Background
Methods
Subjects and study design
PBMC and RNA isolation
NGS profiling
GO and KEGG pathway analysis
Target gene prediction and bioinformatics analysis of miRNAs and mRNAs
miRNA_ID | miRNA_log
2
FC
| miRNA_Regulation | Target mRNA_ID | Target mRNA gene symbol | Target mRNA_log
2
FC
| Target mRNA_Regulation |
---|---|---|---|---|---|---|
all_hsa-miR-1260a | NA# | Down | ENST00000367696 |
RC3H1
| 2.162 | Up |
NovelmiRNA-72 | NA | Down | ENST00000361776 |
FOXJ3
| 9.087 | Up |
ENST00000369248 |
FAM160B1
| Inf | ||||
ENST00000335515 |
PRICKLE4
| Inf | ||||
ENST00000431061 |
ELL2
| 5.190 | ||||
ENST00000314330 |
C9orf139
| 2.595 | ||||
ENST00000436936 |
NLRC5
| Inf | ||||
ENST00000426335 |
ARFGAP2
| 5.775 | ||||
ENST00000315588 |
MED29
| Inf | ||||
ENST00000531165 |
CELF1
| Inf | ||||
ENST00000532415 |
PKD1P5
| 4.679 | ||||
ENST00000578036 |
PLEKHM1P
| Inf | ||||
all_hsa-miR-4470 | Inf* | Up | ENST00000406337 |
KAT6A
| − 2.213 | Down |
NovelmiRNA-798 | Inf | Up | ENST00000374282 |
PAFAH2
| − 6.846 | Down |
all_hsa-miR-150-5p | − 1.523 | Down | ENST00000304363 |
SUV420H1
| Inf | Up |
ENST00000354670 |
BMF
| Inf | ||||
NovelmiRNA-376 | NA | Down | ENST00000335934 |
TP53I3
| 4.654 | Up |
ENST00000394519 |
RNF14
| 4.642 | ||||
ENST00000354670 |
BMF
| Inf | ||||
ENST00000254654 |
ILKAP
| Inf | ||||
all_hsa-miR-330-5p | 1.469 | Up | ENST00000438423 |
TCF12
| − 1.990 | Down |
ENST00000442101 |
ELF1
| − 2.653 | ||||
ENST00000518421 |
AP3M2
| − 2.599 | ||||
ENST00000566433 |
ADCY7
| − 4.518 | ||||
all_hsa-miR-874-5p | − 1.713 | Down | ENST00000360121 |
SPN
| 2.820 | Up |
ENST00000535612 |
ARMC6
| Inf | ||||
ENST00000316509 |
VAMP2
| Inf | ||||
ENST00000335515 |
PRICKLE4
| Inf | ||||
ENST00000588731 |
SUGP1
| 3.932 | ||||
ENST00000354329 |
MYO18A
| Inf | ||||
ENST00000388995 |
FAM83G
| Inf | ||||
ENST00000528896 |
KIAA0100
| Inf | ||||
ENST00000242351 |
ZC3HAV1
| Inf | ||||
ENST00000378387 |
ARHGEF39
| 4.053 | ||||
ENST00000313028 |
PARP10
| Inf | ||||
ENST00000495880 |
DUSP7
| 2.318 | ||||
ENST00000449969 |
PLCH2
| Inf | ||||
ENST00000562522 |
ITGAX
| Inf | ||||
ENST00000492450 |
ZNF181
| Inf | ||||
ENST00000442312 |
SH3BP2
| Inf | ||||
ENST00000314330 |
C9orf139
| 2.595 | ||||
ENST00000453547 | ARHGAP19-SLIT1 | 5.478 | ||||
ENST00000311895 |
ERCC4
| Inf | ||||
ENST00000397527 |
CEP250
| 3.423 | ||||
ENST00000436936 |
NLRC5
| Inf | ||||
ENST00000325722 |
KIAA0319L
| 4.037 | ||||
ENST00000251582 |
ADAMTS2
| 9.369 | ||||
ENST00000447018 |
CCDC51
| 5.414 | ||||
ENST00000373130 |
STK40
| Inf | ||||
ENST00000589297 |
CYTH1
| 5.446 | ||||
ENST00000374134 |
RGS3
| 2.658 | ||||
ENST00000578036 |
PLEKHM1P
| Inf | ||||
all_hsa-miR-342-5p | − 1.303 | Down | ENST00000356187 |
RNH1
| Inf | Up |
all_hsa-miR-106b-3p | Inf | Up | ENST00000295760 |
FBLN2
| -5.518 | Down |
NovelmiRNA-815 | NA | Down | ENST00000378387 |
ARHGEF39
| 4.053 | Up |
ENST00000347230 |
ZFYVE26
| Inf | ||||
ENST00000357867 |
FN1
| Inf | ||||
ENST00000315588 |
MED29
| Inf | ||||
ENST00000375759 |
SPEN
| Inf | ||||
ENST00000450305 |
DDX11L1
| Inf | ||||
NovelmiRNA-288 | NA | Down | ENST00000449969 |
PLCH2
| Inf | Up |
ENST00000453547 | ARHGAP19-SLIT1 | 5.478 | ||||
ENST00000346169 |
EIF4G1
| 2.275 | ||||
all_hsa-miR-7854-3p | 1.704 | Up | ENST00000310826 |
ZBTB21
| − 4.660 | Down |
ENST00000331222 |
CLN8
| NA | ||||
ENST00000220597 |
PAG1
| − 2.120 | ||||
ENST00000426496 |
PRRC2C
| − 3.820 | ||||
NovelmiRNA-983 | Inf | Up | ENST00000416476 |
BBX
| − 2.929 | Down |
NovelmiRNA-489 | Inf | Up | ENST00000339562 |
NR4A2
| − 2.229 | Down |
ENST00000570054 | RP11-343C2.11 | NA | ||||
NovelmiRNA-862 | NA | Down | ENST00000348428 |
MALT1
| 7.635 | Up |
ENST00000555447 |
STON2
| 2.385 | ||||
ENST00000450053 |
NBEAL2
| 6.383 | ||||
ENST00000314330 |
C9orf139
| 2.595 | ||||
ENST00000264033 |
CBL
| 4.351 | ||||
ENST00000361842 |
XAF1
| 2.457 | ||||
ENST00000346169 |
EIF4G1
| 2.275 | ||||
ENST00000526177 |
GDPD5
| 5.050 | ||||
ENST00000301202 |
LAIR2
| 2.836 | ||||
NovelmiRNA-30 | Inf | Up | ENST00000491381 |
SNX21
| − -4.412 | Down |
ENST00000398246 |
LONRF1
| − 2.309 | ||||
ENST00000597188 |
ADAMTS10
| NA | ||||
ENST00000243077 |
LRP1
| NA | ||||
ENST00000380746 |
DNMT3A
| NA | ||||
ENST00000372269 |
FAM78A
| − 3.099 | ||||
ENST00000257247 |
AHNAK
| NA | ||||
ENST00000427718 |
FBXO21
| NA | ||||
ENST00000228862 |
DUSP16
| − 3.062 | ||||
ENST00000544627 |
ATF7IP
| − 1.915 | ||||
ENST00000409645 |
MGAT5
| − 1.996 | ||||
all_hsa-miR-3150a-5p | 2.297 | Up | ENST00000525038 |
C11orf30
| NA | Down |
all_hsa-miR-361-5p | − 1.103 | Down | ENST00000342624 |
TMTC4
| 7.110 | Up |
ENST00000539778 |
CMIP
| 3.559 | ||||
ENST00000526177 |
GDPD5
| 5.050 | ||||
ENST00000375759 |
SPEN
| Inf | ||||
ENST00000267079 |
MAP3K12
| Inf | ||||
NovelmiRNA-426 | Inf | Up | ENST00000371030 |
ZNF831
| − 3.221 | Down |
ENST00000251268 |
MEGF8
| NA | ||||
ENST00000304987 |
SIK2
| − 2.195 | ||||
ENST00000243077 |
LRP1
| NA | ||||
ENST00000262518 |
SRCAP
| − 3.718 | ||||
ENST00000418048 |
CSF3R
| NA | Down | |||
all_hsa-miR-1273 h-5p | 1.169 | Up | ENST00000367080 |
PFKFB2
| NA | Down |
ENST00000552810 |
CEP290
| − 5.056 | ||||
ENST00000264951 |
XRN1
| NA | ||||
ENST00000589042 |
TTN
| − 2.833 | ||||
ENST00000397708 |
MCM3AP
| − 2.945 | ||||
ENST00000409993 |
DPAGT1
| NA | ||||
ENST00000544583 |
ABR
| NA | ||||
ENST00000394961 |
SMARCAD1
| − 2.347 | ||||
ENST00000358583 |
GOLGA6L20
| NA | ||||
ENST00000536441 |
SESN3
| − 3.579 | ||||
all_hsa-miR-92b-5p | 1.213 | Up | ENST00000258886 |
IREB2
| − 5.167 | Down |
NovelmiRNA-92 | NA | Down | ENST00000301749 |
NLRC3
| Inf | Up |
ENST00000407690 |
TFIP11
| 3.053 | ||||
ENST00000266564 |
PEX5
| Inf | ||||
ENST00000309955 |
CFLAR
| Inf | ||||
ENST00000296603 |
LMBRD2
| 3.287 | ||||
ENST00000380743 |
SMN2
| 3.576 | ||||
ENST00000417961 |
SLC9A8
| 3.225 | ||||
ENST00000495880 |
DUSP7
| 2.318 | ||||
ENST00000396832 |
CSNK1E
| Inf | ||||
ENST00000393667 |
GOLGB1
| Inf | ||||
ENST00000344138 |
GRAP2
| 4.341 | ||||
ENST00000450053 |
NBEAL2
| 6.383 | ||||
ENST00000314330 |
C9orf139
| 2.595 | ||||
ENST00000461206 |
ST3GAL5
| 4.203 | ||||
ENST00000401949 |
GRB10
| 3.459 | ||||
ENST00000373823 |
GSN
| Inf | ||||
ENST00000393265 |
SLC24A4
| 2.727 | Up | |||
all_hsa-miR-503-5p | 1.246 | Up | ENST00000595840 |
LRRC25
| − 2.304 | Down |
all_hsa-miR-6716-5p | Inf | Up | ENST00000493114 |
IRF4
| − 4.622 | Down |
NovelmiRNA-296 | Inf | Up | ENST00000374152 |
ARID1A
| NA | Down |
ENST00000369393 |
MDN1
| − 2.000 | ||||
NovelmiRNA-49 | Inf | Up | ENST00000344028 |
CD6
| − 2.367 | Down |
ENST00000589042 |
TTN
| − 2.833 | ||||
ENST00000418265 | ISY1-RAB43 | NA | ||||
NovelmiRNA-25 | 2.337 | Up | ENST00000417379 |
AATK
| NA | Down |
ENST00000394378 |
SYNRG
| NA | ||||
ENST00000254605 |
RRP8
| NA | ||||
ENST00000528667 |
AMPD2
| − 2.912 | ||||
NovelmiRNA-974 | Inf | Up | ENST00000450123 |
BCL6
| NA | Down |
ENST00000426496 |
PRRC2C
| − 3.820 |
qRT-PCR validation of identified miRNAs and miRNA target gene
Cell culture and transfection
Luciferase reporter assay
Western blotting
Statistical analysis
Results
Overview of RNA-seq data for SLE patients and healthy controls
Analysis of SLE-related differentially expressed miRNAs and mRNAs
GO and KEGG pathway analysis
Interactions of key differentially expressed mRNAs and miRNAs related to SLE
Correlation between candidate miRNA expression and SLE clinical characteristics
Clinical characteristics | N | NovelmiRNA-25 | P | all-hsa-miR-1273h-5p | P |
---|---|---|---|---|---|
Leukocyte | |||||
< 3.5 | 2 | 0.39 ± 0.12 | 0.045 | 1.50 ± 0.67 | 0.452 |
3.5–9.5 | 16 | 5.80 ± 5.38 | 2.78 ± 2.00 | ||
> 9.5 | 3 | 0.64 ± 0.25 | 1.89 ± 1.02 | ||
Neutrophil | |||||
1.8–6.3 | 15 | 6.06 ± 5.48 | 0.002 | 2.91 ± 2.01 | 0.271 |
> 6.3 | 4 | 0.78 ± 0.34 | 1.72 ± 0.90 | ||
Albumin | |||||
< 40 | 14 | 4.89 ± 4.85 | 0.034 | 2.98 ± 1.98 | 0.748 |
40–55 | 1 | 16.81 | 3.65 | ||
C3 | |||||
< 0.79 | 15 | 5.67 ± 5.74 | 0.019 | 2.86 ± 2.04 | 0.173 |
0.79–1.52 | 7 | 1.55 ± 1.61 | 1.73 ± 0.72 | ||
C4 | |||||
< 0.16 | 17 | 4.68 ± 5.76 | 0.524 | 1.75 (1.15, 2.57) | 0.031 |
0.16–0.38 | 4 | 2.74 ± 2.12 | 3.91 (2.45, 6.17) | ||
Lupus anticoagulant | |||||
0.75–1.25 | 10 | 3.65 ± 5.57 | 0.561 | 2.11 ± 1.24 | 0.034 |
> 1.25 | 3 | 5.62 ± 4.57 | 4.58 ± 2.50 | ||
24 h urine protein | |||||
< 0.5 | 3 | 8.65 ± 8.17 | 0.074 | 4.36 ± 2.80 | 0.073 |
> 0.5 | 9 | 2.80 ± 2.73 | 2.11 ± 1.25 | ||
Alanine aminotransferase | |||||
7–40 | 14 | 5.36 ± 5.96 | 0.984 | 2.79 ± 1.98 | 0.61 |
> 40 | 2 | 5.45 ± 0.03 | 3.57 ± 1.96 | ||
Anti-ds-DNA antibody | |||||
Positive | 12 | 1.99 (0.53, 6.59) | 0.75 | 1.64 (1.07, 4.62) | 0.553 |
Negative | 6 | 2.10 (0.73, 11.75) | 1.64 (1.07, 4.62) |