Background
Methods
Patients
Variables | Overall population | Exploratory cohort | Replication cohort | |||
---|---|---|---|---|---|---|
Patients | Controls | Patients | Controls | Patients | Controls | |
No. of cases/controls | 81 | 55 | 22 | 17 | 59 | 38 |
Male, n (%) | 59 (73) | 33 (62) | 16 (72) | 10 (59) | 43 (73) | 23 (64) |
Age (years)a | 40 ± 13 | 38 ± 8 | 41 ± 12 | 39 ± 9 | 39 ± 13 | 37 ± 8 |
Disease duration (years)b | 4 (0–46) | 6.5 (0.2–46) | 4 (0–44) | |||
HLA-B27 positive, n (%) | 58 (77) | 16 (80) | 42 (76) | |||
Current smoker, n (%) | 38 (47.5) | 11 (50) | 27 (46) | |||
Clinical characteristics | ||||||
AxSpA, n (%) | 78 (97.5) | 22 (100%) | 56 (96) | |||
AxSpa X-ray positive, n (%) | 56 (70) | 18 (82) | 38 (65) | |||
AxSpA MRI positive, n (%) | 63 (86) | 18 (86) | 45 (87) | |||
Peripheral arthritis | 17 (21) | 6 (27) | 11 (19) | |||
Enthesitis | 40 (50) | 11 (50) | 29 (50) | |||
IBD | 4 (5) | 0 (0) | 4 (7) | |||
Uveitis | 28 (35) | 8 (36) | 20 (34) | |||
Psoriasis | 11 (14) | 2 (9) | 9 (16) | |||
Baseline CRP, mg/la | 12.5 ± 17 | 15 ± 24 | 12 ± 14 | |||
BASDAI M0a | 49 ± 19 | 42 ± 18 | 52 ± 19 | |||
ASDAS M0a | 3 ± 0.9 | 2.9 ± 0.8 | 3 ± 1 | |||
Treatment | ||||||
NSAIDs, last 3 months, n (%) | 64 (80) | 19 (86) | 45 (78) | |||
Steroids, last 3 months, n (%) | 3 (3.75) | 0 (0) | 3 (5) | |||
csDMARDS, last 3 months, n (%) | 12 (15) | 7 (32) | 5 (9) | |||
Methotrexate, n (%) | 5 (42) | 2 (29) | 3 (60) | |||
Sulfasalazine, n (%) | 7 (58) | 5 (71) | 2 (40) |
Cell isolation and RNA isolation
Analysis of microRNA expression by real-time qPCR
Comparison with results from previous work
Statistical analysis
Results
MiR expression in patients and controls is cell type specific
MiR expression signatures in CD14+ monocytes and CD4+ T lymphocytes from axSpA patients
MicroRNA | Cell type | Log2 fold change† | exploratory cohort P value | replication cohort P value | Previously validated target genes* | Pathways** | Diseases |
---|---|---|---|---|---|---|---|
miR-16-1-3p | CD4+ | 1.85 | 0.04 | 1.30E−05 |
IGF1R, CREBBP, EXT1/2
| Autophagy | |
miR-28-5p | CD4+ | 1.15 | 3.06E−03 | 2.50E−04 |
MAPK1, B7-H3
| Osteoblastic differentiation, JAK/STAT signaling pathway | |
miR-199a-5p | CD4+ | 2.11 | 3.20E−06 | 8.90E−04 |
CEBP/α, HIF-1α, IKKβ, NFkB1, EXTL3, SMAD4, WNT2
| TGF-β, monocyte to macrophage differentiation, osteoclast differentiation, WNT signaling | AS [43] |
miR-126-3p | CD4+ | 1.74 | 6.57E−07 | 2.40E−03 |
IκB, VCAM-1, LRP6, DNMT1, CXCL12
| NFκB, FcγR-mediated phagocytosis, HIF-1α signaling, PI3k/AkT signaling pathway | |
CD14+ | 1.24 | 0.03 | 0.04 | ||||
let-7d-3p | CD4+ | 1.24 | 0.02 | 3.10E−03 | |||
let-7b-5p | CD14+ | − 1.21 | 0.01 | 0.02 |
IFNβ1, TLR4, SOX9, IL17RC, ERAP2
| PI3k/AkT signaling pathway, WNT signaling, Apoptosis | |
miR-361-3p | CD4+ | − 1.26 | 1.11E−03 | 4.80E−03 |
LRP5, FRIZZLED6, TRAF1, IL1RA
| WNT signaling | CD [72] |
CD14+ | − 1.35 | 1.08E−03 | 5.80E−05 | ||||
miR-484 | CD4+ | 1.2 | 5.24E−04 | 0.02 |
IFNAR2, IL2, RUNX2
| Osteoblast differentiation | |
CD14+ | 1.22 | 9.89E−04 | 1.10E−03 | ||||
miR-16-5p | CD4+ | 1.11 | 3.91E−03 | 0.03 |
WNT3A, LRP6, NFAT, SMAD3, BCL2, PDL-1, CASP1/5, IFNγ, EXT1/3, TNFAIP2, TGFB1, NFkB1, STAT3
| M1 macrophages polarization, T lymphocyte activation, TGF-β, PI3k/AkT and NOD pathways | |
CD14+ | 1.16 | 4.98E−03 | 1.20E−03 | ||||
miR-197-3p | CD4+ | 1.52 | 3.77E−04 | 0.03 |
SMAD7, IL1R1, PDCD4, IL18
| TGF-B, Osteoclast differentiation, Apoptosis | |
miR-181c-5p | CD4+ | − 1.23 | 7.41E−03 | 0.04 |
IL2, CCL22, IL1α, BCL2
| Apoptosis, FcγR mediated phagocytosis, PI3k/AkT signaling pathway | |
miR-874-3p | CD4+ | − 1.18 | 5.27E−04 | 0.05 |
STAT3, IKKβ
| Osteoblastic differentiation, FcγR mediated phagocytosis | |
miR-223-3p | CD14+ | 1.27 | 0.05 | 4.90E−04 |
NLRP3, CLDN8, FOXO3, IL6
| Monocyte survival, macrophage differentiation, NFκB pathway, Epithelial cell adhesion | |
miR-146a-5p | CD14+ | − 1.31 | 0.08 | 2.01E−03 |
NFκB, TRAF6, IRAK1, TLR2/4, STAT1, RORα, MAP3K7
| NFκB and TNFα pathways, cytokines production, myeloid lineage differentiation | |
miR-15a-5p | CD14+ | − 1.15 | 2.75E−04 | 4.60E−03 |
BCL2, NFkB1, CARD8, TNFSF9, IKKα, SMAD7, IFNγ
| PI3k/AkT and NOD-like signaling pathways, BCR and TCR signaling, NFkB, TLR signaling, osteoclast differenciation, Apoptosis | |
miR-376a-3p | CD14+ | 1.62 | 3.00E−06 | 6.05E−03 |
CDK2, SMAD7, ATG4C, IL7
| Cell cycle, Bacterial invasion of epithelial cells, TGF-B pathway, Autophagy | |
miR-885-5p | CD14+ | 1.42 | 5.57E−03 | 0.01 |
CDK2, CASP16, EGF1R, CLDN1
| Cell cycle, Epithelial cell adhesion, Bacterial invasion of epithelial cells | |
miR-574-3p | CD14+ | 1.35 | 1.78 E−03 | 1.89E−03 |
RXRα, IRF4, EGFR
| Chondrogenic differentiation, Ubiquitin mediated proteolysis | FMF [77] |
miR-92b-3p | CD14+ | 1.34 | 0.02 | 0.04 |
SMAD2/5, BMP7, MAPK1
| Osteoblastic differentiation, TGF-B pathway | |
miR-30e-5p | CD14+ | − 1.18 | 9.06E−04 | 0.05 |
BCL2, ATG12
| Apoptosis, autophagy |
Key pathways
Analysis of relationships between miRNA expression and clinical characteristics of the patients
Parameters | CD14+ | CD4+ | ||||
---|---|---|---|---|---|---|
MicroRNA | p value | FDR corrected p value | MicroRNA | p value | FDR corrected p value | |
Age2 |
miR-126-3p
| 4.45E−03 |
0.05
| |||
miR-574-3p
| 8.45E−03 |
0.05
| ||||
miR-146a-5p | 0.04 | 0.18 | ||||
B27 | miR-885-5p | 0.03 | 0.46 | |||
Male | miR-223-3p | 0.03 | 0.37 | |||
Disease duration2 | miR-92b-3p | 0.03 | 0.44 | |||
Uveitis | miR-92-3p | 0.02 | 0.42 | miR-16-5p | 0.05 | 0.49 |
Psoriasis | miR-15a-5p | 0.01 | 0.10 | |||
miR-484 | 0.01 | 0.10 | ||||
Familial history of SpA | miR-126-3p | 0.02 | 0.18 | miR-16-1-3p | 0.04 | 0.39 |
miR-574-3p | 0.03 | 0.18 | ||||
Axial involvement | miR-361-3p | 0.04 | 0.28 | |||
Peripheral arthritis | miR-16-5p | 0.03 | 0.43 | miR-874-3p | 0.04 | 0.45 |
Elevated CRP1 |
miR-146a-5p
| 1.82E−03 |
0.02
| miR-361-3p | 5.76E−03 | 0.06 |
miR-361-3p | 0.04 | 0.29 | ||||
CRP value2 |
miR-92b-3p
| 1.06E−03 |
0.01
| miR-484 | 0.04 | 0.34 |
miR-146a-5p
| 6.64E−03 |
0.04
| ||||
miR-484 | 0.02 | 0.09 | ||||
miR-574-3p | 0.03 | 0.09 | ||||
BASDAI > 40 | miR-219a-5p | 0.03 | 0.21 | miR-874-3p | 0.04 | 0.39 |
miR-361-3p | 0.03 | 0.21 | ||||
BASDAI score2 | 0.01 | 0.14 | ||||
miR-361-3p | 0.05 | 0.30 | ||||
ASDAS score2 |
miR-146a-5p
| 5.98E−04 |
7.78E−03
| |||
miR-92b-3p | 0.01 | 0.11 | ||||
Current smoker | let-7b-5p | 0.05 | 0.30 | miR-28-5p | 0.01 | 0.11 |
miR-223-3p | 0.05 | 0.30 | ||||
csDMARDS | miR-376a-3p | 0.02 | 0.09 | |||
miR-126-3p | 0.02 | 0.09 | ||||
miR-223-3p | 0.01 | 0.09 |