| Literature DB >> 35743419 |
Jihye Kim1, Hwan Ryu2, Tae-Hwan Kim2.
Abstract
Reoperation is a major concern in spinal fusion surgery for degenerative spinal disease. Earlier reported reoperation rates were confined to a specific spinal region without comprehensive analysis, and their prediction models for reoperation were not statistically validated. Our study aimed to present reasonable base rates for reoperation according to all possible risk factors and build a validated prediction model for early reoperation. In our nationwide population-based cohort study, data between 2014 and 2016 were obtained from the Korean National Health Insurance claims database. Patients older than 19 years who underwent instrumented spinal fusion surgery for degenerative spinal diseases were included. The patients were divided into cases (patients who underwent reoperation) and controls (patients who did not undergo reoperation), and risk factors for reoperation were determined by multivariable analysis. The estimates of all statistical models were internally validated using bootstrap samples, and sensitivity analyses were additionally performed to validate the estimates by comparing the two prediction models (models for 1st-year and 3rd-year reoperation). The study included 65,355 patients: 2939 (4.5%) who underwent reoperation within 3 years after the index surgery and 62,146 controls. Reoperation rates were significantly different according to the type of surgical approach and the spinal region. The third-year reoperation rates were 5.3% in the combined lumbar approach, 5.2% in the posterior lumbar approach, 5.0% in the anterior lumbar approach, 3.0% in the posterior thoracic approach, 2.8% in the posterior cervical approach, 2.6% in the anterior cervical approach, and 1.6% in the combined cervical approach. Multivariable analysis identified older age, male sex, hospital type, comorbidities, allogeneic transfusion, longer use of steroids, cages, and types of surgical approaches as risk factors for reoperation. Clinicians can conduct comprehensive risk assessment of early reoperation in patients who will undergo instrumented spinal fusion surgery for degenerative spinal disease using this model.Entities:
Keywords: big data; degenerative spinal disease; instrumentation; prediction; reoperation; risk factor; spinal fusion; surgical approach
Year: 2022 PMID: 35743419 PMCID: PMC9225055 DOI: 10.3390/jcm11123338
Source DB: PubMed Journal: J Clin Med ISSN: 2077-0383 Impact factor: 4.964
Figure 1Selection of the study population.
Figure 2Definitions of cases and controls. * Reoperation was defined as subsequent surgery, which only included decompressive or fusion surgery.
Annual reoperation rates according to the spinal regions.
| Index Regions | All Cases (%) | Reoperation Cases at 1-Year Follow-Up ( | Reoperation Cases at 2-Year Follow-Up ( | Reoperation Cases at 3-Year Follow-Up ( | Reoperation Rates at the 1st Year | Reoperation Rates at the 2nd Year | Reoperation Rates at the 3rd Year |
|---|---|---|---|---|---|---|---|
| Cervical spine | 16,962 (26) | 210 | 340 | 459 | 1.2 [1.1–1.4] | 2.0 [1.8–2.2] | 2.7 [2.5–3.0] |
| Thoracic spine | 1186 (2) | 15 | 29 | 38 | 1.3 [0.6–1.9] | 2.4 [1.6–3.3] | 3.2 [2.2–4.2] |
| Lumbar spine | 47,207 (72) | 880 | 1637 | 2442 | 1.9 [1.7–2.0] | 3.5 [3.3–3.6] | 5.2 [5.0–5.4] |
| All regions | 65,355 | 1105 | 2006 | 2939 | 1.7 [1.6–1.8] | 3.1 [2.9–3.2] | 4.5 [4.3–4.7] |
Figure 3Annual reoperation rates according to the spinal regions.
Annual reoperation rates according to patients’ characteristics.
| Variables | Categories | All | Patients with Reoperation within | Patients with Reoperation within | Patients with Reoperation within | Odds Ratios for Reoperation within | |
|---|---|---|---|---|---|---|---|
| Number of patients | 65,355 | 1105 (1.7) | 2006 (3.1) | 2939 (4.5) | |||
| Age | Mean ± SD | 61.4 ± 11.5 | 64.0 ± 11.0 | 63.8 ± 10.5 | 63.5 ± 10.4 | 1.02 (1.01–1.02) | <0.001 |
| 20–49 | 10,011 | 109 (1.1) | 187 (1.9) | 278 (2.8) | Reference | ||
| 50–69 | 37,446 | 612 (1.6) | 1157 (3.1) | 1733 (4.6) | 1.70 (1.49–1.93) | <0.001 | |
| 70–79 | 16,058 | 344 (2.1) | 602 (3.7) | 849 (5.3) | 1.95 (1.70–2.24) | <0.001 | |
| 80+ | 1840 | 40 (2.2) | 60 (3.3) | 79 (4.3) | 1.57 (1.22–2.03) | 0.001 | |
| Sex | Male | 29,606 | 608 (2.1) | 1084 (3.7) | 1511 (5.1) | 1.29 (1.20–1.39) | <0.001 |
| Female | 35,749 | 497 (1.4) | 922 (2.6) | 1428 (4.0) | Reference | ||
| Region | Urban | 55,112 | 917 (1.7) | 1634 (3.0) | 2412 (4.4) | Reference | |
| Rural | 10,243 | 188 (1.8) | 372 (3.6) | 527 (5.1) | 1.19 (1.08–1.31) | 0.001 | |
| Hospital | Tertiary | 17,767 | 258 (1.5) | 463 (2.6) | 680 (3.8) | Reference | |
| General | 17,166 | 381 (2.2) | 666 (3.9) | 942 (5.5) | 1.50 (1.32–1.61) | <0.001 | |
| Others | 30,422 | 466 (1.5) | 877 (2.9) | 1317 (4.3) | 1.14 (1.03–1.25) | 0.008 | |
| Transfusion | Autologous transfusion | 313 | 7 (2.2) | 10 (3.2) | 18 (5.8) | 1.30 (0.81–2.09) | 0.285 |
| Allogenous transfusion | 26,142 | 570 (2.2) | 1015 (3.9) | 1487 (5.7) | 1.57 (1.46–1.69) | <0.001 | |
| Systemic steroid | None | 46,894 | 714 (1.5) | 1345 (2.9) | 1978 (4.2) | Reference | |
| within 2 weeks | 17,977 | 386 (2.1) | 648 (3.6) | 944 (5.3) | 1.26 (1.16–1.36) | <0.001 | |
| Over 2 weeks | 214 | 5 (2.3) | 13 (6.1) | 17 (7.9) | 1.96 (1.19–3.22) | <0.001 | |
The numbers in parentheses mean annual reoperation rates.
Annual reoperation rates according to comorbidities.
| Variables | Categories | All | Patients with Reoperation within | Patients with Reoperation within | Patients with Reoperation within | Odds Ratios for Reoperation within | |
|---|---|---|---|---|---|---|---|
| Number of patients | 65,355 | 1105 (1.7) | 2006 (3.1) | 2939 (4.5) | |||
| Charlson comorbidity index score | Mean ± SD | 1.63 ± 1.82 | 2.04 ± 2.02 | 2.03 ± 2.02 | 2.05 ± 2.00 | 1.13 (1.01–1.15) | <0.001 |
| 0–2 | 45,727 | 690 (1.5) | 1258 (2.8) | 1817 (4.0) | Reference | ||
| 3–5 | 17,292 | 349 (2.0) | 629 (3.6) | 949 (5.5) | 1.40 (1.30–1.52) | <0.001 | |
| ≥6 | 2336 | 66 (2.8) | 119 (5.1) | 173 (7.4) | 1.93 (1.64–2.27) | <0.001 | |
| Comorbidities | Myocardial infarction | 577 | 15 (2.6) | 24 (4.2) | 34 (5.9) | 1.33 (0.94–1.89) | 0.105 |
| Congestive heart failure | 2134 | 62 (2.9) | 100 (4.7) | 142 (6.7) | 1.54 (1.29–1.93) | <0.001 | |
| Peripheral vascular disease | 6712 | 131 (2.0) | 240 (3.6) | 351 (5.2) | 1.20 (1.07–1.34) | 0.002 | |
| Cerebrovascular disease | 6083 | 122 (2.0) | 223 (3.7) | 333 (5.5) | 1.26 (1.12–1.42) | <0.001 | |
| Dementia | 554 | 7 (1.3) | 14 (2.5) | 25 (4.5) | 1.00 (0.67–1.50) | 0.986 | |
| Chronic pulmonary disease | 15,003 | 284 (1.9) | 531 (3.5) | 820 (5.5) | 1.32 (1.21–1.43) | <0.001 | |
| Rheumatologic disease | 3235 | 74 (2.3) | 162 (5.0) | 243 (7.5) | 1.79 (1.56–2.05) | <0.001 | |
| Peptic ulcer disease | 11,878 | 249 (2.1) | 447 (3.8) | 660 (5.6) | 1.32 (1.21–1.44) | <0.001 | |
| Liver disease | |||||||
| Mild | 4151 | 81 (2.0) | 156 (3.8) | 220 (5.3) | 1.20 (1.05–1.39) | 0.010 | |
| Moderate to severe | 61 | 1 (1.6) | 3 (4.9) | 7 (11.5) | 2.76 (1.25–6.06) | 0.012 | |
| Diabetes | |||||||
| Uncomplicated | 14,001 | 309 (2.2) | 553 (3.9) | 774 (5.5) | 1.33 (1.23–1.45) | <0.001 | |
| Complicated | 4375 | 124 (2.8) | 207 (4.7) | 285 (6.5) | 1.53 (1.35–1.74) | <0.001 | |
| Hemiplegia or paraplegia | 654 | 11 (1.7) | 23 (3.5) | 27 (4.1) | 0.91 (0.62–1.35) | 0.648 | |
| Renal disease | 1216 | 49 (4.0) | 63 (5.2) | 84 (6.9) | 1.59 (1.27–1.99) | <0.001 | |
| Osteoporosis | 10,026 | 166 (1.7) | 324 (3.2) | 502 (5.0) | 1.14 (1.04–1.26) | 0.007 | |
| Parkinson disease | 529 | 20 (3.8) | 40 (7.6) | 51 (9.6) | 2.29 (1.71–3.06) | <0.001 | |
| End stage renal disease | 272 | 18 (6.6) | 23 (8.5) | 30 (11.0) | 2.65 (1.81–3.88) | <0.001 | |
The numbers in parentheses mean annual reoperation rates.
Annual reoperation rates according to the surgical procedures.
| Variables | Cases (%) | Interval * | Reoperation Rates at 1st Year (%) | Reoperation Rates at 2nd Year (%) | Reoperation Rates at 3rd Year (%) | Annual Reoperation Rates and 95% Confidence Intervals | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Overall | Revisional Fusion | Revisional Decompression | Overall | Revisional Fusion | Revisional Decompression | Overall | Revisional Fusion | Revisional Decompression | 1st Year | 2nd Year | 3rd Year | |||
| All | 65,355 | 520 (232, 800) | 1105 (1.7) | 752 (1.1) | 353 (0.5) | 2006 (3.1) | 1332 (2.0) | 674 (1.0) | 2939 (4.5) | 1882 (2.9) | 1059 (1.6) | 1.7 [1.6–1.8] | 3.1 [2.9–3.2] | 4.5 [4.3–4.7] |
| Cervical | ||||||||||||||
| Anterior | 15,391 (23.5) | 418 (173, 745) | 193 (1.2) | 126 (0.8) | 67 (0.4) | 310 (1.9) | 205 (1.3) | 105 (0.7) | 419 (2.6) | 273 (1.7) | 146 (0.9) | 1.2 [1.1–1.4] | 1.9 [1.8–2.2] | 2.6 [2.5–3.0] |
| Posterior | 1202 (1.8) | 476 (126, 742) | 13 (1.1) | 11 (0.9) | 2 (0.2) | 25 (2.1) | 22 (1.8) | 3 (0.2) | 34 (2.8) | 29 (2.4) | 5 (0.4) | 1.1 [0.5–1.7] | 2.1 [1.3–2.9] | 2.8 [1.9–3.8] |
| Thoracic | ||||||||||||||
| Anterior | 34 (0.05) | 63 (54, 79) | 3 (8.8) | 1 (2.9) | 2 (5.9) | 3 (8.8) | 1 (2.9) | 2 (5.9) | 3 (8.8) | 1 (2.9) | 2 (5.9) | - | - | 8.8 [0–18.4] |
| Posterior | 1125 (1.7) | 462 (307, 718) | 12 (1.1) | 11(1.0) | 1 (0.1) | 26 (2.3) | 22 (2.0) | 4 (0.4) | 34 (3.0) | 29 (2.6) | 5 (0.4) | 1.1 [0.5–1.7] | 2.3 [1.4–3.2] | 3.0 [2.0–4.0] |
| Lumbar | ||||||||||||||
| Anterior | 1058 (1.6) | 527 (94, 777) | 24 (2.3) | 17 (1.6) | 7 (0.7) | 37 (3.5) | 27 (2.6) | 10 (0.9) | 53 (5.0) | 34 (3.2) | 19 (1.8) | 2.3 [1.4–3.2] | 3.5 [2.4–4.6] | 5.0 [3.7–6.3] |
| Posterior | 41,259 (63.1) | 540 (245, 818) | 773 (1.9) | 549 (1.3) | 224 (0.5) | 1426 (3.5) | 989 (2.4) | 437 (1.1) | 2132 (5.2) | 1418 (3.4) | 714 (1.7) | 1.9 [1.7–2.0] | 3.5 [3.3–3.6] | 5.2 [5.0–5.4] |
| Combined approach # | ||||||||||||||
| Cervical | 369 (0.6) | 160 (57, 671) | 4 (1.1) | 3 (0.8) | 1 (0.3) | 5 (1.4) | 4 (1.1) | 1 (0.3) | 6 (1.6) | 5 (1.4) | 1 (0.3) | 1.1 [0–2.1] | 1.4 [0.2–2.5] | 1.6 [0.3–2.9] |
| Thoracic | 27 (0.04) | 777 (single case) | 0 | 0 | 0 | 0 | 0 | 0 | 1 (3.7) | 1 (3.7) | 0 (0) | - | - | 3.7 [0–10.8] |
| Lumbar | 4890 (7.5) | 557 (289, 800) | 83 (1.7) | 34 (0.7) | 49 (1.0) | 174 (3.6) | 62 (1.3) | 112 (2.3) | 257 (5.3) | 92 (1.9) | 167 (3.4) | 1.7 [1.3–2.1] | 3.6 [3.0–4.1] | 5.3 [4.6–5.9] |
| Cage | 30,977 (47.4) | 560 (258, 826) | 530 (1.7) | 364 (1.2) | 166 (0.5) | 1011 (3.3) | 686 (2.2) | 325 (1.0) | 1531 (4.9) | 996 (3.2) | 535(1.7) | 1.7 [1.6–1.9] | 3.3 [3.1–3.5] | 4.9 [4.7–5.2] |
* indicates the interval (days) between the index surgery and reoperation and is presented with interquartile ranges. # means combined anterior and posterior approach.
Risk factors for reoperation within 3 years after instrumented spinal fusion surgery for degenerative spinal disease: multivariable analysis.
| Variables | Categories | Model 1 | Model 2 (Backward) | Model 3 (Bootstrap Adjusted) | Bias (%) | ||
|---|---|---|---|---|---|---|---|
| Adjusted Odds Ratio | Adjusted Odds Ratio | Adjusted Odds Ratio | |||||
| Age | 50–69 vs. 20–49 years | 1.30 (1.14–1.50) | <0.001 | 1.32 (1.15–1.51) | <0.001 | 1.32 (1.18–1.50) | −0.3% |
| 70–79 vs. 20–49 years | 1.28 (1.10–1.49) | 0.002 | 1.30 (1.12–1.51) | 0.001 | 1.31 (1.15–1.48) | −2.3% | |
| 80+ vs. 20–49 years | 1.01 (0.77–1.31) | 0.963 | |||||
| Sex | Male vs. female | 1.66 (1.53–1.80) | <0.001 | 1.66 (1.53–1.80) | <0.001 | 1.29 (1.25–1.34) | 22.3% |
| Region | Rural vs. urban | 1.10 (1.00–1.21) | 0.065 | ||||
| Hospital | General vs. tertiary | 1.31 (1.18–1.46) | <0.001 | 1.33 (1.20–1.48) | <0.001 | 1.33 (1.23–1.46) | 0.1% |
| Others vs. tertiary | 1.12 (1.01–1.23) | 0.028 | 1.12 (1.02–1.23) | 0.023 | 1.12 (1.03–1.46) | 3.4% | |
| Charlson comorbidity index score | 3–5 vs. 0–2 | 1.04 (0.85–1.27) | 0.700 | ||||
| ≥6 vs. 0–2 | 0.92 (0.64–1.33) | 0.646 | |||||
| Comorbidities | Congestive heart failure | 1.30 (1.08–1.56) | 0.005 | 1.29 (1.08–1.54) | 0.005 | 1.14 (1.06–1.21) | 49.8% |
| Peripheral vascular disease | 1.04 (0.92–1.17) | 0.538 | |||||
| Cerebrovascular disease | 1.10 (0.97–1.24) | 0.154 | |||||
| Chronic pulmonary disease | 1.63 (0.88–3.02) | 0.123 | 1.20 (1.10–1.30) | <0.001 | 1.10 (1.06–1.13) | 50.2% | |
| Rheumatologic disease | 1.70 (1.48–1.97) | <0.001 | 1.69 (1.47–1.94) | <0.001 | 1.30 (1.22–1.37) | 50.1% | |
| Peptic ulcer disease | 1.21 (1.10–1.33) | <0.001 | 1.21 (1.10–1.33) | <0.001 | 1.10 (1.06–1.14) | 49.2% | |
| Liver disease, mild | 1.10 (0.95–1.28) | 0.199 | |||||
| Liver disease, moderate to severe | 2.40 (1.06–5.42) | 0.035 | 2.41 (1.09–5.34) | 0.031 | 1.46 (0.88–1.95) | 56.8% | |
| Diabetes, uncomplicated | 1.14 (1.04–1.26) | 0.006 | 1.14 (1.05–1.26) | 0.004 | 1.12 (1.05–1.19) | 11.1% | |
| Diabetes, complicated | 1.27 (1.06–1.53) | 0.010 | 1.26 (1.10–1.44) | <0.001 | 1.07 (1.03–1.10) | 71.6% | |
| Renal disease | 1.00 (0.74–1.35) | 0.983 | |||||
| Osteoporosis | 1.12 (1.01–1.25) | 0.038 | 1.12 (1.01–1.25) | 0.034 | 1.06 (1.01–1.11) | 5.2% | |
| Parkinson disease | 2.07 (1.54–2.79) | <0.001 | 2.10 (1.56–2.82) | <0.001 | 1.45 (1.27–1.62) | 31.1% | |
| End stage renal disease | 2.19 (1.36–3.52) | 0.001 | 2.15 (1.45–3.17) | <0.001 | 1.46 (1.22–1.69) | 32.2% | |
| Allogenous transfusion | 1.32 (1.22–1.44) | <0.001 | 1.33 (1.23–1.45) | <0.001 | 1.15 (1.11–1.19) | 13.3% | |
| Systemic steroid | within 2 weeks vs. none | 1.30 (1.12–1.40) | 0.278 | ||||
| Over 2 weeks vs. none | 2.25 (1.33–3.81) | 0.011 | 2.25 (1.33–3.80) | 0.011 | 2.15 (1.35–3.31) | 4.2% | |
| Surgical approach | Cervical anterior vs. lumbar posterior | 0.55 (0.48–0.63) | <0.001 | 0.55 (0.48–0.63) | <0.001 | 0.55 (0.50–0.62) | 0.4% |
| Cervical posterior vs. lumbar posterior | 0.45 (0.32–0.64) | <0.001 | 0.45 (0.31–0.64) | <0.001 | 0.44 (0.32–0.58) | 3.3% | |
| Thoracic posterior vs. lumbar posterior | 0.51 (0.36–0.72) | <0.001 | 0.51 (0.36–0.72) | <0.001 | 0.50 (0.37–0.67) | 2.3% | |
| Combined cervical vs. lumbar posterior | 0.22 (0.10–0.50) | <0.001 | 0.22 (0.09–0.50) | <0.001 | 0.20 (0.08–0.42) | 9.0% | |
| Cage | 1.12 (1.02–1.23) | 0.021 | 1.13 (1.02–1.24) | 0.014 | 1.06 (1.02–2.69) | 6.1% | |
All significant independent variables (p < 0.05) from the univariable analysis were initially included and subsequently selected by backward stepwise selection in model 2. Relative bias was estimated as the difference between the mean bootstrapped regression coefficient estimates (Model 3) and the mean parameter estimates of Model 2 divided by the mean parameter estimates of Model 2.
Figure 4Risk factors for reoperation within 3 years after instrumented spinal fusion surgery for degenerative spinal disease: bootstrap-adjusted odds ratios and their 95% confidence interval (Table 5).
Figure 5Risk factors for reoperation within 1 year after instrumented spinal fusion surgery for degenerative spinal disease: bootstrap-adjusted odds ratios and their 95% confidence interval (Supplementary Table S4).
Comparisons of the adjusted odds ratios of the consistent variables in the two prediction models (1st-year vs. 3rd-year reoperation).
| Odds Ratios for Model 2 | Odds Ratios for Model 2 | Bland–Altman Test | ||||
|---|---|---|---|---|---|---|
| Age | 50–69 vs. 20–49 years | 1.32 (1.15–1.51) | <0.001 | 1.31 (1.06–1.63) | 0.014 | 0.953 |
| 70–79 vs. 20–49 years | 1.30 (1.12–1.51) | 0.001 | 1.54 (1.21–1.95) | <0.001 | 0.238 | |
| Sex | Male vs. female | 1.66 (1.53–1.80) | <0.001 | 1.79 (1.58–2.03) | <0.001 | 0.322 |
| Hospital | General vs. tertiary | 1.33 (1.20–1.48) | <0.001 | 1.39 (1.18–1.63) | <0.001 | 0.653 |
| Comorbidities | Congestive heart failure | 1.29 (1.08–1.54) | 0.005 | 1.46 (1.12–1.90) | 0.005 | 0.463 |
| Rheumatologic disease | 1.69 (1.47–1.94) | <0.001 | 1.35 (1.06–1.72) | 0.016 | 0.115 | |
| Peptic ulcer disease | 1.21 (1.10–1.33) | <0.001 | 1.24 (1.08–1.44) | 0.003 | 0.781 | |
| Diabetes, uncomplicated | 1.14 (1.05–1.26) | 0.004 | 1.20 (1.04–1.38) | 0.013 | 0.550 | |
| Diabetes, complicated | 1.26 (1.10–1.44) | <0.001 | 1.39 (1.13–1.70) | 0.002 | 0.431 | |
| Parkinson disease | 2.10 (1.56–2.82) | <0.001 | 2.03 (1.29–2.20) | 0.002 | 0.868 | |
| End stage renal disease | 2.15 (1.45–3.17) | <0.001 | 3.03 (1.85–4.98) | <0.001 | 0.287 | |
| Allogenous transfusion | 1.33 (1.23–1.45) | <0.001 | 1.47 (1.28–1.69) | <0.001 | 0.224 | |
| Systemic steroid | Over 2 weeks vs. none | 2.25 (1.33–3.80) | 0.011 | 1.43 (1.26–1.62) | <0.001 | 0.100 |
| Surgical approach | Cervical anterior vs. lumbar posterior | 0.55 (0.48–0.63) | <0.001 | 0.69 (0.56–0.86) | 0.001 | 0.080 |
| Cervical posterior vs. lumbar posterior | 0.45 (0.31–0.64) | <0.001 | 0.42 (0.24–0.74) | 0.003 | 0.840 | |
| Cage | 1.13 (1.02–1.24) | 0.014 | 1.27 (1.09–1.47) | 0.002 | 0.596 | |