Category | Marker | Good/fair quality studies | Poor quality studies | Evidence |
---|---|---|---|---|
ACPA | Anti-CCP | Â | 3x positive association [37,38,39] 1x not associated [40] | Moderate evidence of positive association |
Anti-MCV | Â | 1x positive association [41] | Limited evidence of positive association | |
Bone metabolism | 25(OH) vitamin D | Strong evidence of no association | ||
Alkalic phosphate | 1x no association [43] | Moderate evidence of no association | ||
Calcium | Â | Moderate evidence of no association | ||
COMP | 1x no association [49] | 1x no association [50] | Moderate evidence of no association | |
CPII:C2C | 1x positive association [49] | Â | Moderate evidence of positive association | |
CTX | Â | Moderate evidence of no association | ||
DKK-1 | 1x no association [52] | 1x positive association [53] | Conflicting evidence | |
MMP3 | 1x no association [51] | Strong evidence of positive association | ||
OPG | Strong evidence of positive association | |||
OPG/RANKL ratio | Â | Moderate evidence of negative association | ||
Osteoclast precursors | Â | 1x positive association [56] | Limited evidence of positive association | |
Phosphate | 1x no association [43] | 1x no association [47] | Moderate evidence of no association | |
RANKL | 1x no association [49] | Conflicting evidence | ||
Urine Hp | Â | 1x negative association [48] | Limited evidence of negative association | |
Cell culture | IL-2 secretion | Â | 1x positive association [58] | Limited evidence of positive association |
IL-17 secretion | Â | 1x positive association [59] 1x no association [58] | Conflicting evidence | |
Cytokines | (Change in) CXCL10 | 1x positive association [27] 1x positive association [60] | Â | Strong evidence of positive association |
IL-6 | 1x positive association [61] 1x positive association [62] | 1x positive association [63] 1x no association [64] | Strong evidence of positive association | |
IL-12/23 p40 | 1x no association [49] | 1x positive association [56] | Conflicting evidence | |
IL-23 | Â | 1x positive association [65] | Limited evidence of positive association | |
IL-33 | Â | 1x positive association [56] | Limited evidence of positive association | |
IL-34 | 1x positive association [66] | 1x positive association [56] | Moderate evidence of positive association | |
IL-35 | Â | 1x positive association [56] | Limited evidence of positive association | |
IL-36a | Â | 1x negative association [56] | Limited evidence of negative association | |
IL-38 | Â | 1x positive association [56] | Limited evidence of positive association | |
M-CSF | 1x negative association [52] | 1x positive association [53] | Conflicting evidence | |
TNFα |  | Moderate evidence of positive association | ||
Cytologic phenotype | CD3+ CD71+ count | Â | 1x positive association [58] | Limited evidence of positive association |
CD4 + CD45RA-CXCR3 + CCR4- | Â | 1x negative association [67] | Limited evidence of negative association | |
CD4 + CD45RA-CXCR3 + CCR6- | Â | 1x negative association [67] | Limited evidence of negative association | |
CD4 + CD45RA-IFNy+ | Â | 1x negative association [67] | Limited evidence of negative association | |
CD4 + CD45RA-IL17+ | Â | 1x positive association [67] | Limited evidence of positive association | |
CD4 + TEMCXCR3 + CCR4- | Â | 1x negative association [67] | Limited evidence of negative association | |
CD4 + TEMIL17A+ | Â | 1x negative association [67] | Limited evidence of negative association | |
CD8 + CD45RA-CCR6 + CXCR3-CD69+ | Â | 1x positive association [67] | Limited evidence of positive association | |
CD8 + CD45RA-IL17+ | Â | 1x positive association [67] | Limited evidence of positive association | |
CD8 + TCMCD69+ | Â | 1x positive association [67] | Limited evidence of positive association | |
CD8 + TEMIL17A+ | Â | 1x positive association [67] | Limited evidence of positive association | |
CD8 + TEMRACCR6 + CXCR3-CD69- | Â | 1x positive association [67] | Limited evidence of positive association | |
CD8 + TEMRACXCR3 + CCR4- | Â | 1x negative association [67] | Limited evidence of negative association | |
CD8 + TEMRACXCR3 + CCR6-CD69+ | Â | 1x positive association [67] | Limited evidence of positive association | |
Mean platelet volume | Â | Moderate evidence of positive association | ||
Monocyte count | Â | 1x positive association [70] | Limited evidence of positive association | |
Neutrophil count | Â | 1x positive association [70] | Limited evidence of positive association | |
Neutrophil to lymphocyte ratio | Â | 1x positive association [70] | Limited evidence of positive association | |
Platelet count | Â | Conflicting evidence | ||
Platelet to lymphocyte ratio | Â | 1x positive association [70] | Limited evidence of positive association | |
White blood count | Â | 1x positive association [70] 1x no association [46] | Conflicting evidence | |
Inflammation marker | CRP | 5x positive association [43, 49, 54, 66, 71] 1x no association [27] | Strong evidence of positive association | |
ESR | 1x positive association [66] 1x no association [43] | Conflicting evidence | ||
Lipid metabolism | Adiponectin | 1x positive association [71] | 1x negative association [64] | Conflicting evidence |
ApoA to ApoB ratio | Â | 1x positive association [76] | Limited evidence of positive association | |
ApoB | Â | 1x positive association [76] | Limited evidence of positive association | |
CER | Â | 1x positive association [46] | Limited evidence of positive association | |
Glucose | Strong evidence of no association | |||
HDL | Strong evidence of no association | |||
Insulin | Â | 1x negative association [77] | Limited evidence of negative association | |
LDL | 1x positive association [62] | Strong evidence of no association | ||
LDL:HDL ratio | Â | Moderate evidence of positive association | ||
Leptin | 1x positive association [71] | 1x no association [64] | Conflicting evidence | |
Total cholesterol | 1x negative association [42] 1x no association [71] | 1x positive association [62] | Conflicting evidence | |
Total cholesterol/HDL | 1x no association [42] | 1x positive association [76] | Conflicting evidence | |
Triglycerides | Strong evidence of no association | |||
VLDL | Â | Moderate evidence of no association | ||
miRNA expression | let-7b-3p | 1x negative association [78] | Â | Moderate evidence of negative association |
let-7b-5p | 1x negative association [78] | Â | Moderate evidence of negative association | |
let-7e-5p | 1x positive association [78] | Â | Moderate evidence of positive association | |
miR-26a-5p | 1x positive association [78] | Â | Moderate evidence of positive association | |
miR-27a-3p | 1x positive association [78] | Â | Moderate evidence of positive association | |
miR-27b-3p | 1x positive association [78] | Â | Moderate evidence of positive association | |
miR-29a-3p | 1x positive association [78] | Â | Moderate evidence of positive association | |
miR-30e-5p | 1x positive association [78] | Â | Moderate evidence of positive association | |
miR-92a-3p | 1x negative association [78] | Â | Moderate evidence of negative association | |
miR-92b-3p | 1x negative association [78] | Â | Moderate evidence of negative association | |
miR-98-5p | 1x positive association [78] | Â | Moderate evidence of positive association | |
miR-139-3p | 1x negative association [78] | Â | Moderate evidence of negative association | |
miR-146a-5p | 1x positive association [78] | 1x positive association [79] | Moderate evidence of positive association | |
miR-203a | 1x negative association [78] | Â | Moderate evidence of negative association | |
miR-486-5p | 1x negative association [78] | Â | Moderate evidence of negative association | |
miR-1180-3p | 1x negative association [78] | Â | Moderate evidence of negative association | |
miR-2379-5p | 1x positive association [78] | Â | Moderate evidence of positive association | |
miR-3158-3p | 1x negative association [78] | Â | Moderate evidence of negative association | |
miR-4732-3p | 1x negative association [78] | Â | Moderate evidence of negative association | |
mRNA expression whole blood | CCL1 | 1x negative association [80] | Â | Moderate evidence of negative association |
CCL7 | 1x negative association [80] | Â | Moderate evidence of negative association | |
CCL20 | 1x negative association [80] | Â | Moderate evidence of negative association | |
CX3CL1 | 1x negative association [80] | Â | Moderate evidence of negative association | |
CXCL2 | 1x negative association [80] | Â | Moderate evidence of negative association | |
CXCL5 | 1x negative association [80] | Â | Moderate evidence of negative association | |
HAT1 | Â | 1x positive association [81] | Limited evidence of positive association | |
IL-3 | 1x negative association [80] | Â | Moderate evidence of negative association | |
IL-6 | 1x negative association [80] | Â | Moderate evidence of negative association | |
IL-8 | 1x negative association [80] | Â | Moderate evidence of negative association | |
IL-17C | 1x negative association [80] | Â | Moderate evidence of negative association | |
IL-17F | 1x negative association [80] | Â | Moderate evidence of negative association | |
ISG20 | 1x negative association [80] | Â | Moderate evidence of negative association | |
MMP-3 | 1x negative association [80] | Â | Moderate evidence of negative association | |
NOTCH2NL | Â | 1x negative association [81] | Limited evidence of negative association | |
SET2D | Â | 1x negative association [81] | Limited evidence of negative association | |
STAT3 | 1x negative association [80] | Â | Moderate evidence of negative association | |
STAT6 | 1x negative association [80] | Â | Moderate evidence of negative association | |
SYK | 1x negative association [80] | Â | Moderate evidence of negative association | |
TBX21 | 1x negative association [80] | Â | Moderate evidence of negative association | |
Serum | CD5L | 1x positive association [54] | Â | Moderate evidence of positive association |
Creatinine | 1x no association [43] | 1x no association [53] | Moderate evidence of no association | |
Complement C9 | Â | 1x negative association [82] | Limited evidence of negative association | |
IFI16 | 1x negative association [83] | Â | Moderate evidence of negative association | |
sIL2R | 1x positive association [61] | Â | Moderate evidence of positive association | |
ITGB5 | 1x positive association [54] | Â | Moderate evidence of positive association | |
Gelsolin | Â | 1x negative association [44] | Limited association of negative association | |
K17 | Â | 1x positive association [84] | Limited evidence of positive association | |
M2BP | 1x positive association [54] | Â | Moderate evidence of positive association | |
MPO | 1x positive association [54] | Â | Moderate evidence of positive association | |
PRL | Â | 1x positive association [85] | Limited evidence of positive association | |
STIP1 | Â | 1x positive association [84] | Limited evidence of positive association | |
Uric acid | 1x positive association [86] 1x no association [87] | 1x no association [88] 1x negative association [77] | Conflicting evidence | |
VCP | Â | 1x positive association [89] | Limited evidence of positive association | |
VEGFR-3 |  | 1x positive association [90] | Limited evidence of positive association | |
YKL-40 | Â | 1x positive association [91] | Limited evidence of positive association | |
Skin | C16ORF61 | Â | 1x positive association [92] | Limited evidence of positive association |
CPN2 | Â | 1x positive association [92] | Limited evidence of positive association | |
CXCL12 | Â | 1x positive association [93] | Limited evidence of positive association | |
FHL1 | Â | 1x positive association [92] | Limited evidence of positive association | |
GPS1 | Â | 1x positive association [92] | Limited evidence of positive association | |
IL23R | Â | 1x positive association [94] | Limited evidence of positive association | |
ITGB5 | Â | 1x positive association [92] | Limited evidence of positive association | |
POSTN | Â | 1x positive association [92] | Limited evidence of positive association | |
PP2R4 | Â | 1x positive association [92] | Limited evidence of positive association | |
SNCA | Â | 1x positive association [92] | Limited evidence of positive association | |
SRP14 | Â | 1x positive association [92] | Limited evidence of positive association | |
SRPX | Â | 1x positive association [92] | Limited evidence of positive association | |
Miscellaneous | Anti-ADAMTS-L5 IgG antibodies | Â | 1x positive association [95] | Limited evidence of positive association |
Anti-LL37 antibodies | Â | 1x positive association [95] 1x mixed results [82] | Conflicting evidence | |
Arylesterase activity | Â | 1x positive association [72] | Limited evidence of positive association | |
Hemoglobin | Â | 1x negative association [70] | Limited evidence of negative association | |
IgG response to C region of rM12 protein | Â | 1x positive association [96] | Limited evidence of positive association |