Defining objective clusters for rabies virus sequences using affinity propagation clustering
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ABSTRACT:
PROVIDER: PRJEB22369 | ENA |
REPOSITORIES: ENA
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Project description:Rabies is caused by lyssaviruses, and is one of the oldest known zoonoses. In recent years, more than 21,000 nucleotide sequences of rabies viruses (RABV), from the prototype species rabies lyssavirus, have been deposited in public databases. Subsequent phylogenetic analyses in combination with metadata suggest geographic distributions of RABV. However, these analyses somewhat experience technical difficulties in defining verifiable criteria for cluster allocations in phylogenetic trees inviting for a more rational approach. Therefore, we applied a relatively new mathematical clustering algorythm named 'affinity propagation clustering' (AP) to propose a standardized sub-species classification utilizing full-genome RABV sequences. Because AP has the advantage that it is computationally fast and works for any meaningful measure of similarity between data samples, it has previously been applied successfully in bioinformatics, for analysis of microarray and gene expression data, however, cluster analysis of sequences is still in its infancy. Existing (516) and original (46) full genome RABV sequences were used to demonstrate the application of AP for RABV clustering. On a global scale, AP proposed four clusters, i.e. New World cluster, Arctic/Arctic-like, Cosmopolitan, and Asian as previously assigned by phylogenetic studies. By combining AP with established phylogenetic analyses, it is possible to resolve phylogenetic relationships between verifiably determined clusters and sequences. This workflow will be useful in confirming cluster distributions in a uniform transparent manner, not only for RABV, but also for other comparative sequence analyses.
| S-EPMC5794188 | biostudies-literature
Project description:Rabies is a fatal zoonotic disease posing a threat to the public health globally. Rabies virus (RABV) is excreted in the saliva of infected animals, and is primarily transmitted through bite contact. Salivary glands play an important role for virus propagation. However, the significance of salivary glands is less studied in RABV pathogenic mechanisms. To identify functionally important genes in the salivary glands, we employed RNA sequencing (RNA-seq) to establish and analyze mRNA expression profiles in parotid tissue infected with two RABV strains, CVS-11 and PB4. We map the transcriptome changes in response to RABV infection in parotid tissue for the first time. This work provides new clues to the study of RABV-affected salivary gland function and RABV transmission mechanisms in parotid tissue. And the salivary gland-enriched transcripts could be potential targets of interest for rabies disease control.
2023-11-26 | GSE248365 | GEO
Project description:Cortical circuit tracing using modified rabies virus can identify input neurons making direct monosynaptic connections onto neurons of interest. However, challenges remain in our ability to establish the cell type identity of rabies-labeled input neurons. While transcriptomics may offer an avenue to characterize inputs, the extent of rabies-induced transcriptional changes in distinct neuronal cell types remains unclear and whether these changes preclude characterization of rabies-infected neurons according to established transcriptomic cell types is unknown. We used single-nucleus RNA sequencing to survey the gene expression profiles of rabies-infected neurons and assessed their correspondence with established transcriptomic cell types. We demonstrated that when using transcriptome-wide RNA profiles, rabies-infected cortical neurons can be transcriptomically characterized despite global and cell-type-specific rabies-induced transcriptional changes. Notably, we found differential modulation of neuronal marker gene expression, suggesting that caution should be taken when attempting to characterize rabies-infected cells with single genes or small gene sets.
2022-05-25 | GSE196771 | GEO
Project description:Rabies is an ancient infectious disease but still lacking efficient therapeutic approach despite of vaccine. In this study, we have identified a novel cytoplasmic lncRNA, namely rabies virus related lncRNA 1(RVRL1), whose expression in neuronal cells is up-regulated upon the infection of the causative agent of rabies, the neurotropic virus rabies virus (RABV). RVRL1 effectively inhibits RABV infection both in neuronal cells and in a mouse model. RVRL1 binds to EZH2 and disrupts the PRC2 complex, which is consistent with the inverse relationship between RVRL1 expression and the cellular H3K27me3 level. RVRL1 expression positively regulates the expression of PCP4L1 encoding a 10 kD peptide, which is shown to inhibit RABV replication. These findings highlight a novel mechanism for lncRNAs to upregulate the expression of antiviral genes, and define two potential anti-rabies reagents including an antiviral lncRNA and an antiviral peptide.
2020-09-08 | GSE107285 | GEO
Project description:Rabies is an ancient infectious disease but still lacking efficient therapeutic approach despite of vaccine. In this study, we have identified a novel cytoplasmic lncRNA, namely rabies virus related lncRNA 1(RVRL1), whose expression in neuronal cells is up-regulated upon the infection of the causative agent of rabies, the neurotropic virus rabies virus (RABV). RVRL1 effectively inhibits RABV infection both in neuronal cells and in a mouse model. RVRL1 binds to EZH2 and disrupts the PRC2 complex, which is consistent with the inverse relationship between RVRL1 expression and the cellular H3K27me3 level. RVRL1 expression positively regulates the expression of PCP4L1 encoding a 10 kD peptide, which is shown to inhibit RABV replication. These findings highlight a novel mechanism for lncRNAs to upregulate the expression of antiviral genes, and define two potential anti-rabies reagents including an antiviral lncRNA and an antiviral peptide.
2020-09-08 | GSE107277 | GEO
Project description:Street-strain rabies virus primarily replicates in central nervous system without inducing significant immune response or structural damages on neurons, but the manifested symptoms of rabies indicate inherent neuronal dysfunctions in CNS. To understand the underlying state of rabies virus-infected neurons and find probable mechanisms for the neuronal dysfunction, we performed RNA-Seq at multiple time-points. This dataset provides RNA-Seq results of wild-type and mutant rabies virus-infected neuron transcriptome, with clear differential expressions between conditions. Through comparative analysis of different time-points, we have found that the matrix protein of rabies virus plays an important role in early suppression of host gene expression and maintaining control over immune response and other processes. The signaling pathways previously known to interact with rabies virus were confirmed to be modulated in this dataset, and contribute to neuronal function-associated processes. We have verified the regulation of gene expressions that could impact neuronal functions collectively, and demonstrated in calcium imaging that indeed the oscillation of calcium trace in neurons are influenced by rabies virus infection.
2021-11-04 | GSE178583 | GEO
Project description:It is well established that the pathogenicity and pathology of rabies virus (RABV) varies according to the variant, but the exact mechanism for this is still not completely known. In this study, the gene expression profile in brains of mice infected with virus isolated from a human case of dog rabies (V2) or vampire bat-acquired rabies (V3) were analyzed in experimental condition. In total, 138 array probes associated with 120 genes were differentially expressed between mice inoculated with V2 and the control mice at day 10 post-inoculation. A single probe corresponding to an unannotated gene was identified in V3 versus control mice. Gene ontology (GO) analysis revealed that all of the genes up-regulated in mice inoculated with V2 were involved in the biological process of immune defense against pathogens. Although both variants being considered pathogenic, inoculation in exactly same condition generated particular results regarding gene expression, more likely to differences in pathogenesis between dog and bat-related variants, already considered in other studies. This study was the first to demonstrate the global gene expression in experimental rabies infection due to V3 wild-type rabies virus, which reservoir is the vampire bat Desmodus rotundus, an important transmitter of rabies for humans and production animals in Latin America.
2022-02-28 | E-MTAB-11414 | biostudies-arrayexpress