| Literature DB >> 26072954 |
Maria Chorozoglou1, Elizabeth Smith2, Johanna Koerting3, Margaret J Thompson3, Kapil Sayal4,5, Edmund J S Sonuga-Barke3.
Abstract
BACKGROUND: Preschool hyperactivity is an early risk factor for adult mental health problems and criminality. Little is known about; (a) the patterns of long-term service costs associated with this behavioural marker in the general population and (b) the specific factors predicting hyperactivity-related costs. We undertook a prospective study investigating associations between preschool hyperactivity and average individual annual service costs up to late adolescent and young adulthood.Entities:
Keywords: ADHD; Hyperactivity; conduct disorder; health economics evaluation; longitudinal; preschool children
Mesh:
Year: 2015 PMID: 26072954 PMCID: PMC4744758 DOI: 10.1111/jcpp.12437
Source DB: PubMed Journal: J Child Psychol Psychiatry ISSN: 0021-9630 Impact factor: 8.982
Comparisons between participants and nonparticipants within the originally selected sample on preschool measures
| Participants | Nonparticipants |
|
| ||||
|---|---|---|---|---|---|---|---|
|
| Mean ( |
| Mean ( | ||||
| Hyperactive males | WWP Hyperactivity | 81 | 27.51 (6.74) | 236 | 28.23 (7.65) | −.76 | .45 |
| BCL Conduct problems | 77 | 2.95 (1.45) | 218 | 3.33 (1.70) | −1.88 | .06 | |
| BCL Emotional problems | 77 | 1.34 (1.13) | 219 | 1.51 (1.28) | −1.04 | .30 | |
| Carstairs deprivation | 80 | −1.06 (1.78) | 201 | −1.05 (1.96) | −.04 | .97 | |
| Hyperactive females | WWP Hyperactivity | 89 | 27.80 (7.95) | 137 | 28.21 (7.68) | −.39 | .70 |
| BCL Conduct problems | 82 | 2.71 (1.64) | 126 | 2.79 (1.64) | −.30 | .77 | |
| BCL Emotional problems | 82 | 1.32 (1.22) | 125 | 1.54 (1.44) | −1.13 | .26 | |
| Carstairs deprivation | 87 | −.92 (1.97) | 113 | −.95 (1.78) | −.12 | .91 | |
| Control males | WWP Hyperactivity | 40 | 7.90 (5.01) | 118 | 10.66 (5.07) | −2.99 | <.01 |
| BCL Conduct problems | 40 | 1.43 (.93) | 118 | 1.81 (1.25) | −1.74 | .08 | |
| BCL Emotional problems | 40 | .88 (1.07) | 118 | 1.04 (1.12) | −.83 | .41 | |
| Carstairs deprivation | 39 | −.85 (2.03) | 116 | .15 (2.51) | −2.25 | .03 | |
| Control females | WWP Hyperactivity | 48 | 8.43 (4.71) | 92 | 9.51 (5.09) | −1.23 | .22 |
| BCL Conduct problems | 47 | 1.21 (1.10) | 93 | 1.56 (1.09) | −1.77 | .08 | |
| BCL Emotional problems | 47 | .80 (.94) | 93 | .94 (.89) | −.85 | .40 | |
| Carstairs deprivation | 48 | −1.26 (2.38) | 89 | −.41 (2.53) | .63 | .53 | |
Demographic and clinical characteristics: Comparisons between the hyperactive and control groups
| Scale | Hyperactive | Control |
|
| ||
|---|---|---|---|---|---|---|
|
| Mean ( |
| Mean ( | |||
| Baseline | ||||||
| WWP Hyperactivity | 170 | 27.66 (7.38) | 88 | 8.19 (4.83) | 25.46 | <.01 |
| BCL: Conduct problems | 159 | 2.83 (1.56) | 87 | 1.31 (1.03) | 9.16 | <.01 |
| BCL: Emotional Problems | 159 | 1.33 (1.18) | 87 | .83 (.99) | 3.49 | <.01 |
| Carstairs index of deprivation | 167 | −.99 (1.88) | 87 | −.45 (2.25) | −1.91 | .06 |
| Follow‐up | ||||||
| Conners Clinical Index | 166 | 53.63 (28.56) | 86 | 32.88 (22.56) | 6.31 | <.01 |
| Age at follow‐up | 170 | 18.22 (3.76) | 88 | 17.67 (.58) | 1.88 | .06 |
| Gender | ||||||
| Male | 170 | 47.6% | 88 | 45.5% |
| .74 |
Cost comparison between hyperactive and control group by domain
| Hyperactive ( | Control ( | CI (95%) |
| |||
|---|---|---|---|---|---|---|
| Mean | ( | Mean | ( | |||
| Health Care | ||||||
| Mental Health | 179.99 | (467.7) | 15.93 | (65.9) | (91.6 to 236.5) | <.001 |
| General Health | 25.79 | (177.9) | 5.99 | (39.2) | (−8.5 to 48.1) | .170 |
| Public Sector | ||||||
| Education | 267.49 | (1080.8) | 6.15 | (22.6) | (97.0 to 425.7) | .002 |
| Criminal Justice | 71.46 | (330.9) | 1.40 | (10.7) | (19.7 to 120.4) | .006 |
| Family costs | 16.73 | (50.8) | 0.68 | (5.2) | (8.3 to 23.9) | <.001 |
| Total | 561.47 | (1302.7) | 30.14 | (78.5) | (332.6 to 730.0) | <.001 |
GLM multivariable analyses on average individual average costs per annum costs (full sample N = 234)
| Predictor |
| Robust |
| CI (95%) |
|---|---|---|---|---|
| Hyperactive/Control | 557.85 | 153.98 | <.001 | (256.1 to 859.6) |
| Gender (male) | 446.28 | 140.20 | .001 | (171.5 to 721.1) |
| Age | −34.47 | 17.34 | .047 | (−68.5 to −0.5) |
| Conduct problems | 2.90 | 57.29 | .960 | (−109.4 to 115.2) |
| Emotional problems | 66.36 | 81.58 | .416 | (−93.5 to 226.3) |
| Carstairs Deprivation | 16.52 | 25.29 | .514 | (−33.1 to 66.1) |
|
| 373.65 | 307.99 | .225 | (−230.0 to 977.3) |
| Conditional of cost>0 ( | ||||
| Hyperactive/Control | 910.34 | 263.43 | .001 | (394.0 to 1426.7) |
| Gender (male) | 583.87 | 201.04 | .004 | (189.8 to 977.9) |
| Age | −42.05 | 22.85 | .066 | (−86.8 to 2.7) |
| Conduct problems | −106.41 | 106.09 | .316 | (−314.3 to 101.5) |
| Emotional problems | 173.42 | 135.22 | .200 | (−91.6 to 438.5) |
| Carstairs’ Deprivation | 58.33 | 56.24 | .300 | (−51.9 to 168.6) |
|
| 616.56 | 440.72 | .162 | (−247.2 to 1480.4) |
Top panel outcome variable is the average individual costs per annum and input variables baseline predictors with hyperactivity as a categorical variable. Bottom panel outcome variable is the same model conditional on having costs greater than zero during the follow‐up period (i.e. nonzero cases).
Polynomial regression analyses on average individual costs per annum against the hyperactivity score (full sample N = 234)
| Predictor |
| Robust |
| CI (95%) |
|---|---|---|---|---|
| WWP score linear | 49.80 | 17.25 | .004 | (16.0 to 83.6) |
| WWP scorepolynomial | −0.86 | 0.37 | .020 | (−1.6 to −0.1) |
| Gender (male) | 426.88 | 138.08 | .002 | (156.2 to 697.5) |
| Age | −35.28 | 17.61 | .045 | (−69.8 to −0.8) |
| Conduct problems | 33.37 | 57.95 | .565 | (−80.2 to 147.0) |
| Emotional problems | 77.10 | 82.94 | .353 | (−85.5 to 239.7) |
| Deprivation | 4.63 | 24.04 | .847 | (−42.5 to 51.8) |
| Constant | 117.92 | 283.80 | .678 | (−438.3 to 674.1) |
Fitting a polynomial regression model to data points. The outcome variable is average individual costs per annum and input variables include baseline predictors with hyperactivity as a continuous variable. This model is similar to the model at the top of Table 4 but differs in terms of including WWP score as both a linear and a polynomial term to depict nonlinearity of the association between cost and WWP score.
Figure 1Average individual annual cost as a function of WWP score with a linear term fitted illustrating the peak between WWP scores between 20 and 30
GLM multivariable analyses on average individual costs per annum (hyperactive group, N = 153)
| Predictor |
| Robust |
| CI (95%) |
|---|---|---|---|---|
| WWP Hyperactivity | −16.12 | 10.98 | .142 | (−37.6 to 5.4) |
| Gender (male) | 669.52 | 208.54 | .001 | (260.8 to 1078.3) |
| Age | −30.08 | 18.25 | .099 | (−65.9 to 5.7) |
| Conduct problems | 14.33 | 74.90 | .848 | (−132.5 to 161.1) |
| Emotional problems | 122.75 | 116.64 | .293 | (−105.9 to 351.4) |
| Deprivation (Carstairs) | 26.25 | 43.84 | .549 | (−59.7 to 112.2) |
|
| 1,094.39 | 555.90 | .049 | (4.8 to 2183.9) |
| Conditional of cost>0 ( | ||||
| WWP Hyperactivity | −20.08 | 15.53 | .196 | (−50.5 to 10.4) |
| Gender (male) | 682.86 | 242.80 | .005 | (207.0 to 1158.7) |
| Age | −44.77 | 25.61 | .080 | (−95.0 to 5.4) |
| Conduct problems | −98.95 | 122.09 | .418 | (−338.2 to 140.3) |
| Emotional problems | 214.84 | 158.70 | .176 | (−96.2 to 525.9) |
| Deprivation (Carstairs) | 62.83 | 76.47 | .411 | (−87.0 to 212.7) |
|
| 2011.575 | 884.3691 | .023 | (278.2 to 3744.9) |
As in Table 4 but within the hyperactive group.
Logistic regression on zero versus nonzero cost individuals in the hyperactive group (N = 153)
| NonZero |
| Robust |
| CI(95%) |
|---|---|---|---|---|
| WWP Hyperactivity | 0.00 | 0.02 | .835 | (−0.05 to 0.04) |
| Age | 0.01 | 0.06 | .861 | (−0.10 to 0.12) |
| Gender | 0.78 | 0.39 | .042 | (0.03 to 1.54) |
| BCL conduct problems | 0.46 | 0.16 | .003 | (0.15 to 0.77) |
| BCL emotional problems | −0.35 | 0.16 | .028 | (−0.66 to −0.04) |
| Deprivation | −0.01 | 0.11 | .940 | (−0.22 to 0.20) |
| Constant | −0.57 | 1.46 | .699 | (−3.43 to 2.30) |
Binary outcome is zero versus nonzero costs during the follow‐up period and input variables include baseline predictors with hyperactivity as a continuous variable.
Figure 2Model of preschool hyperactivity score (WWP) as a predictor of average individual annual service costs mediated by morbidity at follow‐up. CCI = Conners’ Clinical Index ** = p ≤ .01