Introduction
Materials and methods
Study design
Data collection
Statistical methods
Results
Basic characteristics of all patents in the PJI group and AL group
ALL (N = 168) | PJI Group (N = 58) | AL Group (N = 110) | P value | |
---|---|---|---|---|
Age (years) (mean ± SD) | 67.14 ± 8.23 | 68.64 ± 8.05 | 66.35 ± 8.25 | 0.086 |
Gender | 0.138 | |||
Male (%) | 71 (42.3%) | 20 (34.5%) | 51 (46.4%) | |
Female (%) | 97 (57.7%) | 38 (65.5%) | 59 (53.6%) | |
BMI (kg/m2) (mean ± SD) | 25.49 ± 1.65 | 25.80 ± 1.51 | 25.40 ± 1.59 | 0.113 |
Site | ||||
Left (%) | 82 (48.8%) | 33 (56.9%) | 49 (44.6%) | 0.128 |
Right (%) | 86 (51.2%) | 25 (43.1%) | 61 (55.4%) | |
Joint | ||||
Knee (%) | 103 (61.3%) | 37 (63.8%) | 66 (60.0%) | 0.631 |
Hip (%) | 65 (38.7%) | 21 (36.2%) | 44 (40.0%) |
Comparison of peripheral blood biomarkers results between the two groups
Laboratory examination | PJI Group (N = 58) | AL Group (N = 110) | P value | ||
---|---|---|---|---|---|
(mean ± SD) | M (P25, P75) | (mean ± SD) | M (P25, P75) | ||
WBC (*109/L) M (P25, P75) | 7.81 ± 2.83 | 7.1 (5.95, 8.86) | 6.93 ± 1.79 | 6.76 (5.59, 7.80) | 0.015 |
PLT (*109/L) (mean ± SD) | 276.67 ± 89.10 | 266.0 (217.5, 343.0) | 216.89 ± 78.45 | 221.5 (156.0,265.0) | < 0.001 |
ESR (mm/h) | 40.36 ± 25.65 | 33.5 (23.75, 46.25) | 23.41 ± 12.96 | 21 (15,29) | < 0.001 |
CRP (mg/L) | 25.29 ± 35.71 | 16.31 (7.67, 26.97) | 9.10 ± 11.96 | 4.54 (1.37, 11.88) | < 0.001 |
PLR | 265.55 ± 176.79 | 222.17 (138.69, 348.04) | 156.14 ± 85.83 | 133.32 (97.78, 207.21) | < 0.001 |
PVR | 29.41 ± 9.94 | 29.05 (22.07, 36.88) | 22.49 ± 8.19 | 22.725 (16.02, 27.18) | < 0.001 |
NLR | 5.02 ± 2.84 | 4.32 (2.63, 6.07) | 3.15 ± 1.78 | 2.62 (1.74, 3.97) | < 0.001 |
MLR | 0.54 ± 0.37 | 0.5 (0.24, 0.63) | 0.30 ± 0.18 | 0.24 (0.17, 0.39) | < 0.001 |
ROC curves analysis for individual peripheral blood biomarkers in PJI diagnosis
Laboratory examination | AUC (95% CI) | Youden Index | Cut off | P* value | Sensitivity | Specificity | PPV | NPV | + LR | -LR |
---|---|---|---|---|---|---|---|---|---|---|
WBC | 0.578 (0.499–0.653) | 0.161 | 8.03 | 0.004 | 37.9% | 78.2% | 47.8% | 70.5% | 173.9% | 79.4% |
PLT | 0.694 (0.619–0.763) | 0.318 | 273 | 0.230 | 50.0% | 81.8% | 59.2% | 75.6% | 274.7% | 61.1% |
ESR | 0.760 (0.688–0.823) | 0.402 | 29 | - | 63.8% | 76.4% | 58.7% | 80.0% | 270.3% | 47.4% |
CRP | 0.758 (0.687–0.821) | 0.484 | 7.53 | 0.971 | 79.3% | 69.1% | 57.5% | 86.4% | 256.6% | 30.0% |
PLR | 0.714 (0.639–0.781) | 0.365 | 178.92 | 0.334 | 63.8% | 72.7% | 55.2% | 79.2% | 233.7% | 49.8% |
PVR | 0.709 (0.634–0.777) | 0.335 | 28.27 | 0.350 | 51.7% | 81.8% | 60.0% | 76.3% | 284.1% | 59.0% |
NLR | 0.723 (0.649–0.789) | 0.357 | 3.79 | 0.426 | 62.1% | 73.6% | 55.4% | 78.6% | 235.2% | 51.5% |
MLR | 0.728 (0.654–0.793) | 0.492 | 0.43 | 0.466 | 65.5% | 83.6% | 67.9% | 82.1% | 399.4% | 41.3% |
ROC curves analysis for combined peripheral blood biomarkers in PJI diagnosis
Different combination | AUC (95% CI) | P value* | P Value& | P value# | Sensitivity | Specificity | PPV | NPV | + LR | -LR |
---|---|---|---|---|---|---|---|---|---|---|
ESR | 0.760 (0.688–0.823) | - | 0.971 | 0.152 | 63.8% | 76.4% | 58.7% | 80.0% | 270.3% | 47.4% |
CRP | 0.758 (0.687–0.821) | 0.971 | - | 0.483 | 79.3% | 69.1% | 57.5% | 86.4% | 256.6% | 30.0% |
The combination of two biomarkers | ||||||||||
ESR + CRP | 0.783 (0.713–0.843) | 0.152 | 0.483 | - | 62.1% | 81.8% | 64.3% | 80.4% | 341.4% | 46.4% |
ESR + PLR | 0.775 (0.704–0.836) | 0.551 | 0.738 | 0.775 | 86.2% | 57.3% | 51.5% | 88.7% | 201.8% | 24.1% |
ESR + PVR | 0.792 (0.723–0.851) | 0.286 | 0.485 | 0.784 | 60.3% | 89.1% | 74.5% | 81.0% | 553.1% | 44.5% |
ESR + NLR | 0.782 (0.712–0.842) | 0.317 | 0.643 | 0.979 | 70.7% | 75.5% | 60.3% | 83.0% | 287.9% | 38.8% |
ESR + MLR | 0.777 (0.707–0.838) | 0.467 | 0.712 | 0.833 | 62.1% | 81.8% | 64.3% | 80.4% | 341.4% | 46.4% |
CRP + PLR | 0.785 (0.715–0.845) | 0.539 | 0.428 | 0.954 | 79.3% | 70.9% | 59.0% | 86.7% | 272.6% | 29.2% |
CRP + PVR | 0.788 (0.718–0.847) | 0.539 | 0.372 | 0.897 | 60.3% | 84.6% | 67.3% | 80.2% | 390.6% | 46.9% |
CRP + NLR | 0.795 (0.726–0.853) | 0.352 | 0.320 | 0.696 | 58.6% | 84.6% | 66.7% | 79.5% | 379.4% | 48.9% |
CRP + MLR | 0.795 (0.726–0.853) | 0.340 | 0.347 | 0.692 | 84.5% | 64.6% | 55.7% | 88.7% | 238.3% | 24.0% |
PLR + PVR | 0.726 (0.652–0.792) | 0.501 | 0.567 | 0.259 | 48.3% | 89.1% | 70.0% | 76.6% | 442.5% | 58.1% |
PLR + NLR | 0.741 (0.668–0.806) | 0.680 | 0.762 | 0.358 | 79.3% | 60.0% | 51.1% | 84.6% | 198.3% | 34.5% |
PLR + MLR | 0.746 (0.673–0.810) | 0.738 | 0.823 | 0.396 | 56.9% | 82.7% | 63.5% | 78.5% | 329.5% | 52.1% |
PVR + NLR | 0.769 (0.698–0.830) | 0.856 | 0.849 | 0.758 | 60.3% | 80.0% | 61.4% | 79.3% | 301.7% | 49.6% |
PVR + MLR | 0.776 (0.705–0.836) | 0.723 | 0.761 | 0.867 | 58.6% | 90.9% | 77.3% | 80.6% | 644.9% | 45.5% |
NLR + MLR | 0.750 (0.677–0.813) | 0.806 | 0.878 | 0.446 | 69.0% | 78.2% | 62.5% | 82.7% | 316.1% | 39.7% |
Different combination | AUC (95% CI) | P value* | P Value& | P value# | Sensitivity | Specificity | PPV | NPV | + LR | -LR |
---|---|---|---|---|---|---|---|---|---|---|
ESR | 0.760 (0.688–0.823) | - | 0.971 | 0.152 | 63.8% | 76.4% | 58.7% | 80.0% | 270.3% | 47.4% |
CRP | 0.758 (0.687–0.821) | 0.971 | - | 0.483 | 79.3% | 69.1% | 57.5% | 86.4% | 256.6% | 30.0% |
ESR + CRP + PLR + PVR + NLR | 0.834 (0.768–0.886) | 0.026 | 0.058 | 0.086 | 62.1% | 92.7% | 81.8% | 82.3% | 853.8% | 40.9% |
ESR + CRP + PLR + PVR + MLR | 0.824 (0.757–0.878) | 0.043 | 0.115 | 0.154 | 84.5% | 71.8% | 61.3% | 89.8% | 299.8% | 21.6% |
ESR + CRP + PVR + NLR + MLR | 0.826 (0.760–0.880) | 0.039 | 0.101 | 0.134 | 87.9% | 67.3% | 58.6% | 91.4% | 268.7% | 17.9% |
CRP + PLR + PVR + NLR + MLR | 0.837 (0.772–0.890) | 0.034 | 0.040 | 0.086 | 87.9% | 66.4% | 58.0% | 91.2% | 261.4% | 18.2% |
ESR + CRP + PLR + PVR + NLR + MLR | 0.841 (0.777–0.893) | 0.010 | 0.041 | 0.040 | 81.0% | 72.7% | 61.0% | 87.9% | 297.1% | 26.1% |
WBC + ESR + CRP + PLR + PVR + NLR + MLR | 0.851 (0.777–0.902) | 0.007 | 0.023 | 0.018 | 77.6% | 80.0% | 67.2% | 87.1% | 388.0% | 28.0% |
PLT + ESR + CRP + PLR + PVR + NLR + MLR | 0.839 (0.792–0.911) | 0.013 | 0.044 | 0.045 | 89.7% | 65.5% | 57.8% | 92.3% | 259.6% | 15.7% |
All biomarkers combination | ||||||||||
WBC + PLT + ESR + CRP + PLR + PVR + NLR + MLR | 0.853 (0.790–0.909) | 0.005 | 0.021 | 0.015 | 82.8% | 72.7% | 61.5% | 88.9% | 303.5% | 23.7% |
Comparison of peripheral blood biomarkers in the different PJI subgroups
Laboratory examination | Culture positive PJI (N = 39) | Culture negative PJI (N = 19) | P value | Acute PJI (N = 20) | Chronic PJI (N = 38) | P value |
---|---|---|---|---|---|---|
ESR (mm/h) (mean ± SD) | 47.15 ± 28.50 | 26.42 ± 8.01 | 0.003 | 48.25 ± 37.15 | 36.21 ± 15.92 | 0.595 |
CRP (mg/L) (mean ± SD) | 33.22 ± 41.12 | 9.02 ± 7.25 | 0.014 | 42.47 ± 55.12 | 16.25 ± 12.65 | 0.028 |
PLR (mean ± SD) | 293.17 ± 198.31 | 208.85 ± 104.45 | 0.088 | 307.70 ± 209.37 | 243.36 ± 155.48 | 0.295 |
PVR (mean ± SD) | 29.96 ± 9.88 | 28.26 ± 10.21 | 0.544 | 30.05 ± 11.61 | 29.07 ± 9.08 | 0.725 |
NLR (mean ± SD) | 5.48 ± 3.01 | 4.08 ± 2.25 | 0.078 | 5.08 ± 2.93 | 4.98 ± 2.84 | 0.825 |
MLR (mean ± SD) | 0.55 ± 0.30 | 0.50 ± 0.50 | 0.63 | 0.60 ± 0.36 | 0.50 ± 0.38 | 0.262 |
ROC curves analysis for individual and combined peripheral blood biomarkers in acute PJI and chronic PJI group
Laboratory examination | AUC (95% CI) | Youden Index | Cut off | P* value | Sensitivity | Specificity | PPV | NPV | + LR | -LR |
---|---|---|---|---|---|---|---|---|---|---|
ESR | 0.543 (0.407–0.674) | 0.213 | 42 | - | 45.0% | 76.3% | 189.9% | 72.1% | 50.0% | 72.5% |
CRP | 0.676 (0.541–0.793) | 0.374 | 10.8 | 0.122 | 90.0% | 47.4% | 171.1% | 21.1% | 47.4% | 90.0% |
PLR | 0.584 (0.447–0.712) | 0.295 | 350.45 | 0.594 | 40.0% | 89.5% | 381.0% | 67.0% | 66.7% | 73.9% |
PVR | 0.528 (0.393–0.661) | 0.171 | 23.8 | 0.887 | 75.0% | 42.1% | 129.5% | 59.4% | 40.5% | 76.2% |
NLR | 0.518 (0.383–0.651) | 0.111 | 2.52 | 0.779 | 85.0% | 26.3% | 115.3% | 57.0% | 37.8% | 76.9% |
MLR | 0.590 (0.453–0.718) | 0.195 | 0.73 | 0.478 | 30.0% | 89.5% | 285.7% | 78.2% | 60.1% | 70.8% |
Different combination | AUC (95% CI) | P value* | P Value& | P value# | Sensitivity | Specificity | PPV | NPV | + LR | -LR |
---|---|---|---|---|---|---|---|---|---|---|
ESR | 0.543 (0.407–0.674) | - | 0.122 | 0.196 | 45.0% | 76.3% | 189.9% | 72.1% | 50.0% | 72.5% |
CRP | 0.676 (0.541–0.793) | 0.122 | - | 0.666 | 90.0% | 47.4% | 171.1% | 21.1% | 47.4% | 90.0% |
ESR + CRP | 0.696 (0.561–0.810) | 0.196 | 0.666 | - | 70.0% | 68.4% | 221.5% | 43.9% | 53.8% | 81.2% |
The combination of five biomarkers | ||||||||||
ESR + CRP + PLR + PVR + NLR | 0.739 (0.608–0.846) | 0.063 | 0.299 | 0.410 | 65.0% | 76.3% | 274.3% | 45.9% | 59.1% | 80.6% |
ESR + CRP + PLR + PVR + MLR | 0.741 (0.609–0.847) | 0.067 | 0.304 | 0.415 | 65.0% | 79.0% | 309.5% | 44.3% | 62.0% | 81.1% |
ESR + CRP + PVR + NLR + MLR | 0.730 (0.598–0.838) | 0.077 | 0.325 | 0.487 | 90.0% | 57.9% | 213.8% | 17.3% | 52.9% | 91.7% |
CRP + PLR + PVR + NLR + MLR | 0.725 (0.592–0.834) | 0.013 | 0.439 | 0.728 | 60.0% | 76.3% | 253.2% | 52.4% | 57.1% | 78.4% |
All biomarkers combination | ||||||||||
ESR + CRP + PLR + PVR + NLR + MLR | 0.751(0.620–0.855) | 0.039 | 0.226 | 0.358 | 90.0% | 55.3% | 201.3% | 18.1% | 51.4% | 91.3% |