| Literature DB >> 35466781 |
Carlos D Tavares1, Caryn N Bell2, Hossein Zare3,4, Darrell Hudson5, Roland J Thorpe6.
Abstract
Research indicates that income is significantly associated with allostatic load (AL) and that this association may differ between White and Black Americans. Most existing income-AL link work focuses on women and less is known about this association among men. Using data from the National Health and Nutrition Examination Survey (NHANES), we examined whether race moderates the association between income and AL among Black and White men in the United States (n = 5,685). We find that, regardless of income levels, Black men have significantly higher prevalence of being in the high-AL group compared with high-income White men. Our findings suggest that Black men do not receive the same health benefits for increased income relative to their White counterparts.Entities:
Keywords: allostatic load; black men; income; special populations; unequal returns
Mesh:
Year: 2022 PMID: 35466781 PMCID: PMC9036348 DOI: 10.1177/15579883221092290
Source DB: PubMed Journal: Am J Mens Health ISSN: 1557-9883
Figure 1.Race × Income Marginal Effects.
Source. National Health and Nutrition Examination Study, 1999–2016.
Distribution of Sociodemographic Characteristics and Mean Allostatic Load Score Among Adult Men, NHANES 1999–2016.
| Variables | All | Family income ≥$75K | Family income <$75K | |
|---|---|---|---|---|
| Age—years ( | 47.3 (12.9) | 46.5 (9.5) | 47.7 (14.7) | .0455 |
| Non-Hispanic Black (%) | 1,778 (12.1) | 347 (6.5) | 1,431 (15.2) | .000 |
| Education (%) | ||||
| Less than high school | 1,337 (14.2) | 117 (4.9) | 1,220 (19.5) | .000 |
| High school graduate/GED | 1,676 (25.4) | 278 (16.8) | 1,398 (30.4) | |
| Some college and above | 3,319 (60.2) | 1,279 (78.1) | 2,040 (49.9) | |
| Family income (%) | ||||
| $0–$34,999 | 2,416 (25.7) | — | 2,416 (40.5) | |
| $35,000–$74,999 | 2,249 (37.7) | — | 2,249 (59.4) | |
| ≥$75,000 | 1,675 (36.5) | 1,675 (100) | — | |
| Missing | 106 (1.1) | |||
| Married (%) | 4,154 (68.6) | 1,327 (78.9) | 2,827 (62.7) | .000 |
| Self-rated fair/poor (%) | 277 (3.1) | 25 (1.1) | 252 (4.3) | .000 |
| Covered by health insurance (%) | 5,196 (84.4) | 1,572 (94.0) | 3,624 (79.0) | .000 |
| Household size | 2.9 (1.1) | 3.1 (1.0) | 2.7 (1.2) | .000 |
Note. GED = General Educational Development.
p value reports adjusted Wald test results for age and chi-square for all other variables.
Distribution of Individual Biomarkers and AL Score Among Income in Adult Men, NHANES 1999–2016.
| All | Family income ≥$75K | Family income <$75K | Quartiles | ||||
|---|---|---|---|---|---|---|---|
| Variables | 25% | 50% | 75% | ||||
| Cardiovascular markers (%) | |||||||
| Systolic blood pressure (mm Hg) | 2,251 (29.6) | 476 (24.0) | 1,775 (32.9) | <.001 | 108 | 116.7 | 128 |
| Diastolic blood pressure (mm Hg) | 2,215 (36.8) | 647 (39.1) | 1,568 (35.4) | .030 | 61.3 | 68.7 | 76 |
| Pulse rate (beats /min) | 1,237 (19.9) | 288 (18.4) | 949 (20.8) | .089 | 64 | 72 | 80 |
| Metabolic markers (%) | |||||||
| Body mass index (kg/m2) | 2,429 (40.0) | 687 (40.7) | 1,742 (39.8) | .636 | 22.7 | 26.6 | 31.2 |
| Glycohemoglobin (%) | 2,167 (26.8) | 459 (22.1) | 1,708 (29.5) | <.001 | 5.1 | 5.3 | 5.6 |
| Direct HDL-cholesterol (mg/dL) | 1,740 (29.5) | 496 (25.8) | 1,344 (31.6) | <.001 | 42 | 51 | 62 |
| Total cholesterol (mg/dL) | 2,012 (33.5) | 564 (34.8) | 1,448 (32.8) | .275 | 160 | 187 | 215 |
| Inflammatory markers (%) | |||||||
| Serum albumin (g/dL) | 2,470 (32.4) | 560 (28.4) | 1,910 (34.6) | <.001 | 4.1 | 4.3 | 4.5 |
| High-AL
| 1,874 (26.8) | 457 (24.8) | 1,417 (27.9) | .030 | — | — | — |
Note. AL = allostatic load; HDL = high-density lipoprotein.
p value reports adjusted Wald test results. bAL score computed as sum of all markers, existence of a condition considered as 1 and otherwise as 0. Values above the 75th percentile were defined as high risk for all the biomarkers, with the exception of HDL and serum albumin for which values below the 25th percentile were defined as high risk. High AL was based on those men who had 4 or more biomarkers, which was considered to be high risk.
AL Scorea, Adult White and Black NH Men in National Health and Nutrition Examination Survey 1999–2016 (N = 5,685).
| Model 1 | Model 2 | Model 3 | ||||
|---|---|---|---|---|---|---|
| Variables | PR | CI-95% | PR | CI-95% | PR | CI-95% |
| Family income # racial/ethnical (Ref: NH White with income ≥$75K) | ||||||
| NH White, <$75K | 1.14 | [1.01, 1.30] | 1.08 | [0.95, 1.23] | 1.08 | [0.95, 1.22] |
| NH Black, ≥$75K | 1.56 | [1.27, 1.92] | 1.58 | [1.28, 1.94] | 1.58 | [1.28, 1.94] |
| NH Black, <$75K | 1.25 | [1.09, 1.44] | 1.26 | [1.09, 1.45] | 1.25 | [1.08, 1.45] |
| Age (years) | 1.01 | [1.01, 1.01] | 1.01 | [1.01, 1.02] | ||
| Education (Ref: Less than high school) | ||||||
| High school graduate/GED | 1.09 | [0.95, 1.25] | 1.10 | [0.96, 1.27] | ||
| Some college and above | 0.86 | [0.75, 0.97] | 0.87 | [0.76, 0.99] | ||
| Marital status (Ref: Unmarried) | ||||||
| Married or living with partner | 0.97 | [0.85, 1.09] | 0.97 | [0.86, 1.10] | ||
| Covered by health insurance | 1.16 | [0.98, 1.37] | 1.15 | [0.98, 1.37] | ||
| Self-rated health (Ref: Excellent/very good/good) | ||||||
| Fair/poor | 1.24 | [1.00, 1.53] | ||||
| Household size | 0.99 | [0.94, 1.02] | 1.04 | [0.99, 1.09] | 1.04 | [1.00, 1.09] |
Note. AL = allostatic load; PR = prevalence ratio; CI = confidence interval; GED = General Educational Development; HDL = high-density lipoprotein.
For this analysis, we used the AL score computed as sum of all 8 biomarkers, existence of a condition considered as 1 and otherwise as 0. Values above the 75th percentile were defined as high risk for all the biomarkers, with the exception of HDL and serum albumin for which values below the 25th percentile were defined as high risk. We then created a dummy variable, that is, 1 if AL score ≥ 4 or 0 if otherwise, and used that variable for the Poisson model. High AL was based on those men who had 4 or more biomarkers, which was considered to be high risk.
AL Scorea, Adult White and Black NH Men in National Health and Nutrition Examination Survey 1999–2016, Stratified Model by Income.
| Family income ≥ $75K | Family income < $75K | |||
|---|---|---|---|---|
| Variables | PR | CI-95 | PR | CI-95 |
| Racial/ethnical (Ref: NH White) | ||||
| NH Black | 1.57 | [1.27, 1.95] | 1.16 | [1.03, 1.31] |
| Age (years) | 1.02 | [1.01, 1.03] | 1.01 | [1.01, 1.02] |
| Education (Ref: Less than high school) | ||||
| High school graduate/GED | 1.11 | [0.76, 1.61] | 1.06 | [0.91, 1.23] |
| Some college and above | 0.67 | [0.47, 0.95] | 0.94 | [0.82, 1.08] |
| Marital status (Ref: Unmarried) | ||||
| Married or living with partner | 0.97 | [0.73, 1.27] | 0.97 | [0.85, 1.12] |
| Covered by health insurance | 1.53 | [0.91, 2.57] | 1.13 | [0.95, 1.36] |
| Self-rated health (Ref: Excellent/very good/good) | ||||
| Fair/poor | 1.48 | [0.93, 2.35] | 1.21 | [0.95, 1.54] |
| Household size | 1.06 | [0.99, 1.14] | 1.03 | [0.98, 1.10] |
Note. AL = allostatic load; NH = non-Hispanic; PR = prevalence ratio; CI = confidence interval; GED = General Educational Development; HDL = high-density lipoprotein.
For this analysis, we used the AL score computed as sum of all eight biomarkers, existence of a condition considered as 1 and otherwise as 0. Values above the 75th percentile were defined as high risk for all the biomarkers, with the exception of HDL and serum albumin, for which values below the 25th percentile were defined as high risk. We then created a dummy variable, that is, 1 if AL score ≥ 4 or 0 if otherwise, and used that variable for the Poisson model. High AL was based on those men who had 4 or more biomarkers, which was considered to be high risk.
Poisson Estimates for AL Scorea, Adult White and Black NH Men in National Health and Nutrition Examination Survey 1999–2016.
| Model 1 | Model 2 | Model 3 | ||||
|---|---|---|---|---|---|---|
| Variables | PR | CI-95 | PR | CI-95 | PR | CI-95 |
| Family income (Ref: WNH ≥$35K) | ||||||
| NH White, <$35K | 1.26 | [1.13, 1.41] | 1.22 | [1.09, 1.36] | 1.121 | [1.08, 1.35] |
| NH Black, ≥$35K | 1.36 | [1.19, 1.56] | 1.42 | [1.24, 1.62] | 1.42 | [1.24, 1.62] |
| NH Black, <$35K | 1.17 | [1.03, 1.33] | 1.22 | [1.07, 1.40] | 1.21 | [1.06, 1.39] |
| Age (years) | 1.01 | [1.01, 1.02] | 1.01 | [1.01, 1.02] | ||
| Education (Ref: Less than high school) | ||||||
| High school graduate/GED | 1.12 | [0.96, 1.27] | 1.12 | [0.98, 1.30] | ||
| Some college and above | 0.89 | [0.78, 1.01] | 0.90 | [0.79, 1.02] | ||
| Marital status (Ref: Unmarried) | ||||||
| Married or living with partner | 0.99 | [0.87, 1.12] | 0.99 | [0.87, 1.12] | ||
| Covered by health insurance | 1.18 | [1.00, 1.40] | 1.18 | [1.00, 1.48] | ||
| Self-rated health (Ref: Excellent/very good/good) | ||||||
| Fair/poor | 1.19 | [0.96, 1.48] | ||||
| Household size | 0.99 | [0.95, 1.03] | 1.05 | [1.00, 1.09] | 1.05 | [1.00, 1.09] |
Note. AL = allostatic load; NH = non-Hispanic; WNH = White non-Hispanic; PR = prevalence ratio; CI = confidence interval; GED = General Educational Development; HDL = high-density lipoprotein.
For this analysis we used the AL score computed as sum of all 8 biomarkers, existence of a condition considered as 1 and otherwise 0. Values above the 75th percentile were defined as high risk for all the biomarkers, with the exception of HDL and serum albumin, for which values below the 25th percentile was defined as high risk. We then created a dummy variable, that is, 1 if AL score ≥ 4 or 0 if otherwise, and used that variable for the Poisson model.
Interaction test: 0.0005.