| Literature DB >> 31730184 |
Collin W Blackburn1,2, Nicolas R Thompson3,4, Joseph E Tanenbaum1,2,5, Allen J Passerallo6, Thomas E Mroz1,7, Michael P Steinmetz1,8,9.
Abstract
Importance: Significant cost savings can be achieved from consolidating purchases of spinal implants with a single vendor. However, it is currently unknown whether sole-source contracting or vendor rationalization more broadly affects patient care.Entities:
Mesh:
Year: 2019 PMID: 31730184 PMCID: PMC6902802 DOI: 10.1001/jamanetworkopen.2019.15567
Source DB: PubMed Journal: JAMA Netw Open ISSN: 2574-3805
Patient Characteristics Before and After Propensity Score Weighting
| Metric | Full Sample | Propensity Score Weighting | |||||
|---|---|---|---|---|---|---|---|
| Before | After | ||||||
| Multivendor | Dual Vendor | Single Vendor | Multivendor | Dual Vendor | Single Vendor | ||
| No. or effective sample size, weighted | 1373 | 272 | 587 | 514 | 177.2 | 546.6 | 418.2 |
| Age, mean (SD), y | 59.2 (12.6) | 55.7 (13.5) | 59.4 (12.5) | 60.8 (11.9) | 58.6 (12.5) | 59.5 (12.2) | 59.6 (12.3) |
| Female | 0.56 (0.50) | 0.60 (0.49) | 0.52 (0.50) | 0.57 (0.49) | 0.56 (0.50) | 0.54 (0.50) | 0.58 (0.49) |
| Race | |||||||
| White | 0.85 (0.36) | 0.86 (0.35) | 0.87 (0.34) | 0.82 (0.38) | 0.87 (0.34) | 0.87 (0.34) | 0.84 (0.37) |
| Black | 0.09 (0.29) | 0.10 (0.29) | 0.08 (0.27) | 0.10 (0.30) | 0.08 (0.27) | 0.08 (0.26) | 0.09 (0.29) |
| Other | 0.01 (0.12) | 0.007 (0.085) | 0.01 (0.12) | 0.02 (0.13) | 0.005 (0.068) | 0.01 (0.11) | 0.02 (0.13) |
| Missing | 0.05 (0.21) | 0.04 (0.19) | 0.04 (0.19) | 0.06 (0.24) | 0.05 (0.21) | 0.04 (0.20) | 0.05 (0.23) |
| Median income, in thousands | |||||||
| Mean (SD), $ | 54.4 (16.5) | 55.2 (17.8) | 54.1 (16.3) | 54.2 (15.9) | 55.2 (16.2) | 54.4 (16.1) | 54.0 (15.7) |
| Missing | 0.01 (0.10) | 0.007 (0.085) | 0.02 (0.13) | 0.006 (0.076) | 0.01 (0.11) | 0.01 (0.11) | 0.008 (0.088) |
| Insurance | |||||||
| Medicaid | 0.07 (0.25) | 0.05 (0.22) | 0.07 (0.25) | 0.08 (0.27) | 0.04 (0.21) | 0.07 (0.26) | 0.07 (0.26) |
| Medicare | 0.48 (0.50) | 0.44 (0.50) | 0.50 (0.50) | 0.49 (0.50) | 0.47 (0.50) | 0.49 (0.50) | 0.47 (0.50) |
| Private | 0.40 (0.49) | 0.45 (0.50) | 0.38 (0.48) | 0.41 (0.49) | 0.45 (0.50) | 0.39 (0.49) | 0.43 (0.49) |
| Missing | 0.04 (0.20) | 0.06 (0.23) | 0.06 (0.23) | 0.02 (0.14) | 0.04 (0.19) | 0.05 (0.21) | 0.03 (0.18) |
| Smoking status | |||||||
| Current | 0.12 (0.32) | 0.15 (0.36) | 0.10 (0.30) | 0.11 (0.32) | 0.12 (0.32) | 0.10 (0.30) | 0.11 (0.31) |
| Former | 0.45 (0.50) | 0.43 (0.50) | 0.46 (0.50) | 0.44 (0.50) | 0.43 (0.50) | 0.46 (0.50) | 0.44 (0.50) |
| Never | 0.43 (0.50) | 0.39 (0.49) | 0.44 (0.50) | 0.44 (0.50) | 0.43 (0.50) | 0.44 (0.50) | 0.44 (0.50) |
| Missing | 0.01 (0.10) | 0.03 (0.18) | 0.003 (0.058) | 0.004 (0.062) | 0.02 (0.13) | 0.006 (0.078) | 0.003 (0.055) |
| BMI | |||||||
| Mean (SD) | 30.7 (6.1) | 30.3 (6.4) | 30.4 (5.7) | 31.4 (6.4) | 30.8 (6.0) | 30.6 (5.9) | 31.0 (6.1) |
| Missing | 0.01 (0.09) | 0.02 (0.15) | 0.005 (0.071) | 0.006 (0.076) | 0.010 (0.099) | 0.009 (0.095) | 0.010 (0.099) |
| Prior decompression | 0.24 (0.43) | 0.26 (0.44) | 0.26 (0.44) | 0.21 (0.41) | 0.27 (0.45) | 0.24 (0.43) | 0.22 (0.42) |
| Spine level | |||||||
| L1-L2 | 0.004 (0.07) | 0.004 (0.061) | 0.003 (0.058) | 0.006 (0.076) | 0.002 (0.041) | 0.003 (0.058) | 0.006 (0.077) |
| L2-L3 | 0.01 (0.11) | 0 (0) | 0.02 (0.12) | 0.01 (0.12) | 0 (0) | 0.01 (0.12) | 0.01 (0.10) |
| L3-L4 | 0.10 (0.30) | 0.08 (0.28) | 0.09 (0.29) | 0.11 (0.31) | 0.09 (0.29) | 0.09 (0.29) | 0.10 (0.29) |
| L4-L5 | 0.64 (0.48) | 0.62 (0.49) | 0.64 (0.48) | 0.65 (0.48) | 0.66 (0.47) | 0.65 (0.48) | 0.65 (0.48) |
| L4-S1 | 0.001 (0.03) | 0 (0) | 0 (0) | 0.002 (0.044) | 0 (0) | 0 (0) | 0.003 (0.058) |
| L5-S1 | 0.25 (0.43) | 0.29 (0.45) | 0.25 (0.43) | 0.23 (0.42) | 0.25 (0.43) | 0.24 (0.43) | 0.24 (0.43) |
| Missing | 0.001 (0.03) | 0.004 (0.061) | 0 (0) | 0 (0) | 0.001 (0.034) | 0 (0) | 0 (0) |
| ASA score | |||||||
| 1 | 0.03 (0.16) | 0.02 (0.13) | 0.03 (0.17) | 0.03 (0.16) | 0.02 (0.14) | 0.03 (0.16) | 0.02 (0.15) |
| 2 | 0.34 (0.47) | 0.25 (0.43) | 0.39 (0.49) | 0.33 (0.47) | 0.31 (0.46) | 0.36 (0.48) | 0.34 (0.47) |
| 3 | 0.46 (0.50) | 0.26 (0.44) | 0.48 (0.50) | 0.54 (0.50) | 0.46 (0.50) | 0.46 (0.50) | 0.49 (0.50) |
| 4 | 0.02 (0.12) | 0.004 (0.061) | 0.009 (0.092) | 0.03 (0.16) | 0.006 (0.080) | 0.01 (0.11) | 0.02 (0.13) |
| Missing | 0.16 (0.37) | 0.47 (0.50) | 0.10 (0.29) | 0.08 (0.27) | 0.20 (0.40) | 0.14 (0.35) | 0.13 (0.33) |
| EQ-5D/PROMIS-GH utility | |||||||
| Mean | 0.53 (0.21) | 0.49 (0.22) | 0.53 (0.21) | 0.53 (0.20) | 0.53 (0.21) | 0.53 (0.21) | 0.53 (0.20) |
| Missing | 0.42 (0.49) | 0.69 (0.46) | 0.41 (0.49) | 0.29 (0.45) | 0.47 (0.50) | 0.44 (0.50) | 0.42 (0.49) |
Abbreviations: ASA, American Society of Anesthesiologists physical status classification; BMI, body mass index (calculated as weight in kilograms divided by height in meters squared); EQ-5D/PROMIS-GH, 5-dimension European Quality of Life/Patient-Reported Outcomes Measurement Information System-Global Health.
Data are presented as mean (SD) percentage of patients unless otherwise indicated.
Patients were stratified by number of vendors of spinal implants available to our surgeons at the time of the patient’s surgery. January 1, 2009, to December 31, 2010, was defined as the multivendor period (10 vendors); January 1, 2011, to December 31, 2014, was defined as the dual-vendor period; and January 1, 2015, to July 31, 2017, was defined as the single-vendor period.
Standardized bias was greater than 0.2.
Median income of patient’s home zip code per US census data.
One patient had a congenital absence of the L5 vertebra.
Revision, Complication, and Readmission Rates Before and After Propensity Score Weighting
| Metric | Propensity Score Weighting | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Rates Before, % | Rates After, % (95% CI) | Equivalence Test | Difference Test | |||||||||
| Multivendor (n = 272) | Dual Vendor (n = 587) | Single Vendor (n = 514) | Multivendor (n = 177.2) | Dual Vendor (n = 546.6) | Single Vendor (n = 418.2) | Multi vs Dual Vendor | Multi vs Single Vendor | Dual vs Single Vendor | Multi vs Dual Vendor | Multi vs Single Vendor | Dual vs Single Vendor | |
| Revisions | 2.9 | 4.8 | 2.9 | 3.2 (1.5-6.7) | 4.5 (3.1-6.5) | 3.0 (1.7-5.0) | .02 | .04 | <.001 | .43 | .87 | .21 |
| Complications | 4.4 | 7.5 | 7.4 | 5.3 (2.7-10.1) | 7.2 (5.4-9.6) | 6.4 (4.6-8.8) | .02 | .04 | .003 | .40 | .62 | .58 |
| Readmissions | 13.6 | 13.1 | 10.9 | 14.2 (9.7-20.2) | 12.6 (10.1-15.5) | 9.7 (7.4-12.7) | .06 | .89 | .57 | .58 | .11 | .14 |
Patients were stratified by number of vendors of spinal implants available to our surgeons at the time of the patient’s surgery. January 1, 2009, to December 31, 2010, was defined as the multivendor period (10 vendors); January 1, 2011, to December 31, 2014, was defined as the dual-vendor period; and January 1, 2015, to July 31, 2017, was defined as the single-vendor period.
Equivalence test P values were calculated under the null hypothesis that the pairwise difference between rates was greater than 5%. Equivalence test P values were corrected for multiple testing using the Holm method.
Difference test P values were calculated under the null hypothesis that rates were equal.
The n value is the effective sample size of the population after applying propensity score weights.