| Literature DB >> 28459043 |
Mukesh K Yadav1,2, Sung-Won Chae1, Yoon Young Go1, Gi Jung Im1, Jae-Jun Song1.
Abstract
Staphylococcus aureus (SA) and Pseudomonas aeruginosa (PA) are known to cause biofilm-related infections. MRSA and PA have been frequently isolated from chronically infected wounds, cystic fibrosis, chronic suppurative otitis media (CSOM), and from indwelling medical devices, and these bacteria co-exist; however, their interaction with each-other or with the host is not well known. In this study, we investigated MRSA and PA multi-species biofilm communities in vitro and their interaction with the host during in vivo colonization using an OM rat-model. In-vitro biofilm formation and in-vivo colonization were studied using CV-microtiter plate assay and OM rat-model respectively. The biofilms were viewed under scanning electron microscope and bacteria were enumerated using cfu counts. The differential gene expressions of rat mucosa colonized with single or multi-species of MRSA or PA were studied using RNA-sequencing of total transcriptome. In multi-species in-vitro biofilms PA partially inhibited SA growth. However, no significant inhibition of MRSA was detected during in-vivo colonization of multi-species in rat bullae. A total of 1,797 genes were significantly (p < 0.05) differentially expressed in MRSA or PA or MRSA + PA colonized rat middle ear mucosa with respect to the control. The poly-microbial colonization of MRSA and PA induced the differential expression of a significant number of genes that are involved in immune response, inflammation, signaling, development, and defense; these were not expressed with single species colonization by either MRSA or PA. Genes involved in defense, immune response, inflammatory response, and developmental process were exclusively up-regulated, and genes that are involved in nervous system signaling, development and transmission, regulation of cell growth and development, anatomical and system development, and cell differentiation were down-regulated after multi-species inoculation. These results indicate that poly-microbial colonization induces a host response that is different from that induced by single species infection.Entities:
Keywords: Pseudomonas aeruginosa; biofilms; colonization; methicillin resistant Staphylococcus aureus; otitis media; planktonic; poly-microbial
Mesh:
Year: 2017 PMID: 28459043 PMCID: PMC5394157 DOI: 10.3389/fcimb.2017.00125
Source DB: PubMed Journal: Front Cell Infect Microbiol ISSN: 2235-2988 Impact factor: 5.293
List of primers used in this study.
| 1 | F: CCG TCG AGG GGT TTT GAT GT | 20 | 246 | |
| R: CAT CGG GAT TGG TGG CTT GA | 20 | |||
| 2 | F: AAC AGG TGC TGA CAT CCT GG | 20 | 254 | |
| R: AGC CAA TGG TCG TCT CAC AG | 20 | |||
| 3 | F: CTC TTG TGT GTG ACA ACG GC | 20 | 124 | |
| R: CCC ATA CCG ACC ATG ACA CC | 20 | |||
| 4 | F: TCG GAT CCT CGT TAC GCC G | 19 | 195 | |
| R: GCC GGC GGT TTT ATC TCT CT | 20 | |||
| 5 | F: CTT CCA GGA GCC ATG GTT GT | 20 | 138 | |
| R: CCA GGG ATA CCT GCG TTG TT | 20 | |||
| 6 | F: GGT ACT CTG CAC CAA GGG AC | 20 | 130 | |
| R: CCC ATC CGT AGA AAG GAG CC | 20 | |||
| 7 | F: AGT TGC ATC CCT AAA GGC AGA | 21 | 148 | |
| R: GGC TTG TTC TGA GCC TCG AT | 20 | |||
| 8 | F: GGG TAC CAG CAC CTC AAC TT | 20 | 233 | |
| R: TAA GAG CTG GTC CCT CTC CC | 20 | |||
| 9 | F: GTC CCA CAA GTG AAG GTG GA | 20 | 148 | |
| R: TGC CTC GAC GGC AGT AAA TA | 20 | |||
| 10 | F: GGT ACT CCT CAT CTT TCT GGG AA | 23 | 134 | |
| R: TCG ATG CAT ATC GGT CCA GG | 20 | |||
| 11 | F: CGT TTC TCT TTG TCA CGG GC | 20 | 192 | |
| R: CCT CCA CAC CTC ACG TTT GT | 20 | |||
| 12 | F: CTC CCA TGA ACG AGA GCG AA | 20 | 170 | |
| R: GGT GTC CAG TTG CCC AGT TA | 20 | |||
| 13 | F: TTG TCA ACA CCC ATC CCG AG | 20 | 215 | |
| R: AAT TTC CTC CGG ACA GGC AG | 20 | |||
| 14 | F: GCA TAC ACC TCA GAT TTT TGT TCC A | 25 | 235 | |
| R:TAG TTC GGC CGA TTT CCA CC | 20 | |||
| 15 | F: GTC ATT CGA GGG CCT GTG AT | 20 | 197 | |
| R: GGG GAG AAG GCG AAG ACA AT | 20 | |||
| 16 | F: CAT AGT GGT GGG AGG TGG TG | 20 | 103 | |
| R: AGG AAG TGC GAT GAA GAG CC | 20 | |||
| 17 | F: GCGATATGCTGGTGGACTGA | 20 | 111 | |
| R: GACCCTGTCACGTTGAACCA | 20 | |||
| 18 | F: CCAGTCGTTGCAGCCCATTA | 20 | 261 | |
| R: ACCTCTCGGCAAGTCAAAGG | 20 |
Figure 1Quantification of single- and multi-species Quantification of single-species and multi-species biofilms of MRSA or PA using crystal violet microtiter plate assays. (B) Colony forming unit (CFU) counts of bacteria within single- and multi-species biofilms of MRSA or PA. (C) Eradication of pre-established MRSA biofilms with sodium metaperiodate (SM), DNase I and proteinase K with respect to control (untreated). (D) Eradication of PA pre-established biofilms with alginate lyase, DNase I, and proteinase K. The error bars represent the standard deviation from the mean value. The results were compared using a Student's t-test (*p < 0.05).
Figure 2Scanning electron microscope (SEM) images of Representative SEM image of MRSA single species biofilms. (B) Representative SEM images of PA single species biofilms. (C) Representative SEM images of multi-species biofilms of MRSA and PA.
Figure 3biofilm growth of methicillin-resistant . In vitro biofilm growth of MRSA supplemented with HQNO (20 μg/mL) or without HQNO. The biofilm biomass was detected by a crystal violet microtiter plate assay. Error bars represent standard deviation from the mean value.
Figure 4Scanning electron microscopic (SEM) image of methicillin-resistant . Images (A–C) are representative SEM images of control biofilms (DMSO). (D–F) Representative SEM images of biofilm growth with 20 μg/ml HQNO. Scale bar = 5, 10, 50 μm.
Figure 5Quantification of methicillin-resistant Digital image of rat bulla inoculated with media only. (B) Digital image of rat bulla inoculated with MRSA only. (C) Digital images of rat bulla inoculated with PA only. (D) Digital image of rat bulla inoculated with multi-species (MRSA + PA). (E) Colony forming unit (CFU) counts for rat bullae inoculated with single or multi-species MRSA or PA in the rat middle ear.
Figure 6Scanning electron microscope (SEM) images of bullae inoculated with methicillin-resistant Representative SEM images of no procedure control. (D–F) Representative SEM images of rat bullae inoculated with SA only. (G–I) Representative SEM images of rat bullae inoculated with PA only. (J–L) Representative SEM images of rat bullae inoculated with a mixed culture of MRSA and PA.
Figure 7Overview and summary of raw data analysis after transcriptome sequencing to assess gene expression in rat middle ear mucosae inoculated with methicillin-resistant Graphical representation of uniquely mapped, mapped, and unmapped reads. (B) Graphical representation of total reads, gene reads, and genome reads. (C) Graphical representation of novel genes, known genes, and all genes.
Figure 8Venn diagram illustrating the number of genes commonly or uniquely differentially expressed in rat middle ear mucosa colonized with methicillin-resistant Venn diagram showing significantly (p < 0.05) upregulated genes after colonization with MRSA, PA, or a combination of the two, with respect to the media (control). (B) Venn diagram showing significantly (p < 0.05) downregulated genes after MRSA, PA, or multi-species colonization, with respect to media control.
List of genes upregulated ≥1.5-fold (.
| 1 | Chitinase-3-like protein 1 | 1.5 | 0.0127 | 1.35 | 0.0061 | 1.21 | 0.0636 | |||
| 2 | Serine/threonine-protein phosphatase 2A regulatory subunit B” subunit delta | 1.52 | 0.0412 | 1.67 | 0.00865 | 1.38 | 0.08015 | |||
| 3 | Tyrosine-protein kinase JAK3 | 1.52 | 0.01095 | 1.31 | 0.01205 | 1.64 | 0.0179 | |||
| 4 | Ficolin-2 | 1.53 | 0.04235 | 0.547 | 0.38185 | 0.917 | 0.2557 | |||
| 5 | Rano class II histocompatibility antigen, B alpha chain | 1.54 | 0.0146 | 1.42 | 0.00855 | 0.573 | 0.35145 | |||
| 6 | Toll-like receptor 7 | 1.55 | 0.0207 | 1.68 | 0.0028 | 1.4 | 0.0428 | |||
| 7 | Src-like-adapter | 1.55 | 0.01355 | 1.65 | 0.0038 | 1.47 | 0.04885 | |||
| 8 | Coronin-1A | 1.56 | 0.0055 | 1.5 | 0.00155 | 1.43 | 0.019 | |||
| 9 | Complement factor I | 1.57 | 0.04835 | 0.89 | 0.1797 | 1.96 | 0.0404 | |||
| 10 | Cathepsin Z | 1.57 | 0.0143 | 1.36 | 0.0164 | 0.876 | 0.19125 | |||
| 11 | Cadherin-6 | 1.61 | 0.0029 | 1.22 | 0.00625 | 2.64 | 5.00 | |||
| 12 | Deoxyribonuclease gamma | 1.63 | 0.0323 | 1.61 | 0.01495 | 0.767 | 0.3716 | |||
| 13 | Brain-specific serine protease 4 | 1.66 | 0.0247 | 0.698 | 0.2435 | 2.12 | 0.0144 | |||
| 14 | 60S acidic ribosomal protein P1 | 1.67 | 0.00535 | 1.6 | 0.00365 | 0.472 | 0.41575 | |||
| 15 | Stimulated by retinoic acid gene 6 protein homolog | 1.67 | 0.0355 | 0.526 | 0.4289 | 2.35 | 0.011 | |||
| 16 | CMP-N-acetylneuraminate-poly-alpha-2,8-sialyltransferase | 1.67 | 0.0333 | 1.43 | 0.02115 | 2.04 | 0.01315 | |||
| 17 | Transferrin receptor protein 1 | 1.69 | 0.0043 | 0.726 | 0.1144 | 0.124 | 0.82765 | |||
| 18 | Tyrosine-protein kinase HCK | 1.7 | 0.00685 | 1.94 | 0.00045 | 1.36 | 0.04235 | |||
| 19 | SAM domain-containing protein SAMSN-1 | 1.71 | 0.0231 | 1.8 | 0.00595 | 1.34 | 0.09725 | |||
| 20 | Envelope glycoprotein gp70 | 1.71 | 0.0325 | 1.3 | 0.0364 | 1.87 | 0.0289 | |||
| 21 | Laminin subunit beta-3 | 1.71 | 0.0046 | 1.01 | 0.0415 | 2.27 | 0.0012 | |||
| 22 | Rano class II histocompatibility antigen, B-1 beta chain | 1.72 | 0.0213 | 1.54 | 0.0081 | 0.402 | 0.48745 | |||
| 23 | Rano class II histocompatibility antigen, D-1 beta chain | 1.74 | 0.00385 | 1.59 | 0.00255 | 1.3 | 0.0427 | |||
| 24 | Cannabinoid receptor 2 | 1.74 | 0.04435 | 1.69 | 0.0167 | 1.57 | 0.12025 | |||
| 25 | Linker for activation of T-cells family member 1 | 1.77 | 0.0202 | 1.37 | 0.0229 | 1.34 | 0.10215 | |||
| 26 | 40S ribosomal protein S17 | 1.8 | 0.04525 | 1.42 | 0.06125 | −0.406 | 0.725 | |||
| 27 | Keratin, type II cytoskeletal 7 | 1.81 | 0.003 | 0.839 | 0.10965 | 2.18 | 0.00285 | |||
| 28 | Complement C3 | 1.85 | 0.0068 | 1.81 | 0.00065 | 0 | 1 | |||
| 29 | RNA polymerase II elongation factor ELL3 | 1.9 | 0.04245 | 1.08 | 0.12345 | 0.566 | 0.57055 | |||
| 30 | Galanin peptides | 1.91 | 0.03065 | 0.656 | 0.36215 | −0.583 | 0.604 | |||
| 31 | Normal mucosa of esophagus-specific gene 1 protein | 2.04 | 0.01855 | 1.79 | 0.0102 | 1.43 | 0.1201 | |||
| 32 | Natural killer cells antigen CD94 | 2.07 | 0.0351 | 1.83 | 0.05635 | 0.31 | 0.8115 | |||
| 33 | Putative scavenger receptor cysteine-rich domain-containing protein LOC619207 | 2.07 | 0.0019 | 2.57 | 5.00 | 0.401 | 0.5927 | |||
| 34 | T-cell surface glycoprotein CD8 alpha chain | 2.11 | 0.0217 | 2.51 | 0.00255 | 1.2 | 0.23315 | |||
| 35 | Group IID secretory phospholipase A2 | 2.25 | 0.01785 | 1.44 | 0.0665 | 0.51 | 0.6369 | |||
| 36 | Granzyme M | 2.41 | 0.0116 | 2.33 | 0.0055 | −0.876 | 0.44375 | |||
| 37 | C-C motif chemokine 5 | 2.42 | 0.01385 | 2.05 | 0.00985 | −0.559 | 0.6301 | |||
| 38 | Ig heavy chain V region MOPC 47A | 2.51 | 0.02705 | 1.16 | 0.22905 | 0.871 | 0.51305 | |||
| 39 | Ubiquitin D | 2.7 | 0.00275 | 1.93 | 0.00665 | 1.14 | 0.2022 | |||
| 40 | T-cell receptor gamma chain C region C7.5 | 2.72 | 0.0168 | 3.31 | 0.00035 | 0.352 | 0.78555 | |||
| 41 | Ig lambda-2 chain V region MOPC 315 | 2.8 | 0.002 | 0.785 | 0.2881 | 0.937 | 0.33275 | |||
| 42 | Killer cell lectin-like receptor subfamily B member 1F | 2.82 | 0.02 | 2.45 | 0.02085 | 0.0885 | 0.9476 | |||
| 43 | C-type lectin domain family 3 member A | 3.07 | 0.04855 | 3.67 | 0.014 | 1.08 | 0.46495 | |||
| 44 | Ig heavy chain V region MOPC 141 | 3.15 | 0.04835 | 3.26 | 0.06595 | 0.34 | 0.8163 |
List of genes downregulated by ≥1.5-fold (.
| 1 | Beta-taxilin | −7.41 | 0.04245 | −1.39 | 0.01125 | −7.68 | 0.07995 | |||
| 2 | Sodium channel protein type 4 subunit alpha | −5.49 | 0.02615 | −1.34 | 0.074 | −4.26 | 0.11755 | |||
| 3 | Gag polyprotein | −5.22 | 0.044 | 0.78 | 0.2248 | −0.722 | 0.4373 | |||
| 4 | Immunoglobulin superfamily member 1 | −4.53 | 0.0182 | −1.13 | 0.19385 | −5.06 | 0.14935 | |||
| 5 | Low-density lipoprotein receptor class A domain-containing protein 1 | −4.36 | 0.0083 | −1.15 | 0.2058 | −1.93 | 0.15705 | |||
| 6 | Retrovirus-related Pol polyprotein LINE-1 | −4.29 | 0.0183 | −1.76 | 0.07165 | −4.89 | 0.095 | |||
| 7 | Gag-Pol polyprotein | −4.25 | 0.00015 | 0.841 | 0.0705 | −0.867 | 0.15245 | |||
| 8 | Tenascin-X | −4.14 | 0.0376 | −2.21 | 0.25835 | −3 | 0.0938 | |||
| 9 | Glutamate receptor 4 | −4.06 | 0.04955 | −1.7 | 0.0813 | −2.26 | 0.1075 | |||
| 10 | Tetratricopeptide repeat protein 24 | −4.04 | 0.0285 | −0.657 | 0.4197 | −1.2 | 0.28155 | |||
| 11 | Pol polyprotein | −4.03 | 0.02135 | 0.779 | 0.21675 | 1.18 | 0.15825 | |||
| 12 | Cytosolic 5'-nucleotidase 1A | −3.93 | 0.00125 | −1.39 | 0.0508 | −2.43 | 0.0548 | |||
| 13 | MAP/microtubule affinity-regulating kinase 4 | −3.65 | 0.0475 | −1.43 | 0.4849 | −3.48 | 0.0536 | |||
| 14 | BMP/retinoic acid-inducible neural-specific protein 3 | −3.63 | 0.0429 | −1.46 | 0.1324 | −3.66 | 0.13615 | |||
| 15 | Pol polyprotein | −3.57 | 0.0373 | −0.937 | 0.2889 | −1.6 | 0.2579 | |||
| 16 | Pol polyprotein | −3.38 | 0.04745 | −1.18 | 0.207 | −1.52 | 0.34225 | |||
| 17 | Somatotropin | −3.34 | 0.04165 | 0.851 | 0.2985 | −0.925 | 0.49845 | |||
| 18 | Potassium/sodium hyperpolarization-activated cyclic nucleotide-gated channel 4 | −3.27 | 0.03825 | −0.742 | 0.37845 | −1.53 | 0.27585 | |||
| 19 | Regulator of G-protein signaling 6 | −3.25 | 0.02615 | −1.38 | 0.14185 | −1.96 | 0.20475 | |||
| 20 | Osteocrin | −3.23 | 0.04325 | −1.79 | 0.04165 | −2.8 | 0.081 | |||
| 21 | ALK tyrosine kinase receptor | −3.18 | 0.0397 | −1.86 | 0.0675 | −3.07 | 0.08475 | |||
| 22 | Epidermal growth factor-like protein 6 | −3.13 | 0.0404 | −0.986 | 0.2498 | −1.45 | 0.2599 | |||
| 23 | Noncompact myelin-associated protein | −3.13 | 0.0497 | −1.11 | 0.50945 | −1.23 | 0.5089 | |||
| 24 | Glutamate receptor 1 | −3.05 | 0.0488 | −2.95 | 0.0636 | −2.59 | 0.0773 | |||
| 25 | Potassium channel subfamily K member 3 | −2.98 | 0.03695 | −2.13 | 0.0539 | −2.07 | 0.1183 | |||
| 26 | N-alpha-acetyltransferase 11 | −2.97 | 0.02785 | −1.27 | 0.1347 | −1.53 | 0.1725 | |||
| 27 | Tripartite motif-containing protein 7 | −2.93 | 0.0133 | −1.02 | 0.11075 | −1.47 | 0.10675 | |||
| 28 | Pol polyprotein | −2.86 | 0.01455 | −1.46 | 0.06215 | −2.43 | 0.0726 | |||
| 29 | Breast carcinoma-amplified sequence 1 homolog | −2.65 | 0.04765 | −1.54 | 0.07675 | −0.974 | 0.3948 | |||
| 30 | Small nuclear ribonucleoprotein-associated protein N | −2.65 | 0.0201 | −1.4 | 0.06855 | −2.02 | 0.06625 | |||
| 31 | Collagen alpha-1(XIV) chain | −2.62 | 0.0069 | −0.904 | 0.16355 | −1.16 | 0.15975 | |||
| 32 | Kelch-like protein 38 | −2.62 | 0.0302 | −0.989 | 0.17215 | −2.69 | 0.0851 | |||
| 33 | Hemoglobin subunit beta-2 | −2.55 | 0.0001 | −2.36 | 5.00 | −3.34 | 5.00 | |||
| 34 | Collagen alpha-1(II) chain | −2.51 | 0.00715 | −0.616 | 0.24645 | 1.09 | 0.10775 | |||
| 35 | Neurofascin | −2.46 | 0.02025 | −1.47 | 0.09665 | −2.29 | 0.08025 | |||
| 37 | Mesoderm-specific transcript homolog protein | −2.43 | 0.03235 | −1.11 | 0.1112 | −1.91 | 0.07395 | |||
| 38 | Leucine-rich repeat and immunoglobulin-like domain-containing nogo receptor-interacting protein 3 | −2.35 | 0.0387 | −1.42 | 0.0885 | −1.4 | 0.18525 | |||
| 39 | Acetylcholine receptor subunit beta | −2.25 | 0.0174 | −1.12 | 0.10445 | −1.7 | 0.08505 | |||
| 40 | Cadherin-related family member 3 | −2.25 | 0.04445 | −0.978 | 0.13985 | −1.47 | 0.15415 | |||
| 41 | Calcyphosin-like protein | −2.24 | 0.04895 | −0.886 | 0.25825 | −0.976 | 0.37135 | |||
| 42 | Pol polyprotein | −2.11 | 0.0243 | −1.35 | 0.0438 | −1.65 | 0.07025 | |||
| 43 | Egl nine homolog 3 | −2.09 | 0.02785 | −0.962 | 0.11 | −0.67 | 0.37785 | |||
| 44 | Matrilin-4 [Source:SWISS;Acc:O89029] | −2.02 | 0.0068 | −0.87 | 0.0838 | −0.925 | 0.15585 | |||
| 45 | Gag-Pol polyprotein | −1.92 | 0.0217 | −0.381 | 0.4882 | −0.885 | 0.2449 | |||
| 46 | Soluble scavenger receptor cysteine-rich domain-containing protein SSC5D | −1.91 | 0.00235 | −0.86 | 0.062 | −1.13 | 0.05595 | |||
| 47 | Transcription elongation factor A protein 3 | −1.8 | 0.04715 | −0.75 | 0.2413 | −1.45 | 0.1176 | |||
| 48 | Pol polyprotein | −1.75 | 0.00645 | −0.592 | 0.29525 | −1.36 | 0.0589 | |||
| 49 | Protein FAM198A | −1.68 | 0.04485 | −0.975 | 0.104 | −1.57 | 0.0906 | |||
| 50 | - | - | −1.68 | 0.01715 | −0.262 | 0.6802 | −1.08 | 0.13725 | ||
| 51 | Cytosolic carboxypeptidase 1 | −1.67 | 0.01575 | −0.817 | 0.1006 | −1.66 | 0.0367 | |||
| 52 | Alpha-2,8-sialyltransferase 8B | −1.67 | 0.04965 | −0.846 | 0.171 | −1.09 | 0.23515 | |||
| 53 | Coiled-coil domain-containing protein 108 | −1.66 | 0.01635 | −0.31 | 0.5204 | −0.735 | 0.2972 | |||
| 54 | Chordin-like protein 1 | −1.62 | 0.00485 | −0.842 | 0.0639 | −1.81 | 0.0037 | |||
| 55 | Disintegrin and metalloproteinase domain-containing protein 8 | −1.59 | 0.00935 | −0.908 | 0.0545 | −0.97 | 0.12135 | |||
| 56 | UBX domain-containing protein 10 | −1.58 | 0.01805 | −0.353 | 0.5061 | −1.22 | 0.08675 | |||
| 57 | Uncharacterized protein C1orf173 | −1.56 | 0.019 | −0.068 | 0.88615 | −0.855 | 0.18325 | |||
| 58 | Deleted in lung and esophageal cancer protein 1 | −1.56 | 0.03495 | −0.467 | 0.3517 | −1.07 | 0.14125 | |||
| 59 | Solute carrier family 22 member 3 | inf | 5.00 | −1.36 | 0.2606 | −3.68 | 0.19145 | |||
| 60 | Pol polyprotein | inf | 5.00 | −0.582 | 0.23855 | −10.4 | 0.2431 | |||
| 61 | 40S ribosomal protein S2 | inf | 5.00 | 0.17 | 0.71865 | inf | 5.00 | |||
| 62 | 60S ribosomal protein L9 | inf | 5.00 | −0.538 | 0.5414 | inf | 5.00 | |||
| 63 | Myosin-15 | inf | 5.00 | −1.09 | 0.28855 | −6.22 | 0.2431 | |||
| 64 | Gag polyprotein | inf | 5.00 | −0.187 | 0.8494 | −3.29 | 0.21805 | |||
| 65 | Gag-Pol polyprotein | inf | 5.00 | −0.5 | 0.5663 | −6.64 | 0.24325 | |||
| 66 | 40S ribosomal protein S2 | inf | 5.00 | 0.11 | 0.8856 | −7.12 | 0.24315 | |||
| 67 | Actin, alpha cardiac muscle 1 | inf | 5.00 | −0.929 | 0.0515 | −11.1 | 0.2431 | |||
| 68 | SH3 and cysteine-rich domain-containing protein 3 | inf | 5.00 | −1.31 | 0.0224 | −8.87 | 0.1708 | |||
| 69 | Cytochrome P450 2D1 | inf | 5.00 | 1.29 | 0.09275 | −4.64 | 0.16405 | |||
| 70 | Growth/differentiation factor 8 | inf | 5.00 | −2.2 | 0.1506 | −5.46 | 0.2456 | |||
| 71 | Uncharacterized protein CXorf64 homolog | inf | 5.00 | −1.48 | 0.1895 | −5.75 | 0.2454 | |||
| 72 | Envelope glycoprotein | inf | 0.0004 | −0.993 | 0.41135 | inf | 0.0008 | |||
| 73 | E3 ubiquitin-protein ligase NEDD4 | inf | 0.00345 | −1.81 | 0.2551 | −4.4 | 0.25485 | |||
| 74 | Nebulin | inf | 0.00495 | −0.73 | 0.57485 | −2.83 | 0.2479 | |||
| 75 | Calbindin | inf | 0.0053 | −1.73 | 0.2773 | −3.48 | 0.2558 | |||
| 76 | Major urinary protein | inf | 0.0053 | −3.54 | 0.1979 | −2.95 | 0.2434 | |||
| 77 | Ig heavy chain V-II region SESS | inf | 0.0053 | −0.717 | 0.578 | −4.71 | 0.2508 | |||
| 78 | Pol polyprotein | inf | 0.0053 | −3 | 0.1555 | −3.64 | 0.25175 | |||
| 79 | Kinesin-like protein KIF19 | inf | 0.0058 | −1.9 | 0.2472 | −4.39 | 0.2531 | |||
| 80 | Retrovirus-related Pol polyprotein LINE-1 | inf | 0.00575 | −3.28 | 0.2009 | −1.76 | 0.3774 | |||
| 81 | Oxytocin receptor | inf | 0.0058 | −2.29 | 0.19495 | −4.46 | 0.2524 | |||
| 82 | Dynein heavy chain 10, axonemal | inf | 0.01035 | −3.34 | 0.26695 | −2.62 | 0.2963 | |||
| 83 | Nebulin | inf | 0.0097 | −2.55 | 0.23375 | −3.61 | 0.2679 | |||
| 84 | Dual specificity protein phosphatase 13 isoform A | inf | 0.0117 | −0.865 | 0.6321 | −3.34 | 0.27455 | |||
| 85 | CD209 antigen-like protein 2 | inf | 0.01335 | −0.951 | 0.6269 | −3.07 | 0.2863 | |||
| 86 | Gag polyprotein | inf | 0.01335 | 1.01 | 0.46895 | 0.352 | 0.8164 | |||
| 87 | Dual specificity protein phosphatase 13 isoform A | inf | 0.0252 | −0.929 | 0.6643 | −2.67 | 0.42285 | |||
| 88 | Pol polyprotein | inf | 0.0387 | 0.404 | 0.83325 | 0.731 | 0.77005 |
Figure 9Gene ontology (GO) of differentially expressed genes in rat middle ear mucosa colonized with methicillin-resistant GO category of significantly (p < 0.05) upregulated genes (by ≥1.5-fold) with multi-species colonization. (B) GO category of significantly (p < 0.05) downregulated genes (≥1.5-fold) after multi-species colonization.
Figure 10KEGG pathway analysis using string showing significantly (.
Confirmation of RNA sequencing results by real-time RT-PCR.
| 1 | 4.27 | 3.23 | 3.72 | 1.87 | 3.97 | 2.71 | |
| 2 | 2.67 | 1.34 | 4.2 | 1.11 | 2.51 | 2.0 | |
| 3 | 2.02 | 25.28 | 2.42 | 12.55 | 2.15 | 7.36 | |
| 4 | 3.09 | 7.2 | 3.12 | 13.45 | 2.09 | 1.7 | |
| 5 | 4.26 | 15.78 | 5.18 | 20.11 | 4.13 | 18.25 | |
| 6 | 3.4 | 11.55 | 3.95 | 4.99 | 2.88 | 2.9 | |
| 7 | 3.36 | 12.04 | 3.44 | 14.32 | 2.71 | 1.7 | |
| 8 | 2.8 | 5.6 | 3.68 | 11.31 | 3.74 | 3.78 | |
| 9 | −9.37 | −5.55 | −2.19 | −7.69 | −5.66 | −6.6 | |
| 10 | −6.4 | −6.66 | −1.62 | −8.33 | −6.1 | −5.82 | |
| 11 | −7.31 | −3.3 | −1.36 | −4.76 | −6.93 | −1.5 | |
| 12 | −6.77 | −4 | −1.62 | −6.2 | −6.73 | −5.8 | |
| 13 | −4.94 | −4.34 | −2.16 | −8.33 | −4.37 | −6.25 | |
| 14 | −10.9 | −3.33 | −2.36 | −4.76 | −10.5 | −4 | |
| 15 | −5.98 | −5.26 | −1.42 | −7.1 | −5.59 | −3.84 | |
| 16 | −7.12 | −9 | −1.88 | −8.3 | −7.3 | −7.69 | |
| 17 | −7.1 | −7.6 | −2.61 | −5.2 | −6.65 | −4 | |
| 18 | −11.5 | −5.55 | −1.36 | −16.66 | −10.1 | −2.70 | |