| Literature DB >> 29182549 |
Jun Liu1, Jing Nie2, Yafeng Wang3.
Abstract
To evaluate the effects of group counseling programs, cognitive behavioral therapy (CBT), and sports intervention on Internet addiction (IA), a systematic search in ten databases was performed to identify eligible studies without language restrictions up to January 2017. A meta-analysis and trial sequential analysis (TSA) was performed, respectively. A total of 58 randomized controlled trials (RCTs), which included 2871 participants, were incorporated into our meta-analysis. The results showed that group counseling programs, CBT, and sports intervention could significantly reduce IA levels (group counseling program: standardized mean difference (SMD), -1.37; 95% confidence interval (CI), -1.89 to -0.85; CBT: SMD, -1.88; 95% CI, -2.53 to -1.23; sports intervention: SMD, -1.70; 95% CI, -2.14 to -1.26). For group counseling programs, this treatment was more effective in four dimensions of IA, including time management, interpersonal and health issues, tolerance, and compulsive Internet use. For CBT, this treatment yielded a positive change in depression, anxiousness, aggressiveness, somatization, social insecurity, phobic anxiety, paranoid ideation, and psychoticism. For sports intervention, the significant effects were also observed in all dimensions of the IA scale. Each of group counseling programs, cognitive behavioral therapy, and sports intervention had a significant effect on IA and psychopathological symptoms. Sports intervention could improve withdrawal symptoms especially.Entities:
Keywords: Internet addiction; cognitive behavioral therapy; group counseling programs; meta-analysis; sports intervention
Mesh:
Year: 2017 PMID: 29182549 PMCID: PMC5750889 DOI: 10.3390/ijerph14121470
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Figure 1The flowchart of study inclusion and exclusion.
Characteristics of the included studies.
| Author | Country | Total N | tNt0/tNt1 | cNt0/cNt1 | Hours of Intervention Applied | Participants | Follow up | Type of Treatment (Group/Individual) | Diagnostic Tools of Internet Addiction | Outcome Variables (Assessment Tools) |
|---|---|---|---|---|---|---|---|---|---|---|
| Li et al., 2014 | China | 30 | 15/15 | 15/15 | 12 | College student | NR | Group counseling program (group) | CIAS-R | IA and its subscales (CIAS-R); psychopathological symptoms (SCL-90) |
| Li et al., 2015 | China | 60 | 30/30 | 30/30 | 116 | College student | 2 months | Group counseling program (group) | CIAS | IA and its subscales (CIAS) |
| Duan et al., 2012 | China | 22 | 11/11 | 11/11 | 52–65 | College student | 3 months | Group counseling program (group) | YIAS | IA and its subscales(YIAS) |
| Ren et al., 2014 | China | 8 | 4/4 | 4/4 | 54–72 | College student | NR | Sports (group) | YIAS | IA (YIAS); psychopathological symptoms (SCL-90) |
| Cheng et al.,2015 | China | 23 | 12/12 | 11/11 | 24 | College student | NR | CBT (individual) | YIAS | IA (YIAS) |
| Zhao et al., 2015 | China | 77 | 36/32 | 45/45 | NR | College student | 1 month | Group counseling program (group) | YDQ | IA and its subscales (CIAS,YDQ); psychopathological symptoms (SCL-90); SE (SES) |
| Ma et al., 2011 | China | 8 | 4/4 | 4/4 | NR | College student | NR | Group counseling program (group) | YIAS | IA (YIAS) |
| Qu et al., 2006 | China | 12 | 6/6 | 6/6 | NR | College student | NR | Group counseling program (group) | YIAS | IA (YIAS) |
| Ma et al., 2011 | China | 98 | 49/49 | 49/49 | NR | College student | NR | CBT (individual) | YIAS | IA (YIAS) |
| Duan et al., 2013 | China | 22 | 11/11 | 11/11 | 65 | College student | NR | Group counseling program (group) | YIAS | IA and its subscales (YIAS) |
| Wen et al., 2008 | China | 140 | 60/60 | 80/80 | 40 | College student | 3 months | Group counseling program (group) | YIAS | IA (YIAS) |
| Zheng et al., 2010 | China | 61 | 30/30 | 31/31 | 6.6 | College student | NR | Group counseling program (group) | YDQ | IA (YDQ); psychopathological symptoms (SCL-90) |
| Zhao et al., 2015 | China | 48 | 24/24 | 24/24 | 16 | College student | NR | Group counseling program (group) | CIAS-R | IA (CIAS-R) |
| Chi et al., 2012 | China | 20 | 10/10 | 10/10 | 60 | College student | NR | Sports (group) | YIAS | IA (YIAS); psychopathological symptoms (SCL-90) |
| Guan et al., 2012 | China | 50 | 25/25 | 25/25 | 26 | College student | 3 months | Group counseling program (group) | CIAS | IA (CIAS) |
| Ming et al., 2014 | China | 120 | 60/60 | 60/60 | 120–160 | College student | NR | CBT (individual) | CIAS, YDQ | IA (YIAS); psychopathological symptoms (SCL-90) |
| Xu et al., 2012 | China | 26 | 13/13 | 13/13 | 24 | Secondary school student | 1 week | Group counseling program (group) | IAS | IA (IAS-R); psychopathological symptoms (SDS, SAS) |
| Chen et al., 2011 | China | 37 | 14/14 | 23/23 | NR | College student | NR | Group counseling program (group) | YIAS, CIAS-R | IA and its subscales (CIAS-R); psychopathological symptoms (SCL-90) |
| Zhang et al., 2013 | China | 60 | 30/30 | 30/30 | 64 | College student | NR | Sports (group) | YIAS | IA(YIAS) |
| Zhang et al., 2011 | China | 26 | 13/13 | 13/13 | 10.7 | Secondary school student | NR | Group counseling program (group) | APIUS | IA and its subscales (APIUS); psychopathological symptoms (MHSMS) |
| Li et al., 2009 | China | 92 | 48/44 | 48/48 | NR | Adolescents | Post-treatment; 8 weeks | CBT (individual) | YDQ | IA (CIAS, YDQ); psychopathological symptoms (SCL-90) |
| Guo et al., 2007 | China | 18 | 9/9 | 9/9 | 16 | Adolescents | NR | Sports (group) | YIAS, IAS | Psychopathological symptoms (SCL-90) |
| Guo et al., 2008 | China | 28 | 16/14 | 16/14 | 8–8.8 | College student and secondary school student | NR | CBT (group) | CIAS, YDQ | IA (CIAS); psychopathological symptoms (SCL-90) |
| Guo et al., 2006 | China | 18 | 9/9 | 9/9 | 16 | Adolescents | NR | CBT (individual) | YIAS, IAS | Psychopathological symptoms (SCL-90) |
| Lv et al., 2012 | China | 52 | 26/26 | 26/26 | 12 | College student | 6 weeks | Group counseling program (group) | CIAS | IA (CIAS) |
| Wang et al., 2012 | China | 72 | 36/36 | 36/36 | 12 | College student | NR | CBT (individual) | IAS | IA (YDQ) |
| Ming et al., 2014 | China | 58 | 28/28 | 30/30 | 20–30 | College student | NR | CBT (individual) | CIAS-R, YDQ | Psychopathological symptoms (SCL-90) |
| Zhao et al., 2010 | China | 47 | 36/32 | 45/45 | 120–160 | College student | 1 month | CBT (individual) | YDQ | IA and its subscales (CIAS, YDQ) |
| Zheng et al.,2013 | China | 41 | 20/20 | 21/21 | 21–28 | College student | Post-treatment; 3 months | Group counseling program (group) | YIAS, CIAS | Psychopathological symptoms (SCL-90); SE (SES) |
| Deng et al., 2014 | China | 48 | 24/24 | 24/24 | 25 | College student | NR | Sports (group) | CIAS | IA (CIAS); psychopathological symptoms (SCL-90) |
| Zhang et al., 2009 | China | 32 | 16/16 | 16/16 | NR | Secondary school student | Immediate | Sports (group) | CIAS | IA and its subscales (CIAS); psychopathological symptoms (SCL-90) |
| Wu et al., 2013 | China | 16 | 8/8 | 8/8 | 28–42 | College student | Immediate | Sports (group) | YDQ | Psychopathological symptoms (SCL-90) |
| Lou et al., 2010 | China | 36 | 18/18 | 18/18 | 54–72 | Secondary school student | Immediate | Sports (group) | YDQ | IA(YDQ) |
| Fu et al., 2010 | China | 32 | 16/16 | 16/16 | >24 | Secondary school student | NR | Sports (group) | YIAS | IA (YIAS); psychopathological symptoms (SCL-90) |
| Gao et al., 2012 | China | 69 | 35/35 | 34/34 | 135 | College student | NR | Sports (group) | YIAS | IA (YIAS); psychopathological symptoms (SCL-90) |
| Liu et al., 2013 | China | 32 | 16/16 | 15/15 | 24 | College student | 1 week | Group counseling program (group) | YIAS | IA (YIAS) |
| Bai et al., 2007 | China | 48 | 24/24 | 24/24 | 16 | College student | Post-treatment; 6 weeks | Group counseling program (group) | CIAS-R | IA (CIAS-R) |
| Zhou et al., 2010 | China | 18 | 9/9 | 9/9 | 16 | College student | NR | Group counseling program (group) | CIAS | IA (CIAS) |
| Zhao et al., 2016 | China | 130 | 65/65 | 65/65 | 96 | Adolescents | NR | CBT(group) | CIAS-R | IA (CIAS) |
| Mou et al., 2013 | China | 16 | 8/8 | 8/8 | 12 | College student | NR | Group counseling program (group) | CIAS-R, YDQ | IA (CIAS-R) |
| Kong et al., 2011 | China | 71 | 36/36 | 35/35 | 40 | College student | NR | Group counseling program (group) | YIAS | IA (YIAS) |
| Wang et al., 2008 | China | 48 | 24/24 | 24/24 | 24 | College student | Post-treatment; 1 month; 3 months | Group counseling program (group) | CIAS, YDQ | IA (CIAS) |
| Zhong et al., 2009 | China | 51 | 28/28 | 24/24 | NR | Adolescents | NR | Group counseling program (group) | OCS | IA (OCS) |
| Wu et al., 2009 | China | 30 | 15/15 | 15/15 | NR | College student | NR | Group counseling program (group) | CIAS, APUIS | IA and its subscales (CIAS-R, APIUS); psychopathological symptoms (SCL-90); SE (SES) |
| Liu et al., 2010 | China | 160 | 80/80 | 80/80 | 40 | College student | 3 month | Group counseling program (group) | YIAS | IA (YIAS) |
| Chen et al., 2010 | China | 61 | 30/30 | 31/31 | 6.6 | College student | NR | CBT (group) | YDQ | IA (YDQ); psychopathological symptoms (SCL-90) |
| Ge et al., 2014 | China | 24 | 12/12 | 12/12 | 10 | Children | Post-treatment; 1 month; 3 months | Group counseling program (group) | CIAS | IA and its subscales (CIAS) |
| Wang et al., 2009 | China | 112 | 56/56 | 56/56 | 48 | Adolescents | NR | Group counseling program (group) | YDQ | Psychopathological symptoms (SCL-90, SDS, SAS) |
| Zhang et al., 2013 | China | 84 | 42/42 | 42/42 | NR | College student | NR | CBT (individual) | CIAS | IA and its subscales (CIAS) |
| Feng et al., 2011 | China | 24 | 12/12 | 12/12 | 24 | College student | NR | Group counseling program (group) | IAS | IA (IAS) and its subscales; psychopathological symptoms (SRHMS) |
| Liao et al., 2008 | China | 50 | 20/20 | 30/30 | 35 | College student | Immediate | Sports (group) | CIAS | IA (CIAS); psychopathological symptoms (SCL-90) |
| Zhang et al., 2012 | China | 42 | 22/22 | 20/20 | 30 | College student | NR | Sports (group) | CIAS | IA and its subscales (CIAS) |
| Liu et al., 2014 | China | 24 | 12/12 | 12/12 | 16 | Secondary school student | 1 week | Group counseling program (group) | IAS | IA (IAS) |
| Cao et al., 2007 | China | 57 | 29/26 | 35/31 | 8–12 | Secondary school student | NR | CBT (group) | YDQ | IA (CIAS, YDQ) |
| Li et al., 2014 | China | 51 | 27/27 | 24/24 | 30 | Secondary school student | NR | Sports (group) | YIAS | IA (YIAS) |
| Kim et al., 2008 | Korea | 25 | 13/13 | 12/12 | 12.5 | College student | NR | Group counseling program (group) | K-IAS | IA and its subscales (K-IAS); SE (SES) |
| Zhang et al., 2016 | China | 40 | 23/23 | 17/17 | 16.47 | NR | NR | CBT (group) | CIAS | IA (CIAS) |
| Zhang et al., 2016 | China | 26 | 20/20 | 16/16 | 15 | NR | NR | CBT (group) | CIAS | IA (CIAS) |
APIUS: Adolescent Pathological Internet Use Scale; CBT: Cognitive Behavioral Therapy; CIAS: Chinese Internet Addiction Scale; CIAS-R: Chinese Internet Addiction Scales Revision; KIAS: Korea-Internet Addiction Scale; HMDS: Hamilton Depression Scale; IAS: Internet Addiction Scale; IOSR: Internet Overuse Self-Rating Scale; NA: Not available; NR: Not reported; YIAS: Young Internet Addiction Scale; YDQ: Young Diagnostic Questionnaire for Internet Addiction; SAS: Self-Rating Depression Scale; SCL-90: Symptom Check List-90; Self-Rating Anxiety Scale: SDS; SES: Self-Esteem Scale; SRHMS: Self-rated Health Measurement Scale Version l.0.
Figure 2The forest plot of efficacy of group counseling programs on Internet addiction level.
Effect sizes for all outcome variables for group counseling program.
| Outcome |
| SMD | Lower | Upper | Q | I2 |
|
|---|---|---|---|---|---|---|---|
| IA | 30 | −1.37 | −1.89 | −0.85 | 412.08 | 93.00% | |
| Relapse | 4 | −0.10 | −0.40 | 0.20 | 0.2 | 0.00% | 0.98 |
| College student | 24 | −1.52 | −2.11 | −0.92 | 365.29 | 93.70% | |
| Secondary school student | 2 | −1.39 | −2.00 | −0.78 | 0.27 | 0.00% | 0.61 |
| Long-term | 8 | −1.88 | −2.65 | −1.11 | 74.82 | 90.60% | |
| Short-term | 15 | −1.21 | −2.09 | −0.33 | 239.94 | 94.20% | |
| Time management | 10 | −0.42 | −0.76 | −0.09 | 19.36 | 53.50% | 0.02 |
| Interpersonal and health issues | 9 | −0.93 | −1.50 | −0.37 | 40.67 | 80.30% | |
| Tolerance | 11 | −0.58 | −1.04 | −0.11 | 43.04 | 76.80% | |
| Withdrawal symptoms | 6 | −0.53 | −1.38 | 0.32 | 41.51 | 88.00% | |
| Compulsive Internet use | 10 | −0.65 | −1.15 | −0.15 | 41.15 | 78.10% | |
| GSI | 6 | −0.47 | −0.98 | 0.04 | 16.11 | 69.00% | 0.01 |
| Somatization | 4 | −1.71 | −4.13 | 0.71 | 138.2 | 97.80% | |
| Obsessive-compulsive | 5 | −0.97 | −1.76 | −0.17 | 30.47 | 86.90% | |
| Social insecurity | 4 | −1.59 | −3.34 | 0.16 | 78.56 | 96.20% | |
| Depression | 6 | −1.61 | −2.96 | −0.25 | 99.27 | 96.00% | |
| Anxiousness | 6 | −1.58 | −3.11 | −0.05 | 124.68 | 96.80% | |
| Aggressiveness | 5 | −2.29 | −4.39 | −0.19 | 144.61 | 97.20% | |
| Phobic anxiety | 4 | −0.83 | −2.41 | 0.75 | 74.62 | 96.00% | |
| Paranoid ideation | 5 | −0.98 | −2.18 | 0.21 | 64.28 | 93.80% | |
| Psychoticism | 4 | −0.73 | −1.97 | 0.50 | 47.69 | 93.70% | |
| SES | 4 | 0.50 | −0.62 | 1.62 | 33.44 | 91.00% |
GSI: Global Severity Index across nine subscales of Symptom Check List-90; IA: Internet addiction; SES: Self-Esteem Scale; SMD: standardized mean difference.
Figure 3The forest plot of efficacy of cognitive behavioral therapy on Internet addiction level.
Effect sizes for all outcome variables for cognitive behavioral therapy.
| Outcome |
| SMD | Lower | Upper | Q | I2 |
|
|---|---|---|---|---|---|---|---|
| IA | 13 | −1.88 | −2.53 | −1.23 | 198.25 | 93.90% | |
| Group | 7 | −1.53 | −1.89 | −1.16 | 185.64 | 96.80% | |
| Individual | 6 | −1.88 | −2.53 | −1.23 | 10.3 | 51.40% | 0.07 |
| College student | 7 | −1.84 | −2.95 | −0.73 | 162.57 | 96.30% | |
| Secondary school student | 1 | −2.08 | −3.45 | −0.70 | 0 | NA | |
| Long-term | 7 | −1.80 | −2.33 | −1.26 | 40.98 | 85.40% | |
| Short-term | 3 | −1.68 | −4.78 | 1.42 | 120.95 | 98.30% | |
| Time management | 2 | −0.74 | −2.49 | 1.02 | 27.26 | 96.30% | |
| Interpersonal and health issues | 2 | −0.94 | −3.42 | 1.54 | 48.76 | 97.90% | |
| Tolerance | 2 | −0.67 | −3.09 | 1.75 | 48.72 | 97.90% | |
| Withdrawal symptoms | 1 | 0.91 | 0.43 | 1.38 | 0 | NA | |
| Compulsive Internet use | 2 | −1.14 | −4.25 | 1.98 | 68.36 | 98.50% | |
| GSI | 4 | −2.24 | −3.60 | −0.88 | 76.40 | 96.10% | |
| Somatization | 4 | −1.22 | −1.51 | −0.93 | 1.79 | 0.00% | 0.62 |
| Obsessive-compulsive | 4 | −0.57 | −1.17 | 0.04 | 11.48 | 73.90% | 0.01 |
| Social insecurity | 4 | −1.46 | −2.70 | −0.21 | 38.75 | 92.30% | |
| Depression | 4 | −1.93 | −3.33 | −0.52 | 42.27 | 92.90% | |
| Anxiousness | 4 | −1.48 | −2.75 | −0.21 | 40.11 | 92.50% | |
| Aggressiveness | 4 | −1.01 | −1.63 | −0.38 | 11.38 | 73.60% | 0.01 |
| Phobic anxiety | 4 | −1.27 | −2.01 | −0.54 | 14.66 | 79.50% | |
| Paranoid ideation | 4 | −1.04 | −1.64 | −0.43 | 10.57 | 71.60% | 0.01 |
| Psychoticism | 4 | −1.69 | −2.82 | −0.56 | 30.12 | 90.00% |
GSI: Global Severity Index across nine subscales of Symptom Check List−90; IA: Internet addiction; NA: not available; SES: Self-Esteem Scale; SMD: standardized mean difference.
Figure 4The forest plot of efficacy of sports intervention on Internet addiction level.
Effect sizes for all outcome variables for sports intervention.
| Outcome |
| SMD | Lower | Upper | Q | I2 |
|
|---|---|---|---|---|---|---|---|
| IA | 8 | −1.70 | −2.14 | −1.26 | 28.48 | 67.50% | |
| Mild IA | 3 | −2.6 | −3.44 | −1.75 | 2.91 | 31.40% | 0.23 |
| Moderate IA | 3 | −2.35 | −3.00 | −1.69 | 0.08 | 0.00% | 0.96 |
| Serious IA | 2 | −0.76 | −1.47 | −0.05 | 0.01 | 0.00% | 0.91 |
| College student | 6 | −1.89 | −2.30 | −1.48 | 10.64 | 34.20% | 0.16 |
| Secondary school student | 2 | −1.70 | −2.73 | −0.66 | 4.04 | 75.20% | 0.04 |
| Long-term | 4 | −1.92 | −2.37 | −1.47 | 6.79 | 26.30% | 0.24 |
| Short-term | 3 | −1.98 | −2.70 | −1.27 | 4.50 | 55.50% | 0.11 |
| Time management | 3 | −0.93 | −1.32 | −0.53 | 0.43 | 0.00% | 0.81 |
| Interpersonal and health issues | 3 | −0.34 | −1.30 | 0.63 | 11.88 | 83.20% | |
| Tolerance | 3 | −0.95 | −1.52 | −0.37 | 4.06 | 50.80% | 0.13 |
| Withdrawal symptoms | 3 | −1.07 | −1.48 | −0.67 | 1.57 | 0.00% | 0.46 |
| Compulsive Internet use | 3 | −2.58 | −4.54 | −0.61 | 28.21 | 92.90% | |
| GSI | 3 | −1.01 | −1.55 | −0.47 | 0.52 | 0.00% | 0.77 |
| Somatization | 5 | −0.79 | −1.15 | −0.44 | 1.6 | 0.00% | 0.81 |
| Obsessive-compulsive | 5 | −0.51 | −1.05 | 0.03 | 8.69 | 53.90% | 0.07 |
| Social insecurity | 5 | −0.64 | −1.07 | −0.21 | 5.67 | 29.50% | 0.23 |
| Depression | 5 | −0.85 | −1.20 | −0.49 | 1.19 | 0.00% | 0.88 |
| Anxiousness | 5 | −0.90 | −1.26 | −0.55 | 2.82 | 0.00% | 0.59 |
| Aggressiveness | 5 | −0.62 | −0.97 | −0.27 | 3.45 | 0.00% | 0.49 |
| Phobic anxiety | 5 | −0.52 | −0.97 | −0.08 | 6.23 | 35.80% | 0.18 |
| Paranoid ideation | 5 | −0.60 | −0.95 | −0.26 | 2.38 | 0.00% | 0.67 |
| Psychoticism | 5 | −0.53 | −0.97 | −0.08 | 6.15 | 34.90% | 0.19 |
GSI: Global Severity Index across nine subscales of Symptom Check List-90; IA: Internet addiction; SES: Self-Esteem Scale; SMD: standardized mean difference.
Figure 5Trial sequential analysis of efficacy of group counseling program on Internet addiction level. The blue line represents the cumulative Z-score of the meta-analysis. The straight red represents the conventional p = 0.05 statistical boundaries. The inward sloping red lines represent the truncated trial sequential monitoring boundaries.
Figure 6Trial sequential analysis of efficacy of cognitive behavioral therapy on Internet addiction level. The blue line represents the cumulative Z-score of the meta-analysis. The straight red line represents the conventional p = 0.05 statistical boundaries. The inward sloping red lines represent the truncated trial sequential monitoring boundaries.
Figure 7Trial sequential analysis of efficacy of sports intervention on Internet addiction level. The blue line represents the cumulative Z-score of the meta-analysis. The straight red line represents the conventional p = 0.05 statistical boundaries. The inward sloping red lines represent the truncated trial sequential monitoring boundaries.