| Literature DB >> 36181102 |
Kai Zhou1, Longfei Ji1, Shuwei Pang1, You Tang2, Changliang Liu1.
Abstract
The cage nonunion may cause serious consequences, including recurrent pain, radiculopathy, and kyphotic deformity. The risk factors for nonunion following anterior cervical discectomy and fusion (ACDF) are controversial. The aim of the study is to investigate the risk factors for nonunion in cervical spondylotic cases after ACDF. We enrolled 58 and 692 cases in the nonunion and union group respectively and followed up the cases at least 6 months. Patient demographic information, surgical details, cervical sagittal parameters, and the serum vitamin D level were collected. A logistic regression was performed to determine the independent predictors for nonunion, which were used for establishing a nomogram. In order to estimate the reliability and the net benefit of nomogram, we applied a receiver operating characteristic curve analysis, calibration curves and plotted decision curves. Using the multivariate logistic regression, we found that age (odds ratio [OR] = 1.16, P < .001), smoking (OR = 3.41, P = .001), angle of C2 to C7 (OR = 1.53, P < .001), number of operated levels (2 levels, OR = 0.42, P = .04; 3 levels, OR = 1.32, P = .54), and serum vitamin D (OR = 0.81, P < .001) were all significant predictors of nonunion (Table 3). The area under the curve of the model training cohort and validation cohort was 0.89 and 0.87, respectively. The calibration curves showed that the predicted outcome fitted well to the observed outcome in the training cohort (P = .102,) and validation cohort (P = .125). The decision curves showed the nomogram had more benefits than the All or None scheme if the threshold probability is >10% and <100% in training cohort and validation cohort. We found that age, smoking, angle of C2 to C7, number of operated levels, and serum vitamin D were all significant predictors of nonunion.Entities:
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Year: 2022 PMID: 36181102 PMCID: PMC9524884 DOI: 10.1097/MD.0000000000030763
Source DB: PubMed Journal: Medicine (Baltimore) ISSN: 0025-7974 Impact factor: 1.817
Figure 1.Flow chart for cervical spondylosis patients in training and validation cohorts.
Figure 2.The pre and post operation images. Before operation, the MRI showed the cervical disc herniation in C4/5 (A). The X-rays showed the plate and screws post operation (B). During the operation, the disc was removed with angled curettes and pituitary rongeurs of various sizes (C). MRI = magnetic resonance imaging.
Clinical summary in the nonunion and union group.
| Items | Nonunion group | Union group |
|
|---|---|---|---|
| Age (yr) | 62.9 ± 7.0 | 57.2 ± 5.7 | <.001 |
| Sex ( | 28 (48.3%) | 330 (47.7%) | .93 |
| BMI (kg/m2) | 24.0 ± 1.9 | 23.9 ± 2.4 | .91 |
| Smoking (n, %) | 39 (67.2%) | 245 (35.4%) | <.001 |
| Alcohol (n, %) | 20 (34.5%) | 228 (32.9%) | .81 |
| Hypertension (n, %) | 22 (37.9%) | 226 (32.7%) | .41 |
| Diabetes (n, %) | 12 (20.7%) | 129 (18.6%) | .70 |
| Osteoporosis (n, %) | 34 (58.6%) | 252 (36.4%) | .001 |
| VAS | 5.3 ± 1.6 | 4.9 ± 1.8 | .13 |
| NDI | 32.6 ± 9.4 | 30.6 ± 10.9 | .18 |
| mJOA | 11.9 ± 3.1 | 11.2 ± 3.7 | .12 |
| Angle of C2 to C7 (°) | 18.2 ± 2.3 | 15.9 ± 2.2 | <.001 |
| C2–C7 ROM (°) | 31.6 ± 6.7 | 31.7 ± 6.9 | .98 |
| C2–C7 SVA (mm) | 17.9 ± 3.1 | 17.3 ± 3.7 | .13 |
| T1 slope (°) | 22.4 ± 2.9 | 22.7 ± 3.5 | .47 |
| Number of operated levels | <.001 | ||
| 1 | 17 (29.3%) | 406 (58.7%) | |
| 2 | 21 (36.2%) | 150 (21.7%) | |
| 3 | 20 (34.5%) | 136 (19.7%) | |
| Surgical duration (min) | 88.3 ± 8.6 | 87.5 ± 9.9 | .57 |
| Blood loss (mL) | 80.2 ± 7.3 | 79.2 ± 7.8 | .30 |
| Serum vitamin D (ng/mL) | 21.3 ± 6.8 | 27.8 ± 4.9 | <.001 |
Angle of C2 to C7 = the angle formed by the inferior endplates of C2 and C7 in lateral radiographs, BMI = body mass index, C2–C7 ROM = the sum of the C2–7 Cobb angle during flexion and extension lateral radiographs, C2–C7 SVA = distance from the posterosuperior corner of C7 and the vertical line from the center of the C2 body, mJOA = modified Japanese Orthopedic Association, NDI = neck disability index, T1 slope = the angle between a horizontal line and the superior endplate of T1 on lateral radiograph, VAS = visual analogue scale.
Characteristics of patients in the training and validation cohorts.
| Items | Training cohort | Validation cohort |
|
|---|---|---|---|
| Age (yr) | 57.8 ± 5.9 | 57.4 ± 6.3 | .44 |
| Sex ( | 246 (46.9%) | 112 (49.8%) | .46 |
| BMI (kg/m2) | 24.1 ± 2.3 | 23.8 ± 2.5 | .21 |
| Smoking (n, %) | 191 (36.4%) | 93 (41.3%) | .20 |
| Alcohol (n, %) | 185 (35.2%) | 63 (28.0%) | .07 |
| Hypertension (n, %) | 169 (32.2%) | 79 (35.1%) | .44 |
| Diabetes (n, %) | 100 (19.0%) | 41 (18.2%) | .79 |
| Osteoporosis (n, %) | 203 (38.7%) | 83 (36.9%) | .65 |
| VAS | 5.0 ± 1.8 | 4.9 ± 1.9 | .79 |
| NDI | 30.8 ± 10.6 | 30.6 ± 11.4 | .78 |
| mJOA | 11.3 ± 3.5 | 11.2 ± 3.8 | .76 |
| Angle of C2 to C7 (°) | 16.0 ± 2.3 | 16.3 ± 2.5 | .12 |
| C2–C7 ROM (°) | 31.5 ± 6.7 | 32.2 ± 7.0 | .19 |
| C2–C7 SVA (mm) | 17.4 ± 3.5 | 17.3 ± 3.8 | .78 |
| T1 slope (°) | 22.8 ± 3.4 | 22.3 ± 3.4 | .11 |
| Number of levels operated | .71 | ||
| 1 | 291 (55.4%) | 132 (58.7%) | |
| 2 | 122 (23.2%) | 49 (21.8%) | |
| 3 | 112 (21.3%) | 44 (19.6%) | |
| Surgical duration (min) | 87.8 ± 9.8 | 87.1 ± 9.8 | .34 |
| Blood loss (mL) | 79.3 ± 8.0 | 79.1 ± 7.5 | .75 |
| Serum vitamin D (ng/mL) | 27.3 ± 5.2 | 27.1 ± 5.5 | .50 |
| Outcome | .44 | ||
| | 487 (92.8%) | 205 (91.1%) | |
| | 38 (7.2%) | 20 (8.9%) |
BMI = body mass index, mJOA = modified Japanese Orthopedic Association, NDI = neck disability index, ROM = range of motion, SVA = sagittal vertical axis, VAS = visual analogue scale.
Univariate and multivariate logistic regression model for predicting nonunion after ACDF.
| Variables | Univariate analysis | Multivariate analysis | ||
|---|---|---|---|---|
| OR (95% CI) | OR (95% CI) | |||
| Age (yr) | 1.17 (1.12, 1.23) | <.001 | 1.16 (1.08, 1.24) | <.001 |
| Sex | .44 | |||
| Female | 1 | 1 | ||
| Male | 0.98 (0.57, 1.67) | .93 | 1.32 (0.65, 2.68) | |
| BMI (kg/m2) | 1.01 (0.89, 1.13) | .91 | 1.01 (0.78, 1.31) | .94 |
| Smoking | <.001 | .001 | ||
| No | 1 | 1 | ||
| Yes | 3.75 (2.12, 6.62) | 3.41 (1.64, 7.10) | ||
| Alcohol (n, %) | .81 | .44 | ||
| No | 1 | 1 | ||
| Yes | 0.93 (0.53, 1.64) | 1.33 (0.64, 2.76) | ||
| Hypertension (n, %) | .41 | .81 | ||
| No | 1 | 1 | ||
| Yes | 0.79 (0.46, 1.38) | 1.09 (0.53, 2.27) | ||
| Diabetes (n, %) | .70 | .64 | ||
| No | 1 | 1 | ||
| Yes | 0.88 (0.45, 1.71) | 1.23 (0.52, 2.92) | ||
| Osteoporosis (n, %) | .001 | .09 | ||
| No | 1 | 1 | ||
| Yes | 0.40 (0.23, 0.69) | 1.81 (0.90, 3.64) | ||
| VAS | 1.11 (0.85, 1.28) | .19 | 1.18 (0.96, 1.45) | .12 |
| NDI | 1.02 (0.99, 1.04) | .17 | 1.01 (0.92, 1.05) | .18 |
| mJOA | 1.05 (0.98, 1.13) | .18 | 1.02 (0.97, 1.12) | .16 |
| Angle of C2 to C7 (°) | 1.55 (1.36, 1.77) | <.001 | 1.53 (1.28, 1.83) | <.001 |
| C2–C7 ROM (°) | 0.99 (0.96, 1.04) | .98 | 0.98 (0.94, 1.05) | .95 |
| C2–C7 SVA (mm) | 1.03 (0.97, 1.14) | .16 | 1.05 (0.98, 1.15) | .17 |
| T1 slope (°) | 0.97 (0.89, 1.05) | .47 | 0.94 (0.81, 1.09) | .46 |
| Number of operated levels | ||||
| 1 | 1 | 1 | ||
| 2 | 0.29 (0.15, 0.56) | <.001 | 0.42 (0.18, 0.98) | .04 |
| 3 | 0.95 (0.49, 1.83) | .88 | 1.32 (0.54, 3.22) | .54 |
| Surgical duration (min) | 1.01 (0.98, 1.04) | .57 | 1.02 (0.98, 1.07) | .28 |
| Blood loss (mL) | 1.02 (0.98, 1.05) | .33 | 1.03 (0.97, 1.08) | .25 |
| Serum vitamin D (ng/mL) | 0.79 (0.75, 0.84) | <.001 | 0.81 (0.75, 0.87) | <.001 |
ACDF = anterior cervical discectomy and fusion, BMI = body mass index, CI = confidence interval, mJOA = modified Japanese Orthopedic Association, NDI = neck disability index, OR = odds ratio, ROM = range of motion, SVA = sagittal vertical axis, VAS = visual analogue scale.
Figure 3.The nomogram to predict the nonunion of in patients after ACDF. Based on the risk factors selected, we developed a nomogram to predict the probability of nonunion based on the logistic model. ACDF = anterior cervical discectomy and fusion.
Figure 4.Nomogram validation. The AUC of the model training cohort and validation cohort were 0.89 (A) and 0.87 (B) respectively, which indicated favorable discrimination. The calibration curves showed that the predicted outcome fitted well to the observed outcome in the training cohort (P = .102, C) and validation cohort (P = .125, D). The decision curves showed the nomogram had more benefits than the All or None scheme if the threshold probability is >10% and <100% in training cohort and validation cohort (E and F). AUC = area under the curve.
Performance of the nomogram in predicting nonunion after ACDF.
| Performance parameter | AUC | Accuracy | Specificity | Sensitivity | PLR | NLR | DOR |
|---|---|---|---|---|---|---|---|
| Nomogram | 0.89 | 0.84 | 0.74 | 0.93 | 3.58 | 0.09 | 39.78 |
ACDF = anterior cervical discectomy and fusion, AUC = area under the curve, DOR = diagnostic odds ratio, NLR = negative likelihood ratio, PLR = positive likelihood ratio.