| Literature DB >> 21241479 |
Chris J Packard1, Vladimir Bezlyak, Jennifer S McLean, G David Batty, Ian Ford, Harry Burns, Jonathan Cavanagh, Kevin A Deans, Marion Henderson, Agnes McGinty, Keith Millar, Naveed Sattar, Paul G Shiels, Yoga N Velupillai, Carol Tannahill.
Abstract
BACKGROUND: Socioeconomic gradients in health persist despite public health campaigns and improvements in healthcare. The Psychosocial and Biological Determinants of Ill-health (pSoBid) study was designed to uncover novel biomarkers of chronic disease that may help explain pathways between socioeconomic adversity and poorer physical and mental health.Entities:
Mesh:
Substances:
Year: 2011 PMID: 21241479 PMCID: PMC3032683 DOI: 10.1186/1471-2458-11-42
Source DB: PubMed Journal: BMC Public Health ISSN: 1471-2458 Impact factor: 3.295
Mean levels of early life conditions, biomarkers of chronic disease and cognitive function by area level deprivation category
| SIMD Least Deprived (n = 342) | SIMD Most Deprived (n = 324) | ||
|---|---|---|---|
| Number of siblings | 2.6(1.2)b | 3.6(1.8) | < 0.0001 |
| People/room | 1.2(0.5) | 1.8(0.9) | < 0.0001 |
| Parents owned home | 49.4% | 5.9% | < 0.0001 |
| Parents owned car | 57.6% | 19.6% | < 0.0001 |
| Reported being bullied | 24.6% | 28.7% | 0.24 |
| Father's occupational category d (non-manual/manual) | 59.6%/40.4% | 14.6%/85.4% | < 0.0001 |
| Average household income | £41,699(11,921) | £16,461(10056) | < 0.0001 |
| Years of education | 16.1(3.6) | 11.8(2.5) | < 0.0001 |
| Current home status (owner-occupier/tenant) | 97.7%/2.3% | 29.9%/70.1% | < 0.0001 |
| Height (cm) | 171(9) | 165(9) | < 0.0001 |
| Weight (kg) | 78.7(15.3) | 78.2(18.4) | 0.78 |
| BMI (kg/m2) | 26.9(4.5) | 28.7(6.3) | < 0.0001 |
| Leg-length (cm) | 81.9(6.0) | 78.7(5.4) | < 0.0001 |
| Trunk-length (cm) | 89.3(5.1) | 86.5(5.1) | < 0.0001 |
| CRP (mg/L) | 2.10(2.73)c | 3.56(3.91) | < 0.0001 |
| IL-6 (pg/ml) | 1.74(1.49)c | 2.50(1.60) | < 0.0001 |
| ICAM (ng/ml) | 241.3(54.9)c | 315.4(97.2) | < 0.0001 |
| vWF (IU/dl) | 129(39) | 155(46) | < 0.0001 |
| Cholesterol (mmol/l) | 5.29(1.03) | 4.95(1.05) | < 0.0001 |
| HDL Cholesterol (mmol/l) | 1.43(0.38) | 1.30(0.39) | < 0.0001 |
| Current Smoker (%) | 6.3% | 44.6% | < 0.0001 |
| BP systolic/diastolic (mmHg) | 135/81 | 136/81 | 0.48/0.74 |
| HOMA-IR e | 1.52(1.22) | 1.81(1.60) | 0.012 |
| Carotid IMT (mm) | 0.68(0.12) | 0.70(0.15) | 0.014 |
| Plaque present (% yes) | 43.1% | 58.3% | < 0.0001 |
| Stroop test (s) | 103.0(15.1) | 93.0(19.8) | < 0.0001 |
| Choice Reaction Time (ms)e | 531(101)c | 630(185) | < 0.0001 |
| AVLT (words recalled)e | 12.4(1.9) | 10.9(2.4) | < 0.0001 |
| FEV1 (L)e | 3.2(0.8) | 2.7(0.7) | < 0.0001 |
a p-values from linear or logistic regression models, adjusted for age and sex
b Values given are mean with 1 Standard Deviation in parenthesis for continuous variables; c Indicates use of geometric means;
d Fathers occupational category for Least Deprived was unemployed for n = 1 (0.3%) and unknown/unclassifiable for n = 19
(5.6%); Father's occupational category for Most Deprived was unemployed for n = 10 (3.1%) and unknown/unclassifiable
for n = 33 (10.1%); P value derived by Chi squared across the distribution;
e Homeostasis Model Assessment of Insulin Resistance (HOMA-IR); Auditory Verbal Learning Test (AVLT); Forced
Expiratory Volume (FEV1); Choice Reaction Time (CRT), data for the thinking time element of test presented.
Associations of indictors of early life conditions and adult socioeconomic status
| Number of siblings | People/rooma | Parents owned houseb | Parents owned carb | Reported being bulliedb | Father's occup categoryc | Leg length | Household income | Years of Education | Current home statusd | |
|---|---|---|---|---|---|---|---|---|---|---|
| Number of siblings | - | 0.0% | ||||||||
| People/rooma | - | 0.4% | ||||||||
| Parents owned homeb | - | 0.0% | ||||||||
| Parents owned carb | - | 0.0% | ||||||||
| Reported being bulliedb | 0.4% | 0.1% | 0.0% | - | 0.1% | 0.6% | 0.1% | |||
| Fathers occup categoryc | 0.1% | - | ||||||||
| Leg length | 0.5% | - | ||||||||
| Household income | 0.0% | - | ||||||||
| Years of Education | 0.1% | - | ||||||||
| Current home statusd | 0.1% | - | ||||||||
Variables in the rows are used to predict variables in the columns, using linear or logistic regression as appropriate.
R2 for logistic regression is Nagelkerke generalised R
a log-transformed
b Yes vs. No for Parents owned house; Parents owned car; and Reported being bullied
c Non manual vs. Manual for Fathers occupational category
d Tenant vs. Owner occupier for current (adult) home status
* 0.01 ≥ p < 0.05; ** 0.001 ≥ p < 0.01; *** p < 0.001.
Association of early life conditions with biomarkers of intermediary phenotypes and health outcomes in adulthood
| Quartile of leg lengthc (shortest to longest) | Number of siblingsd 0-1; 2; 3; ≥ 4 | People per roome ≤ 1; > 1, ≤ 2; > 2 | Parents owned homef Yes/No | Father's occupationg Non-manual/Manual | |
|---|---|---|---|---|---|
| CRP (mg/l)b | 1.43, 1.35, 1.57, 1.70 | ||||
| IL-6 (pg/ml)b | 1.80, 1.58, 1.60, 1.71 | ||||
| ICAM (ng/ml)b | |||||
| vWF (IU/dl)a | 144, 140, 143, 133 | 136, 136, 143, 145 | |||
| LDL Cholesterol (mmol/l)a | 2.91, 3.04, 3.03, 3.05 | 2.99, 3.05, 3.10, 2.93 | 3.09, 3.00, 2.84 | 3.08, 3.02 | |
| BP systolic (mmHg)a | 137, 136, 135, 135 | 136, 136, 135 | 135, 136 | ||
| HOMA-IRa | 1.70, 1.66, 1.61, 1.60 | 1.79, 1.60, 1.61, 1.69 | 1.60, 1.66, 1.78 | ||
| Stroop test (number correct)a | 95.7, 97.4, 99.6, 98.9 | ||||
| Choice Reaction Time (ms)b | 588, 568, 561, 554 | ||||
| AVLT (words recalled)a | |||||
| FEV1 (L)a | |||||
| Carotid IMT (mm)a | 0.68, 0.69, 0.69, 0.70 | 0.69, 0.69, 0.72 | 0.69, 0.70 | 0.68, 0.70 | |
| Plaque present (%)h | 53.4%, 46.2%, 55.7%, 44.2% | ||||
a Mean values for continuous variables adjusted for age and sex;
b Geometric means adjusted for age and sex;
c Entire group of 666 subjects was divided by quartile of leg length (mean length in quartiles 1 through to 4 was 73.0, 78.1, 82.3, 88.2 cm respectively);
d In a similar manner the entire population were divided by number of siblings (0-1, n = 94; 2, n = 176; 3, n = 167; 4 +, n = 227)
e Number of people per room was calculated by dividing the total number of people in the house (adults and children) by the number of rooms (0-1, n = 241; 1-2, n = 342; 2 +, n = 81)
f Owner, n = 188; Not owner, n = 476
g Non-Manual, n = 233; Manual, n = 370
h Percentage values adjusted for age and sex
* 0.01 ≥ p < 0.05; ** 0.001 ≥ p < 0.01; *** p < 0.001.
Figure 1Influence of early life overcrowding on inflammation, lung function and cognitive performance in adulthood. The entire group of 666 participants was divided into categories dependent on the number of people (adults and children) in the home when subject was aged 11 years divided by the number of rooms in the home. 241 participants were in the category people/room < 1, 205 participants were in the category people/room 1.0-1.5, 137 participants were in the category people/room 1.5-2.0, and 81 participants were in the category people/room >2. 2 participants did not report the number of rooms in the childhood home. P value is the significance of number of people per room as a predictor of CRP, ICAM, FEV1 and Choice Reaction Time in age and sex adjusted regression models. The height of the bar represents the geometric mean within each category of people/room.
Multivariate analyses of early life determinants of chronic inflammation and endothelial activation
| log(CRP) β (95% CI) | vWF β (95% CI) | log(IL-6) β (95% CI) | log(ICAM) β (95% CI) | |
|---|---|---|---|---|
| Age | ||||
| Sex | 0.150 (-0.054, 0.355) | -0.964 (-9.060, 7.133) | 0.020 (-0.101, 0.142) | 0.008 (-0.042, 0.058) |
| 3.5% | 8.2% | 6.3% | 1.1% | |
| Age | 0.007 (-0.008, 0.022) | |||
| Sex | -0.094 (-0.390, 0.202) | -5.890 (-17.802, 6.021) | -0.063 (-0.133, 0.007) | |
| Parental home status | 0.039 (-0.220, 0.298) | 9.285 (-1.018, 19.588) | ||
| Fathers occupation cat. | 7.024 (-2.465, 16.513) | |||
| People/room | 0.109 (-0.041, 0.259) | 3.500 (-2.593, 9.593) | 0.029 (-0.060, 0.117) | |
| Number of siblings | -0.026 (-0.098, 0.046) | -0.356 (-3.265, 2.553) | -0.012 (-0.054, 0.030) | 0.008 (-0.009, 0.026) |
| Leg length | -0.019 (-0.041, 0.003) | 0.059 (-0.819, 0.936) | -0.013 (-0.026, 0.000) | -0.005 (-0.010, 0.001) |
| Trunk length | -0.015 (-0.041, 0.012) | -0.680 (-1.746, 0.386) | -0.005 (-0.011, 0.002) | |
| 9.6% | 12.1% | 14.5% | 12.9% | |
| p = 0.0001 | p = 0.0040 | p < 0.0001 | p < 0.0001 | |
| Age | 0.017 (-0.035, 0.069) | |||
| Sex | 0.113 (-0.125, 0.350) | -2.014 (-13.639, 9.610) | ||
| Parental home status | -0.153 (-0.361, 0.055) | 6.127 (-3.919, 16.174) | ||
| Fathers occupation cat. | 0.153 (-0.039, 0.345) | 3.676 (-5.598, 12.950) | ||
| People/room | 0.069 (-0.052, 0.190) | 1.950 (-3.997, 7.898) | ||
| Number of siblings | -0.017 (-0.075, 0.041) | -0.449 (-3.273, 2.375) | ||
| Leg length | -0.006 (-0.024, 0.012) | 0.295 (-0.560, 1.149) | ||
| Trunk length | 0.003 (-0.019, 0.024) | -0.372 (-1.410, 0.667) | ||
| ICAM | ||||
| IL-6 | ||||
| 42.7% | 17.9% | |||
| p < 0.0001 | p < 0.0001 | |||
| p = 0.50 | p = 0.42 | |||
| Age | 0.007 (-0.006, 0.020) | |||
| Sex | -0.011 (-0.306, 0.283) | -3.714 (-15.416, 7.988) | -0.115 (-0.286, 0.056) | -0.005 (-0.066, 0.056) |
| Parental home status | -0.101 (-0.359, 0.158) | 3.579 (-6.584, 13.741) | 0.091 (-0.059, 0.242) | 0.014 (-0.040, 0.067) |
| Fathers occupation cat. | 2.130 (-7.225, 11.486) | 0.137 (-0.002, 0.276) | 0.012 (-0.037, 0.061) | |
| People/room | 0.049 (-0.099, 0.197) | 1.004 (-4.945, 6.952) | 0.002 (-0.085, 0.089) | 0.021 (-0.010, 0.051) |
| Number of siblings | -0.048 (-0.120, 0.023) | -1.182 (-4.014, 1.650) | -0.029 (-0.070, 0.013) | -0.002 (-0.017, 0.013) |
| Leg length | -0.015 (-0.037, 0.006) | 0.225 (-0.623, 1.073) | -0.010 (-0.023, 0.002) | -0.002 (-0.006, 0.002) |
| Trunk length | 0.003 (-0.023, 0.030) | 0.209 (-0.862, 1.279) | -0.004 (-0.020, 0.011) | 0.005 (-0.001, 0.010) |
| Current smoker | -0.047 (-0.318, 0.225) | 5.318 (-5.522, 16.158) | 0.128 (-0.030, 0.287) | |
| Years of Education | -0.024 (-0.057, 0.009) | -0.950 (-2.192, 0.292) | 0.009 (-0.010, 0.027) | -0.005 (-0.011, 0.002) |
| Current home status | -2.372 (-14.249, 9.506) | 0.171 (-0.004, 0.347) | 0.041 (-0.020, 0.103) | |
| Current incomee | -0.080 (-0.174, 0.013) | |||
| 14.8% | 19.1% | 20.2% | 37.8% | |
| p < 0.0001 | p < 0.0001 | p < 0.0001 | p < 0.0001 | |
| p = 0.1984 | p = 0.9038 | p = 0.0452 | p = 0.2817 | |
a Model 0 includes age (coefficient calculated as per 5 years) and sex (Male vs. Female);
b Model 1 examined the influence of the early life variables identified as most strongly linked to inflammation and tested their independence;
c Model 2 includes not only early life variables but also intermediary phenotype biomarkers (ICAM and IL-6);
d Model 3 includes early life variables and adult markers of socioeconomic status e.g. years of education, current income and current home status (owner occupier/tenant);
e Regression coefficient calculated as per £10,000 increase in income;
* 0.01 ≥ p < 0.05; ** 0.001 ≥ p < 0.01; *** p < 0.001.
Multivariate analyses of early life determinants of chronic inflammation and endothelial activation
| FEV1 β (95% CI) | log(CRT, Thinking) β (95% CI) | STROOP β (95% CI) | AVLT β (95% CI) | Plaque Presencef OR (95% CI) | |
|---|---|---|---|---|---|
| Age | |||||
| Sex | 1.12 (-2.19, 4.43) | ||||
| 48.6% | 17.0% | 7.4% | 5.0% | 15.9% | |
| Age | |||||
| Sex | -0.009 (-0.065, 0.047) | 1.73 (-3.11, 6.58) | |||
| Parental home status | -0.072 (-0.191, 0.046) | 0.020 (-0.029, 0.069) | -2.07 (-6.27, 2.12) | -0.301 (-0.813, 0.210) | 1.29 (0.76, 2.19) |
| Fathers occupation cat. | 0.036 (-0.009, 0.081) | -0.436 (-0.908, 0.036) | |||
| People/room | 0.023 (-0.005, 0.051) | -0.10 (-2.59, 2.39) | -0.083 (-0.382, 0.215) | 1.05 (0.76, 1.46) | |
| Number of siblings | -0.023 (-0.058, 0.011) | 0.006 (-0.007, 0.020) | -0.46 (-1.63, 0.70) | -0.076 (-0.220, 0.068) | 1.08 (0.93, 1.26) |
| Leg length | 0.001 (-0.003, 0.005) | 0.015 (-0.028, 0.059) | 0.98 (0.93, 1.02) | ||
| Trunk length | 0.97 (0.91, 1.02) | ||||
| 67.0% | 22.7% | 13.0% | 10.8% | 22.0% | |
| p < 0.0001 | p < 0.0001 | p = 0.0002 | p = 0.0001 | p = 0.0006 | |
| Age | |||||
| Sex | 0.003 (-0.053, 0.059) | 1.504 (-3.350, 6.358) | |||
| Parental home status | -0.028 (-0.144, 0.088) | 0.009 (-0.040, 0.057) | -1.738 (-5.948, 2.472) | -0.212 (-0.719, 0.295) | 1.30 (0.76, 2.22) |
| Fathers occupation cat. | -0.093 (-0.200, 0.014) | 0.024 (-0.021, 0.069) | -0.349 (-0.818, 0.120) | ||
| People/room | -0.070 (-0.139, 0.000) | 0.019 (-0.010, 0.047) | 0.241 (-2.251, 2.733) | -0.016 (-0.312, 0.279) | 1.04 (0.74, 1.45) |
| Number of siblings | -0.020 (-0.054, 0.014) | 0.006 (-0.007, 0.020) | -0.352 (-1.513, 0.808) | -0.059 (-0.201, 0.083) | 1.08 (0.93, 1.26) |
| Leg length | 0.002 (-0.002, 0.006) | 0.009 (-0.034, 0.052) | 0.98 (0.93, 1.02) | ||
| Trunk length | 0.96 (0.91, 1.02) | ||||
| ICAM | 1.43 (0.59, 3.48) | ||||
| IL-6 | 0.032 (0.000, 0.064) | 1.428 (-1.382, 4.237) | 0.118 (-0.219, 0.455) | 0.84 (0.59, 1.21) | |
| 69.1% | 25.1% | 14.3% | 14.0% | 22.3% | |
| p < 0.0001 | p = 0.0011 | p = 0.0444 | p = 0.0003 | p = 0.5709 | |
| p < 0.0001 | p = 0.0073 | p = 0.0017 | p = 0.0199 | p = 0.0021 | |
| Age | |||||
| Sex | 0.011 (-0.044, 0.066) | 0.07 (-4.67, 4.80) | |||
| Parental home status | -0.027 (-0.143, 0.089) | -0.011 (-0.059, 0.037) | 0.17 (-3.96, 4.29) | 0.018 (-0.488, 0.524) | 1.19 (0.68, 2.08) |
| Fathers occupation cat. | -0.081 (-0.189, 0.026) | 0.017 (-0.027, 0.061) | -3.80 (-7.63, 0.03) | -0.186 (-0.652, 0.280) | 1.57 (0.94, 2.61) |
| People/room | -0.060 (-0.130, 0.009) | 0.010 (-0.017, 0.038) | 0.87 (-1.56, 3.29) | 0.055 (-0.237, 0.347) | 0.99 (0.71, 1.39) |
| Number of siblings | -0.012 (-0.045, 0.022) | 0.001 (-0.012, 0.014) | 0.04 (-1.09, 1.17) | -0.029 (-0.169, 0.111) | 1.07 (0.92, 1.25) |
| Leg length | 0.002 (-0.002, 0.006) | 0.007 (-0.035, 0.049) | 0.98 (0.93, 1.03) | ||
| Trunk length | -0.004 (-0.009, 0.001) | 0.16 (-0.29, 0.60) | 0.026 (-0.026, 0.079) | 0.98 (0.92, 1.04) | |
| Current smoker | -0.008 (-0.058, 0.043) | 0.51 (-3.83, 4.85) | -0.051 (-0.587, 0.486) | 1.53 (0.85, 2.78) | |
| Years of Education | 0.008 (-0.007, 0.023) | -0.003 (-0.009, 0.003) | 0.09 (-0.41, 0.59) | 0.062 (0.000, 0.123) | |
| Current home status | -0.115 (-0.253, 0.023) | -0.287 (-0.877, 0.302) | 1.44 (0.75, 2.77) | ||
| Current incomee | 0.016 (-0.027, 0.059) | 1.18 (0.97, 1.44) | |||
| 70.0% | 29.0% | 20.2% | 17.6% | 25.1% | |
| p < 0.0001 | p < 0.0001 | p < 0.0001 | p < 0.0001 | p = 0.0128 | |
| p < 0.0001 | p = 0.6751 | p = 0.0941 | p = 0.9207 | p = 0.2018 | |
a Model 0 includes age (coefficient calculated as per 5 years) and sex (Male vs. Female);
b Model 1 examined the influence of the early life variables identified as most strongly linked to inflammation and tested their independence;
c Model 2 includes not only early life variables but also intermediary phenotype biomarkers (ICAM and IL-6);
d Model 3 includes early life variables and adult markers of socioeconomic status e.g. years of education, current income and current home status (owner occupier/tenant);
e Regression coefficient calculated as per £10,000 increase in income;
f Effect estimates for plaque presence reported as odds ratios; R2 values are Nagelkerke pseudo-R2; between model comparisons are likelihood ratio tests;
* 0.01 ≥ p < 0.05; ** 0.001 ≥ p < 0.01; *** p < 0.001.