| Literature DB >> 35027832 |
Wenbin Qiao1, Jiahui Fan1, Xiaoqian Shang1, Liang Wang2, Bahetibieke Tuohetaerbaike2, Ying Li2, Li Zhang2, YiShan Huo1, Jing Wang3, Xiumin Ma1,2.
Abstract
OBJECTIVE: Central nervous system tuberculosis is the most serious form of extrapulmonary tuberculosis. We aim to discover potential biomarkers involved in the development of the disease.Entities:
Keywords: biomarkers; central nervous system tuberculosis; hematoxylin and eosin staining; immunohistochemistry staining; interferon induced protein with tetratricopeptide repeats 1
Year: 2022 PMID: 35027832 PMCID: PMC8749771 DOI: 10.2147/IDR.S328197
Source DB: PubMed Journal: Infect Drug Resist ISSN: 1178-6973 Impact factor: 4.003
Figure 1Difference analysis and signaling pathway enrichment. (A) Principal component analysis diagram, red dots for extra-pulmonary tuberculosis, blue triangles for healthy control. (B) Heatmap was drawn for the top 25 differentially expressed genes set. (C) Differentially expressed genes set drew a volcanic map, 91 red dots represented up-regulated genes and 10 blue dots represented down-regulated genes. (D) Metascape analyzed of the first 20 significant enrichment pathways of differentially expressed genes set.
Differentially Expressed Genes
| Gene Symbol | Adjusted | Fold Change | Gene Title |
|---|---|---|---|
| BATF2 | 1.44E-24 | 3.21 | Basic leucine zipper ATF-like transcription factor 2 |
| ANKRD22 | 2.30E-22 | 2.80 | Ankyrin repeat domain 22 |
| FCGR1CP | 9.90E-23 | 2.75 | Fc fragment of IgG receptor Ic, pseudogene |
| FCGR1A | 1.90E-20 | 2.67 | Fc fragment of IgG receptor Ia |
| FCGR1B | 8.55E-22 | 2.65 | Fc fragment of IgG receptor Ib |
| C1QB | 1.97E-20 | 2.64 | Complement C1q B chain |
| RSAD2 | 1.47E-16 | 2.41 | Radical S-adenosyl methionine domain containing 2 |
| GBP5 | 1.20E-26 | 2.17 | Guanylate binding protein 5 |
| EPSTI1 | 2.17E-24 | 2.13 | Epithelial stromal interaction 1 |
| CARD17 | 1.84E-18 | 2.09 | Caspase recruitment domain family member 17 |
| IFIT3 | 7.11E-17 | 2.02 | Interferon induced protein with tetratricopeptide repeats 3 |
| GBP1 | 2.39E-18 | 1.97 | Guanylate binding protein 1 |
| ISG15 | 6.50E-13 | 1.88 | ISG15 ubiquitin like modifier |
| IDO1 | 6.95E-12 | 1.82 | Indoleamine 2,3-dioxygenase 1 |
| RTP4 | 1.65E-19 | 1.79 | Receptor transporter protein 4 |
| CXCL10 | 3.30E-12 | 1.78 | C-X-C motif chemokine ligand 10 |
| CASP5 | 1.48E-12 | 1.77 | Caspase 5 |
| IFI27 | 8.99E-07 | 1.76 | Interferon alpha inducible protein 27 |
| CEACAM1 | 1.24E-16 | 1.65 | CEA cell adhesion molecule 1 |
| ETV7 | 3.06E-16 | 1.65 | ETS variant transcription factor 7 |
| IFIT1 | 1.10E-11 | 1.65 | Interferon induced protein with tetratricopeptide repeats 1 |
| IFI44 | 5.86E-16 | 1.64 | Interferon induced protein 44 |
| GBP4 | 1.29E-20 | 1.56 | Guanylate binding protein 4 |
| TIMM10 | 5.12E-11 | 1.54 | Translocase of inner mitochondrial membrane 10 |
| IFI44L | 3.54E-11 | 1.53 | interferon induced protein 44 like |
| KLF12 | 1.91E-11 | −1.02 | Kruppel like factor 12 |
| HOOK1 | 3.24E-15 | −1.04 | Hook microtubule tethering protein 1 |
| OSBPL10 | 4.01E-10 | −1.06 | Oxysterol binding protein like 10 |
| RNA5S9 | 6.98E-12 | −1.06 | RNA, 5S ribosomal 9 |
| FAM13A | 7.19E-11 | −1.09 | Family with sequence similarity 13 member A |
Figure 2Gene Set Enrichment Analysis enrichment analysis results. (A) GSEA inflammatory signaling pathway. (B) GSEA interferon-gamma signaling pathway. (C) GSEA NF-κB mediated TNFA signaling pathway. (D) GSEA allograft rejection signaling pathway. (E) GSEA complement signaling pathway. (F) GSEA interferon-alpha signaling pathway.
GSEA Enrichment Analysis Results
| GS Follow Link to MSigDB | NES | NOM p-val | FDR q-val |
|---|---|---|---|
| HALLMARK_INFLAMMATORY_RESPONSE | 2.19 | 0.004 | 0.024 |
| HALLMARK_INTERFERON_GAMMA_RESPONSE | 2.14 | 0.000 | 0.019 |
| HALLMARK_TNFA_SIGNALING_VIA_NFKB | 2.13 | 0.004 | 0.014 |
| HALLMARK_ALLOGRAFT_REJECTION | 2.10 | 0.004 | 0.012 |
| HALLMARK_COMPLEMENT | 2.06 | 0.008 | 0.016 |
| HALLMARK_INTERFERON_ALPHA_RESPONSE | 2.04 | 0.000 | 0.016 |
Figure 3The protein-protein interaction network diagrams of differential genes and key genes were visualized by Cytoscape software. (A) A protein-protein interaction network composed of 66 nodes and 509 edges and 3 main gene clusters. (B) Hub gene related protein-protein interaction network diagram.
MCODE Was Used to Process Data Downloaded from STRING, Specific Data of Gene Cluster
| Cluster | Score | Nodes | Edges | Node IDs |
|---|---|---|---|---|
| 1 | 25.462 | 27 | 331 | IFI27, ISG15, IFI44L, IFI44, RTP4, PARP9, HERC5, SAMD9L, XAF1, GBP1, OAS1, CMPK2, IFI35, TRIM22, LY6E, RSAD2, CXCL10, MX1, IFIT3, IFIT1, STAT1, OASL, DDX60, EPSTI1, IFIT2, IRF7, PLSCR1 |
| 2 | 4 | 4 | 6 | HLA-DRB5, FCGR1B, TRIM6, FCGR1A |
| 3 | 3 | 3 | 3 | CEACAM8, ELANE, LTF |
Tissue-Specific Expressed Genes Identified by BioGPS
| System | Genes |
|---|---|
| Hematologic/immune system | ISG15, IFI44, IFI44L, RTP4, PARP9, XAF1, GBP1, OAS1, CMPK2, IFI35, TRIM22, CXCL10, IFIT3, STAT1, OASL, DDX60, IFIT2, IRF7, PLSCR1, HLA-DRB5, FCGR1B, TRIM6, FCGR1A, CEACAM8, ELANE, EPSTI1, SAMD9L, MX1, RSAD2 |
| Respiratory system | IFI27, LY6E, LTF |
| Central Nervous System | IFIT1 |
| Genitourinary system | HERC5 |
Clinical Data of CNS-TB Patients
| Age | Gender | Nation | The Main Symptoms | Pathological Diagnosis | Supplement |
|---|---|---|---|---|---|
| 55 | Male | Han nationality | frontoparietal mass for 20 days | Bilateral frontal brain regions Tuberculous granuloma | 5cm*5cm subcutaneous nodule on the frontoparietal, skin-colored, soft, no tenderness, poor mobility, and fluctuating |
| 27 | Male | Minority | Repeated fever for more than 3 months with paroxysmal convulsions 3 times | The right forehead and parietal lobe Tuberculous granuloma | The patient fell repeatedly 4 times with loss of consciousness in the past 15 days. Radiographic results: intracranial multiple space-occupying lesions, larger lesions in the right forehead and parietal lobe |
| 19 | Female | Minority | Intermittent headache for more than 2 months with the right limb convulsed 3 times | Intracranial multiple caseous necrotizing Tuberculosis | Radiographic results:Multiple intracranial lesions in the right cerebellum, left occipital lobe and parietal lobe |
| 55 | Male | Minority | Intermittent headache with left limb weakness for more than 5 months | Right temporal Tuberculous granuloma | The patient felt impaired vision on the right side. Radiographic results: edema on the right temporal side, granulomatous inflammation with massive necrosis |
| 81 | Male | Minority | Intermittent headache with vision loss for 3 weeks | Left frontotemporal region Tuberculous granuloma | The patient had dizziness, headache and vomiting 1 time. Radiographic results: space-occupying lesions in the left frontotemporal area |
| 41 | Male | Minority | Intermittent headache with vomiting for 2 weeks | Cerebellar Tuberculous granuloma | The patient developed unsteady sitting and walking 7 days ago. Imaging results: cerebellar space-occupying lesions, supratentorial ventricles with dilatation and hydrocephalus |
Figure 4Hematoxylin and Eosin staining and IFIT1 typical IHC staining results and analysis. (A and B) Central nervous system tuberculosis hematoxylin and eosin (H&E) staining of lesion tissue and control tissue. (C–E) Central nervous system tuberculosis IFIT1 typical Immunohistochemistry staining. (F–H) Tuberculosis IFIT1 typical Immunohistochemistry staining. **p<0.05, The difference was statistically significant.