Comparative Analysis of Primary and Revision Single-Level Lumbar Fusion Surgeries: Predictors, Outcomes, and Clinical Implications Using Big Data
Abstract
:1. Introduction
2. Methods
2.1. Data Source
2.2. Cohort Definition and Selection Criteria
2.3. Outcome Variables (End Points)
2.4. Exposure Variables
3. Results
3.1. Factors Associated with Revision Surgery
3.2. Clinical Outcomes
4. Discussion
Limitations
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
List of Abbreviations
HCUP | Healthcare Cost and Utilization Project |
ICD-10 | International Classification of Diseases, 10th Revision |
LF | Lumbar Fusion |
LOS | Length of Stay |
NIS | Nationwide Inpatient Sample |
pLF | Primary Lumbar Fusion |
rLF | Revision Lumbar Fusion |
SPSS | Statistical Package for the Social Sciences |
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Category | Subcategory | ICD10_Codes |
---|---|---|
Procedures | Primary Lumbar Fusion | 0SG0070, 0SG0071, 0G007J, 0SG00A0, 0SG00AJ, 0SG00J0, 0SG00J1, 0SG00JJ, 0SG00K0, 0SG00K1, 0SG0370, 0SG0371, 0SG037J, 0SG03A0, 0SG03AJ, 0SG03J0, 0SG03J1, 0SG03K0, 0SG03K1, 0SG03KJ, 0SG0471, 0SG047J, 0SG04A0, 0SG04AJ, 0SG04J0, 0SG04J1, 0SG04K1, 0SG04KJ |
Revision Lumbar Surgery | 0SW00AZ, 0SW03AZ, 0SW04AZ, 0SW0XAZ, 0QW00JZ, 0QW03JZ, 0QW0XJZ, 0SW008Z, 0SW038Z, 0SW0X8Z, 0RW00AZ, 0RW03AZ, 0RW04AZ, 0RW0XAZ, 0RW10AZ, 0RW13AZ, 0RW14AZ, 0RW1XAZ, 0RW40AZ, 0RW43AZ, 0RW44AZ, 0RW4XAZ, 0RW60AZ, 0RW63AZ, 0RW64AZ, 0RW6XAZ, 0RWA0AZ, 0RWA3AZ, 0RWA4AZ, 0RWAXAZ, 0SW30AZ, 0SW33AZ, 0SW34AZ, 0SW3XAZ, 0QW004Z, 0QW007Z, 0QW00KZ, 0QW034Z, 0QW037Z, 0QW03KZ, 0QW044Z, 0QW047Z, 0QW04JZ, 0QW04KZ, 0QW0X4Z, 0QW0X7Z, 0QW0XKZ, 0SW000Z, 0SW003Z, 0SW004Z, 0SW007Z, 0SW00JZ, 0SW00KZ, 0SW030Z, 0SW033Z, 0SW034Z, 0SW037Z, 0SW03JZ, 0SW03KZ, 0SW040Z, 0SW043Z, 0SW044Z, 0SW047Z, 0SW048Z, 0SW04JZ, 0SW04KZ, 0SW0X0Z, 0SW0X3Z, 0SW0X4Z, 0SW0X7Z, 0SW0XJZ, 0SW0XKZ, 0SW200Z, 0SW203Z, 0SW207Z, 0SW20JZ, 0SW20KZ, 0SW230Z, 0SW233Z, 0SW237Z, 0SW23JZ, 0SW23KZ, 0SW240Z, 0SW243Z, 0SW247Z, 0SW24JZ, 0SW24KZ, 0SW2X0Z, 0SW2X3Z, 0SW2X7Z, 0SW2XJZ, 0SW2XKZ | |
Surgical Etiology | Spondylolisthesis | M4316 |
Spinal Stenosis | M4806 | |
Disk Degeneration | M5136 | |
Spondylosis | M47896 | |
Radiculopathy | M5416 | |
Scoliosis | M4186 | |
Spinal Instabilities | M532X6 | |
Spondylolysis | M4306 | |
Comorbidities | Type 2 Diabetes | E11 * |
Hypertension | I10 | |
Dyslipidemia | E78 * | |
Obstructive Sleep Apnea | G473 * | |
Anemia | D64 * | |
Alcohol Abuse | F10 * | |
Mental Disorders | F * | |
Alzheimer’s Disease | G30 * | |
Parkinson’s Disease | G20 | |
Chronic Kidney Disease | N18 * | |
Chronic Obstructive Pulmonary Disease | J44 * | |
Heart Failure | I50 * | |
Complications | Surgical Site Infection | T814 * |
Urinary Tract Infection | N39 * | |
Pneumonia | J18 *, J15 *, J22 | |
Respiratory Failure | J96 * | |
Cardiac Arrest | I46 * | |
Myocardial Infarction | I20-24 * | |
Acute Renal Failure | N17 * | |
Embolism (DVT, PE) | I2602, I2609, I2692, I2699, I82401-I82429 | |
Acute Blood Loss | D62 * | |
Nerve Root Injury/CSF Leak | G9611, G9600, G9602, S34 * | |
* Starts with |
Overall (n = 456,750) | Primary (n = 454,280) | Revision (n = 2470) | p-Value | |
---|---|---|---|---|
Age (mean (SD)) | 61.82 (12.39) | 61.87 (12.32) | 53.92 (20.65) | <0.001 |
Female, n (%) | 257,490 (56.4) | 256,140 (56.4) | 1350 (54.8) | 0.47 |
Race, n (%) | 0.01 | |||
White | 362,390 (79.3) | 360,570 (79.4) | 1820 (73.7) | |
Black | 36,080 (7.9) | 35,820 (7.9) | 260 (10.5) | |
Hispanic | 25,600 (5.6) | 25,415 (5.6) | 185 (7.5) | |
Asian | 5630 (1.2) | 5610 (1.2) | 20 (0.8) | |
Other | 27,050 (5.9) | 26,865 (5.9) | 185 (7.5) | |
Primary Payer, n (%) | <0.001 | |||
Medicare | 223,540 (48.9) | 222,500 (49) | 1040 (42.1) | |
Medicaid | 28,070 (6.1) | 27,760 (6.1) | 310 (12.6) | |
Private | 170,925 (37.4) | 170,035 (37.4) | 890 (36.0) | |
Other | 34,215 (7.5) | 33,985 (7.5) | 230 (9.3) | |
Comorbidities, n (%) | ||||
Type 2 DM | 99,835 (21.9) | 99,360 (21.9) | 475 (19.2) | 0.14 |
Hypertension | 242,250 (53.0) | 241,190 (53.1) | 1060 (42.9) | <0.001 |
Dyslipidemia | 183,910 (40.3) | 183,125 (40.3) | 785 (31.8) | <0.001 |
Obstructive Sleep Apnea | 70,165 (15.4) | 69,840 (15.4) | 325 (13.2) | 0.17 |
Chronic Anemia | 22,485 (4.9) | 22,345 (4.9) | 140 (5.7) | 0.44 |
Alcohol Abuse | 5055 (1.1) | 5045 (1.1) | 10 (0.4) | 0.13 |
Mental Disorders | 175,815 (38.5) | 174,905 (38.5) | 910 (36.8) | 0.44 |
Alzheimer’s Disease | 555 (0.1) | 555 (0.1) | 0 | 0.44 |
Parkinson’s Disease | 4015 (0.9) | 3990 (0.9) | 25 (1) | 0.75 |
Chronic Renal Disease | 27,420 (6.0) | 27,315 (6.0) | 105 (4.3) | 0.10 |
COPD | 35,040 (7.7) | 34,835 (7.7) | 205 (8.3) | 0.59 |
CHF | 11,820 (2.6) | 11,730 (2.6) | 90 (3.6) | 0.13 |
Hospital Characteristics | ||||
Hospital Bed Size, n (%) | 0.02 | |||
Small | 118,220 (25.9) | 117,720 (25.9) | 500 (20.2) | |
Medium | 120,635 (26.4) | 119,925 (26.4) | 710 (28.7) | |
Large | 217,895 (47.7) | 216,635 (47.7) | 1260 (51) | |
Hospital Location/Teaching, n (%) | 0.04 | |||
Rural | 17,555 (3.8) | 17,450 (3.8) | 105 (4.3) | |
Urban Non-Teaching | 107,645 (23.6) | 107,185 (23.6) | 460 (18.6) | |
Urban Teaching | 331,550 (72.6) | 329,645 (72.6) | 1905 (77.1) | |
Hospital Region, n (%) | 0.42 | |||
Northeast | 70,280 (15.4) | 69,910 (15.4) | 370 (15) | |
Midwest | 106,380 (23.3) | 105,770 (23.3) | 610 (24.7) | |
South | 186,870 (40.9) | 185,810 (40.9) | 1060 (42.9) | |
West | 93,220 (20.4) | 92,790 (20.4) | 430 (17.4) |
Overall (n = 456,750) | Primary (n = 454,280) | Revision (n = 2470) | p-Value | |
---|---|---|---|---|
Etiology, n (%) | <0.001 | |||
Spondylolisthesis | 237,755 (52.1) | 237,545 (52.3) | 210 (8.5) | |
Spinal stenosis | 145,775 (31.9) | 145,325 (32) | 450 (18.2) | |
Disk degeneration | 10,335 (2.3) | 10,285 (2.3) | 50 (2) | |
Spondylosis | 1710 (0.4) | 1695 (0.4) | 15 (0.6) | |
Radiculopathy | 5665 (1.2) | 5430 (1.2) | 235 (9.5) | |
Scoliosis | 905 (0.2) | 900 (0.2) | 5 (0.2) | |
Spinal instabilities | 2735 (0.6) | 2730 (0.6) | 5 (0.2) | |
Spondylolysis | 620 (0.1) | 610 (0.1) | 10 (0.4) |
Primary (n = 454,280) | Revision (n = 2470) | Odds Ratio (95% CI) | p-Value | |
---|---|---|---|---|
Complications, n (%) | 66.4 | 73.4 | ||
Surgical Site Infection | 780 (0.2) | 110 (4.5) | 27.10 (17.12–42.90) | <0.001 |
Urinary Tract Infection | 10.73 (2.2) | 115 (4.7) | 2.15 (1.39–3.33) | <0.001 |
Respiratory Complications | 8930 (2) | 60 (2.4) | 0.85 (0.68–1.06) | 0.14 |
Dural Tear, CSF leak | 2845 (0.6) | 15 (0.6) | 1.24 (0.70–2.19) | 0.45 |
Acute Renal Failure | 10,390 (2.3) | 60 (2.4) | 0.97 (0.31–3.02) | 0.95 |
Embolism (DVT, PE) | 1510 (0.3) | 15 (0.6) | 1.06 (0.60–1.87) | 0.83 |
Blood Loss Anemia | 54,530 (12.0) | 245 (9.9) | 1.83 (0.59–5.73) | 0.29 |
Cardiac Complications | 19,960 (4.4) | 145 (5.9) | 1.36 (0.94–1.96) | 0.10 |
Hospital Outcomes | ||||
Prolonged Length of Stay | 78,545 (17.3) | 600 (24.3) | 1.53 (1.24–1.89) | <0.001 |
High-End Hospital Charges | 113,330 (25) | 440 (17.9) | 0.65 (0.51–0.83) | <0.001 |
Hospital Outcomes | ||||
Prolonged Length of Stay | 78,545 (17.3) | 600 (24.3) | 1.53 (1.24–1.89) | <0.001 |
High-End Hospital Charges | 113,330 (25) | 440 (17.9) | 0.65 (0.51–0.83) | <0.001 |
In-Hospital Mortality | 280 (0.1) | 5 (0.2) | 3.29 (0.45–23.84) | 0.23 |
Overall (n = 456,750) | Primary LF (n = 454,280) | Revision LF (n = 2470) | p-Value | |
---|---|---|---|---|
Total Charges ($) | 104,792 [70,745.02–158,223.02] | 104,965 [70,919–158,378] | 70,172 [39,598–128,069] | <0.001 |
Length of Stay (days) | 3 [2–4] | 3 [2–4] | 3 [1–4] | 0.18 |
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Mahamid, A.; Jayyusi, F.; Hodruj, M.; Mansour, A.; Fishman, D.; Behrbalk, E. Comparative Analysis of Primary and Revision Single-Level Lumbar Fusion Surgeries: Predictors, Outcomes, and Clinical Implications Using Big Data. J. Clin. Med. 2025, 14, 723. https://doi.org/10.3390/jcm14030723
Mahamid A, Jayyusi F, Hodruj M, Mansour A, Fishman D, Behrbalk E. Comparative Analysis of Primary and Revision Single-Level Lumbar Fusion Surgeries: Predictors, Outcomes, and Clinical Implications Using Big Data. Journal of Clinical Medicine. 2025; 14(3):723. https://doi.org/10.3390/jcm14030723
Chicago/Turabian StyleMahamid, Assil, Fairoz Jayyusi, Marah Hodruj, Amr Mansour, Dan Fishman, and Eyal Behrbalk. 2025. "Comparative Analysis of Primary and Revision Single-Level Lumbar Fusion Surgeries: Predictors, Outcomes, and Clinical Implications Using Big Data" Journal of Clinical Medicine 14, no. 3: 723. https://doi.org/10.3390/jcm14030723
APA StyleMahamid, A., Jayyusi, F., Hodruj, M., Mansour, A., Fishman, D., & Behrbalk, E. (2025). Comparative Analysis of Primary and Revision Single-Level Lumbar Fusion Surgeries: Predictors, Outcomes, and Clinical Implications Using Big Data. Journal of Clinical Medicine, 14(3), 723. https://doi.org/10.3390/jcm14030723