| Literature DB >> 31213120 |
Scott Sutton1,2, Joseph Magagnoli1,2, Tammy Cummings2, James Hardin2,3, Babatunde Edun4.
Abstract
OBJECTIVES: To evaluate the association between human immunodeficiency virus (HIV) patients and medical costs (inpatient, outpatient, pharmacy, total) using a national cohort of HIV-infected Veterans and non-HIV matched controls within the Veteran's Affairs (VA) Administration system.Entities:
Keywords: HIV; inpatient costs; outpatient costs; pharmacy costs
Year: 2019 PMID: 31213120 PMCID: PMC6748482 DOI: 10.1177/2325958219855377
Source DB: PubMed Journal: J Int Assoc Provid AIDS Care ISSN: 2325-9574
Baseline Characteristics for HIV Cases and Controls.
| Variable | HIV Cases (N = 26 526) | Controls (N = 53 052) |
| |
|---|---|---|---|---|
| Age (mean [SD]) | 49.27 (10.097) | 49.31 (10.098) | .596 | |
| Race | Black | 10 099 (38%) | 20198 (38%) | 1.000 |
| Other/unknown | 7841 (30%) | 15682 (30%) | ||
| White | 8586 (32%) | 17172 (32%) | ||
| Hispanic | 1231 (5%) | 545 (1%) | <.001 | |
| Sex | Male | 25 850 (97%) | 51700 (97%) | 1.000 |
| Days in study (mean [SD]) | 2780.7 (1594.9) | 3170.3 (1622.8) | <.001 | |
| Days in study (median, IQR) | 2665 (2537) | 3180 (2598) | <.001 | |
| Charlson comorbidity (mean [SD]) | 0.66 (1.209) | 0.35 (0.938) | <.001 | |
| Hepatitis c | 7989 (30%) | 4400 (8%) | <.001 | |
| Diabetes | 6520 (25%) | 15617 (29%) | <.001 | |
| Smoking | 14 366 (54%) | 22070 (42%) | <.001 | |
| BMI | Missing | 2984 (11%) | 29244 (55%) | <.001 |
| Normal | 10 648 (40%) | 4759 (9%) | ||
| Obese | 3914 (15%) | 10572 (20%) | ||
| Overweight | 7994 (30%) | 8211 (15%) | ||
| Underweight | 986 (4%) | 266 (1%) | ||
| Drug/alcohol abuse | 8681 (33%) | 7624 (14%) | <.001 | |
| Mental health | 14 424 (54%) | 15685 (30%) | <.001 | |
| Index year | 2000 | 1876 (7%) | 3752 (7%) | 1.000 |
| 2001 | 1796 (7%) | 3592 (7%) | ||
| 2002 | 1784 (7%) | 3568 (7%) | ||
| 2003 | 1759 (7%) | 3518 (7%) | ||
| 2004 | 1819 (7%) | 3638 (7%) | ||
| 2005 | 1935 (7%) | 3870 (7%) | ||
| 2006 | 2174 (8%) | 4348 (8%) | ||
| 2007 | 2144 (8%) | 4288 (8%) | ||
| 2008 | 1800 (7%) | 3600 (7%) | ||
| 2009 | 1727 (7%) | 3454 (7%) | ||
| 2010 | 1734 (7%) | 3468 (7%) | ||
| 2011 | 1528 (6%) | 3056 (6%) | ||
| 2012 | 1327 (5%) | 2654 (5%) | ||
| 2013 | 1268 (5%) | 2536 (5%) | ||
| 2014 | 985 (4%) | 1970 (4%) | ||
| 2015 | 645 (2%) | 1290 (2%) | ||
| 2016 | 225 (1%) | 450 (1%) |
Abbreviations: BMI, body mass index; SD, standard deviation.
Baseline Costs for HIV Cases and Controls: Total and Annualized Costs for Outpatient, Inpatient, Pharmacy, and Total.
| Costs (US$) | HIV Cases (N = 26 526) | Controls (N = 53 052) |
| |
|---|---|---|---|---|
| Totala | Outpatient, mean (SD) | 38 164.5 (88 480.4) | 18 189.62 (42 903.2) | <.001 |
| Inpatient mean (SD) | 43 856.3 (115 494.3) | 21 220.3 (171 955.7) | <.001 | |
| Pharmacy mean (SD) | 88 297.6 (240 590.1) | 4993.1 (14864.3) | <.001 | |
| Total costs mean (SD) | 170 318.5 (292 910.8) | 44 403.0 (185839) | <.001 | |
| Annualb | Outpatient mean (SD) | 5167.3 (10 677.7) | 2061.6 (4806.5) | <.001 |
| Inpatient mean (SD) | 9110.7 (27 373.2) | 2817.3 (18 037.4) | <.001 | |
| Pharmacy mean (SD) | 11742 (19 600.7) | 602.4 (2153.1) | <.001 | |
| Total costs mean (SD) | 26 020.5 (36 744.68) | 5481.3 (19 947.7) | <.001 |
Abbreviation: SD, standard deviation.
aTotal cost represents the average patient cost over the study period.
bAnnual cost represents each patients total cost divided by the number of years in the study.
Odds of Incurring a Medical Cost for Patient With HIV Compared to Controls for Pharmacy, Outpatient, and Inpatient.
| Variable | Pharmacy OR (95% CI) | Outpatient OR (95% CI) | Inpatient OR (95% CI) |
|---|---|---|---|
| (Intercept) | 1.95 (1.45-2.64) | 10.95 (7.91-15.15) | 1.27 (1.07-1.51) |
| HIV | 2286.45 (322.79-16195.82) | 4.16 (3.67-4.71) | 2.26 (2.18-2.35) |
| Age | 0.99 (0.98-0.99) | 0.99 (0.98-0.99) | 0.99 (0.99-0.99) |
| Race (reference = black) | |||
| Other/unknown | 0.55 (0.51-0.59) | 0.71 (0.65-0.77) | 0.46 (0.44-0.48) |
| White | 0.77 (0.72-0.83) | 0.84 (0.77-0.91) | 0.75 (0.73-0.78) |
| Hispanic | 1.68 (1.13-2.49) | 0.79 (0.58-1.07) | 1.55 (1.39-1.73) |
| Sex (reference = female) | |||
| Male | 2.14 (1.84-2.48) | 1.17 (0.98-1.40) | 1.25 (1.13-1.39) |
| Charlson comorbidity | 1.34 (1.24-1.46) | 0.96 (0.91-1.00) | 1.21 (1.19-1.24) |
| Drug/alcohol abuse | 2.67 (2.25-3.17) | 1.51 (1.32-1.72) | 1.99 (1.91-2.08) |
| Mental health | 3.02 (2.70-3.38) | 2.37 (2.13-2.63) | 1.39 (1.33-1.44) |
| Diabetes | 4.39 (4.00-4.82) | 2.31 (2.09-2.55) | 1.70 (1.63-1.77) |
| BMI (reference = normal) | |||
| Missing | 0.12 (0.11-0.15) | 0.19 (0.16-0.21) | 0.5 (0.47-0.52) |
| Obese | 1.09 (0.89-1.32) | 1.41 (1.18-1.68) | 0.75 (0.71-0.79) |
| Overweight | 1.01 (0.83-1.23) | 1.4 (1.18-1.66) | 0.78 (0.74-0.82) |
| Underweight | 1.17 (0.59-2.31) | 0.4 (0.29-0.55) | 1.44 (1.26-1.65) |
| Days in study | 1.00 (1.00-1.00) | 1.00 (1.00-1.00) | 1.00 (1.00-1.00) |
| Index year (reference = 2000) | |||
| 2001 | 0.94 (0.80-1.11) | 0.67 (0.55-0.83) | 0.80 (0.74-0.87) |
| 2002 | 1.00 (0.85-1.18) | 0.75 (0.61-0.92) | 0.76 (0.70-0.82) |
| 2003 | 1.02 (0.87-1.19) | 0.83 (0.68-1.01) | 0.69 (0.64-0.75) |
| 2004 | 1.10 (0.94-1.29) | 1.19 (0.96-1.46) | 0.63 (0.58-0.69) |
| 2005 | 1.32 (1.12-1.54) | 1.06 (0.87-1.29) | 0.60 (0.55-0.65) |
| 2006 | 1.55 (1.33-1.80) | 1.28 (1.05-1.56) | 0.57 (0.52-0.62) |
| 2007 | 1.73 (1.48-2.02) | 1.34 (1.10-1.62) | 0.49 (0.45-0.54) |
| 2008 | 1.88 (1.60-2.22) | 1.35 (1.10-1.64) | 0.44 (0.40-0.48) |
| 2009 | 1.95 (1.65-2.30) | 1.34 (1.10-1.64) | 0.39 (0.36-0.43) |
| 2010 | 2.05 (1.73-2.42) | 1.21 (0.99-1.47) | 0.34 (0.31-0.37) |
| 2011 | 2.37 (1.98-2.83) | 1.19 (0.98-1.46) | 0.27 (0.24-0.30) |
| 2012 | 2.24 (1.86-2.70) | 1.06 (0.87-1.31) | 0.21 (0.19-0.23) |
| 2013 | 2.27 (1.88-2.75) | 0.95 (0.77-1.17) | 0.18 (0.16-0.21) |
| 2014 | 1.99 (1.62-2.44) | 0.61 (0.49-0.75) | 0.14 (0.12-0.16) |
| 2015 | 1.62 (1.28-2.04) | 0.09 (0.07-0.11) | 0.11 (0.09-0.13) |
| 2016 | 1.37 (1.00-1.88) | 0.05 (0.03-0.07) | |
Abbreviations: OR, odds ratio; CI, confidence interval.
Multivariable Gamma Generalized Linear (GLM) Models-Estimate the Cost Ratios (CR) for Those Patients who Incurred Costs.
| Variable | Total Costs CR (95% CI) | Pharmacy Costs CR (95% CI) | Outpatient Costs CR (95% CI) | Inpatient Costs CR (95% CI) |
|---|---|---|---|---|
| (Intercept) | 37.98 (31.4-45.95) | 502.94 (405.48-623.84) | 10.44 (9.24-11.79) | 173.11 (124.7-240.31) |
| HIV | 3.97 (3.80-4.15) | 17.40 (16.59-18.26) | 1.95 (1.89-2.00) | 1.03 (0.96-1.11) |
| Age | 1.00 (1.00-1.00) | 1.00 (1.00-1.00) | 1.00 (1.00-1.00) | 1.00 (1.00-1.00) |
| Race (reference = black) | ||||
| Other/unknown | 0.54 (0.51-0.56) | 0.70 (0.66-0.74) | 0.58 (0.56-0.60) | 0.69 (0.63-0.76) |
| White | 0.85 (0.82-0.89) | 1.14 (1.08-1.19) | 0.85 (0.83-0.87) | 0.79 (0.74-0.85) |
| Hispanic | 1.26 (1.11-1.42) | 1.08 (0.94-1.23) | 1.35 (1.25-1.46) | 1.21 (1.02-1.44) |
| Sex (reference = female) | ||||
| Male | 1.25 (1.11-1.40) | 1.05 (0.92-1.20) | 1.01 (0.94-1.09) | 1.23 (1.00-1.52) |
| Charlson comorbidity | 1.16 (1.13-1.18) | 1.16 (1.14-1.19) | 1.16 (1.15-1.18) | 1.09 (1.06-1.12) |
| Drug/alcohol abuse | 1.37 (1.31-1.44) | 1.03 (0.98-1.09) | 1.31 (1.27-1.35) | 1.29 (1.20-1.39) |
| Mental health | 1.30 (1.25-1.36) | 1.39 (1.33-1.46) | 1.33 (1.29-1.36) | 1.11 (1.03-1.19) |
| Diabetes | 1.50 (1.43-1.56) | 1.34 (1.28-1.40) | 1.41 (1.37-1.45) | 1.27 (1.19-1.36) |
| BMI (reference = normal) | ||||
| Missing | 0.59 (0.56-0.63) | 0.7 (0.66-0.75) | 0.62 (0.6-0.65) | 0.84 (0.76-0.92) |
| Obese | 0.89 (0.84-0.95) | 1.04 (0.97-1.11) | 0.98 (0.94-1.02) | 0.82 (0.75-0.91) |
| Overweight | 0.92 (0.87-0.97) | 1.05 (0.99-1.12) | 0.98 (0.94-1.01) | 0.87 (0.8-0.95) |
| Underweight | 1.12 (0.97-1.3) | 0.9 (0.77-1.05) | 0.89 (0.81-0.98) | 1.16 (0.95-1.41) |
| Days in study | 1.00 (1.00-1.00) | 1.00 (1.00-1.00) | 1.00 (1.00-1.00) | 1.00 (1.00-1.00) |
| Index year (reference = 2000) | ||||
| 2001 | 0.94 (0.85-1.03) | 1.03 (0.92-1.14) | 1.01 (0.95-1.07) | 0.90 (0.78-1.04) |
| 2002 | 0.94 (0.86-1.04) | 1.06 (0.95-1.18) | 1.05 (0.99-1.12) | 0.82 (0.71-0.94) |
| 2003 | 0.97 (0.88-1.07) | 1.16 (1.04-1.29) | 1.11 (1.05-1.18) | 0.85 (0.73-0.99) |
| 2004 | 1.07 (0.97-1.18) | 1.25 (1.12-1.39) | 1.22 (1.15-1.30) | 0.86 (0.74-1.00) |
| 2005 | 1.07 (0.97-1.17) | 1.41 (1.27-1.57) | 1.29 (1.21-1.37) | 0.85 (0.73-0.99) |
| 2006 | 1.10 (1.00-1.21) | 1.49 (1.34-1.65) | 1.39 (1.31-1.48) | 0.84 (0.73-0.98) |
| 2007 | 1.08 (0.98-1.19) | 1.64 (1.47-1.82) | 1.50 (1.41-1.59) | 0.76 (0.65-0.88) |
| 2008 | 1.15 (1.03-1.27) | 1.84 (1.64-2.06) | 1.54 (1.45-1.65) | 0.82 (0.69-0.96) |
| 2009 | 1.09 (0.98-1.21) | 1.83 (1.63-2.06) | 1.53 (1.43-1.63) | 0.79 (0.66-0.93) |
| 2010 | 1.07 (0.96-1.19) | 2.01 (1.78-2.27) | 1.56 (1.46-1.68) | 0.72 (0.60-0.86) |
| 2011 | 0.97 (0.87-1.09) | 2.22 (1.95-2.52) | 1.42 (1.32-1.53) | 0.68 (0.55-0.82) |
| 2012 | 0.89 (0.79-1.00) | 2.11 (1.84-2.41) | 1.27 (1.17-1.37) | 0.69 (0.55-0.86) |
| 2013 | 0.75 (0.66-0.85) | 2.02 (1.75-2.32) | 1.06 (0.98-1.15) | 0.57 (0.45-0.72) |
| 2014 | 0.61 (0.53-0.70) | 2.06 (1.77-2.41) | 0.75 (0.68-0.82) | 0.53 (0.40-0.71) |
| 2015 | 0.41 (0.35-0.48) | 1.63 (1.37-1.95) | 0.33 (0.29-0.37) | 0.49 (0.34-0.70) |
| 2016 | 0.15 (0.12-0.19) | 0.85 (0.66-1.10) | 0.27 (0.13-0.59) | |
Abbreviations: CI, confidence interval; CR, costs ratio.