| Literature DB >> 26807844 |
Juan F Muñoz-Gutiérrez1, Sebastián Aguilar Pierlé1, David A Schneider1,2, Timothy V Baszler1, James B Stanton3.
Abstract
Susceptibility to infection by prions is highly dependent on the amino acid sequence and host expression of the cellular prion protein (PrPC); however, cellular expression of a genetically susceptible PrPC is insufficient. As an example, it has been shown in cultured cells that permissive and resistant sublines derived from the same parental population often have similar expression levels of PrPC. Thus, additional cellular factors must influence susceptibility to prion infection. The aim of this study was to elucidate the factors associated with relative permissiveness and resistance to scrapie prions in cultured cells derived from a naturally affected species. Two closely related ovine microglia clones with different prion susceptibility, but no detectable differences in PrPC expression levels, were inoculated with either scrapie-positive or scrapie-negative sheep brainstem homogenates. Five passages post-inoculation, the transcriptional profiles of mock and infected clones were sequenced using Illumina technology. Comparative transcriptional analyses identified twenty-two differentially transcribed genes, most of which were upregulated in poorly permissive microglia. This included genes encoding for selenoprotein P, endolysosomal proteases, and proteins involved in extracellular matrix remodeling. Furthermore, in highly permissive microglia, transforming growth factor β-induced, retinoic acid receptor response 1, and phosphoserine aminotranspherase 1 gene transcripts were upregulated. Gene Set Enrichment Analysis identified proteolysis, translation, and mitosis as the most affected pathways and supported the upregulation trend of several genes encoding for intracellular proteases and ribosomal proteins in poorly permissive microglia. This study identifies new genes potentially involved in scrapie prion propagation, corroborates results from other studies, and extends those results into another cell culture model.Entities:
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Year: 2016 PMID: 26807844 PMCID: PMC4726464 DOI: 10.1371/journal.pone.0147727
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Characterization of differential prion susceptibility in ovine microglia clones.
Microglia clones were inoculated with 1% (w/v) brainstem homogenates from either scrapie-positive (“X124”) or scrapie-naïve (“Mock”) sheep. Inoculated cells were passaged on a weekly basis and then tested for the accumulation of nascent PrPSc at passage three by immunoblotting (A) and at passage four by ELISA (B). Immunoblot picture (A) depicts results from one culture replicate inoculated with scrapie-positive brain homogenates and is representative of three independent experiments. In graph (B), each circle represents the mean of three culture replicates from each of three independent experiments (i.e., total of six circles per treatment, three for 439 and three for 438), and the dashed line indicates the assay cut-off threshold for detection of PrPSc. Values of normalized units in the X124 group for clone 439 are significantly higher than those of in clone 438 (*: P = 0.0048, unpaired t-test). Values of normalized units between X124 and mock groups are statistically significantly different for the clone 439 (P = 0.0044, paired t-test) and clone 438 (P = 0.0065, paired t-test); however, the values for clone 438 fail to rise above the cut-off threshold and are negative by immunoblotting ([A] and S1 Fig).
Primers used for RT-qPCR.
| Target gene | Forward primer sequence | Reverse primer sequence | Amplicon size (bp) |
|---|---|---|---|
| TTGGAAGGCTGGACACAACT | TCCCTGGTCTCGGATCTCTT | 190 | |
| GCTGGCCGACCATAAGTACA | TGGGTTGCTGAAAAGGCTCA | 139 | |
| GCTGGTGGGAGGAGATCAAC | GACTCGAAGTAGCGGCTCTG | 97 | |
| CGCTATGCCATCCAGGGACT | CTCCCACACTCGGAATGCCT | 126 | |
| CCGTTACCCCAACCAAGTGT | CGCTCCATTATCTTGATGTCAGT | 159 | |
| GCAGACTCCACAGTACCTGC | ACACACACTCCACTGCCATT | 163 | |
| GGCAGCTCTTACGTGATGTG | CCAGACCAAGTGAATACGGCA | 177 | |
| ACCGTGGTTGCTCTTCTTCAA | TCTCCAGTTTTACTCGCAGGTC | 85 | |
| TTGTACCCACATCTGCCACC | AGCCGCCTTCATCAGAGAAC | 91 | |
| TGGGCGGCAAGAAACTGAGA | GCGATTGTCCCCCTTCAGGA | 170 | |
| GGCGTGAACCACGAGAAGTATAA | CCCTCCACGATGCCAAAGT | 120 |
Fig 2PrPC expression in ovine microglia clones.
Cell lysates of uninoculated cells were normalized to total protein and used to quantitatively analyze expression levels of endogenous PrPC by ELISA. No significant difference in PrPC levels was found (P = 0.573, paired t-test).
Reads mapped to O. aries genome.
| Experiment group (microglia clone/inoculum) | Total reads mapped to | % of reads mapped to | |
|---|---|---|---|
| Highly permissive/Mock | 30,150,424 | 19,341,429 | 64.15 |
| 33,750,532 | 21,783,758 | 64.54 | |
| 29,777,612 | 17,288,403 | 58.06 | |
| Highly permissive/Scrapie | 29,322,920 | 19,676,625 | 67.1 |
| 29,179,988 | 17,751,264 | 60.83 | |
| 30,184,738 | 21,223,906 | 70.31 | |
| Poorly permissive/Mock | 29,795,238 | 18,879,979 | 63.37 |
| 28,227,946 | 19,430,079 | 68.71 | |
| 30,521,914 | 21,390,586 | 70.08 | |
| Poorly permissive/Scrapie | 29,309,184 | 18,221,641 | 62.17 |
| 33,028,046 | 22,097,393 | 66.9 | |
| 25,814,978 | 17,952,849 | 69.54 |
Fig 3K-means clustering of genes with differential transcription in comparisons of highly permissive against poorly permissive microglia.
The five clusters generated in the comparisons of mock-inoculated (A) and scrapie-inoculated (B) microglia clones are depicted. Each color line represents a single gene included in each cluster. The y—axis shows normalized expression values (RPKM), and microglia clones are on the x—axis.
Genes encoding for hypothetical proteins with altered transcription in mock-inoculated microglia clones.
| Feature symbol | FC | Identity | Conserved domains on | E-value |
|---|---|---|---|---|
| LOC101104567 | 9.36 | Envelope glycoprotein-like | Env polyprotein | 2.18E-110 |
| LOC101122294 | 3.67 | Membrane cofactor protein-like | Complement control modules | 6.90E-12 |
| LOC101116132 | -1.46 | 40S ribosomal protein S3a-like | Ribosomal S3Ae family | 1.21E-100 |
| LOC101106384 | -1.53 | Thymosin beta-4-like | Thymosin beta-4 family | 4.19E-14 |
| LOC101110467 | -1.66 | Transmembrane protein 45A-like | Family of unknown function (DUF716) | 3.44E-41 |
| LOC101103097 | -1.68 | Translationally-controlled tumor protein-like | Translationally controlled tumor protein | 1.23E-60 |
| LOC101104079 | -1.81 | Cystatin C | Cystatin-like domain | 8.98E-36 |
| LOC101109246 | -1.82 | 40S ribosomal protein S4-like | KOW motif of ribosomal protein S4 | 2.10E-28 |
| LOC101105484 | -2.11 | Ferritin heavy chain-like | Eukaryotic ferritins | 1.10E-93 |
| LOC443512 | -2.16 | Collagen I pro-alpha 2 chain precursor | Fibrillar collagens C-terminal domain | 1.18E-134 |
| LOC100037666 | -2.20 | Ribosomal protein S11 | 40s ribosomal protein S11 | 5.93E-91 |
| LOC100037669 | -2.23 | Niemann-Pick disease type C2 | Niemann-Pick type C2 | 7.10E-54 |
| LOC101104961 | -2.27 | 40S ribosomal protein S24-like | 40S ribosomal protein S24 | 1.52E-43 |
| LOC101104661 | -2.34 | Growth-regulated alpha protein-like | Chemokin_CXC | 1.21E-24 |
| LOC101103639 | -2.48 | Uncharacterized LOC101103639 | None | None |
| LOC100037665 | -2.52 | Ribosomal protein s6 | Ribosomal protein S6e | 2.60E-101 |
| LOC780524 | -2.54 | Ribosomal protein S2 | Ribosomal protein S5, N-terminal domain | 3.21E-30 |
| LOC100101231 | -2.56 | Collagen type III alpha 1 | Fibrillar collagens C-terminal domain | 7.92E-138 |
| LOC101122112 | -2.68 | 60S ribosomal protein L36a-like | 60S ribosomal protein L36a | 1.93E-95 |
| LOC100037664 | -2.76 | Ribosomal protein L35a | Ribosomal protein L35Ae | 3.17E-53 |
| LOC101112245 | -2.77 | Adenosylhomocysteinase-like | S-adenosylhomocysteine hydrolase | 0E+00 |
| LOC100037667 | -3.29 | Ribosomal protein S12 | Ribosomal protein L7A3/L30e/S12e/Gadd45 family | 8.51E-30 |
| LOC101102096 | -3.81 | Laminin receptor 1 pseudogene | 40S ribosomal protein SA | 9.07E-125 |
| LOC101108131 | -3.89 | Complement C3-like | Proteins similar to C3, C4, C5 of vertebrate complement | 1.90E-94 |
| LOC101102861 | -5.31 | Phospholipid scramblase 2-like | Scramblase | 1.42E-122 |
FC: fold change in transcription (relative to highly permissive microglia).
*: Protein sequence manually generated prior to identification of conserved domains.
¶: Genes with altered transcription in both treatment-matched comparisons.
Genes encoding for hypothetical proteins with altered transcription in scrapie-inoculated microglia clones.
| Gene symbol | FC | Identity | Conserved domains | E-value |
|---|---|---|---|---|
| LOC101104567 | 8.31 | Envelope glycoprotein-like | Env polyprotein | 2.18E-110 |
| LOC101105484 | -1.55 | Ferritin heavy chain-like | Eukaryotic ferritins | 1.10E-93 |
| LOC101110467 | -1.68 | Transmembrane protein 45A-like | Family of unknown function (DUF716) | 3.44E-41 |
| LOC101103238 | -2.06 | Uncharacterized LOC101103238 | Chemokine_CXC | 2.09E-23 |
| LOC443512 | -2.27 | Collagen I pro-alpha 2 chain precursor | Fibrillar collagens C-terminal domain | 1.18E-134 |
| LOC101108131 | -3.08 | Complement C3-like | Proteins similar to C3, C4, C5 of vertebrate complement | 1.90E-94 |
| LOC100101231 | -3.13 | Collagen type III alpha 1 | Fibrillar collagens C-terminal domain | 7.92E-138 |
| LOC101102861 | -6.29 | Phospholipid scramblase 2-like | Scramblase | 1.42E-122 |
FC: Fold change in transcription (relative to highly permissive microglia).
*: Protein sequence manually generated prior to identification of conserved domains.
¶: Genes with altered transcription in both treatment-matched comparisons.
Fig 4Transcript fold-change in highly permissive microglia compared to poorly permissive microglia.
Transcriptional profiles of highly permissive and poorly permissive microglia clones under two experimental conditions (mock [black bars] or scrapie [gray bars] inoculation) were compared. All the genes with differential transcription in both comparisons (P < 0.05 [Baggerley’s test and Bonferroni correction]) and known biological function across three culture replicates are shown. Gene IDs are on the x—axis. The fold change in transcription relative to highly permissive microglia is on the y—axis. Thus, positive fold changes indicate upregulation in highly permissive microglia and negative fold changes indicate upregulation in poorly permissive microglia.
Significantly altered biological pathways in highly permissive vs. poorly permissive microglia comparison after mock inoculation.
| Category | Description | Size | Test statistic | Lower tail | Upper tail |
|---|---|---|---|---|---|
| 6412 | translation (GO_REF:0000002 [IEA]q InterPro:IPR000039|InterPro:IPR021132) | 109 | -42.079 | 0 | 1 |
| 30335 | positive regulation of cell migration (GO_REF:0000024 [ISS] UniProtKB:Q8N4T4) | 76 | -16.3188 | 0.0003 | 0.9997 |
| 7059 | chromosome segregation (GO_REF:0000019 [IEA] Ensembl:ENSP00000362702) | 34 | -17.8086 | 0.0004 | 0.9996 |
| 6508 | proteolysis (GO_REF:0000003 [IEA] EC:3.4.19.9) | 372 | -13.713 | 0.0006 | 0.9994 |
| 71285 | cellular response to lithium ion (GO_REF:0000019 [IEA] Ensembl:ENSMUSP00000020974) | 11 | -20.2306 | 0.0009 | 0.9991 |
| 70830 | tight junction assembly (GO_REF:0000019 [IEA] Ensembl:ENSP00000345731) | 13 | -18.1835 | 0.0015 | 0.9985 |
| 6270 | DNA replication initiation (GO_REF:0000002 [IEA] InterPro:IPR003874) | 12 | -16.9102 | 0.0016 | 0.9984 |
| 7067 | mitosis (GO_REF:0000019 [IEA] Ensembl:ENSP00000297596) | 97 | -13.8772 | 0.0016 | 0.9984 |
| 60766 | negative regulation of androgen receptor signaling pathway (GO_REF:0000019 [IEA] Ensembl:ENSP00000362649) | 12 | -17.9763 | 0.0018 | 0.9982 |
| 90102 | cochlea development (GO_REF:0000019 [IEA] Ensembl:ENSMUSP00000077492) | 10 | -16.9598 | 0.0025 | 0.9975 |
| 22408 | negative regulation of cell-cell adhesion (GO_REF:0000019 [IEA] Ensembl:ENSP00000354040) | 10 | -16.8262 | 0.0031 | 0.9969 |
| 3382 | epithelial cell morphogenesis (GO_REF:0000019 [IEA] Ensembl:ENSMUSP00000128056) | 10 | -15.6154 | 0.0045 | 0.9955 |
| 51301 | cell division (GO_REF:0000037 [IEA] UniProtKB-KW:KW-0132) | 44 | -12.6405 | 0.0046 | 0.9954 |
| 71560 | cellular response to transforming growth factor beta stimulus (GO_REF:0000019 [IEA] Ensembl:ENSP00000457230) | 21 | -13.6831 | 0.0046 | 0.9954 |
| 7076 | mitotic chromosome condensation (GO_REF:0000002 [IEA] InterPro:IPR027120) | 11 | -13.4107 | 0.0076 | 0.9924 |
| 21766 | hippocampus development (GO_REF:0000019 [IEA] Ensembl:ENSMUSP00000019911) | 29 | 12.99072 | 0.9939 | 0.0061 |
| 2088 | lens development in camera-type eye (GO_REF:0000019 [IEA] Ensembl:ENSMUSP00000087870) | 16 | 12.89431 | 0.9947 | 0.0053 |
| 48013 | ephrin receptor signaling pathway (GO_REF:0000019 [IEA] Ensembl:ENSP00000332118) | 31 | 14.16371 | 0.9951 | 0.0049 |
| 42733 | embryonic digit morphogenesis (GO_REF:0000019 [IEA] Ensembl:ENSMUSP00000019911) | 46 | 13.21356 | 0.9952 | 0.0048 |
| 16358 | dendrite development (GO_REF:0000019 [IEA] Ensembl:ENSMUSP00000019911) | 29 | 15.72994 | 0.9976 | 0.0024 |
| 42384 | cilium assembly (GO_REF:0000019 [IEA] Ensembl:ENSP00000424757) | 68 | 16.71427 | 0.9981 | 0.0019 |
Lower and Upper tail values show the mass in the permutation based p-value distribution below or above the value of the test statistic. P values represented as 0 are less than 10-16.
Significantly altered biological pathways in highly permissive vs. poorly permissive microglia comparison after scrapie inoculation.
| Category | Pathway description | Size | Test statistic | Lower tail | Upper tail |
|---|---|---|---|---|---|
| 6508 | proteolysis (GO_REF:0000003 [IEA] EC:3.4.19.9) | 372 | -17.1577 | 0 | 1 |
| 30335 | positive regulation of cell migration (GO_REF:0000024 [ISS] UniProtKB:Q8N4T4) | 76 | -21.8761 | 0 | 1 |
| 7067 | mitosis (GO_REF:0000019 [IEA] Ensembl:ENSP00000297596) | 97 | -22.4604 | 0.0001 | 0.9999 |
| 7059 | chromosome segregation (GO_REF:0000019 [IEA] Ensembl:ENSP00000362702) | 34 | -21.7366 | 0.0002 | 0.9998 |
| 70830 | tight junction assembly (GO_REF:0000019 [IEA] Ensembl:ENSP00000345731) | 13 | -18.3619 | 0.0008 | 0.9992 |
| 7076 | mitotic chromosome condensation (GO_REF:0000002 [IEA] InterPro:IPR027120) | 11 | -18.4568 | 0.0014 | 0.9986 |
| 71285 | cellular response to lithium ion (GO_REF:0000019 [IEA] Ensembl:ENSMUSP00000020974) | 11 | -19.3928 | 0.0016 | 0.9984 |
| 6270 | DNA replication initiation (GO_REF:0000002 [IEA] InterPro:IPR003874) | 12 | -15.5962 | 0.0039 | 0.9961 |
| 90102 | cochlea development (GO_REF:0000019 [IEA] Ensembl:ENSMUSP00000077492) | 10 | -13.4579 | 0.0046 | 0.9954 |
| 6412 | translation (GO_REF:0000002 [IEA] InterPro:IPR000039|InterPro:IPR021132) | 109 | -12.6216 | 0.0048 | 0.9952 |
| 22408 | negative regulation of cell-cell adhesion (GO_REF:0000019 [IEA] Ensembl:ENSP00000354040) | 10 | -13.3994 | 0.0049 | 0.9951 |
| 60766 | negative regulation of androgen receptor signaling pathway (GO_REF:0000019 [IEA] Ensembl:ENSP00000362649) | 12 | -13.9031 | 0.0052 | 0.9948 |
| 71560 | cellular response to transforming growth factor beta stimulus (GO_REF:0000019 [IEA] Ensembl:ENSP00000457230) | 21 | -12.6096 | 0.0062 | 0.9938 |
| 3382 | epithelial cell morphogenesis (GO_REF:0000019 [IEA] Ensembl:ENSMUSP00000128056) | 10 | -13.3184 | 0.0066 | 0.9934 |
| 51301 | cell division (GO_REF:0000037 [IEA] UniProtKB-KW:KW-0132) | 44 | -11.682 | 0.0083 | 0.9917 |
| 2088 | lens development in camera-type eye (GO_REF:0000019 [IEA] Ensembl:ENSMUSP00000087870) | 16 | 9.050416 | 0.9912 | 0.0088 |
| 42733 | embryonic digit morphogenesis (GO_REF:0000019 [IEA] Ensembl:ENSMUSP00000019911) | 46 | 8.110665 | 0.992 | 0.008 |
| 48013 | ephrin receptor signaling pathway (GO_REF:0000019 [IEA] Ensembl:ENSP00000332118) | 31 | 8.717496 | 0.9922 | 0.0078 |
| 42384 | cilium assembly (GO_REF:0000019 [IEA] Ensembl:ENSP00000424757) | 68 | 7.913188 | 0.9932 | 0.0068 |
| 21766 | hippocampus development (GO_REF:0000019 [IEA] Ensembl:ENSMUSP00000019911) | 29 | 8.947898 | 0.9946 | 0.0054 |
| 16358 | dendrite development (GO_REF:0000019 [IEA] Ensembl:ENSMUSP00000019911) | 29 | 9.441165 | 0.9947 | 0.0053 |
Lower and Upper tail values show the mass in the permutation based p-value distribution below or above the value of the test statistic. P values represented as 0 are less than 10-16.
Fig 5Validation of RNA-Seq results by RT-qPCR.
The fold changes in transcription of 10 genes across nine culture replicates of ovine microglia clones inoculated with scrapie prions are shown. Black bars represent RNA-Seq results and gray bars represent RT-qPCR results. RNA-Seq results were confirmed by RT-qPCR in 9 of 10 cases. ¶: P < 0.05. *: P < 0.0001. Gene IDs are on the x—axis. The log10 fold change in transcription relative to highly permissive microglia is on the y—axis. Thus, positive fold changes indicate upregulation in highly permissive microglia and negative fold changes indicate upregulation in poorly permissive microglia.
Enriched genes of rat amoeboid microglia present in ovine microglia.
| Gene group | Poorly permissive microglia | Highly permissive microglia | ||
|---|---|---|---|---|
| Mock | Scrapie | Mock | Scrapie | |
| Mappable amoeboid genes (n = 38) | 31 | 31 | 29 | 29 |
| expressed in microglia (%) | (82%) | (82%) | (76%) | (76%) |
| Mappable ramified genes (n = 39) | 15 | 14 | 14 | 14 |
| expressed in microglia | (38%) | (36%) | (36%) | (36%) |