Network Analysis: An Integrative Approach to the Structure of Psychopathology

被引:2396
|
作者
Borsboom, Denny [1 ]
Cramer, Angelique O. J. [1 ]
机构
[1] Univ Amsterdam, Dept Psychol, NL-1018 XA Amsterdam, Netherlands
关键词
network analysis; psychopathology; latent variable models; psychometrics; measurement; philosophy of science; DSM-IV DISORDERS; MENTAL-DISORDERS; LIFE EVENTS; COMORBIDITY; DEPRESSION; PREVALENCE; PATTERNS; CHILDREN; MODELS; AUTISM;
D O I
10.1146/annurev-clinpsy-050212-185608
中图分类号
B849 [应用心理学];
学科分类号
040203 ;
摘要
In network approaches to psychopathology, disorders result from the causal interplay between symptoms (e.g., worry -> insomnia -> fatigue), possibly involving feedback loops (e. g., a person may engage in substance abuse to forget the problems that arose due to substance abuse). The present review examines methodologies suited to identify such symptom networks and discusses network analysis techniques that may be used to extract clinically and scientifically useful information from such networks (e. g., which symptom is most central in a person's network). The authors also show how network analysis techniques may be used to construct simulation models that mimic symptom dynamics. Network approaches naturally explain the limited success of traditional research strategies, which are typically based on the idea that symptoms are manifestations of some common underlying factor, while offering promising methodological alternatives. In addition, these techniques may offer possibilities to guide and evaluate therapeutic interventions.
引用
收藏
页码:91 / 121
页数:31
相关论文
共 50 条
  • [21] An integrative framework for psychopathology and psychotherapy
    Bergner, RM
    NEW IDEAS IN PSYCHOLOGY, 2004, 22 (02) : 127 - 141
  • [22] Network Structure of International Technology Diffusion: A Network Analysis Approach
    Shih, Hsin-Yu
    Chang, Tung-lung Steven
    BEYOND BORDERS: NEW GLOBAL MANAGEMENT DEVELOPMENT CHALLENGES AND OPPORTUNITIES, 2007, 16 : 685 - +
  • [23] An integrative approach for a network based meta-analysis of viral RNAi screens
    Sandeep S Amberkar
    Lars Kaderali
    Algorithms for Molecular Biology, 10
  • [24] From Petri nets to differential equations - An integrative approach for biochemical network analysis
    Gilbert, David
    Heiner, Monika
    PETRI NETS AND OTHER MODELS OF CONCURRENCY - ICATPN 2006, 2006, 4024 : 181 - 200
  • [25] An integrative approach for a network based meta-analysis of viral RNAi screens
    Amberkar, Sandeep S.
    Kaderali, Lars
    ALGORITHMS FOR MOLECULAR BIOLOGY, 2015, 10
  • [26] The circumplex model of affect: An integrative approach to affective neuroscience, cognitive development, and psychopathology
    Posner, J
    Russell, JA
    Peterson, BS
    DEVELOPMENT AND PSYCHOPATHOLOGY, 2005, 17 (03) : 715 - 734
  • [27] Motivation, emotion regulation, and the latent structure of psychopathology: An integrative and convergent historical perspective
    Beauchaine, Theodore P.
    Zisner, Aimee
    INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY, 2017, 119 : 108 - 118
  • [28] Does the network approach in psychopathology entail the eclipse of the disorder?
    Garcia, M.
    Rouchy, E.
    ENCEPHALE-REVUE DE PSYCHIATRIE CLINIQUE BIOLOGIQUE ET THERAPEUTIQUE, 2022, 48 (02): : 221 - 225
  • [29] An Integrative Network Approach to Map the Transcriptome to the Phenome
    Mehan, Michael R.
    Nunez-Iglesias, Juan
    Kalakrishnan, Mrinal
    Waterman, Michael S.
    Zhou, Xianghong Jasmine
    JOURNAL OF COMPUTATIONAL BIOLOGY, 2009, 16 (08) : 1023 - 1034
  • [30] An integrative network approach to map the transcriptome to the phenome
    Mehan, Michael R.
    Nunez-Iglesias, Juan
    Kalakrishnan, Mrinal
    Waterman, Michael S.
    Zhou, Xianghong Jasmine
    RESEARCH IN COMPUTATIONAL MOLECULAR BIOLOGY, PROCEEDINGS, 2008, 4955 : 232 - 245