| Literature DB >> 35453708 |
Tatiana D Saccon1,2, Joseph M Dhahbi3, Augusto Schneider4, Yury O Nunez Lopez5, Ahmad Qasem2, Marcelo B Cavalcante2,6, Lauren K Sing3, Saleh A Naser2, Michal M Masternak2,7.
Abstract
Crohn's disease (CD) and rheumatoid arthritis (RA) are immune mediated inflammatory diseases. Several studies indicate a role for microRNAs (miRNAs) in the pathogenesis of a variety of autoimmune diseases, including CD and RA. Our study's goal was to investigate circulating miRNAs in CD and RA patients to identify potential new biomarkers for early detection and personalized therapeutic approaches for autoimmune diseases. For this study, subjects with CD (n = 7), RA (n = 8) and healthy controls (n = 7) were recruited, and plasma was collected for miRNA sequencing. Comparison of the expression patterns of miRNAs between CD and healthy patients identified 99 differentially expressed miRNAs. Out of these miRNAs, 4 were down regulated, while 95 were up regulated. Comparison of miRNAs between RA and healthy patients identified 57 differentially expressed miRNAs. Out of those, 12 were down regulated, while 45 were up regulated. For all the miRNAs down regulated in CD and RA patients, 420 GO terms for biological processes were similarly regulated between both groups. Therefore, the identification of new plasma miRNAs allows the emergence of new biomarkers that can assist in the diagnosis and treatment of CD and RA.Entities:
Keywords: Crohn’s disease; autoimmune diseases; inflammation; microRNAs; rheumatoid arthritis
Year: 2022 PMID: 35453708 PMCID: PMC9033111 DOI: 10.3390/biology11040508
Source DB: PubMed Journal: Biology (Basel) ISSN: 2079-7737
Figure 1Principal components analysis of the most variable serum miRNAs in Crohn’s disease patients (n = 7-red), rheumatoid arthritis patients (n = 8-green) and control health patients (n = 7-black) (A). Unsupervised hierarchical clustering of expression levels of the top miRNAs in serum of Crohn’s disease patients (CD, n = 7), rheumatoid arthritis patients (RA, n = 8) and control healthy patients (He, n = 7) (B).
Known miRNAs commonly regulated in plasma of Crohn’s disease (CD) and rheumatoid arthritis (RA) patients compared to healthy controls.
| CD/Healthy | RA/Healthy | ||||
|---|---|---|---|---|---|
| 1 Mature miRNA | 2 CPM | 3 FC | 3 FDR | 3 FC | 3 FDR |
| Up-regulated | |||||
| hsa-let-7b-5p | 99,637 | 21.4 | 0.0025 | 9.2 | 0.0300 |
| hsa-let-7d-5p | 4113 | 440.7 | 0.000 | 59.4 | 0.001 |
| hsa-let-7e-5p | 1010 | 153.7 | 0.0006 | 45.8 | 0.0066 |
| hsa-miR-10b-5p | 706 | 136.0 | 0.0022 | 332.5 | 0.0008 |
| hsa-miR-125b-5p | 263 | 25.4 | 0.0216 | 421.2 | 0.0003 |
| hsa-miR-1260b | 1452 | 333.4 | 0.0002 | 147.6 | 0.0008 |
| hsa-miR-128-1-5p | 347 | 358.6 | 0.0002 | 83.1 | 0.0029 |
| hsa-miR-128-2-5p | 347 | 358.6 | 0.0002 | 83.1 | 0.0029 |
| hsa-miR-130b-5p | 373 | 92.4 | 0.0039 | 276.8 | 0.0010 |
| hsa-miR-143-5p | 538 | 66.8 | 0.0058 | 254.0 | 0.0009 |
| hsa-miR-181a-5p | 915 | 24.7 | 0.0228 | 373.8 | 0.0004 |
| hsa-miR-2110 | 446 | 62.4 | 0.0055 | 371.8 | 0.0005 |
| hsa-miR-223-3p | 1140 | 279.0 | 0.0001 | 41.8 | 0.0049 |
| hsa-miR-24-1-5p | 616 | 350.4 | 0.0003 | 89.5 | 0.0029 |
| hsa-miR-24-2-5p | 616 | 350.4 | 0.0003 | 89.5 | 0.0029 |
| hsa-miR-24-3p | 691 | 351.9 | 0.0002 | 77.8 | 0.0027 |
| hsa-miR-26b-5p | 274 | 122.0 | 0.0010 | 57.2 | 0.0046 |
| hsa-miR-30a-5p | 245 | 60.9 | 0.0039 | 98.8 | 0.0020 |
| hsa-miR-320d | 123 | 32.0 | 0.0022 | 15.0 | 0.0163 |
| hsa-miR-328-5p | 961 | 264.9 | 0.0004 | 265.5 | 0.0005 |
| hsa-miR-342-5p | 815 | 122.3 | 0.0014 | 268.0 | 0.0005 |
| hsa-miR-363-5p | 291 | 135.0 | 0.0019 | 318.2 | 0.0007 |
| hsa-miR-375-5p | 164 | 121.9 | 0.0013 | 118.0 | 0.0017 |
| hsa-miR-4433b-5p | 2843 | 509.1 | 0.0001 | 102.2 | 0.0003 |
| hsa-miR-4732-5p | 289 | 150.5 | 0.0008 | 62.4 | 0.0046 |
| hsa-miR-483-5p | 1939 | 410.0 | 0.0001 | 263.0 | 0.0003 |
| hsa-miR-532-5p | 78 | 103.3 | 0.0004 | 13.8 | 0.0353 |
| hsa-miR-574-5p | 133 | 288.5 | 0.0003 | 33.0 | 0.0148 |
| hsa-miR-584-5p | 468 | 208.4 | 0.0004 | 53.7 | 0.0049 |
| hsa-miR-652-5p | 1136 | 292.0 | 0.0001 | 181.4 | 0.0004 |
| hsa-miR-654-5p | 145 | 212.6 | 0.0004 | 16.8 | 0.0436 |
| hsa-miR-874-5p | 260 | 173.9 | 0.0006 | 69.1 | 0.0034 |
| hsa-miR-92b-5p | 597 | 281.9 | 0.0001 | 49.2 | 0.0031 |
| hsa-miR-9-5p | 481 | 42.9 | 0.0129 | 539.1 | 0.0004 |
| hsa-miR-99a-5p | 123 | 31.9 | 0.0124 | 180.6 | 0.0007 |
| hsa-miR-99b-5p | 528 | 150.1 | 0.0005 | 166.3 | 0.0005 |
| hsa-miR-197-5p | 298 | 256.7 | 0.0001 | - | - |
| hsa-miR-221-5p | 1154 | 457.6 | 0.0001 | - | - |
| hsa-miR-320e | 160 | 67.7 | 0.0004 | - | - |
| hsa-miR-382-5p | 521 | 250.4 | 0.0001 | - | - |
| hsa-miR-432-5p | 2428 | 396.0 | 0.0001 | - | - |
| hsa-miR-186-5p | 249 | - | - | 468.5 | 0.00006 |
| Down-regulated | |||||
| hsa-miR-219a-5p | 243 | −970.1 | 0.0001 | −351.2 | 0.0002 |
| hsa-miR-186-5p | 249 | −30.1 | 0.0119 | - | - |
| hsa-miR-320e | 160 | - | - | −7.2 | 0.044 |
| hsa-miR-221-5p | 1154 | - | - | −18.2 | 0.008 |
| hsa-miR-197-5p | 298 | - | - | −19.2 | 0.005 |
| hsa-miR-382-5p | 521 | - | - | −19.9 | 0.005 |
| hsa-miR-432-5p | 2428 | - | - | −25.0 | 0.003 |
1 Names of mature known miRNAs from miRBase v22 (human GRCh38/hg38 genome) and novel miRNAs predicted by miRDeep2. 2 Average known miRNA read counts per million (CPM) computed over all libraries considering the estimated dispersions and the libraries sizes. 3 Fold change and FDR for differential expression were computed by EdgeR. Only miRNAs with an interaction |FC| > 2.0 or <0.5 and a FDR < 0.05 are reported.
Figure 2Venn diagram indicating the down regulated (A) and up regulated (B) miRNAs commonly regulated for RA and CD patients. GO terms for biological processes of down regulated (C) and up regulated (D) miRNAs and KEGG pathways of down regulated (E) and up regulated (F) miRNAs in CD and RA patients compared to healthy controls.
Enriched pathways from target genes of up regulated miRNAs from CD and RA compared to health patients.
| CD × Healthy Patients | RA × Healthy Patients | |||||
|---|---|---|---|---|---|---|
| Commonly KEGG Pathways of Up-Regulated miRNAs | 1 | 2 Genes | 3 miRNAs | 1 | 2 Genes | 3 miRNAs |
| Alzheimer disease–amyloid secretase pathway | <0.0001 | 67 | 13 | 0.0001 | 67 | 9 |
| Alzheimer disease–presenilin pathway | <0.0001 | 124 | 22 | <0.0001 | 124 | 22 |
| Androgen/estrogen/progesterone biosynthesis | 0.00132 | 12 | 4 | 0.012 | 12 | 3 |
| Angiogenesis | <0.0001 | 172 | 43 | <0.0001 | 172 | 34 |
| Angiotensin II-stimulated signaling through G proteins and beta-arrestin | 0.00275 | 39 | 6 | 0.043 | 39 | 4 |
| Apoptosis signaling pathway | <0.0001 | 115 | 27 | <0.0001 | 115 | 23 |
| B cell activation | <0.0001 | 70 | 20 | <0.0001 | 70 | 15 |
| Cadherin signaling pathway | 0.00341 | 160 | 13 | <0.0001 | 160 | 15 |
| CCKR signaling map | <0.0001 | 172 | 59 | <0.0001 | 172 | 40 |
| Cell cycle | <0.0001 | 22 | 7 | 0.0001 | 22 | 6 |
| Cytoskeletal regulation by Rho GTPase | 0.0024 | 83 | 9 | 0.039 | 83 | 6 |
| EGF receptor signaling pathway | <0.0001 | 136 | 30 | <0.0001 | 136 | 19 |
| Endothelin signaling pathway | <0.0001 | 82 | 13 | <0.0001 | 82 | 13 |
| FAS signaling pathway | <0.0001 | 35 | 10 | 0.034 | 35 | 4 |
| FGF signaling pathway | <0.0001 | 121 | 25 | <0.0001 | 121 | 16 |
| Gonadotropin-releasing hormone receptor pathway | <0.0001 | 232 | 51 | <0.0001 | 232 | 37 |
| Hedgehog signaling pathway | 0.0002 | 22 | 6 | 0.001 | 22 | 5 |
| Huntington disease | <0.0001 | 143 | 16 | 0.0018 | 143 | 11 |
| Hypoxia response via HIF activation (P00030) | 0.00019 | 32 | 7 | <0.0001 | 32 | 8 |
| Inflammation mediated by chemokine and cytokine signaling pathway | <0.0001 | 255 | 43 | <0.0001 | 255 | 24 |
| Insulin/IGF pathway-mitogen activated protein kinase kinase/MAP kinase cascade | <0.0001 | 31 | 13 | <0.0001 | 31 | 10 |
| Insulin/IGF pathway-protein kinase B signaling cascade | <0.0001 | 39 | 14 | <0.0001 | 39 | 12 |
| Integrin signalling pathway | <0.0001 | 191 | 28 | <0.0001 | 191 | 22 |
| Interferon-gamma signaling pathway | <0.0001 | 31 | 15 | <0.0001 | 31 | 7 |
| Interleukin signaling pathway | <0.0001 | 88 | 31 | <0.0001 | 88 | 21 |
| JAK/STAT signaling pathway | <0.0001 | 17 | 9 | 0.032 | 17 | 3 |
| Notch signaling pathway | 0.00027 | 45 | 8 | 0.0028 | 45 | 6 |
| Oxidative stress response | <0.0001 | 55 | 11 | 0.0072 | 55 | 6 |
| p38 MAPK pathway | <0.0001 | 40 | 10 | <0.0001 | 40 | 8 |
| p53 pathway | <0.0001 | 87 | 24 | <0.0001 | 87 | 20 |
| p53 pathway by glucose deprivation | <0.0001 | 22 | 7 | 0.0082 | 22 | 4 |
| p53 pathway feedback loops 2 | <0.0001 | 50 | 26 | <0.0001 | 50 | 20 |
| Parkinson disease | <0.0001 | 98 | 11 | 0.0018 | 98 | 9 |
| PDGF signaling pathway | <0.0001 | 145 | 37 | <0.0001 | 145 | 27 |
| PI3 kinase pathway | <0.0001 | 52 | 15 | <0.0001 | 52 | 13 |
| Plasminogen activating cascade | 0.00045 | 18 | 4 | 0.035 | 18 | 3 |
| Ras Pathway | <0.0001 | 74 | 27 | <0.0001 | 74 | 19 |
| T cell activation | <0.0001 | 88 | 22 | <0.0001 | 88 | 16 |
| TGF-beta signaling pathway | <0.0001 | 98 | 21 | <0.0001 | 98 | 16 |
| Toll receptor signaling pathway | <0.0001 | 57 | 13 | <0.0001 | 57 | 11 |
| VEGF signaling pathway | <0.0001 | 68 | 17 | <0.0001 | 68 | 18 |
| Wnt signaling pathway | <0.0001 | 317 | 37 | <0.0001 | 317 | 33 |
| KEGG pathways of up-regulated miRNAS in CD patients only | ||||||
| Axon guidance mediated by Slit/Robo | 0.0005 | 27 | 6 | - | - | - |
| BMP/activin signaling pathway | 0.0093 | 3 | 2 | - | - | - |
| GBB signaling pathway | 0.0571 | 2 | 2 | - | - | - |
| MYO signaling pathway | 0.057 | 2 | 2 | - | - | - |
| KEGG pathways of up-regulated miRNAS in RA patients only | ||||||
| Dopamine receptor mediated signaling pathway | - | - | - | 0.035 | 57 | 5 |
1 Only pathways with p values lower than 0.05 were considered as significant; 2 Number of genes affected in the pathway by the regulated miRNAs; 3 Number of miRNAs differentially expressed that have a target gene in the pathway.
Enriched pathways from target genes of down regulated miRNAs from CD and RA compared to healthy patients.
| CD × Health Patients | RA × Health Patients | |||||
|---|---|---|---|---|---|---|
| KEGG Pathways of Down-Regulated miRNAs | 1 | 2 Genes | 3 miRNAs | 1 | 2 Genes | 3 miRNAs |
| CCKR signaling map | <0.0001 | 112 | 2 | - | - | - |
| Interleukin signaling pathway | 0.0006 | 88 | 3 | - | - | - |
| Toll receptor signaling pathway | - | - | - | <0.0001 | 57 | 5 |
| p53 pathway feedback loops 2 | - | - | - | <0.0001 | 50 | 4 |
| Hypoxia response via HIF activation | - | - | - | 0.0007 | 32 | 2 |
| Insulin/IGF pathway-protein kinase B signaling cascade | - | - | - | 0.0011 | 39 | 2 |
| p38 MAPK pathway | - | - | - | 0.0011 | 40 | 2 |
| p53 pathway | - | - | - | <0.0001 | 87 | 4 |
| B cell activation | - | - | - | 0.0033 | 70 | 2 |
| EGF receptor signaling pathway | - | - | - | 0.0005 | 136 | 3 |
| PDGF signaling pathway | - | - | - | 0.0007 | 145 | 3 |
| Inflammation mediated by chemokine and cytokine signaling pathway | - | - | - | <0.0001 | 255 | 5 |
1 Only pathways with p values lower than 0.05 were considered as significant. 2 Number of genes affected in the pathway by the regulated miRNAs. 3 Number of miRNAs differentially expresses that have a target gene in the pathway.