| Literature DB >> 35499829 |
Kristina H Lewis1,2, Stephanie Argetsinger3, David E Arterburn4, Jenna Clemenzi3, Fang Zhang3, Ronald Kamusiime3, Adolfo Fernandez2, Dennis Ross-Degnan3, James F Wharam3,5,6.
Abstract
Importance: Studies comparing contemporary bariatric surgical types could facilitate procedure selection for patients interested in reducing their frequency of health care visits and reliance on prescription drugs. Objective: To compare the association of sleeve gastrectomy (SG) and Roux-en-Y gastric bypass (RYGB) with ambulatory health care costs and use for as long as 4 years after surgery. Design, Setting, and Participants: This comparative effectiveness study, which included patients undergoing bariatric surgery who were aged 18 to 64 years with at least 24 months of enrollment data before surgery and 12 months of enrollment data after surgery, used a retrospective interrupted time series with a comparison group. Data represent insurance claims dated January 2006 to June 2017, with analyses completed in September 2021. Data were collected from US commercial and Medicare Advantage claims database. Cohorts were matched on characteristics including baseline body mass index category, diabetes status, baseline ambulatory care costs, region of the United States, and year of surgery. Exposures: SG or RYGB, based on procedure codes. Main Outcomes and Measures: Annual ambulatory health care costs, and subtypes of cost and use including prescriptions, office visits, laboratory encounters, and radiology.Entities:
Mesh:
Year: 2022 PMID: 35499829 PMCID: PMC9062690 DOI: 10.1001/jamanetworkopen.2022.9661
Source DB: PubMed Journal: JAMA Netw Open ISSN: 2574-3805
Presurgery Characteristics of Unmatched and Matched Cohorts of Patients With Index SG and RYGB Between 2008 and 2016
| Variable | Participants before matching, No. (%) | Standardized difference | Participants after matching, No. (%) | Standardized difference | ||
|---|---|---|---|---|---|---|
| RYGB (N = 3955) | SG (N = 3955) | RYGB (N = 3251) | SG (N = 3049) | |||
| Year of surgery | ||||||
| 2008-2011 | 2732 (69.1) | 745 (18.8) | 1.2 | 741 (22.8) | 695 (22.8) | 0.00 |
| 2012-2014 | 1018 (25.7) | 1956 (49.5) | 1757 (54.1) | 1648 (54.1) | ||
| 2015-2016 | 205 (5.2) | 1254 (31.7) | 753 (23.2) | 706 (23.2) | ||
| Age ≥40 y | 2798 (70.8) | 2770 (70.0) | −0.02 | 2223 (68.4) | 2140 (70.2) | 0.04 |
| Sex | ||||||
| Female | 3037 (76.8) | 2951 (74.6) | −0.05 | 2518 (77.4) | 2302 (75.5) | −0.05 |
| Male | 918 (23.2) | 1004 (25.4) | 733 (22.6) | 747 (24.5) | ||
| White neighborhood, ≥75% | 2156 (54.5) | 2065 (52.2) | −0.05 | 1773 (54.5) | 1601 (52.5) | −0.04 |
| Neighborhood poverty | ||||||
| Less poor (<10%) | 1845 (46.7) | 1968 (49.7) | −0.06 | 1566 (48.2) | 1507 (49.4) | −0.03 |
| More poor (≥10%) | 2097 (53.0) | 1976 (50.0) | 1685 (51.9) | 1542 (50.6) | ||
| Missing | 13 (0.3) | 11 (0.3) | ||||
| Region of United States | ||||||
| West | 819 (20.7) | 685 (17.3) | 0.15 | 521 (16.0) | 489 (16.0) | 0.00 |
| South | 1868 (47.2) | 2041 (51.6) | 1836 (56.5) | 1722 (56.5) | ||
| Midwest | 878 (22.2) | 732 (18.5) | 613 (18.9) | 575 (18.9) | ||
| Northeast | 376 (9.5) | 492 (12.4) | 280 (8.6) | 263 (8.6) | ||
| Missing | 14 (0.4) | 5 (0.1) | 0 | 0 | ||
| BMI category | ||||||
| 30-39.9 | 427 (10.8) | 649 (16.4) | 0.38 | 423 (13.0) | 397 (13.0) | 0.00 |
| 40-49.9 | 2014 (50.9) | 2072 (52.4) | 1945 (59.8) | 1824 (59.8) | ||
| 50-59.9 | 379 (9.6) | 598 (15.1) | 438 (13.5) | 411 (13.5) | ||
| ≥60 | 77 (1.9) | 141 (3.6) | 37 (1.1) | 35 (1.1) | ||
| Non-specific obesity | 1058 (26.8) | 495 (12.5) | 407 (12.5) | 382 (12.5) | ||
| ACG Score | ||||||
| ≥3 | 1409 (35.6) | 1422 (36.0) | 0.01 | 1156 (35.6) | 1063 (34.9) | −0.02 |
| Mean (SD) | 3.1 (3) | 3.0 (3) | −0.03 | 3.2 (3) | 2.9 (3) | −0.07 |
| Type 2 diabetes | 1756 (44.4) | 1353 (34.2) | −0.21 | 1010 (31.1) | 947 (31.1) | 0.00 |
| Insulin use | 511 (12.9) | 257 (6.5) | −0.22 | 170 (5.2) | 159 (5.2) | 0.00 |
| Hypertension | 2480 (62.7) | 2340 (59.2) | −0.07 | 1811 (55.7) | 1795 (58.9) | 0.06 |
| Cardiovascular disease | 506 (12.8) | 462 (11.7) | −0.03 | 319 (9.8) | 346 (11.3) | 0.05 |
| Psychiatric illness | 1022 (25.8) | 959 (24.2) | −0.04 | 831 (25.6) | 738 (24.2) | −0.03 |
| Total ambulatory medical costs in baseline year | ||||||
| $0-$1453.68 | 883 (22.5) | 1078 (27.4) | 0.194 | 911 (28.0) | 854 (28.0) | 0.00 |
| $1453.69-$4227.36 | 916 (23.3) | 1049 (26.6) | 868 (26.7) | 814 (26.7) | ||
| $4227.37-$10 292.07 | 1034 (26.3) | 938 (23.8) | 744 (22.9) | 698 (22.9) | ||
| $10 292.08-$115 314.69 | 1095 (27.9) | 874 (22.2) | 728 (22.4) | 683 (22.4) | ||
Abbreviations: ACG, Johns Hopkins System for comorbidity estimation; BMI, body mass index (calculated as weight in kilograms divided by height in meters squared); RYGB, Roux-en-Y gastric bypass; SG, sleeve gastrectomy.
Coarsened exact matching was conducted on BMI category, diabetes status and insulin use, total ambulatory care cost quartile during the presurgical year, region of the United States, and calendar period as well as tertile of a propensity score that included patient sex, age group, ACG score (<3 vs ≥3), and neighborhood demographic characteristics.
The Methods section includes complete descriptions of how baseline variables were constructed.
Standardized differences are the difference in means between intervention and control divided by the SD of the difference in means. Lower absolute values indicate greater similarity, and values less than 0.2 indicate minimal differences between groups.
White neighborhoods defined as census tracts where more than 75% of residents were Non-Hispanic White individuals.
Neighborhoods with more poverty were those where at least 10% of households were below the poverty line.
BMI based on most recent presurgery diagnosis.
Cost categories as shown represent quartiles of total ambulatory costs (summing all non–emergency department, nonhospital health care and prescription costs) across all unmatched RYGB and SG patients in year −2 prior to surgery. These quartiles were used in the coarsened exact matching to balance groups with respect to baseline outpatient medical spending. Year −2 was chosen as baseline for costs, as opposed to year −1, to avoid capturing the many costs associated with the procedures themselves as patients pursued preoperative workup and clearance. Costs are standardized by the data vendor to 2017 US dollars using a method that eliminates pricing variability across calendar time and geography. Total ambulatory medical cost quartiles were calculated among the patients without missing propensity scores: 3928 in the RYGB group and 3839 in the SG group.
Figure 1. Interrupted Time Series Plots Comparing Patients Undergoing Sleeve Gastrectomy (SG) vs Roux-en-Y Gastric Bypass (RYGB) Between 2008 and 2016 Across Ambulatory Care Cost Categories
Adjusted time series plots of per member per quarter outpatient costs before and after surgery. Costs per claim were measured in 2017 US dollars. Costs were winsorized at the 99th percentile at the quarterly level in the prescription, office visit, laboratory, and radiology categories to reduce the effect of high outliers. Gray boxes represent unanalyzed baseline period through index surgery but are shown so that the high-cost presurgical and perioperative periods can be represented relative to true baseline and follow-up. A, Baseline (year −2 prior to surgery), mean (SD) total ambulatory costs were $7117 ($9655) per person per year for SG and $8471 ($10 919) per person per year for RYGB. B, Baseline (year −2 prior to surgery), mean (SD) prescription costs were $2606 ($4739) per person per year for SG and $3581 ($5488) per person per year for RYGB. C, Baseline (year −2 prior to surgery), mean (SD) office visit costs were $780 ($808) per person per year for SG and $854 ($857) per person per year for RYGB. D, Baseline (year −2 prior to surgery), mean (SD) laboratory costs were $396 ($641) per person per year for SG and $374 ($608) per person per year for RYGB. E, Baseline (year −2 prior to surgery), mean (SD) radiology costs were $643 ($1202) per person per year for SG and $706 ($1289) per person per year for RYGB. F, Baseline (year −2 prior to surgery), mean (SD) all other outpatient costs were $2673 ($6273) per person per year for SG and $2956 ($6672) per person per year for RYGB.
Results From Multivariable Difference-in-Differences Analyses Comparing Patients Undergoing SG vs RYGB Between 2008 and 2016 Across Categories of Ambulatory Care Costs and Use
| Cost category | Postoperative year 1, SG (n = 3049) vs RYGB (n = 3251) | Postoperative year 2, SG (n = 1952) vs RYGB (n = 2173) | Postoperative year 3, SG (n = 1054) vs RYGB (n = 1151) | Postoperative year 4, SG (n = 514) vs RYGB (n = 643) | ||||
|---|---|---|---|---|---|---|---|---|
| Absolute difference (95% CI), $ | Relative difference, % (95% CI) | Absolute difference (95% CI), $ | Relative difference, % (95% CI) | Absolute difference (95% CI), $ | Relative difference, % (95% CI) | Absolute difference (95% CI), $ | Relative difference, % (95% CI) | |
| Total ambulatory care costs | −421.9 (−1334.1 to 490.4) | −5.3 (−16.1 to 5.6) | −642.9 (−1643.4 to 357.5) | −8.4 (−20.5 to 3.7) | −138.9 (−1273.2 to 995.4) | −2.0 (−17.8 to 13.9) | 382.8 (−1366.0 to 2131.6) | 5.1 (−19.2 to 29.5) |
| Prescription drug costs | 36.1 (−252.0 to 324.3) | 1.7 (−11.9 to 15.2) | 173.3 (−80.1 to 426.7) | 9.7 (−5.6 to 25.1) | 140.2 (−283.0 to 563.3) | 7.1 (−15.6 to 29.9) | 852.8 (395.6 to 1310.0) | 52.4 (17.8 to 87.0) |
| Office visit costs | −36.7 (−103.5 to 30.1) | −4.1 (−11.2 to 3.1) | −14.4 (−85.4 to 56.5) | −1.7 (−10.1 to 6.6) | −2.0 (−87.1 to 83.1) | −0.3 (−11.1 to 10.6) | −43.8 (−176.1 to 88.5) | −5.3 (−20.5 to 10.0) |
| Laboratory costs | −118.9 (−220.2 to −17.5) | −13.9 (−24.2 to −3.6) | −107.6 (−197.2 to −18.1) | −15.9 (−27.4 to −4.5) | −106.7 (−244.5 to 31.1) | −18.0 (−37.5 to 1.4) | −4.0 (−116.7 to 108.7) | −0.8 (−23.6 to 22.0) |
| Radiology costs | −4.6 (−97.7 to 88.5) | −0.7 (−15.5 to 14.1) | −63.6 (−189.7 to 62.6) | −9.2 (−26.0 to 7.6) | 6.7 (−121.7 to 135.0) | 1.1 (−20.3 to 22.5) | 22.5 (−150.8 to 195.7) | 3.4 (−23.7 to 30.6) |
| All other outpatient costs | −264.7 (−945.4 to 416.1) | −7.7 (−26.1 to 10.7) | −600.9 (−1432.8 to 231.0) | −16.4 (−35.7 to 3.0) | −164.6 (−1103.8 to 774.6) | −5.1 (−33.2 to 22.9) | −537.1 (−1900.9 to 826.7) | −13.9 (−45.1 to 17.2) |
Abbreviations: RYGB, Roux-en-Y gastric bypass; SG, sleeve gastrectomy.
Difference-in-differences analyses adjusting for all matched variables were used to generate between-group estimates for change in each outcome, at each time period, relative to a preoperative baseline period spanning months −24 to −13 before the index surgical date. Year −2 was selected as the preoperative baseline for comparison because the year immediately before surgery represents a very high utilization time, owing to preoperative workup.
Absolute differences in each period refer to the estimated actual change in costs among patients undergoing SG minus those among patients undergoing RYGB in that segment vs baseline (months −24 to −13), accounting for all other periods.
Relative differences in each period refer to the estimated relative difference between SG and RYGB groups vs baseline, accounting for all other periods.
P < .001.
P < .01.
P < .05.
Results From Multivariable Difference-in-Differences Analyses Comparing Patients Undergoing SG vs RYGB Between 2008 and 2017 Across Multiple Encounter Subtypes
| Cost category | Postoperative year 1, SG (n = 3049) vs RYGB (n = 3251) | Postoperative year 2, SG (n = 1952) vs RYGB (n = 2173) | Postoperative year 3, SG (n = 1054) vs RYGB (n = 1151) | Postoperative year 4, SG (n = 514) vs RYGB (n = 643) | ||||
|---|---|---|---|---|---|---|---|---|
| Absolute difference (95% CI) | Relative difference, % (95% CI) | Absolute difference (95% CI) | Relative difference, % (95% CI) | Absolute difference (95% CI) | Relative difference, % (95% CI) | Absolute difference (95% CI) | Relative difference, % (95% CI) | |
| Prescription encounters | ||||||||
| Cardiometabolic prescription fills | 0.7 (0.3 to 1.1) | 16.6 (6.3 to 26.9) | 1.1 (0.7 to 1.5) | 31.0 (16.6 to 45.5) | 1.5 (0.9 to 2.1) | 42.2 (21.5 to 62.8) | 1.7 (0.8 to 2.6) | 42.5 (13.7 to 71.2) |
| All other prescription fills | −0.5 (−1.4 to 0.5) | −3.0 (−9.0 to 2.9) | −0.1 (−1.2 to 0.9) | −1.0 (−8.3 to 6.3) | 0.4 (−1.0 to 1.9) | 2.8 (−7.2 to 12.7) | 1.4 (−0.5 to 3.3) | 10.1 (−4.5 to 24.8) |
| Office visit encounters | ||||||||
| Specialist visits | −0.2 (−0.5 to 0.0) | −7.2 (−14.3 to −0.2) | −0.2 (−0.5 to 0.0) | −7.7 (−16.0 to 0.5) | −0.3 (−0.6 to 0.0) | −11.3 (−21.2 to −1.4) | 0.1 (−0.2 to 0.3) | 2.7 (−9.7 to 15.0) |
| PCP visits | −0.1 (−0.2 to 0.0) | −4.3 (−9.7 to 1.1) | −0.1 (−0.2 to 0.0) | −4.7 (−11.0 to 1.5) | −0.1 (−0.2 to 0.1) | −3.8 (−12.0 to 4.4 | 0.0 (−0.1 to 0.2) | 1.4 (−8.7 to 11.6) |
| Laboratory testing encounters | ||||||||
| Nutrition | −1.2 (−2.2 to −0.2) | −20.0 (−34.0 to −6.0) | −0.8 (−1.5 to −0.2) | −24.3 (−39.2 to −9.5) | −0.5 (−1.0 to 0.0) | −20.3 (−38.3 to −2.3) | −0.7 (−1.2 to −0.1) | −30.4 (−48.8 to −11.9) |
| All other | −2.5 | −14.5 | −2.5 | −17.4 | −0.7 (−2.3 to 0.9) | −5.7 (−18.7 to 7.4) | −0.3 (−3.2 to 2.6) | −2.3 (−26.3 to 21.6) |
| Radiology encounters | ||||||||
| Abdomen or pelvic imaging | −0.2 (−0.4 to 0.1) | −18.7 (−38.8 to 1.5) | −0.2 (−0.5 to 0.0) | −22.7 (−44.6 to −0.8) | −0.1 (−0.3 to 0.1) | −14.4 (−44.3 to 15.5) | −0.1 (−0.4 to 0.1) | −19.7 (−51.6 to 12.1) |
| All other imaging | 0.1 (−0.3 to 0.4) | 2.7 (−10.2 to 15.6) | 0.2 (−0.2 to 0.6) | 6.2 (−8.5 to 20.9) | 0.4 (−0.1 to 1.0) | 14.1 (−6.3 to 34.6) | 0.3 (−0.3 to 0.9) | 9.0 (−11.5 to 29.5) |
Abbreviations: PCP, primary care physician; RYGB, Roux-en-Y gastric bypass; SG, sleeve gastrectomy.
Difference-in-differences analyses using zero-inflated negative binomial models and adjusting for all matched variables were used to generate between-group estimates for change in each outcome, at each time period, relative to a preoperative baseline period spanning months −24 to −13 before the index surgical date. Year −2 was selected as the preoperative baseline for comparison because the year immediately before surgery represents a very high utilization time, owing to preoperative workup.
Absolute differences in each period refer to the estimated actual change in costs among patients undergoing SG minus those among patients undergoing RYGB in that segment vs baseline (months −24 to −13), accounting for all other periods.
Relative differences in each period refer to the estimated relative difference between SG and RYGB groups vs baseline, accounting for all other periods. In interpreting these relative differences, it should be noted that for outcomes that are relatively rare (eg, per-person use of abdominal imaging), relative difference estimates may give the appearance of greater difference between groups than the true absolute difference. Both absolute and relative differences are presented here for context and consistency with cost modeling results.
P < .001.
P < .01.
Specialist visits and PCP visits were modeled using negative binomial models (not zero-inflated).
P < .05.
Figure 2. Interrupted Time Series Plots Comparing Patients Undergoing Sleeve Gastrectomy (SG) vs Roux-en-Y Gastric Bypass (RYGB) Between 2008 and 2016 Across Suboutcomes of Ambulatory Care Encounters
Adjusted time series plots of outpatient encounters before and after surgery. A, Prescription fills were divided based on the American Hospital Formulary Service designation, into fills of medications for cardiometabolic disease (including type 2 diabetes, hypertension, and dyslipidemia), and all other indications (including pain, mental illness, antimicrobials, and others). B, Office visits were divided using an established algorithm based on clinician-type variables and diagnostic codes into primary care physician (PCP) visits and specialist visits. C, Laboratory encounters were grouped as either nutrition (eg, iron, copper, vitamin D) or other (eg, hematology, chemistry, microbiology, toxicology, endocrine). D, Radiology encounters were divided by body site being imaged, into abdomen or pelvis, and other body site.