| Literature DB >> 27747661 |
Zachary Y Kerr1,2, Kelly R Evenson3, Wayne D Rosamond3, Jason P Mihalik4, Kevin M Guskiewicz5, Stephen W Marshall6.
Abstract
BACKGROUND: The existing research on the association between concussion and mental health outcomes is largely limited to former professional athletes. This cross-sectional study estimated the association between recurrent concussion and depression, impulsivity, and aggression in former collegiate athletes.Entities:
Keywords: Aggression; Depression; Epidemiology; Impulsivity; Injury; Traumatic brain injury
Year: 2014 PMID: 27747661 PMCID: PMC5005582 DOI: 10.1186/s40621-014-0028-x
Source DB: PubMed Journal: Inj Epidemiol ISSN: 2197-1714
Covariates included in models exploring the association between recurrent concussion and mental health outcomes
| Variable | Categories | Included in model | ||
|---|---|---|---|---|
| Depression | Impulsivity | Aggression | ||
| Sociodemographics | x | x | x | |
| Sex | Male/Female | x | x | x |
| Race/ethnicity | Non-Hispanic White/All other race/ethnicity combinations | x | x | x |
| Current age | Continuous | x | x | x |
| Current body mass index | Continuous | x | x | x |
| Relationship status | Single/In a relationship | x | x | x |
| Education level (obtained graduate degree) | Yes/No | x | x | x |
| Work status (currently employed at least part time) | Yes/No | x | x | x |
| Disability status | Disabled/Non-disabled | x | x | x |
| Sport history | ||||
| Primary college sport played (by level of playing contact) | Collision/High contact/Low/non-contact | x | x | x |
| Number of years since played college sports | Continuous | x | x | x |
| Played professional sports | Yes/No | x | x | x |
| Total number of years played primary sport | Continuous | x | x | x |
| Career-ending injury | Yes/No | x | ||
| Additional variables | ||||
| Alcohol dependence | Continuous | x | x | x |
| Family history of depression | Yes/No | x | ||
| Family history of anxiety | Yes/No | x | ||
Distributions of former collegiate athlete cohort and 2013/14 school year athlete roster from host institution, by sport
| Sport | Former collegiate athlete cohort | 2013/14 roster | ||
|---|---|---|---|---|
| n | % | N | % | |
| Men’s Baseball | 31 | 3.9 | 34 | 4.4 |
| Men’s Basketball | 22 | 2.8 | 16 | 2.1 |
| Men’s Cross Country | 8 | 1.0 | 20 | 2.6 |
| Men’s Fencing | 54 | 6.8 | 28 | 3.6 |
| Men’s Football | 75 | 9.4 | 122 | 15.8 |
| Men’s Lacrosse | 35 | 4.4 | 43 | 5.6 |
| Men’s Soccer | 22 | 2.8 | 31 | 4.0 |
| Men’s Swimming and Diving | 44 | 5.4 | 32 | 4.2 |
| Men’s Tennis | 13 | 1.6 | 14 | 1.8 |
| Men’s Track and Field | 34 | 4.3 | 48 | 6.2 |
| Men’s Wrestling | 27 | 3.4 | 35 | 4.5 |
| Women’s Basketball | 14 | 1.8 | 13 | 1.7 |
| Women’s Cross Country | 14 | 1.8 | 15 | 1.9 |
| Women’s Fencing | 48 | 6.0 | 19 | 2.5 |
| Women’s Field Hockey | 29 | 3.6 | 25 | 3.2 |
| Women’s Golf | 16 | 2.0 | 8 | 1.0 |
| Women’s Gymnastics | 21 | 2.6 | 13 | 1.7 |
| Women’s Lacrosse | 25 | 3.1 | 33 | 4.3 |
| Women’s Rowing | 66 | 8.3 | 33 | 4.3 |
| Women’s Soccer | 30 | 3.8 | 36 | 4.7 |
| Women’s Softball | 30 | 3.8 | 22 | 2.9 |
| Women’s Swimming and Diving | 45 | 5.6 | 33 | 4.3 |
| Women’s Tennis | 11 | 1.4 | 8 | 1.0 |
| Women’s Track and Field | 52 | 6.5 | 38 | 4.9 |
| Women’s Volleyball | 27 | 3.4 | 18 | 2.3 |
| Cheerleading | 3 | 0.4 | 15 | 1.9 |
| Equestriana | 1 | 0.1 | 19 | 2.5 |
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NOTE: Host institution statistics originated from their athletics website.
aEquestrian considered a club sport.
Sociodemographics and sports history of former collegiate athlete cohort (n = 797)
| Sociodemographics/sports history | n | % | Sociodemographics/sports history | n | % |
|---|---|---|---|---|---|
| Sex | Highest education level | ||||
| Male | 376 | 47.2 | High school/GED | 6 | 0.7 |
| Female | 421 | 52.8 | Bachelor’s degree | 377 | 47.4 |
| Post-graduate degree | 413 | 51.9 | |||
| Age (in years) | Missing | 1 | |||
| Less than 29 | 212 | 26.6 | |||
| 30 to 34 | 139 | 17.4 | Total years played sport | ||
| 35 to 39 | 158 | 19.8 | Less than 5 | 147 | 18.5 |
| 40 to 44 | 167 | 21.0 | 5 to 9 | 206 | 25.9 |
| 45 and over | 121 | 15.2 | 10 to 14 | 221 | 27.8 |
| 15 to 19 | 188 | 23.7 | |||
| Race/ethnicity | 20 to 24 | 25 | 3.1 | ||
| Non-Hispanic White | 686 | 86.1 | 25 or more | 7 | 0.9 |
| Non-Hispanic Black | 71 | 8.9 | Missing | 3 | |
| Non-Hispanic Asian/PIa | 11 | 1.4 | |||
| Mixed race | 29 | 3.6 | Years since playing college sports | ||
| Less than 5 | 78 | 10.0 | |||
| Current body mass indexb | 5 to 9 | 152 | 19.4 | ||
| Underweight/Normal | 427 | 55.4 | 10 to 14 | 170 | 21.7 |
| Overweight | 264 | 33.2 | 15 to 19 | 143 | 18.3 |
| Obese | 90 | 11.3 | 20 to 24 | 149 | 19.1 |
| Missing | 3 | 25 or more | 90 | 11.5 | |
| Missing | 15 | ||||
aPI = Pacific Islander.
bWHO classifications: Underweight/Normal (<25.0 kg/m2); Overweight (25.0 – 29.9 kg/m2); Obese (≥30.0 kg/m2).
Distributions and mean values of mental health outcomes, by self-reported total concussion history
| Mental health outcome | Number of total concussions a | Total | |||
|---|---|---|---|---|---|
| 0 (n = 485) | 1 (n = 145) | 2 (n = 68) | 3+ (n = 94) | ||
| Depression (PHQ-9)b | |||||
| Mean (SD) | 2.5 (3.0) | 2.9 (3.6) | 4.5 (4.6) | 4.5 (5.0) | 3.0 (3.7) |
| Categories, n (%) | |||||
| Minimal (0–4) | 370 (79.9) | 114 (80.3) | 39 (58.2) | 57 (63.3) | 580 (76.1) |
| Mild (5–9) | 80 (17.3) | 20 (14.1) | 21 (31.3) | 25 (27.8) | 146 (19.2) |
| Moderate (10–14) | 9 (2.0) | 5 (3.5) | 4 (6.0) | 4 (4.4) | 22 (2.9) |
| Moderately Severe (15–19) | 3 (0.7) | 3 (2.0) | 1 (1.5) | 1 (1.1) | 8 (1.0) |
| Severe (20–27) | 1 (0.2) | 0 (0.0) | 2 (3.0) | 3 (3.3) | 6 (0.8) |
| % ≥10c | 2.8% | 5.6% | 10.4% | 8.9% | 4.7% |
| . | |||||
| Impulsivity (BIS15) | |||||
| Mean (SD) | 25.1 (5.2) | 27.0 (6.4) | 28.4 (7.0) | 27.7 (7.4) | 26.0 (6.0) |
| Subscale Mean (SD) | |||||
| Attentional | 8.5 (2.4) | 9.4 (2.7) | 10.3 (3.0) | 9.9 (3.3) | 9.0 (2.7) |
| Motor | 8.1 (2.1) | 8.7 (2.5) | 9.0 (2.6) | 8.6 (2.5) | 8.4 (2.3) |
| Non-planning | 8.4 (2.6) | 9.0 (2.8) | 9.1 (2.8) | 9.2 (3.2) | 8.7 (2.7) |
| . | |||||
| Aggression (BPAQ-SF) | |||||
| Mean (SD) | 18.0 (6.3) | 18.8 (7.8) | 20.6 (7.7) | 22.4 (10.0) | 18.9 (7.4) |
| Subscale Mean (SD) | |||||
| Physical aggression | 3.5 (1.3) | 3.8 (1.9) | 3.9 (1.7) | 4.5 (2.7) | 3.7 (1.7) |
| Verbal aggression | 5.3 (2.4) | 5.4 (2.5) | 6.2 (2.7) | 6.6 (3.1) | 5.5 (2.6) |
| Anger | 4.7 (2.2) | 5.1 (2.7) | 5.5 (2.5) | 5.7 (2.9) | 5.0 (2.5) |
| Hostility | 4.5 (2.2) | 4.6 (2.5) | 5.0 (2.7) | 5.6 (3.3) | 4.7 (2.5) |
NOTE: PHQ-9 = Patient Health Questionnaire for Depression; BIS15 = Short Form of the Barratt Impulsiveness scale; BPAQ-SF = 12-item Short Form of the Buss-Perry Aggression Questionnaire; SD = Standard deviation; Sum of number of concussions may not equal 797 due to missing data for non-sport-related concussions and mental health outcomes.
aTotal concussions includes all sport- and non-sport-related concussions.
bExcludes respondents with PHQ-9 scores <10 that reported being currently treated/medicated for depression (n = 28).
cPHQ-9 score ≥10 indicates moderate to severe depression.
Prevalence ratios and prevalence differences of depression, by self-reported total concussion history
| Total concussions | n | Crude PR | Adjusted PR | Crude PD | Adjusted PD | ||||
|---|---|---|---|---|---|---|---|---|---|
| PR | 95% CI | PR | 95% CI | PD | 95% CI | PD | 95% CI | ||
| Depression (PHQ-9)b | |||||||||
| 0 | 463 | 1 | 1 | 0 | 0 | ||||
| 1 | 142 | 2.0 | (0.8, 4.7) | 1.6 | (0.7, 3.7) | 0.03 | (-0.01, 0.07) | 0.00 | (-0.03, 0.03) |
| 2 | 67 | 3.7 | (1.5, 9.0) | 2.4 | (0.9, 6.3) | 0.07 | (0.00, 0.15) | 0.03 | (-0.02, 0.09) |
| 3+ | 90 | 3.2 | (1.4, 7.4) | 2.4 | (1.0, 5.7) | 0.06 | (0.00, 0.12) | 0.04 | (-0.01, 0.09) |
NOTE: PHQ-9 = Patient Health Questionnaire for Depression; PR = Prevalence ratio; PD = Prevalence difference; CI = Confidence interval.
aTotal concussions includes all sport- and non-sport-related concussions.
bExcludes respondents with PHQ-9 scores <10 that reported being currently treated/medicated for depression (n = 28);
models utilize split where 0 = <10 on PHQ-9, 1 = ≥10 on PHQ-9 (score ≥10 indicates moderate to severe depression). Models predicting PRs utilized binomial regression. Models predicting PDs utilized linear regression; adjusted models control for alcohol dependence and family history of depression.
Mean differences of impulsivity and aggression, by self-reported total concussion history
| Total concussions | n | Crude MD | Adjusted MD | ||
|---|---|---|---|---|---|
| MD | 95% CI | MD | 95% CI | ||
| Impulsivity (BIS15)b, c | |||||
| 0 | 476 | 0 | 0 | ||
| 1 | 142 | 2.0 | (0.9, 3.1) | 1.1 | (-0.0, 2.1) |
| 2 | 67 | 3.4 | (1.8, 4.9) | 2.7 | (1.2, 4.1) |
| 3+ | 92 | 2.7 | (1.4, 4.0) | 1.9 | (0.6, 3.2) |
| Aggression (BPAQ-SF)b, d | |||||
| 0 | 477 | 0 | 0 | ||
| 1 | 143 | 0.8 | (-0.5, 2.2) | 0.0 | (-1.3, 1.4) |
| 2 | 67 | 2.7 | (0.8, 4.5) | 1.8 | (-0.0, 3.7) |
| 3+ | 94 | 4.5 | (2.9, 6.1) | 3.0 | (1.4, 4.7) |
NOTE: BIS15 = Short Form of the Barratt Impulsiveness scale; BPAQ-SF = 12-item Short Form of the Buss-Perry Aggression Questionnaire; MD = Mean difference; CI = Confidence interval.
aTotal concussions includes all sport- and non-sport-related concussions.
bModels utilized continuous outcomes and predicted mean differences using linear regression.
cAdjusted models control for alcohol dependence, family history of anxiety, relationship status, education (obtained post-graduate degree), played primary college sport professionally.
dAdjusted models control for alcohol dependence, sex, relationship status , played primary college sport professionally, and current BMI.
Prevalence ratios and prevalence differences of depression, by self-reported college and professional sport concussion history
| Number of concussions a | n | Crude PR | Adjusted PR | Crude PD | Adjusted PD | ||||
|---|---|---|---|---|---|---|---|---|---|
| PR | 95% CI | PR | 95% CI | PD | 95% CI | PD | 95% CI | ||
| Depression (PHQ-9)b | |||||||||
| 0 | 655 | 1 | 1 | 0 | 0 | ||||
| 1 | 65 | 0.7 | (0.2, 2.8) | 0.6 | (0.2, 2.5) | -0.01 | (-0.06, 0.03) | -0.07 | (-0.06, 0.03) |
| 2 | 21 | 1.1 | (0.2, 7.5) | 1.2 | (0.2, 9.5) | 0.00 | (0.09, 0.10) | 0.10 | (-0.06, 0.13) |
| 3+ | 26 | 3.5 | (1.3, 9.2) | 3.4 | (1.5, 7.5) | 0.11 | (-0.03, 0.25) | 0.04 | (-0.08, 0.20) |
NOTE: PHQ-9 = Patient Health Questionnaire for Depression; PR = Prevalence ratio; PD = Prevalence difference; CI = Confidence interval.
aTotal concussions includes all concussions sustained during participation in college and professional sports.
bExcludes respondents with PHQ-9 scores <10 that reported being currently treated/medicated for depression (n = 28);
models utilize split where 0 = <10 on PHQ-9, 1 = ≥10 on PHQ-9 (score ≥10 indicates moderate to severe depression). Models predicting PRs utilized binomial regression. Models predicting PDs utilized linear regression; adjusted models control for alcohol dependence and family history of depression.
Mean differences of impulsivity and aggression, by self-reported college and professional sport concussion history
| Total concussions | n | Crude MD | Adjusted MD | ||
|---|---|---|---|---|---|
| MD | 95% CI | MD | 95% CI | ||
| Impulsivity (BIS15)a, b | |||||
| 0 | 669 | 0 | 0 | ||
| 1 | 65 | 1.7 | (0.2, 3.2) | 0.8 | (-0.7, 2.3) |
| 2 | 21 | 2.2 | (-0.4, 4.9) | 1.7 | (-0.9, 4.3) |
| 3+ | 27 | 1.8 | (-0.5, 4.1) | 1.5 | (-0.7, 3.7) |
| Aggression (BPAQ-SF)a, c | |||||
| 0 | 672 | 0 | 0 | ||
| 1 | 66 | 1.5 | (-0.4, 3.3) | 0.4 | (-1.4, 2.2) |
| 2 | 21 | 3.9 | (0.7, 7.1) | 2.5 | (-0.8, 5.7) |
| 3+ | 27 | 3.3 | (0.5, 6.2) | 2.1 | (-0.7, 4.9) |
NOTE: BIS15 = Short Form of the Barratt Impulsiveness scale; BPAQ-SF = 12-item Short Form of the Buss-Perry Aggression Questionnaire; MD = Mean difference; CI = Confidence interval.
aModels utilized continuous outcomes and predicted mean differences using linear regression.
bAdjusted models control for alcohol dependence, family history of anxiety, relationship status, education (obtained post-graduate degree), played primary college sport professionally.
cAdjusted models control for alcohol dependence, sex, relationship status , played primary college sport professionally, and current BMI.