| Literature DB >> 31774525 |
Ryan Howard1, Michael Thompson2,3,4, Zhaohui Fan4, Michael Englesbe1, Justin B Dimick1,4, Dana A Telem1,4.
Abstract
Importance: Ventral and incisional hernia repair (VIHR) is an extremely common operation, after which complications are also fairly common. A number of preoperative risk factors are known to contribute to increased complications after surgical repair; however, the individual relative association of these risk factors with adverse outcomes and increased spending is unclear. Quantifying the association of individual risk factors may help surgeons implement targeted surgical optimization, improve outcomes, and reduce spending. Objective: To identify the attributable association of modifiable risk factors for adverse outcomes after VIHR on outcomes and episode-of-care payments. Design, Setting, and Participants: This cross-sectional study was performed using a population-based sample of adult patients and episode spending data from January 1, 2012, to December 31, 2018, from a statewide multipayer registry. A multilevel mixed-effects logistic regression model was used to examine the contribution of patient-specific risk factors to adverse outcomes. Attributable risk and population attributable risk fraction were calculated to estimate the additional spending attributable to individual risk factors. Data were analyzed from April 2018 to September 2018. Main Outcomes and Measures: Any complications, serious complication, discharge not to home, 30-day emergency department utilization, and 30-day readmission. Episode-of-care spending was calculated for these outcomes.Entities:
Mesh:
Year: 2019 PMID: 31774525 PMCID: PMC6902835 DOI: 10.1001/jamanetworkopen.2019.16330
Source DB: PubMed Journal: JAMA Netw Open ISSN: 2574-3805
Demographic and Procedural Characteristics of Cohort
| Characteristic | No. (%) |
|---|---|
| Age, y | |
| <45 | 5945 (26.2) |
| 45-64 | 11 191 (49.4) |
| ≥65 | 5528 (24.4) |
| Women | 10 496 (46.3) |
| Race | |
| White | 19 252 (84.9) |
| Black | 2452 (10.8) |
| Other | 960 (4.2) |
| ASA classification | |
| I | 1549 (6.8) |
| II | 11 763 (51.9) |
| III | 8871 (39.1) |
| IV | 467 (2.1) |
| Body mass index quartile | |
| First | 5737 (25.3) |
| Second | 5844 (25.8) |
| Third | 5703 (25.2) |
| Fourth | 5343 (23.6) |
| Nonindependent risk factors | 224 (1.0) |
| Hypertension | 10 691 (47.2) |
| Congestive heart failure | 57 (0.3) |
| Chronic obstructive pulmonary disease | 1874 (8.3) |
| Coronary artery disease | 2348 (10.4) |
| Peripheral vascular disease | 450 (2.0) |
| Bleeding disorder | 473 (2.1) |
| Deep vein thrombosis | 1124 (5.0) |
| Obstructive sleep apnea | 5754 (25.4) |
| Unhealthy alcohol use | 657 (2.9) |
| Smoking | 5492 (24.2) |
| Diabetes status | |
| None | 18 472 (81.5) |
| Diet-controlled | 605 (2.7) |
| Non–insulin-dependent | 2487 (11.0) |
| Insulin-dependent | 1100 (4.9) |
| Open surgical technique | 15 868 (70.0) |
| Inpatient status | 6974 (30.8) |
Abbreviation: ASA, American Society of Anesthesiologists.
Multilevel Mixed-Effects Logistic Regression Model of Primary Outcomes
| Characteristic | Any Complication | Serious Complication | Discharged Not to Home | 30-d ED Utilization | 30-d Readmission | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| aOR (95% CI) | aOR (95% CI) | aOR (95% CI) | aOR (95% CI) | aOR (95% CI) | ||||||
| Age, y | ||||||||||
| <45 | 1 [Reference] | 1 [Reference] | 1 [Reference] | 1 [Reference] | 1 [Reference] | |||||
| 45-64 | 1.00 (0.81-1.25) | .97 | 1.25 (0.91-1.73) | .17 | 2.21 (1.56-3.13) | <.001 | 0.55 (0.48-0.64) | <.001 | 0.95 (0.77-1.17) | .61 |
| ≥65 | 1.00 (0.77-1.29) | .98 | 1.12 (0.77-1.63) | .54 | 4.16 (2.88-6.01) | <.001 | 0.44 (0.37-0.53) | <.001 | 0.75 (0.59-0.97) | .03 |
| Female sex | 1.21 (1.03-1.41) | .02 | 1.21 (0.97-1.51) | .09 | 1.44 (1.20-1.72) | <.001 | 1.29 (1.15-1.44) | <.001 | 1.15 (0.98-1.34) | .08 |
| Race/ethnicity | ||||||||||
| White | 1 [Reference] | 1 [Reference] | 1 [Reference] | 1 [Reference] | 1 [Reference] | |||||
| Black | 0.90 (0.70-1.15) | .39 | 1.02 (0.74-1.40) | .91 | 1.04 (0.79-1.36) | .80 | 1.50 (1.27-1.76) | <.001 | 1.30 (1.04-1.62) | .02 |
| Other | 1.04 (0.70-1.53) | .85 | 1.00 (0.58-1.72) | >.99 | 0.84 (0.52-1.37) | .49 | 0.86 (0.64-1.16) | .31 | 0.91 (0.61-1.36) | .66 |
| ASA classification | ||||||||||
| I | 1 [Reference] | 1 [Reference] | 1 [Reference] | 1 [Reference] | 1 [Reference] | |||||
| II | 1.90 (1.02-3.54) | .04 | 1.38 (0.59-3.20) | .46 | 6.39 (0.88-46.55) | .07 | 1.54 (1.15-2.05) | .004 | 1.61 (0.96-2.71) | .07 |
| III | 2.63 (1.40-4.96) | .003 | 1.95 (0.83-4.59) | .13 | 11.48 (1.57-83.72) | .02 | 1.99 (1.46-2.71) | <.001 | 2.41 (1.41-4.12) | .001 |
| IV | 3.47 (1.69-7.13) | .001 | 3.15 (1.21-8.17) | .02 | 17.38 (2.31-130.73) | .006 | 2.59 (1.67-4.02) | <.001 | 3.15 (1.68-5.92) | <.001 |
| BMI quartile | ||||||||||
| First | 1 [Reference] | 1 [Reference] | 1 [Reference] | 1 [Reference] | 1 [Reference] | |||||
| Second | 1.15 (0.91-1.45) | .23 | 1.11 (0.80-1.54) | .54 | 1.06 (0.83-1.36) | .63 | 0.92 (0.78-1.08) | .32 | 0.91 (0.74-1.14) | .42 |
| Third | 1.22 (0.97-1.54) | .09 | 1.21 (0.88-1.68) | .24 | 0.95 (0.73-1.2) | .68 | 1.01 (0.86-1.18) | .92 | 1.01 (0.82-1.25) | .93 |
| Fourth | 1.64 (1.30-2.06) | <.001 | 1.67 (1.22-2.31) | .002 | 1.07 (0.83-1.39) | .60 | 1.04 (0.88-1.23) | .62 | 0.96 (0.77-1.20) | .75 |
| Nonindependent characteristics | 1.53 (0.99-2.38) | .06 | 1.61 (0.93-2.78) | .09 | 6.21 (4.24-9.09) | <.001 | 0.61 (0.35-1.07) | .08 | 1.49 (0.96-2.32) | .08 |
| Hypertension | 1.08 (0.91-1.28) | .40 | 1.08 (0.84-1.37) | .56 | 1.09 (0.89-1.33) | .40 | 1.00 (0.88-1.14) | .95 | 1.12 (0.94-1.32) | .21 |
| Congestive heart failure | 1.43 (0.58-0.35) | .43 | 1.04 (0.30-3.63) | .95 | 3.12 (1.29-7.55) | .01 | 0.65 (0.22-1.90) | .44 | 0.92 (0.34-2.50) | .88 |
| Chronic obstructive pulmonary disease | 1.30 (1.05-1.62) | .02 | 1.22 (0.91-1.64) | .18 | 1.25 (0.98-1.58) | .07 | 1.07 (0.87-1.28) | .50 | 1.13 (0.91-1.41) | .27 |
| Coronary artery disease | 1.26 (1.02-1.55) | .03 | 1.13 (0.84-1.50) | .42 | 1.00 (0.80-1.25) | .99 | 1.25 (1.04-1.50) | .02 | 1.44 (1.17-1.76) | <.001 |
| Peripheral vascular disease | 1.24 (0.86-1.78) | .26 | 1.38 (0.86-2.20) | .19 | 1.29 (0.88-1.89) | .19 | 1.37 (1.01-1.88) | .046 | 1.10 (0.76-1.59) | .61 |
| Bleeding disorder | 1.37 (0.96-1.95) | .08 | 1.24 (0.77-2.00) | .37 | 0.91 (0.61-1.37) | .66 | 1.05 (0.75-1.47) | .77 | 1.36 (0.96-1.91) | .08 |
| Deep vein thrombosis | 1.95 (1.57-2.42) | <.001 | 1.93 (1.45-2.57) | <.001 | 1.66 (1.31-2.11) | <.001 | 1.58 (1.29-1.92) | <.001 | 1.86 (1.50-2.32) | <.001 |
| Obstructive sleep apnea | 1.14 (0.96-1.36) | .13 | 1.01 (0.80-1.28) | .94 | 1.05 (0.86-1.27) | .63 | 1.13 (0.99-1.29) | .08 | 1.13 (0.95-1.34) | .16 |
| Unhealthy alcohol use | 1.42 (0.92-2.19) | .11 | 1.75 (1.00-3.07) | .049 | 1.09 (0.60-1.99) | .78 | 1.18 (0.86-1.62) | .31 | 1.11 (0.70-1.74) | .66 |
| Smoking | 1.01 (0.85.-1.22) | .87 | 1.05 (0.82-1.35 | .70 | 1.16 (0.93-1.43) | .18 | 1.33 (1.17-1.50) | <.001 | 0.98 (0.82-1.61) | .78 |
| Diabetes status | ||||||||||
| None | 1 [Reference] | 1 [Reference] | 1 [Reference] | 1 [Reference] | 1 [Reference] | |||||
| Diet-controlled | 0.96 (0.65-1.41) | .83 | 0.96 (0.56-1.63) | .87 | 1.31 (0.91-1.90) | .15 | 1.27 (0.84-1.70) | .12 | 0.79 (0.52-1.20) | .28 |
| Non–insulin-dependent | 0.97 (0.78-1.21) | .79 | 1.19 (0.87-1.59) | .25 | 1.26 (1.00-1.59) | .05 | 1.03 (0.86-1.22) | .78 | 1.10 (0.83-1.28) | .79 |
| Insulin-dependent | 1.34 (1.03-1.73) | .03 | 1.51 (1.08-2.12) | .02 | 1.49 (1.12-1.98) | .005 | 1.23 (0.98-1.54) | .08 | 1.68 (1.32-2.14) | <.001 |
| Open surgical technique | 2.43 (2.01-2.95) | <.001 | 2.09 (1.62-2.70) | <.001 | 2.43 (1.95-3.03) | <.001 | 1.00 (0.88-1.13) | .96 | 1.19 (1.01-1.41) | .04 |
| Inpatient status | 4.30 (3.60-5.12) | <.001 | 5.58 (4.30-7.25) | <.001 | 34.37 (23.18-50.96) | <.001 | 1.28 (1.13-1.44) | <.001 | 3.09 (2.62-3.63) | <.001 |
Abbreviations: aOR, adjusted odds ratio; ASA, American Society of Anesthesiologists; ED, emergency department.
Spending Associated With Each Outcome
| Outcome | No. (%) | Episode Spending, Median (IQR), $ | Added Spending Per Episode, Median (IQR) [% of Total], $ | |
|---|---|---|---|---|
| Estimate | Total From Outcome | |||
| No complication | 19 360 (85.4) | 6905 (4520-9851) | 0 | 0 |
| Any complication | 905 (4.0) | 16 839 (13 744-21 702) | 8 990 270 (8 347 720-10 725 155) | 9934 (9224-11 851) [59] |
| Serious complication | 431 (1.9) | 33 553 (25 152-43 017) | 11 485 288 (8 892 392-14 294 546) | 26 648 (20 632-33 166) [79] |
| Discharge not to home | 813 (3.6) | 23 872 (15 974-36 079) | 13 794 171 (9 312 102-21 323 364) | 16 967 (11 454-26 228) [71] |
| 30-d ED utilization | 1728 (7.6) | 11 918 (7867-19 342) | 8 662 464 (5 783 616-16 400 448) | 5013 (3347-9491) [42] |
| 30-d readmission | 922 (4.1) | 25 775 (18 282-38 536) | 17 398 140 (12 688 564-26 447 570) | 18 870 (13 762-28 685) [73] |
| Total spending | 60 330 333 (45 024 394-89 191 083) | |||
Abbreviations: ED, emergency department; IQR, interquartile range.
Added Episode and Cumulative Spending Attributed to Significant Modifiable Preoperative Risk Factors
| Risk Factor | Patients With Exposure, % | AR | PARF, % | Added Spending Attributed to Risk Factor, $ | |
|---|---|---|---|---|---|
| Per Episode, Median (IQR) [% of Additional Spending] | Cumulative, Median (IQR) | ||||
| Fourth-quartile BMI | |||||
| Any complication | 23.6 | 0.390 | 13.1 | 1301 (1208-1552) [13] | 1 177 725 (1 093 551-1 404 995) |
| Serious complication | 23.6 | 0.401 | 13.7 | 3651 (2827-4544) [14] | 1 573 484 (1 218 258-1 958 353) |
| Unhealthy alcohol use | |||||
| Serious complication | 2.9 | 0.429 | 2.1 | 560 (433-696) [2] | 241 191 (186 740-300 185) |
| Smoking | |||||
| 30-d ED utilization | 24.2 | 0.248 | 7.4 | 371 (248-702) [7] | 641 022 (427 988-1 213 633) |
| Insulin dependence | |||||
| Any complication | 4.9 | 0.254 | 1.6 | 159 (148-190) [2] | 143 844 (133 564-171 602) |
| Serious complication | 4.9 | 0.338 | 2.4 | 640 (495-796) [2] | 275 647 (213 417-343 069) |
| Discharge not to home | 4.9 | 0.329 | 2.3 | 390 (263-603) [2] | 317 266 (214 178-490 437) |
| 30-d readmission | 4.9 | 0.405 | 3.2 | 604 (440-918) [3] | 556 740 (406 034-846 322) |
Abbreviations: AR, attributable risk; BMI, body mass index; ED, emergency department; IQR, interquartile range; PARF, population attributable risk fraction.
Calculated as PARF × Added Spending from Outcome.