| Literature DB >> 29240798 |
David S Zingmond1,2, Kodi B Arfer3, Jennifer L Gildner4, Arleen A Leibowitz4.
Abstract
BACKGROUND: Antiretroviral therapy has increased longevity for people living with HIV (PLWH). As a result, PLWH increasingly experience the common diseases of aging and the resources needed to manage these comorbidities are increasing. This paper characterizes the number and types of comorbidities diagnosed among PLWH covered by Medicare and examines how non-HIV comorbidities relate to outpatient, inpatient, and pharmaceutical expenditures.Entities:
Mesh:
Year: 2017 PMID: 29240798 PMCID: PMC5730113 DOI: 10.1371/journal.pone.0189392
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.752
Prevalence, mean and median annual costs by demographics, number of comorbidities, and spending type (N = 9767).
| % | Mean Spending | Median Spending | ||
|---|---|---|---|---|
| Enrollment | Medicare Only | 26.2% | $41,606 | $32,573 |
| Dual | 73.8% | $48,964 | $35,051 | |
| Sex | Male | 89.3% | $47,010 | $34,381 |
| Female | 10.7% | $47,251 | $34,249 | |
| Race | White | 56.9% | $46,260 | $34,791 |
| African American | 19.1% | $51,062 | $34,340 | |
| Hispanic | 19.7% | $45,208 | $33,453 | |
| Other | 4.3% | $47,821 | $34,038 | |
| Age category | < = 40 | 9.3% | $43,167 | $29,330 |
| 41–50 | 38.2% | $46,206 | $33,968 | |
| 51–60 | 33.4% | $48,124 | $36,417 | |
| >60 | 19.0% | $48,697 | $34,142 | |
| Eligibility | Other | 9.4% | $47,184 | $32,796 |
| Disabled | 90.6% | $47,021 | $34,549 | |
| Area | Rural | 5.1% | $43,068 | $32,676 |
| Urban | 94.9% | $47,251 | $34,467 | |
| Highest volume HIV provider | 0–49 patients | 37.2% | $48,933 | $34,202 |
| 50+ patients | 62.8% | $45,911 | $34,485 | |
| Total spending | $47,036 | $34,379 | ||
| Outpatient | 99.8% | $8,714 | $4,085 | |
| Drug | 99.3% | $30,052 | $26,633 | |
| Inpatient | 26.0% | $32,668 | $13,487 | |
| Number of comorbidities | 0 | 36.1% | $30,312 | $27,795 |
| 1 | 25.4% | $38,260 | $32,949 | |
| 2 | 15.3% | $46,108 | $37,371 | |
| 3 | 8.6% | $55,492 | $44,865 | |
| 4 | 4.6% | $66,330 | $52,515 | |
| 5 | 3.2% | $80,047 | $59,992 | |
| 6 | 2.1% | $100,861 | $81,006 | |
| 7 | 1.6% | $114,451 | $87,323 | |
| 8–10 | 2.2% | $135,808 | $116,811 | |
| 11 or more | 0.9% | $218,940 | $203,571 |
Means and medians for outpatient, drug, and inpatient spending are based on non-zero spending for the respective category.
Prevalence, mean and median spending by comorbidities (N = 9767).
| Comorbidities | % | Mean Spending | Median Spending |
|---|---|---|---|
| Congestive heart failure | 5.3% | $104,641 | $76,152 |
| Cardiac arrhythmias | 6.7% | $100,330 | $67,335 |
| Valvular disease | 2.7% | $108,204 | $72,559 |
| Peripheral vascular disorders | 4.7% | $89,102 | $59,363 |
| Hypertension, uncomplicated | 31.8% | $62,231 | $42,183 |
| Hypertension, complicated | 5.4% | $108,442 | $79,604 |
| Paralysis | 1.1% | $112,051 | $73,815 |
| Other neurological disorders | 5.3% | $97,511 | $64,454 |
| Pulmonary circulation disorders | 1.5% | $119,181 | $91,819 |
| Chronic pulmonary disease | 13.7% | $74,391 | $50,919 |
| Diabetes, uncomplicated | 14.4% | $66,275 | $45,330 |
| Diabetes, complicated | 4.4% | $92,992 | $62,640 |
| Hypothyroidism | 6.2% | $69,416 | $50,998 |
| Renal failure | 9.0% | $88,320 | $60,545 |
| Liver disease | 15.8% | $68,169 | $43,903 |
| Peptic ulcer disease | 0.7% | $110,610 | $66,769 |
| Lymphoma | 1.8% | $73,641 | $49,466 |
| Metastatic cancer | 0.6% | $117,362 | $91,779 |
| Solid tumor without metastasis | 6.0% | $67,164 | $49,879 |
| Rheumatoid arthritis | 2.3% | $74,563 | $48,873 |
| Coagulopathy | 3.2% | $109,681 | $77,177 |
| Coagulopathy—hemophilia | 0.3% | $369,119 | $227,917 |
| Blood loss anemia | 0.7% | $128,091 | $101,333 |
| Deficiency anemia | 6.9% | $90,258 | $60,130 |
| Obesity | 2.9% | $65,049 | $48,611 |
| Weight loss | 7.6% | $97,346 | $65,176 |
| Fluid and electrolyte disorders | 9.7% | $107,681 | $77,998 |
Effect of comorbidities on outpatient, drug, and inpatient expenditures (percentage increase over median costs).
| Coefficient Estimate | Coefficient Estimate | Coefficient Estimate | ||
|---|---|---|---|---|
| Intercept | 2,151 | 21,982 | 3,697 | |
| Enrollment | Dual | 1.21 (1.15, 1.28) | 1.04 (1.02, 1.08) | 1.02 (0.80, 1.28) |
| Gender | Female | 1.19 (1.11, 1.29) | 0.89 (0.86, 0.92) | 0.93 (0.74, 1.09) |
| Age | Linear | 1.04 (0.98, 1.10) | 1.04 (1.01, 1.07) | 0.87 (0.71, 1.00) |
| Quadratic | 1.04 (0.97, 1.09) | 0.85 (0.83, 0.89) | 1.07 (0.91, 1.20) | |
| Race | African American | 0.84 (0.79, 0.89) | 0.88 (0.85, 0.91) | 1.04 (0.91, 1.28) |
| Hispanic | 0.84 (0.79, 0.88) | 0.95 (0.92, 0.99) | 0.98 (0.83, 1.27) | |
| Other | 0.85 (0.75, 0.94) | 0.99 (0.93, 1.04) | 1.05 (0.69, 1.51) | |
| Area | Urban | 1.00 (0.93, 1.15) | 1.05 (0.99, 1.10) | 0.98 (0.74, 1.25) |
| Highest vol. HIV provider | 50+ patients | 1.11 (1.05, 1.16) | 1.08 (1.05, 1.10) | 0.90 (0.78, 1.07) |
| Eligibility | Disabled | 1.05 (0.93, 1.17) | 1.04 (0.98, 1.10) | 1.17 (0.78, 1.67) |
| Comorbidities | Congestive heart failure | 1.26 (1.13, 1.37) | 0.95 (0.88, 1.02) | 1.23 (1.00, 1.52) |
| Cardiac arrhythmias | 1.37 (1.22, 1.50) | 1.01 (0.96, 1.07) | 1.45 (1.26, 1.74) | |
| Valvular disease | 1.27 (1.10, 1.44) | 1.02 (0.94, 1.12) | 1.08 (0.85, 1.41) | |
| Peripheral vascular disorder | 1.33 (1.21, 1.52) | 1.05 (0.98, 1.12) | 1.19 (0.92, 1.51) | |
| Hypertension, uncomplicated | 1.22 (1.17, 1.28) | 1.06 (1.03, 1.09) | 1.35 (1.14, 1.64) | |
| Hypertension, complicated | 1.41 (1.26, 1.61) | 0.91 (0.85, 0.98) | 1.14 (0.94, 1.50) | |
| Paralysis | 1.64 (1.31, 2.02) | 1.01 (0.83, 1.18) | 2.02 (1.45, 2.74) | |
| Other neurological disorders | 1.40 (1.24, 1.53) | 1.04 (0.98, 1.11) | 1.66 (1.44, 2.09) | |
| Pulmonary circulat. disord. | 1.01 (0.85, 1.37) | 1.16 (1.07, 1.35) | 1.25 (0.96, 1.75) | |
| Chronic pulmonary disease | 1.36 (1.30, 1.46) | 1.07 (1.03, 1.10) | 1.37 (1.20, 1.65) | |
| Diabetes, uncomplicated | 1.14 (1.07, 1.23) | 1.10 (1.07, 1.15) | 1.14 (0.89, 1.33) | |
| Diabetes, complicated | 1.26 (1.12, 1.47) | 0.94 (0.86, 1.03) | 1.04 (0.85, 1.40) | |
| Hypothyroidism | 1.33 (1.22, 1.44) | 1.12 (1.07, 1.19) | 1.08 (0.84, 1.33) | |
| Renal failure | 1.40 (1.29, 1.51) | 1.07 (1.02, 1.11) | 1.25 (0.94, 1.50) | |
| Liver disease | 1.41 (1.32, 1.50) | 1.04 (1.00, 1.07) | 1.40 (1.16, 1.64) | |
| Peptic ulcer disease | 1.32 (1.00, 1.79) | 0.88 (0.61, 1.06) | 1.58 (1.15, 2.22) | |
| Lymphoma | 1.68 (1.43, 1.88) | 0.99 (0.91, 1.07) | 1.53 (1.16, 2.05) | |
| Metastatic cancer | 2.25 (1.41, 2.86) | 1.05 (0.90, 1.18) | 1.66 (1.07, 2.95) | |
| Solid tumor without metastasis | 1.76 (1.56, 1.92) | 1.05 (1.00, 1.11) | 1.20 (0.91, 1.52) | |
| Rheumatoid arthritis | 1.27 (1.11, 1.49) | 1.00 (0.88, 1.11) | 0.81 (0.58, 1.21) | |
| Coagulopathy | 1.13 (1.01, 1.35) | 0.97 (0.88, 1.04) | 1.50 (1.19, 1.84) | |
| Hemophilia | 20.39 (3.07, 40.03) | 1.25 (1.00, 1.68) | 2.28 (1.00, 4.29) | |
| Blood loss anemia | 1.13 (0.93, 1.35) | 0.99 (0.77, 1.26) | 0.90 (0.73, 1.81) | |
| Deficiency anemia | 1.66 (1.53, 1.81) | 1.08 (1.01, 1.12) | 1.24 (1.00, 1.44) | |
| Obesity | 1.12 (1.03, 1.26) | 0.98 (0.92, 1.07) | 1.56 (1.11, 2.01) | |
| Weight loss | 1.37 (1.25, 1.50) | 1.05 (1.00, 1.12) | 1.72 (1.40, 1.95) | |
| Fluid and electrolyte disord. | 1.17 (1.07, 1.27) | 0.94 (0.89, 1.00) | 2.31 (2.01, 2.67) |
Odds ratios and 95% confidence intervals from logistic regression of probability of hospitalization on demographics and comorbidities.
| Odds Ratio (95% CI) | ||
|---|---|---|
| Enrollment | Dual | 1.49 (1.29, 1.73) |
| Gender | Female | 1.10 (0.91, 1.32) |
| Age | Linear | 0.59 (0.51, 0.69) |
| Quadratic | 1.03 (0.90, 1.19) | |
| Race | African American | 1.00 (0.86, 1.17) |
| Hispanic | 0.96 (0.83, 1.12) | |
| Other | 0.83 (0.61, 1.11) | |
| Area | Urban | 1.48 (1.12, 1.97) |
| Highest volume HIV provider | 50+ patients | 0.92 (0.82, 1.04) |
| Eligibility | Disabled | 0.81 (0.60, 1.10) |
| Comorbidities | Congestive heart failure | 1.50 (1.13, 1.99) |
| Cardiac arrhythmias | 3.85 (3.04, 4.87) | |
| Valvular disease | 1.88 (1.28, 2.75) | |
| Peripheral vascular disorder | 1.32 (1.00, 1.72) | |
| Hypertension, uncomplicated | 1.87 (1.65, 2.13) | |
| Hypertension, complicated | 2.81 (2.08, 3.80) | |
| Paralysis | 4.79 (2.85, 8.20) | |
| Other neurological disorders | 3.86 (3.02, 4.92) | |
| Pulmonary circulation disorders | 2.24 (1.36, 3.71) | |
| Chronic pulmonary disease | 2.65 (2.27, 3.09) | |
| Diabetes, uncomplicated | 1.02 (0.85, 1.22) | |
| Diabetes, complicated | 1.09 (0.79, 1.49) | |
| Hypothyroidism | 1.21 (0.96, 1.52) | |
| Renal failure | 0.93 (0.74, 1.18) | |
| Liver disease | 1.76 (1.52, 2.04) | |
| Peptic ulcer disease | 2.13 (1.01, 4.49) | |
| Lymphoma | 2.63 (1.79, 3.86) | |
| Metastatic cancer | 1.77 (0.82, 3.86) | |
| Solid tumor without metastasis | 2.01 (1.60, 2.51) | |
| Rheumatoid arthritis | 1.29 (0.89, 1.86) | |
| Coagulopathy | 4.73 (3.36, 6.70) | |
| Hemophilia | 0.84 (0.29, 2.22) | |
| Blood loss anemia | 3.66 (1.74, 7.95) | |
| Deficiency anemia | 1.19 (0.94, 1.50) | |
| Obesity | 1.81 (1.33, 2.46) | |
| Weight loss | 2.10 (1.70, 2.58) | |
| Fluid and electrolyte disorders | 9.89 (7.99, 12.30) |
Effect of covariates on Mean Absolute Errors (MAE) of predictions of outpatient expenditures and drugs.
| No Controls | Demographic Controls | Comorbidity Controls | |
|---|---|---|---|
| Outpatient | $6,555 | $6,487 | $6165 |
| Drugs | $12,932 | $12,683 | $12,595 |
Effect of covariates on Mean Absolute Errors (MAE) of predictions of inpatient expenditures.
| Independent Variables Included in Inpatient Probability Regression | Independent Variables Included in Conditional Inpatient Regression | ||
|---|---|---|---|
| No Controls | Demographic Controls | Comorbidity Controls | |
| No Controls | $8,489 | $8489 | $9832 |
| Demographics | $8487 | $8,505 | $8,501 |
| Comorbidities | $7,809 | $7,777 | $6,792 |