT

Alternative splicing and trans-splicing events have not been systematically studied in the silkworm Bombyx mori. Here, the silkworm transcriptome was analyzed by RNA-seq. We identified 320 novel genes, modified 1140 gene models, and found thousands of alternative splicing and 58 trans-splicing events. Studies of three SR proteins show that both their alternative splicing patterns and mRNA products are conserved from insect to human, and one isoform of Srsf6 with a retained intron is expressed sex-specifically in silkworm gonads. Trans-splicing of mod(mdg4) in silkworm was experimentally confirmed. We identified integrations from a common 5'-gene with 46 newly identified alternative 3'-exons that are located on both DNA strands over a 500-kb region. Other trans-splicing events in B. mori were predicted by bioinformatic analysis, in which 12 events were confirmed by RT-PCR, six events were further validated by chimeric SNPs, and two events were confirmed by allele-specific RT-PCR in F(1) hybrids from distinct silkworm lines of JS and L10, indicating that trans-splicing is more widespread in insects than previously thought. Analysis of the B. mori transcriptome by RNA-seq provides valuable information of regulatory alternative splicing events. The conservation of splicing events across species and newly identified trans-splicing events suggest that B. mori is a good model for future studies.


Subject(s)
Alternative Splicing , Bombyx/genetics , Trans-Splicing , Transcriptome , Amino Acid Sequence , Animals , Base Sequence , Exons , Female , Introns , Male , Models, Genetic , Molecular Sequence Data , Polymorphism, Single Nucleotide , Sequence Homology, Amino Acid
15.
BMC Bioinformatics ; 12 Suppl 14: S2, 2011 Dec 14.
Article in English | MEDLINE | ID: mdl-22373417

ABSTRACT

BACKGROUND: With the fast advances in nextgen sequencing technology, high-throughput RNA sequencing has emerged as a powerful and cost-effective way for transcriptome study. De novo assembly of transcripts provides an important solution to transcriptome analysis for organisms with no reference genome. However, there lacked understanding on how the different variables affected assembly outcomes, and there was no consensus on how to approach an optimal solution by selecting software tool and suitable strategy based on the properties of RNA-Seq data. RESULTS: To reveal the performance of different programs for transcriptome assembly, this work analyzed some important factors, including k-mer values, genome complexity, coverage depth, directional reads, etc. Seven program conditions, four single k-mer assemblers (SK: SOAPdenovo, ABySS, Oases and Trinity) and three multiple k-mer methods (MK: SOAPdenovo-MK, trans-ABySS and Oases-MK) were tested. While small and large k-mer values performed better for reconstructing lowly and highly expressed transcripts, respectively, MK strategy worked well for almost all ranges of expression quintiles. Among SK tools, Trinity performed well across various conditions but took the longest running time. Oases consumed the most memory whereas SOAPdenovo required the shortest runtime but worked poorly to reconstruct full-length CDS. ABySS showed some good balance between resource usage and quality of assemblies. CONCLUSIONS: Our work compared the performance of publicly available transcriptome assemblers, and analyzed important factors affecting de novo assembly. Some practical guidelines for transcript reconstruction from short-read RNA-Seq data were proposed. De novo assembly of C. sinensis transcriptome was greatly improved using some optimized methods.


Subject(s)
Camellia sinensis/genetics , High-Throughput Nucleotide Sequencing/methods , Sequence Analysis, RNA/methods , Transcriptome , Gene Expression Profiling , Humans , Software
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