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The peripheral blood transcriptome reflects variations in immunity traits in swine: towards the identification of biomarkers.

ABSTRACT: BACKGROUND:Immune traits (ITs) are potentially relevant criteria to characterize an individual's immune response. Our aim was to investigate whether the peripheral blood transcriptome can provide a significant and comprehensive view of IT variations in pig. RESULTS:Sixty-day-old Large White pigs classified as extreme for in vitro production of IL2, IL10, IFN? and TNF?, phagocytosis activity, in vivo CD4?/CD8? or TCR?? + cell counts, and anti-Mycoplasma antibody levels were chosen to perform a blood transcriptome analysis with a porcine generic array enriched with immunity-related genes. Differentially expressed (DE) genes for in vitro production of IL2 and IL10, phagocytosis activity and CD4?/CD8? cell counts were identified. Gene set enrichment analysis revealed a significant over-representation of immune response functions. To validate the microarray-based results, a subset of DE genes was confirmed by RT-qPCR. An independent set of 74 animals was used to validate the covariation between gene expression levels and ITs. Five potential gene biomarkers were found for prediction of IL2 (RALGDS), phagocytosis (ALOX12) or CD4?/CD8? cell count (GNLY, KLRG1 and CX3CR1). On average, these biomarkers performed with a sensitivity of 79% and a specificity of 86%. CONCLUSIONS:Our results confirmed that gene expression profiling in blood represents a relevant molecular phenotype to refine ITs in pig and to identify potential biomarkers that can provide new insights into immune response analysis.

SUBMITTER: Mach N

PROVIDER: S-EPMC3878494 | biostudies-literature | 2013 Dec

REPOSITORIES: biostudies-literature

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The peripheral blood transcriptome reflects variations in immunity traits in swine: towards the identification of biomarkers.

Mach Núria N Gao Yu Y Lemonnier Gaëtan G Lecardonnel Jérôme J Oswald Isabelle P IP Estellé Jordi J Rogel-Gaillard Claire C

BMC genomics 20131217

<h4>Background</h4>Immune traits (ITs) are potentially relevant criteria to characterize an individual's immune response. Our aim was to investigate whether the peripheral blood transcriptome can provide a significant and comprehensive view of IT variations in pig.<h4>Results</h4>Sixty-day-old Large White pigs classified as extreme for in vitro production of IL2, IL10, IFNγ and TNFα, phagocytosis activity, in vivo CD4⁻/CD8⁺ or TCRγδ + cell counts, and anti-Mycoplasma antibody levels were chosen ...[more]

PMID: 24341289

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Project description:Immune traits (ITs) are potentially relevant criteria to characterize individualM-bM-^@M-^Ys immunocompetence. Thus, porcine ITs related to innate and adaptive immunity were studied by functional genomics approaches, with no initial focus on resistance to specific pathogens. Peripheral blood transcriptome was analysed in 60 days old Large White pigs (N=445) 3 weeks after vaccination against Mycoplasma hyopneumoniae. Groups of 4 to 10 animals classified in the extreme tails of CD4-/CD8+and TCRM-NM-3M-NM-4+ cell counts, phagocytosis, in vitro production of IL2, IL10, TNF and IFNG, and anti-Mycoplasma antibodies distributions were selected for transcriptome studies with a porcine generic array enriched with immunity-related genes (SLA-RI/NRSP8-13K). Among the ITs studied, transcriptome analysis revealed differentially expressed genes for CD4-/CD8+cell counts, phagocytosis, and in vitro production of IL2 and IL10. A subset of these genes was confirmed by real time qPCR. Gene set enrichment analysis showed a significant over-representation of immune response functions. An independent set of 74 no overlapping animals was employed for validation and a total of 5 potential gene biomarkers were found for prediction of immunocompetence. These biomarkers performed with 79% sensitivity (95% CI 61% to 97%) and 86% specificity (95% CI 72% to 100%). Considering the observed transcriptome differences in animals with extreme ITs levels, we conclude that gene expression profiling appears promising as a tool for biological monitoring of genetic variance in pigs. Test set: Two-condition experiment (High vs Low) for a total of 8 ITS. Three ITs were measured from total blood and referred to as in vivo ITs. They included the seric levels of IgG directed against Mycoplasma hyopneumoniae (IgG-Mh), and the cell counts for M-NM-1M-NM-2 T lymphocytes CD4- CD8+ (CD4- CD8+, or M-NM-3M-NM-4 T lymphocytes (TCRM-NM-3M-NM-4+)) . Additionally, five ITs were measured after in vitro tests, and were further referred to as in vitro ITs. They include the phagocytosis capacity (PHAG), and the in vitro production of TNFM-NM-1, IFNM-NM-3, IL2 and IL10 after in vitro stimulation of total blood diluted five times. For each IT included in the present report, pigs were selected at the higher and lower 10% of the Gaussian distribution in order to generate two extreme groups defined as High (H) and Low (L). Groups of 4 to 10 animals classified in the extreme tails of different ITs were selected. A two-channel microarray experiments were carried out using a common reference hybridization design. The standard reference RNA sample was prepared by pooling of total RNAs from different porcine tissues. As the reference is common to all the arrays, this design allowed an indirect comparison between the conditions of interest (H vs L groups). Additionally, in order to provide potential gene biomarkers to produce new insight into pig immunocompetence, the top 50 genes most differentially expressed genes when comparing H vs L groups in CD4-/CD8+ cell counts, phagocytosis, and in vitro production of IL2 and IL10 phenotypes were assessed across 74 animals (experimental animals non included) that were analyzed with the same SLA-RI/NRSP8-13K microarray. Validation set: A total of 74 animals were analyzed in order to validate potential gene biomarkers found in the following immune traits: CD4- CD8+ lymphocyte counts, phagocytosis capacity, IL2 and IL10 production. As no differentially gene expressions were detected between animals with High and Low levels of gamma delta T lymphocyte counts, IgG-Mh, and in vitro production of TNF-alpha or IFN-gamma immune traits, some of them were used in the validation set (n=50). None of experimental animals with extreme CD4- CD8+ lymphocyte counts, phagocytosis capacity, IL2 and IL10 production levels were included were included in the validation set.

Project description:High throughput gene expression profiling assays of peripheral blood are widely used in biomedicine, as well as in animal genetics and physiology research. Accurate, comprehensive, and precise interpretation of such high throughput assays relies on well-characterized reference genomes and/or transcriptomes. However, neither the reference genome nor the peripheral blood transcriptome of the pig have been sufficiently assembled and annotated to support such profiling assays in this emerging biomedical model organism. We aimed to assemble published and novel RNA-seq data to provide a comprehensive, well-annotated blood transcriptome for pigs by integrating a de novo assembly with a genome-guided assembly.A de novo and a genome-guided transcriptome of porcine whole peripheral blood was assembled with ~162 million pairs of paired-end and ~183 million single-end, trimmed and normalized Illumina RNA-seq reads (~6 billion initial reads from 146 RNA-seq libraries) from five independent studies by using the Trinity and Cufflinks software, respectively. We then removed putative transcripts (PTs) of low confidence from both assemblies and merged the remaining PTs into an integrated transcriptome consisting of 132,928 PTs, with 126,225 (~95%) PTs from the de novo assembly and more than 91% of PTs spliced. In the integrated transcriptome, ~90% and 63% of PTs had significant sequence similarity to sequences in the NCBI NT and NR databases, respectively; 68,754 (~52%) PTs were annotated with 15,965 unique gene ontology (GO) terms; and 7618 PTs annotated with Enzyme Commission codes were assigned to 134 pathways curated by the Kyoto Encyclopedia of Genes and Genomes (KEGG). Full exon-intron junctions of 17,528 PTs were validated by PacBio IsoSeq full-length cDNA reads from 3 other porcine tissues, NCBI pig RefSeq mRNAs and transcripts from Ensembl Sscrofa10.2 annotation. Completeness of the 5' termini of 37,569 PTs was validated by public cap analysis of gene expression (CAGE) data. By comparison to the Ensembl transcripts, we found that (1) the deduced precursors of 54,402 PTs shared at least one intron or exon with those of 18,437 Ensembl transcripts; (2) 12,262 PTs had both longer 5' and 3' termini than their maximally overlapping Ensembl transcripts; and (3) 41,838 spliced PTs were totally missing from the Sscrofa10.2 annotation. Similar results were obtained when the PTs were compared to the pig NCBI RefSeq mRNA collection.We built, validated and annotated a comprehensive porcine blood transcriptome with significant improvement over the annotation of Ensembl Sscrofa10.2 and the pig NCBI RefSeq mRNAs, and laid a foundation for blood-based high throughput transcriptomic assays in pigs and for advancing annotation of the pig genome.

Project description:BACKGROUND: Our purpose was to obtain genome-wide expression data for the rabbit species on the responses of peripheral blood mononuclear cells (PBMCs) after in vitro stimulation by lipopolysaccharide (LPS) or phorbol myristate acetate (PMA) and ionomycin. This transcriptome profiling was carried out using microarrays enriched with immunity-related genes, and annotated with the most recent data available for the rabbit genome. RESULTS: The LPS affected 15 to 20 times fewer genes than PMA-Ionomycin after both 4 hours (T4) and 24 hours (T24), of in vitro stimulation, in comparison with mock-stimulated PBMCs. LPS induced an inflammatory response as shown by a significant up-regulation of IL12A and CXCL11 at T4, followed by an increased transcription of IL6, IL1B, IL1A, IL36, IL37, TNF, and CCL4 at T24. Surprisingly, we could not find an up-regulation of IL8 either at T4 or at T24, and detected a down-regulation of DEFB1 and BPI at T24. A concerted up-regulation of SAA1, S100A12 and F3 was found upon stimulation by LPS. PMA-Ionomycin induced a very early expression of Th1, Th2, Treg, and Th17 responses by PBMCs at T4. The Th1 response increased at T24 as shown by the increase of the transcription of IFNG and by contrast to other cytokines which significantly decreased from T4 to T24 (IL2, IL4, IL10, IL13, IL17A, CD69) by comparison to mock-stimulation. The granulocyte-macrophage colony-stimulating factor (CSF2) was by far the most over-expressed gene at both T4 and T24 by comparison to mock-stimulated cells, confirming a major impact of PMA-Ionomycin on cell growth and proliferation. A significant down-regulation of IL16 was observed at T4 and T24, in agreement with a role of IL16 in PBMC apoptosis. CONCLUSIONS: We report new data on the responses of PBMCs to LPS and PMA-Ionomycin in the rabbit species, thus enlarging the set of mammalian species for which such reports exist. The availability of the rabbit genome assembly together with high throughput genomic tools should pave the way for more intense genomic studies for this species, which is known to be a very relevant biomedical model in immunology and physiology.

Project description:Control of breathing is automatic and its regulation is keen to autonomic functions. Therefore, involuntary and voluntary nervous regulation of breathing affects ventilatory variations, which has profound potential to address expanding challenges in contemporary pulmonology. Nonetheless, the fundamental attributes of the aforementioned phenomena are rarely understood and/or investigated. Implementation of unconventional approach like breathomics may leads to a better comprehension of those complexities in respiratory medicine. We applied breath-resolved spirometry and capnometry, non-invasive hemodynamic monitoring along with continuous trace analysis of exhaled VOCs (volatile organic compounds) by means of real-time mass-spectrometry in 25 young and healthy adult humans to investigate any possible mirroring of instant ventilatory variations by exhaled breath composition, under varying respiratory rhythms. Hemodynamics remained unaffected. Immediate changes in measured breath compositions and corresponding variations occurred when respiratory rhythms were switched between spontaneous (involuntary/unsynchronised) and/or paced (voluntary/synchronised) breathing. Such changes in most abundant, endogenous and bloodborne VOCs were closely related to the minute ventilation and end-tidal CO2 exhalation. Unprecedentedly, while preceded by a paced rhythm, spontaneous rhythms in both independent setups became reproducible with significantly (P-value ≤ 0.005) low intra- and inter-individual variation in measured parameters. We modelled breath-resolved ventilatory variations via alveolar isoprene exhalation, which were independently validated with unequivocal precision. Reproducibility i.e. attained via our method would be reliable for human breath sampling, concerning biomarker research. Thus, we may realize the actual metabolic and pathophysiological expressions beyond the everlasting in vivo physiological noise. Consequently, less pronounced changes are often misinterpreted as disease biomarker in cross-sectional studies. We have also provided novel information beyond conventional spirometry and capnometry. Upon clinical translations, our findings will have immense impact on pulmonology and breathomics as they have revealed a reproducible pattern of ventilatory variations and respiratory homeostasis in endogenous VOC exhalations.

Dataset Information

The peripheral blood transcriptome reflects variations in immunity traits in swine: towards the identification of biomarkers.

Publications

The peripheral blood transcriptome reflects variations in immunity traits in swine: towards the identification of biomarkers.

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