Independent component analysis for internet gaming disorder

References

• American Psychiatric Association. 2013. Diagnostic and statistical manual of mental disorders. 5th ed. (DSM-5). Washington (DC): American Psychiatric Association.
   Google Scholar
• Bin ZY, Dong HH, Wang M, Zhou W, Lin X, Dong GH. 2022. Similarities and differences between internet gaming disorder and tobacco use disorder: a large-scale network study. Addict Biol. 27(2):1–13.
   Web of Science ®Google Scholar
• Borsook D, Edwards R, Elman I, Becerra L, Levine J. 2013. Pain and analgesia: the value of salience circuits. Prog Neurobiol. 104:93–105.
   PubMed Web of Science ®Google Scholar
• Brand M, Wegmann E, Stark R, Müller A, Wölfling K, Robbins TW, Potenza MN. 2019. The Interaction of Person-Affect-Cognition-Execution (I-PACE) model for addictive behaviors: update, generalization to addictive behaviors beyond internet-use disorders, and specification of the process character of addictive behaviors. Neurosci Biobehav Rev. 104:1–10.
   PubMed Web of Science ®Google Scholar
• Brand M, Young KS, Laier C, Wölfling K, Potenza MN. 2016. Integrating psychological and neurobiological considerations regarding the development and maintenance of specific Internet-use disorders: an Interaction of Person-Affect-Cognition-Execution (I-PACE) model. Neurosci Biobehav Rev. 71:252–266.
   PubMed Web of Science ®Google Scholar
• Brandt CL, Doan NT, Tønnesen S, Agartz I, Hugdahl K, Melle I, Andreassen OA, Westlye LT. 2015. Assessing brain structural associations with working-memory related brain patterns in schizophrenia and healthy controls using linked independent component analysis. Neuroimage Clin. 9:253–263.
   PubMed Web of Science ®Google Scholar
• Buckner RL, DiNicola LM. 2019. The brain’s default network: updated anatomy, physiology and evolving insights. Nat Rev Neurosci. 20(10):593–608.
   PubMed Web of Science ®Google Scholar
• Chun JW, Park CH, Kim JY, Choi J, Cho H, Jung DJ, Ahn KJ, Choi JS, Kim DJ, Choi IY. 2020. Altered core networks of brain connectivity and personality traits in internet gaming disorder. J Behav Addict. 9(2):298–311.
   PubMed Web of Science ®Google Scholar
• Cole MW, Reynolds JR, Power JD, Repovs G, Anticevic A, Braver TS. 2013. Multi-task connectivity reveals flexible hubs for adaptive task control. Nat Neurosci. 16(9):1348–1355.
   PubMed Web of Science ®Google Scholar
• Craig AD. 2009. How do you feel – now? The anterior insula and human awareness. Nat Rev Neurosci. 10:59–70.
   PubMed Web of Science ®Google Scholar
• Di X, Biswal BB. 2014. Identifying the default mode network structure using dynamic causal modeling on resting-state functional magnetic resonance imaging. Neuroimage. 86:53–59.
   PubMed Web of Science ®Google Scholar
• Dong G, Li H, Wang L, Potenza MN. 2017. The correlation between mood states and functional connectivity within the default mode network can differentiate Internet gaming disorder from healthy controls. Prog Neuropsychopharmacol Biol Psychiatry. 77:185–193.
   PubMed Web of Science ®Google Scholar
• Dong GH, Wang Z, Dong H, Wang M, Zheng Y, Ye S, Zhang J, Potenza MN. 2020. More stringent criteria are needed for diagnosing internet gaming disorder: evidence from regional brain features and whole-brain functional connectivity multivariate pattern analyses. J Behav Addict. 9(3):642–653.
   PubMed Web of Science ®Google Scholar
• Garrison K, Sinha R, Potenza M, Gao S, Liang Q, Lacadie C, Scheinost D. 2021. Transdiagnostic, connectome-based prediction of craving. Am J Psychiatry.
   Google Scholar
• Gupta CN, Castro E, Rachkonda S, van Erp TGM, Potkin S, Ford JM, Mathalon D, Lee HJ, Mueller BA, Greve DN, et al. 2017. Biclustered independent component analysis for complex biomarker and subtype identification from structural magnetic resonance images in schizophrenia. Front Psychiatry. 8:179–10.
   PubMed Web of Science ®Google Scholar
• Hyvärinen A. 2013. Independent component analysis: recent advances subject areas. Philos Trans A Math Phys Eng Sci. 371(1984):20110534.
   PubMed Web of Science ®Google Scholar
• Kashif S, Pandey S, Warriach ZI. 2021. Neurophysiological markers of internet gaming disorder: a literature review of electroencephalography studies. Cureus. 13(9):e17866.
   PubMed Web of Science ®Google Scholar
• Ko CH, Hsieh TJ, Chen CY, Yen CF, Chen CS, Yen JY, Wang PW, Liu GC. 2014. Altered brain activation during response inhibition and error processing in subjects with Internet gaming disorder: a functional magnetic imaging study. Eur Arch Psychiatry Clin Neurosci. 264(8):661–672.
   PubMed Web of Science ®Google Scholar
• Lee J, Lee D, Namkoong K, Jung YC. 2020. Aberrant posterior superior temporal sulcus functional connectivity and executive dysfunction in adolescents with internet gaming disorder. J Behav Addict. 9(3):589–597.
   PubMed Web of Science ®Google Scholar
• Liu G, Jiao K, Zhong Y, Hao Z, Wang C, Xu H, Teng C, Song X, Xiao C, Fox PT, et al. 2021. The alteration of cognitive function networks in remitted patients with major depressive disorder: an independent component analysis. Behav Brain Res. 400:113018.
   PubMed Web of Science ®Google Scholar
• Liu L, Potenza MN, Lacadie CM, Zhang JT, Yip SW, Xia CC, Lan J, Yao YW, Deng LY, Park SQ, et al. 2021. Altered intrinsic connectivity distribution in internet gaming disorder and its associations with psychotherapy treatment outcomes. Addict Biol. 26(2):1–12.
   Web of Science ®Google Scholar
• Luo L, Lei X, Zhu C, Wu J, Ren H, Zhan J, Qin Y. 2022. Decreased connectivity in precuneus of the ventral attentional network in first-episode, treatment-naïve patients with major depressive disorder: a network homogeneity and independent component analysis. Front Psychiatry. 13:925253–925258.
   PubMed Web of Science ®Google Scholar
• Ma SS, Li CSR, Zhang S, Worhunsky PD, Zhou N, Zhang JT, Liu L, Yao YW, Fang XY. 2021. Altered functional network activities for behavioral adjustments and Bayesian learning in young men with Internet gaming disorder. J Behav Addict. 10(1):112–122.
   PubMed Web of Science ®Google Scholar
• Ma SS, Worhunsky PD, Xu JS, Yip SW, Zhou N, Zhang JT, Liu L, Wang LJ, Liu B, Yao YW, et al. 2019. Alterations in functional networks during cue-reactivity in Internet gaming disorder. J Behav Addict. 8(2):277–287.
   PubMed Web of Science ®Google Scholar
• Maglanoc LA, Kaufmann T, Jonassen R, Hilland E, Beck D, Landrø NI, Westlye LT. 2020. Multimodal fusion of structural and functional brain imaging in depression using linked independent component analysis. Hum Brain Mapp. 41(1):241–255.
   PubMed Web of Science ®Google Scholar
• McKeown MJ, Hansen LK, Sejnowsk TJ. 2003. Independent component analysis of functional MRI: what is signal and what is noise? Curr Opin Neurobiol. 13(5):620–629.
   PubMed Web of Science ®Google Scholar
• Menon V. 2011. Large-scale brain networks and psychopathology: a unifying triple network model. Trends Cogn Sci. 15(10):483–506.
   PubMed Web of Science ®Google Scholar
• Menon V, Uddin LQ. 2010. Saliency, switching, attention and control: a network model of insula function. Brain Struct Funct. 214(5–6):655–667.
   PubMed Web of Science ®Google Scholar
• Ni MF, Zhang BW, Chang Y, Huang XF, Wang XM. 2021. Altered resting-state network connectivity in panic disorder: an independent component analysis. Brain Imaging Behav. 15(3):1313–1322.
   PubMed Web of Science ®Google Scholar
• Song KR, Potenza MN, Fang XY, Gong GL, Yao YW, Wang ZL, Liu L, Ma SS, Xia CC, Lan J, et al. 2021. Resting-state connectome-based support-vector-machine predictive modeling of internet gaming disorder. Addict Biol. 26(4):1–10.
   Web of Science ®Google Scholar
• Sridharan D, Levitin DJ, Menon V. 2008. A critical role for the right fronto-insular cortex in switching between central-executive and default-mode networks. Proc Natl Acad Sci USA. 105(34):12569–12574.
   PubMed Web of Science ®Google Scholar
• Strimbu K, Tavel JA. 2010. What are biomarkers? Curr Opin HIV Aids. 5(6):463–466.
   PubMed Web of Science ®Google Scholar
• Tang F, Yang H, Li L, Ji E, Fu Z, Zhang Z. 2020. Fusion analysis of gray matter and white matter in bipolar disorder by multimodal CCA-joint ICA. J Affect Disord. 263(1066):80–88.
   PubMedGoogle Scholar
• Toga AW. 2015. Brain mapping: an encyclopedic reference. Washington (DC): Academic Press.
   Google Scholar
• Wang L, Wu L, Lin X, Zhang Y, Zhou H, Du X, Dong G. 2016. Dysfunctional default mode network and executive control network in people with Internet gaming disorder: independent component analysis under a probability discounting task. Eur Psychiatry. 34:36–42.
   PubMed Web of Science ®Google Scholar
• Wang L, Zhang Y, Lin X, Zhou H, Du X, Dong G. 2018. Group independent component analysis reveals alternation of right executive control network in Internet gaming disorder. CNS Spectr. 23(5):300–310.
   PubMed Web of Science ®Google Scholar
• Wang W, Worhunsky PD, Zhang S, Le TM, Potenza MN, Li CSR. 2018. Response inhibition and fronto-striatal-thalamic circuit dysfunction in cocaine addiction. Drug Alcohol Depend. 192:137–145.
   PubMed Web of Science ®Google Scholar
• Wang Y, Wu L, Zhou H, Lin X, Zhang Y, Du X, Dong G. 2017. Impaired executive control and reward circuit in Internet gaming addicts under a delay discounting task: independent component analysis. Eur Arch Psychiatry Clin Neurosci. 267(3):245–255.
   PubMed Web of Science ®Google Scholar
• Wang Z, Liu X, Hu Y, Zheng H, Du X, Dong G. 2019. Altered brain functional networks in Internet gaming disorder: independent component and graph theoretical analysis under a probability discounting task. CNS Spectr. 24(5):544–556.
   PubMed Web of Science ®Google Scholar
• Worhunsky PD, Angarita GA, Zhai ZW, Matuskey D, Gallezot JD, Malison RT, Carson RE, Potenza MN. 2021. Multimodal investigation of dopamine D2/D3 receptors, default mode network suppression, and cognitive control in cocaine-use disorder. Neuropsychopharmacology. 46(2):316–324.
   PubMed Web of Science ®Google Scholar
• World Health Organization. 2020. International classification of diseases 11th revision. Geneva (Switzerland): WHO.
   Google Scholar
• Xing L, Yuan K, Bi Y, Yin J, Cai C, Feng D, Li Y, Song M, Wang H, Yu D, et al. 2014. Reduced fiber integrity and cognitive control in adolescents with internet gaming disorder. Brain Res. 1586:109–117.
   PubMed Web of Science ®Google Scholar
• Yan H, Li Q, Yu K, Zhao G. 2021. Large-scale network dysfunction in youths with Internet gaming disorder: a meta-analysis of resting-state functional connectivity studies. Prog Neuropsychopharmacol Biol Psychiatry. 109:110242.
   PubMed Web of Science ®Google Scholar
• Yip SW, Gross JJ, Chawla M, Ma SS, Shi XH, Liu L, Yao YW, Zhu L, Worhunsky PD, Zhang J. 2018. Is neural processing of negative stimuli altered in addiction independent of drug effects? Findings from drug-naïve youth with Internet gaming disorder. Neuropsychopharmacology. 43(6):1364–1372.
   PubMed Web of Science ®Google Scholar
• Yip SW, Mackay CE, Goodwin GM. 2014. Increased temporo-insular engagement in unmedicated bipolar II disorder: an exploratory resting state study using independent component analysis. Bipolar Disord. 16(7):748–755.
   PubMed Web of Science ®Google Scholar
• Young K. 2009. Internet addiction: the emergence of a new clinical disorder. CyberPsychology Behav. 1(3):237–244.
   Google Scholar
• Yuan K, Qin W, Yu D, Bi Y, Xing L, Jin C, Tian J. 2016. Core brain networks interactions and cognitive control in Internet gaming disorder individuals in late adolescence/early adulthood. Brain Struct Funct. 221(3):1427–1442.
   PubMed Web of Science ®Google Scholar
• Zeng N, Wang M, Dong H, Du X, Dong GH. 2022. Altered dynamic interactions within frontostriatal circuits reflect disturbed craving processing in internet gaming disorder. CNS Spectr. 27(1):109–117.
   PubMed Web of Science ®Google Scholar
• Zhang S, Hu S, Sinha R, Potenza MN, Malison RT, Li C, Shan R. 2016. Cocaine dependence and thalamic functional connectivity: a multivariate pattern analysis. Neuroimage Clin. 12:348–358.
   PubMed Web of Science ®Google Scholar
• Zhang JT, Ma SS, Yan CG, Zhang S, Liu L, Wang LJ, Liu B, Yao YW, Yang YH, Fang XY. 2017. Altered coupling of default-mode, executive-control and salience networks in Internet gaming disorder. Eur Psychiatry. 45:114–120.
   PubMed Web of Science ®Google Scholar