Meta-Analysis
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©The Author(s) 2017. Published by Baishideng Publishing Group Inc. All rights reserved.
World J Psychiatr. Mar 22, 2017; 7(1): 60-76
Published online Mar 22, 2017. doi: 10.5498/wjp.v7.i1.60
Table 1 Associations between bullying victimization in children and adolescents and mental health outcomes
Data points Pooled OR 95%CI lower bound 95%CI upper bound Cochran’s Q I ² (%)Test for heterogeneity (P value) Poor mental health Pooling all 39 1.6 1.42 1.81 303.79 87.49 < 0.01 Study type Retrospective/cross-sectional 25 1.8 1.44 2.25 211.78 88.67 < 0.01 Prospective cohort 14 1.39 1.29 1.49 22.12 41.24 0.05 Sex Male 3 2.49 1.86 3.32 0.44 0 0.8 Female 3 2.38 1.41 4 6.95 71.22 0.03 Twins 3 1.41 1.27 1.56 2.5 20.09 0.29 Severity of bullying Sometimes 8 1.5 1.27 1.76 47.68 85.23 < 0.01 Frequent 8 1.52 1.18 1.95 51.4 86.38 < 0.01 Anxiety Pooling all 58 1.77 1.34 2.33 3816.23 98.51 < 0.01 Anxiety 32 1.56 1.39 1.75 434.61 92.87 < 0.01 Social phobia 8 2.48 1.59 3.86 11.01 36.41 0.14 Generalised anxiety disorder 2 2.83 1.38 5.84 0.11 0 0.74 PTSD 12 6.41 1.93 21.22 497.11 97.79 < 0.01 Specific phobia 1 2.4 1 5.6 - - - Separation anxiety disorder 1 4.6 2 10.6 - - - Panic disorder 1 3.1 1.5 6.5 - - - Agoraphobia 1 4.6 1.7 12.5 - - - Study type Retrospective/cross-sectional 39 2.02 1.21 3.38 3697.48 98.97 < 0.01 Prospective cohort 19 1.29 1.06 1.55 84.03 78.58 < 0.01 Age of bullying Less than 13 yr 13 1.4 0.58 3.41 123.12 90.25 < 0.01 Older than 13 yr 45 1.81 1.29 2.56 3688.82 98.81 < 0.01 Sex Male 16 1.84 1.3 2.59 112.23 86.63 < 0.01 Female 15 2.46 1.74 3.48 124.39 88.74 < 0.01 Severity of bullying Sometimes 7 1.46 1.06 2 43.41 86.18 < 0.01 Frequent 25 2.47 1.94 3.14 122.47 80.4 < 0.01 Geographic location and income level Low-to-middle income 22 2.41 1.75 3.32 175.97 88.07 < 0.01 High income 36 1.67 1.24 2.25 3441.17 98.98 < 0.01 Depression Pooling all 92 2.21 1.34 3.65 14525.32 99.37 < 0.01 Major depressive disorder 2 2.27 0.68 7.57 2.07 51.63 0.15 Study type Retrospective/cross-sectional 63 1.95 1.24 3.07 2594.97 97.61 < 0.01 Prospective cohort 29 3.03 1.31 6.98 4583.05 99.39 < 0.01 Age of bullying Less than 13 yr 36 2.11 1.63 2.72 544.9 93.58 < 0.01 Older than 13 yr 56 2.29 1.24 4.23 13806.72 99.6 < 0.01 Sex Male 27 2.07 1.48 2.89 443.84 94.14 < 0.01 Female 21 2.13 1.18 3.86 313.5 93.62 < 0.01 Severity of bullying Sometimes 15 1.78 1.39 2.28 78.61 82.19 < 0.01 Frequent 28 3.26 2.45 4.34 224.43 87.97 < 0.01 Geographic location and income level Low-to-middle income 13 2.53 1.75 3.68 143.98 91.67 < 0.01 High income 79 2.15 1.26 3.68 14351.72 99.46 < 0.01 Psychotic symptoms Specific psychiatric symptoms 6 2.07 1.49 2.87 20.57 75.69 < 0.01 Non-clinical psychotic experiences 9 2.68 2.03 3.54 15.1 47.03 0.06 Psychotic symptoms 5 2.73 1.97 3.77 10.86 63.16 0.03 Personality disorders Anti-social personality disorder 2 0.58 0.15 2.28 2.53 60.48 0.11 Borderline personality disorder 3 2.2 1.4 3.46 4.8 58.31 0.09 Eating disorders Bulimia nervosa 1 3 1.4 6.2 - - - Anorexia nervosa 1 0.004 0 251 - - - Non-suicidal self injury Pooling all 30 1.75 1.4 2.19 749.02 96.13 < 0.01 Study type Retrospective/cross-sectional 21 1.55 1.09 2.22 721.15 97.23 < 0.01 Prospective cohort 9 1.65 1.34 2.02 19.39 58.75 0.01 Sex Male 6 4.86 3.35 7.07 13.56 63.12 0.02 Female 4 2.7 2 3.65 8.92 66.37 0.03 Twins 2 2.57 1.79 3.7 0.12 0 0.73 Severity of bullying Sometimes 6 1.57 1.09 2.25 34.04 85.31 < 0.01 Frequent 7 2.52 1.6 3.97 54.49 88.99 < 0.01 Suicidal ideation Pooling all 105 1.77 1.56 2.02 2093.5 95.03 < 0.01 Study type Retrospective/cross-sectional 86 1.8 1.56 2.09 2037.46 95.83 < 0.01 Prospective cohort 19 1.68 1.38 2.05 38.98 53.82 < 0.01 Age of bullying Less than 13 yr 22 1.85 1.48 2.3 74.4 71.77 < 0.01 Older than 13 yr 83 1.75 1.51 2.03 1984.06 95.87 < 0.01 Sex Male 21 1.95 1.64 2.32 76.6 73.89 < 0.01 Female 18 2.15 1.84 2.52 33.15 48.72 0.01 Severity of bullying Sometimes 16 1.53 1.28 1.82 35.19 57.38 < 0.01 Frequent 21 2.59 2.06 3.25 49.83 59.87 < 0.01 Geographic location and income level Low-to-middle income 11 1.31 1.06 1.61 60.02 83.34 < 0.01 High income 94 1.8 1.43 2.26 1894.91 95.09 < 0.01 Suicide attempt Pooling all 48 2.13 1.66 2.73 1110.46 95.77 < 0.01 Suicidal attempt/non-suicidal self injury 3 2.97 1.68 5.23 6.33 68.42 0.04 Study type Retrospective/cross-sectional 40 2.03 1.46 2.84 1105.65 96.47 < 0.01 Prospective cohort 8 2.04 1.38 3.01 4.34 0 0.74 Age of bullying Less than 13 yr 11 2.11 1.65 2.69 11.49 12.98 0.32 Older than 13 yr 37 1.52 0.82 2.83 579.75 93.79 < 0.01 Sex Male 7 2.93 1.65 5.18 15.38 54.5 0.02 Female 7 2.89 1.52 5.49 24.23 71.11 < 0.01 Severity of bullying Sometimes 9 2.19 1.71 2.8 7.52 0 0.48 Frequent 12 3.77 2.55 5.58 28.31 61.14 < 0.01 Geographic location and income level Low-to-middle income 4 1.91 1.07 3.43 22.18 86.47 < 0.01 High income 44 2.17 1.69 2.8 1084.61 96.04 < 0.01 Behavioural problems Pooling all 54 1.37 1.18 1.59 862.4 93.85 < 0.01 Study type Retrospective/cross-sectional 29 1.18 0.99 1.41 311.21 91 < 0.01 Prospective cohort 25 1.56 0.94 2.58 413.53 94.2 < 0.01 Sex Male 9 1.35 0.68 2.67 450.06 98.22 < 0.01 Female 7 1.99 0.97 4.1 88.07 93.19 < 0.01 Twins 2 1.19 0.94 1.5 7.31 86.31 0.01 Severity of bullying Sometimes 8 1.95 0.92 4.1 243.71 97.13 < 0.01 Frequent 8 2.26 0.76 6.69 163.51 95.72 < 0.01 Externalising behaviours 20 1.29 1.12 1.5 157.09 87.9 < 0.01 Delinquent/deviant behaviour 24 1.99 1.24 3.2 423.78 94.57 < 0.01 Missed school 7 1.49 0.99 2.23 38.4 84.37 < 0.01 Disruptive behavioural disorders Attention deficit hyperactivity disorder 1 2.6 0.8 8.5 - - - Oppositional defiant disorder 1 0.8 0.3 2.5 - - - Conduct disorder 1 2.6 0.8 8.8 - - - Other mental health outcomes (not included above) Nervousness 9 1.82 1.51 2.2 135.59 94.1 < 0.01 Powerlessness 2 1.06 0.95 1.18 1.64 39.18 0.2 Feeling low 7 2.26 1.66 3.08 299.47 98 < 0.01 Irritability or bad temper 7 1.82 1.51 2.2 125.07 95.2 < 0.01 Feel helpless 5 3.2 2.01 5.09 273.51 98.54 < 0.01 Feeling tense 3 3.07 2.06 4.56 3.02 33.75 0.22 Unhappy/sad 12 1.25 0.55 2.84 668.61 98.35 < 0.01 Worried 4 1.27 1.09 1.47 314.35 99.05 < 0.01 Afraid 3 2.68 1.18 6.09 9.49 78.92 0.01
Table 2 Associations between bullying victimization in children and adolescents and substance use
Data points Pooled OR 95%CI lower bound 95%CI upper bound Cochran’s Q I ² (%)Test for heterogeneity (P value) Alcohol use Pooling all 53 1.26 1.00 1.58 10328.18 99.5 < 0.01 Study type Retrospective/cross-sectional 38 1.28 0.88 1.84 10256.15 99.64 < 0.01 Prospective cohort 15 1.19 0.87 1.62 67.87 79.37 < 0.01 Sex Male 6 0.61 0.49 0.77 4.89 0.00 0.43 Female 4 0.88 0.50 1.57 6.36 52.86 0.1 Severity of bullying Sometimes 6 1.72 0.84 3.50 86.17 94.20 < 0.01 Frequent 13 1.53 0.78 3.03 332.27 96.39 < 0.01 Frequency of alcohol consumption Sometimes 24 1.52 1.08 2.13 8416.94 99.73 < 0.01 Frequent 29 0.99 0.86 1.14 251.81 88.88 < 0.01 Age of bullying Less than 13 yr 16 1.23 0.93 1.63 1618.14 99.07 < 0.01 Older than 13 yr 37 1.31 0.96 1.80 6896.71 99.48 < 0.01 Geographic location and income level Low-to-middle income 11 1.37 0.75 2.49 8328.21 99.88 < 0.01 High income 42 1.08 0.91 1.27 462.84 91.14 < 0.01 Tobacco use Pooling all 35 1.36 0.96 1.92 418.71 91.88 < 0.01 Study type Retrospective/cross-sectional 26 1.17 0.59 2.31 394.92 93.67 < 0.01 Prospective cohort 9 1.62 1.31 1.99 11.48 30.33 0.18 Sex Male 3 0.97 0.59 1.58 8.23 75.7 0.02 Female 3 0.51 0.37 0.68 1.78 0 0.41 Severity of bullying Sometimes 4 1.89 0.83 4.33 71.38 95.8 < 0.01 Frequent 4 3.19 1.19 8.58 39.85 92.47 < 0.01 Frequency of smoking Sometimes 28 1.36 0.89 2.06 400.72 93.26 < 0.01 Frequent 7 1.35 1.00 1.84 16.28 63.16 0.01 Illicit drug use Pooling all 34 1.41 1.10 1.81 677.62 95.13 < 0.01 Study type Retrospective/cross-sectional 11 2.43 1.42 4.15 297.3 96.64 < 0.01 Prospective cohort 23 1.27 1.12 1.44 67.23 67.28 < 0.01 Sex Male 7 1.04 0.81 1.33 32.84 81.73 < 0.01 Female 5 1.17 1.03 1.33 3.26 0.00 0.52 Severity of bullying Sometimes 7 1.22 0.78 1.90 160.47 96.26 < 0.01 Frequent 8 1.14 0.43 3.00 465.43 98.50 < 0.01 Geographic location and income level Low-to-middle income 5 4.05 2.18 7.55 98.61 95.94 < 0.01 High income 29 1.31 1.15 1.48 103.73 73.01 < 0.01 Cannabis only all 9 1.42 0.96 2.12 23.32 65.70 < 0.01 Study type Retrospective/cross-sectional 1 2.46 1.53 3.95 - - - Prospective cohort 8 1.36 0.90 2.05 18.14 61.41 0.01
Table 3 Associations between bullying victimization in children and adolescents and other health outcomes
Data points Pooled OR 95%CI lower bound 95%CI upper bound Cochran’s Q I ² (%)Test for heterogeneity (P value) Somatic symptoms Unspecified psychosomatic symptoms 25 2.00 1.54 2.60 232.02 89.66 < 0.01 Stomach ache 25 1.76 1.53 2.03 138.73 82.7 < 0.01 Sleeping difficulties 24 1.73 1.46 2.05 574.91 96 < 0.01 Headache 26 1.64 1.38 1.94 169.16 85.22 < 0.01 Bedwetting 3 2.51 1.44 4.37 4.93 59.45 0.08 Feeling tired 2 2.68 1.39 5.19 1.22 17.87 0.27 Poor appetite 2 2.23 1.60 3.12 0 0 0.95 Back pain 8 1.67 1.43 1.95 73.53 90.48 < 0.01 Skin problems 1 1.82 1.33 251 - - - Dizziness 9 1.64 1.38 1.95 76.57 89.55 < 0.01 Eating and weight related problems Binge eating 2 2.66 1.68 4.22 0.57 0 0.45 Non-diet soft drink consumption 1 1.21 1.04 1.41 - - - Skips breakfast 6 1.41 1.20 1.65 11.89 57.94 0.04 Underweight Pooling all 2 1.27 0.73 2.21 0 0 0.96 Sex Male 1 1.28 0.69 2.37 - - - Female 1 1.24 0.19 2.29 - - - Overweight Pooling all 14 1.68 1.21 2.33 82.69 84.28 < 0.01 Study type Retrospective/cross- sectional 12 1.99 1.39 2.85 65.45 83.19 < 0.01 Prospective cohort 2 0.98 0.64 1.49 1.92 47.97 0.17 Sex Male 7 1.22 0.99 1.49 8.04 25.4 0.23 Female 7 2.22 1.28 3.84 50.17 88.04 < 0.01 Severity of bullying Sometimes 2 1.32 1.00 1.74 0.09 0 0.77 Frequent 6 1.14 0.88 1.47 7.37 32.2 0.19 Obese Pooling all 13 1.78 1.42 2.21 14.68 18.28 0.26 Study type Retrospective/cross-sectional 10 1.97 1.53 2.53 7.22 0 0.61 Prospective cohort 3 1.57 0.89 2.77 6.89 70.97 0.03 Sex Male 6 1.94 1.45 2.60 4.88 0 0.43 Female 6 2.15 1.57 2.94 2.22 0 0.82 Severity of bullying Sometimes 2 1.63 1.11 2.38 0.52 0 0.47 Frequent 6 2.09 1.59 2.75 5.26 4.86 0.39 Sexual behaviour problems Teen parent 5 1.26 0.81 1.97 15.11 73.53 < 0.01 Risky sexual behaviour 4 2.28 0.95 5.48 23.43 87.2 < 0.01 Early onset of sexual activities 3 1.44 0.90 2.30 7.38 72.91 0.02 Pooling all 12 1.51 1.01 2.25 85.66 87.16 < 0.01 Study type Retrospective/cross-sectional 3 1.77 0.42 7.52 54.97 96.36 < 0.01 Prospective cohort 9 1.34 0.98 1.84 23.88 66.51 < 0.01 Severity of bullying Sometimes 2 0.81 0.51 1.28 2.46 59.32 0.12 Frequent 4 2.38 1.05 5.41 27.55 89.11 < 0.01 Health services utilised Pooling all 16 1.20 0.99 1.45 34.37 56.36 < 0.01 Study type Retrospective/cross-sectional 14 1.14 0.94 1.39 27.91 53.42 0.01 Prospective cohort 2 1.54 0.65 3.61 4.43 77.43 0.04 Sex Male 7 1.17 0.95 1.43 3.54 0 0.74 Female 7 1.41 1.12 1.77 11.16 46.25 0.08 General medication use Pooling all 12 1.16 0.80 1.70 117.98 90.68 < 0.01 Study type Retrospective/cross-sectional 11 0.99 0.56 1.75 112.26 91.09 < 0.01 Prospective cohort 1 1.67 1.09 2.58 - - - Sex Male Medication for headache 2 1.43 1.06 1.93 2.34 57.21 0.13 Medication for stomach-ache 2 1.09 0.72 1.65 1.9 47.5 0.17 Female Medication for headache 2 1.19 0.98 1.45 1.33 24.79 0.25 Medication for stomach-ache 2 1.23 1.01 1.5 0.27 0 0.61 Severity of bullying Sometimes 5 1.26 0.99 1.59 15.46 74.13 < 0.01 Frequent 5 1.72 1.11 2.67 24.9 83.93 < 0.01 Over the counter drug misuse 3 0.95 0.19 4.66 76.34 97.38 < 0.01 Psychotropic medication use Pooling all 13 1.28 0.72 2.26 205.76 94.17 < 0.01 Study type Retrospective/cross-sectional 11 0.95 0.32 2.8 195.34 94.88 < 0.01 Prospective cohort 2 1.31 0.66 2.6 5.61 82.18 0.02 Sex Male Medication for nervousness 2 1.32 0.42 4.1 14.98 93.32 < 0.01 Medication for sleeping 2 1.89 1.33 2.67 1.59 37.28 0.21 Female Medication for nervousness 2 1.97 1.49 2.59 1.06 5.88 0.3 Medication for sleeping 2 1.83 1.42 2.36 0.27 0 0.6 Severity of bullying Sometimes 6 1.66 1.26 2.18 18.54 73.04 < 0.01 Frequent 6 1.88 1.17 3.03 31.93 84.34 < 0.01 Prescription drug misuse 3 0.92 0.17 5.07 88.16 97.73 < 0.01 Poor general health Pooling all 29 1.83 1.45 2.31 133.31 79 < 0.01 Study type Retrospective/cross-sectional 22 1.71 1.21 2.42 112.06 81.26 < 0.01 Prospective cohort 7 1.56 1.07 2.28 19.72 69.57 < 0.01 Sex Male 9 1.95 1.16 3.27 20.5 60.98 0.01 Female 9 2.36 1.11 5.04 52.78 84.84 < 0.01 Severity of bullying Sometimes 4 2.16 1.10 4.26 9.15 67.21 0.03 Frequent 4 6.96 2.17 22.35 16.72 82.05 < 0.01
Table 4 Associations between bullying victimization and academic and social functioning
Data points Pooled OR 95%CI lower bound 95%CI upper bound Cochran’s Q I ² (%)Test for heterogeneity (P value) Poor school functioning Pooling all 6 1.10 0.87 1.38 82 93.9 < 0.01 Study type Retrospective/cross-sectional 3 1.24 1.22 1.27 0.33 0 0.85 Prospective cohort 3 0.90 0.76 1.08 8.15 75.46 0.02 Severity of bullying Sometimes 1 0.96 0.88 1.04 - - - Frequent 1 0.98 0.76 1.19 - - - Academic achievement Poor academic achievement Pooling all 6 1.33 1.06 1.66 11.17 55.25 0.02 Study type Retrospective/cross-sectional 6 1.33 1.06 1.66 11.17 55.25 0.02 Good academic achievement Pooling all 4 0.71 0.60 0.85 8.81 65.97 0.07 Study type Retrospective/cross-sectional 3 0.86 0.8 0.92 2.89 30.69 0.58 Prospective cohort 1 0.46 0.28 0.76 - - - Sex Male 2 1.24 0.88 1.74 2.49 59.8 0.65 Female 2 1.32 0.99 1.75 1.4 28.7 0.84 Severity of bullying Sometimes 1 0.88 0.83 0.93 - - - Frequent 1 0.80 0.70 0.93 - - - Poor financial and occupational functioning Pooling all prospective cohort 16 1.14 0.87 1.50 92.97 83.86 < 0.01 Severity of bullying Sometimes 3 1.00 0.9 1.11 0.04 0 0.98 Frequent 3 0.81 0.61 1.07 2.68 25.32 0.26 Social isolation Loneliness Pooling all 13 1.89 1.39 2.57 3120.66 99.62 < 0.01 Study type Retrospective/cross-sectional 13 1.89 1.39 2.57 3120.66 99.62 < 0.01 Sex Male 4 2.58 1.62 4.10 222.21 98.65 < 0.01 Female 3 3.92 1.95 7.90 19.53 89.76 < 0.01 Severity of bullying Sometimes 2 2.09 1.98 2.20 0.39 0 0.53 Frequent 4 4.12 2.24 7.60 23.32 87.13 < 0.01 Self esteem Pooling all 14 0.99 0.92 1.07 93.73 86.13 < 0.01 Study type Retrospective/cross-sectional 4 1.13 0.83 1.54 76.58 96.08 < 0.01 Prospective cohort 10 0.97 0.93 1.01 12.32 26.93 0.2 Sex Male 5 0.96 0.88 1.06 20.65 80.63 < 0.01 Female 4 0.95 0.88 1.03 5.74 47.7 0.13 Severity of bullying Sometimes 5 0.99 0.95 1.04 1.61 0 0.81 Frequent 5 0.95 0.87 1.04 9.65 58.54 0.05 Social problems Pooling all 22 1.02 0.74 1.42 427.13 95.08 < 0.01 Study type Retrospective/cross-sectional 5 2.86 1.42 5.76 38.09 89.5 < 0.01 Prospective cohort 17 0.89 0.74 1.06 72.36 77.89 < 0.01 Sex Male 1 2.89 1.45 5.73 - - - Female 1 8.10 4.60 14.26 - - - Severity of bullying Sometimes 3 0.9 0.83 0.96 0.5 0 0.78 Frequent 3 0.81 0.72 0.92 3.67 45.49 0.16 Criminal behaviour Pooling all 33 1.04 0.78 1.39 133.36 76.01 < 0.01 Carrying a weapon 8 1.59 1.27 1.98 19.16 63.47 0.01 Violent offense/behaviour 6 1.25 1.01 1.56 2.46 0 0.78 Study type Retrospective/cross-sectional 9 1.01 0.47 2.14 106.83 92.51 < 0.01 Prospective cohort 24 1.05 0.92 1.19 25.72 10.58 0.31 Sex Male 11 1.00 0.82 1.22 13.78 27.43 0.18 Female 4 0.70 0.46 1.04 0.38 0 0.94 Severity of bullying Sometimes 5 0.97 0.75 1.26 7.37 45.74 0.12 Frequent 8 1.22 0.86 1.74 16.33 57.13 0.02 Other outcomes reported Good quality of later life 6 0.85 0.78 0.93 17.42 71.29 < 0.01 Poor life satisfaction 6 2.26 1.41 3.60 3.79 0 0.58 Problematic internet usage 1 2.36 1.58 3.54 - - - Picked on by siblings 1 1.69 1.38 2.07 - - -
Table 5 Strength of evidence for a causal relationship between bullying victimization and adverse health or psychosocial problems
Strength of evidence Adverse health or psychosocial problem Convincing Anxiety; depression; poor mental health; poor general health; non-suicidal self-injury; suicide attempts; suicide ideation Probable Tobacco use; illicit drug use Possible Alcohol use; psychotic symptoms; increased use of health services in females; lower academic achievement; social isolation; loneliness; psychosomatic symptoms, overweight and obesity Insufficient Binge eating; bulimia nervosa; borderline personality disorder; behavioural problems; carrying a weapon; general medication use; health services sought; poor financial and occupational functioning; psychotropic medication use; poor school functioning; sexual behavioural problems; poor life satisfaction