ArticlePloS one2023
Modeling vulnerability and intervention targets in the Borderline Personality Disorder system: A network analysis of in silico and in vivo interventions.
Article in PloS one, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
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Who cites it
7 citing papers in PubMed.
- Effectiveness of network analysis-driven personalized digital interventions versus standard intervention for depression: a proof-of-concept pilot randomized controlled trial.Molecular psychiatry · 2026Trial
- Character strengths, psychological distress, anxiety, and depression in adolescents and young adults with gynecologic cancer: A network analysis.Asia-Pacific journal of oncology nursing · 2026Article
- Differences in Internalizing Problems Across Risk Groups of Smartphone Addiction: Simulation-Based Network Analysis of Intervention Targets.Behavioral sciences (Basel, Switzerland) · 2026Article
- Latent profiles and network dynamics of psychological frailty in older adults: a computational simulation study.BMC geriatrics · 2026Article
- Shared and distinct features between interpersonal and self-directed violent behaviors: a simulated intervention network study.BMC public health · 2026Article
- One size does not fit all: data-driven insights of patient-reported outcomes to tailor supportive care in breast cancer.Breast cancer research : BCR · 2026Article
- Effective targets of intervention on generalized anxiety symptoms across whole adolescence and emerging adulthood: network analysis and insilico intervention.European child & adolescent psychiatry · 2025Article
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Authors and funding
3 authors.
Funding
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Abstract
Modeling psychopathology as a complex dynamic system represents Borderline Personality Disorder (BPD) as a constellation of symptoms (e.g., nodes) that feedback and self-sustain each other shaping a network structure. Through in silico interventions, we simulated the evolution of the BPD system by manipulating: 1) the connectivity strength between nodes (i.e., vulnerability), 2) the external disturbances (i.e., stress) and 3) the predisposition of symptoms to manifest. Similarly, using network analysis we evaluated the effect of an in vivo group psychotherapy to detect the symptoms modified by the intervention. We found that a network with greater connectivity strength between nodes (more vulnerable) showed a higher number of activated symptoms than networks with less strength connectivity. We also found that increases in stress affected more vulnerable networks compared to less vulnerable ones, while decreases in stress revealed a hysteresis effect in the most strongly connected networks. The in silico intervention to symptom alleviation revealed the relevance of nodes related to difficulty in anger regulation, nodes which were also detected as impacted by the in vivo intervention. The complex systems methodology is an alternative to the common cause model with which research has approached the BPD phenomenon.
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