| Literature DB >> 29479521 |
Hongtao Liu1, Li Jia1, Wenfei Guo1, Yingying Sun1, Rining Zhu1, Shuguang Li2, Guanggang Qu2, Hexiang Jiang1, Junjie Wang1, Jingmin Gu1, Changjiang Sun1, Xin Feng1, Wenyu Han1, Liancheng Lei1.
Abstract
Streptococcus suis serotype 2 (SS2) is a zoonotic pathogen that can cause meningitis both in pigs and in human beings. However, the pathogenesis of central nervous system (CNS) infection caused by SS2 have not yet been elucidated. To find the key molecules in cerebrospinal fluid (CSF) needed for the pathogenesis, a SS2 meningoencephalitic pig model and a SS2 non-meningoencephalitic pig model were established in this study. CSF was collected from infected piglets, and protein profiling was performed with label-free proteomics technology. A total of 813 differential proteins, including 52 up-regulated proteins and 761 down-regulated proteins, were found in the CSF of meningoencephalitic pigs compared with both non-meningoencephalitic pigs and healthy pigs. These 813 differential proteins were clustered into three main categories, namely, cellular component, biological process, and molecular function by gene ontology (GO) analysis. The most enriched subclasses of differential proteins in each category were exosome (44.3%), energy pathway (25.0%) and catalytic activity (11.3%), respectively. The most enriched subclasses of upregulated proteins were extracellular (62.1%), protein metabolism (34.5%) and cysteine-type peptidase activity (6.9%), and of downregulated proteins were exosomes (45.0%), energy pathway (24.0%) and catalytic activity (9.4%). Then, the differential proteins were further investigated by using the KEGG database and were found to participate in 16 KEGGs. The most enriched KEGG was citrate cycle (56.6%), and some of these differential proteins are associated with brain diseases such as Huntington's disease (18.6%), Parkinson's disease (23.8%) and Alzheimer's disease (17.6%). Sixteen of the 813 differential proteins, chosen randomly as examples, were further confirmed by enzyme-linked immunosorbent assay (ELISA) to support the proteomic data. To our knowledge, this is the first study to analyze the differential protein profiling of CSF between SS2 meningoencephalitic piglets and non-meningoencephalitic piglets by employing proteomic technology. The discovery and bioinformatics analysis of these differential proteins provides reference data not only for research on pathogenesis of SS2 CNS infection but also for diagnosis and drug therapy research.Entities:
Keywords: Streptococcus suis; blood-CSF barrier; cerebrospinal fluid; meningoencephalitis; proteomics
Mesh:
Substances:
Year: 2018 PMID: 29479521 PMCID: PMC5811643 DOI: 10.3389/fcimb.2018.00035
Source DB: PubMed Journal: Front Cell Infect Microbiol ISSN: 2235-2988 Impact factor: 5.293
Figure 1Establishment of SS2 meningoencephalitis and non-meningoencephalitis pig models. (A) Autopsy results of brain and arthrosis; (Control: pig infected with PBS representing the healthy group; JZLQ001: pig infected with the JZLQ001 strain representing the non-meningoencephalitic group; JZLQ022: pig infected with the JZLQ022 strain representing the meningoencephalitic group). (B) Bacteria counts in blood collected at different time points after infection with SS2 (n = 6; **p < 0.01). (C) Bacteria counts in brain tissue collected at different time points after infection with SS2 (n = 3; **p < 0.01).
Figure 2Comprehensive analytic results of proteomic data. (A) The heat-map of proteomics results. (Red, 1: up-regulated proteins; Green, −1: down-regulated proteins; Black, 0: Unchanged proteins). (B) Repetitive analysis of proteomic data. (M, meningoencephalitic group; N, non-meningoencephalitic group; H, Healthy group). (C) Venn diagram of the number of differential proteins among the three treatment groups. M/N, Differential proteins between the meningoencephalitic group and non-meningoencephalitic group; M/H, Differential proteins between the meningoencephalitic group and healthy group; N/H, Differential proteins between the non-meningoencephalitic group and healthy group.
Figure 3Gene ontology (GO) analysis of 813CDPs. (A) Percentage and p-value of proteins in cellular component. (B) Percentage and p-value of proteins in biological process. (C) Percentage and p-value of proteins in molecular function.
Proteins with special higher LFQ intensity value in meningoencephalitis group.
| 1173900000 | 14.72 | 2.22 | Myoglobin | MB | |
| 89256000 | 2.19 | 2.73 | SPARC | SPARC | |
| 210150000 | 3.12 | 17.30 | Retinol-binding protein 4 | RBP4 | |
| 6054900000 | 3.87 | 5.09 | Inter-alpha-trypsin inhibitor heavy chain H4 | ITIH4 | |
| 130630000 | 2.50 | 7.64 | Cathepsin L1 | CTSL1 | |
| 12800000 | 2.00 | 2.42 | Prostaglandin reductase 1 | PTGR1 | |
| 120470000 | 4.58 | 5.54 | Carbonic anhydrase 3 | CA3 | |
| 75512000 | 2.19 | 11.90 | Ribonuclease T2 | RNASET2 | |
| 56294000 | 2.11 | 3.30 | Vitamin K-dependent protein C | PROC | |
| 40023000 | 3.09 | 5.46 | Chromogranin-A | CHGA | |
| 1744300000 | 4.84 | 5.78 | Inter-alpha-trypsin inhibitor heavy chain H4 | ITIH4 | |
| 59116000 | 4.46 | 4.66 | MHC class I antigen | SLA-1 | |
| 3079600 | 2.45 | 0.85 | Signal recognition particle 54 kDa protein | SRP54 | |
| 37629000 | 2.64 | 3.33 | Legumain | LGMN | |
| 67002000 | 2.70 | 6.056 | Dystroglycan 1 | DAG1 | |
| 155440000 | 35.36 | 3.29 | MLC1f | MYL1 | |
| 20490000 | 9.61 | 9.78 | Cathepsin Z | CTSZ | |
| 172710000 | 3.73 | 6.59 | Secreted phosphoprotein 1 | SPP1 | |
| 776620000 | 2.65 | 3.70 | Gamma-synuclein | SNCG | |
| 65674000 | 2.40 | 5.26 | T-cadherin | ||
| 55810000 | 8.35 | 3.37 | Phosphoglycerate mutase | PGAM2 | |
| 203610000 | 2.82 | 4.82 | Beta-1,3-N-acetylglucosaminyltransferase | LFNG | |
| 11579000 | 4.20 | 90.59 | Coagulation factor XIII, A1 polypeptide | LOC100153504 | |
| 57101000 | 3.60 | 11.76 | Superoxide dismutase [Cu-Zn] | ||
| 329650000 | 3.81 | 6.62 | Fibrinogen A-alpha-chain | ||
| 112470000 | 10.30 | 18.27 | Serum amyloid A protein | LOC733603 | |
| 47316000 | 4.71 | 3.83 | MHC class I antigen | SLA-2 | |
| 854990000 | 36.59 | 2.66 | Uncharacterized protein | ||
| 52999000 | 4.81 | 3.69 | Uncharacterized protein | DMTN | |
| 19736000 | 2.94 | 3.82 | Uncharacterized protein | MMP2 | |
| 23221000 | 6.01 | 23.63 | Uncharacterized protein | PAM | |
| 107450000 | 2.67 | 3.37 | Uncharacterized protein | ||
| 16095000 | 2.44 | 3.16 | Uncharacterized protein | PSMD14 | |
| 11818000 | 3.23 | 2.57 | Uncharacterized protein | NRXN2 | |
| 34001000 | 2.87 | 42.97 | Uncharacterized protein | N/A | |
| 58848000 | 2.84 | 3.41 | Uncharacterized protein | YOD1 | |
| 726580000 | 2.22 | 10.99 | Uncharacterized protein | JCHAIN | |
| 111420000 | 2.13 | 3.08 | Uncharacterized protein | IGFBP7 | |
| 22821000 | 2.67 | 5.53 | Uncharacterized protein | SPARCL1 | |
| 8261500 | 27.27 | 8.86 | Uncharacterized protein | LOC100517145 | |
| 29484000 | 6.49 | 3.12 | Uncharacterized protein | ||
| 21334000 | 2.77 | 6.84 | Uncharacterized protein | CPN1 | |
| 5888200000 | 2.67 | 3.04 | Uncharacterized protein | LOC100153899 | |
| 8583000000 | 2.02 | 2.65 | Uncharacterized protein | LOC100156325 | |
| 74075000 | 2.85 | 6.00 | Uncharacterized protein | EPB42 | |
| 85340000 | 91.08 | 38.89 | Uncharacterized protein | TMX2 | |
| 856190000 | 4.918 | 4.44 | Uncharacterized protein | APOD | |
| 54204000 | 2.06 | 3.97 | Uncharacterized protein | DDI2 | |
| 268100000 | 2.29 | 3.51 | Uncharacterized protein | ||
| 788240000 | 2.25 | 4.75 | Uncharacterized protein | PCSK1N | |
| 11528000 | 6.26 | 6.21 | Uncharacterized protein | AGRN | |
| 83333000 | 2.87 | 38.28 | Uncharacterized protein | LOC100624077 |
Fold (M/N) means LFQ intensity fold change of protein abundance between the meningoencephalitic group and non-meningoencephalitic group; Fold (M/H) means LFQ intensity fold change of protein abundance between the meningoencephalitic group and healthy group.
Figure 4KEGG analysis of the 813 differential proteins. Red number indicates the number of proteins associated with each pathway (**p < 0.01).
Figure 5KEGG analysis of differential proteins involved in neurological diseases. Each small dot represents a gene, and each large dot represents a pathway.
Figure 6Detection results of differential proteins in the meningitis group by ELISA. (A–G) Special up-regulated proteins in meningoencephalitis group. (H–P) Special down-regulated proteins in meningoencephalitis group. *p < 0.05; **p < 0.01; ***p < 0.001.