Evidence map›Paper›PMID 41859479›Full record

ArticleFrontiers in human neuroscience2026

VRSPi: towards a neuroadaptive VR exposure therapy system for spider phobia.

Selina C Wriessnegger, Suktipol Kiatthaveephong, Michael Leitner, Kyriaki Kostoglou

Abstract read
In one paragraph

Article in Frontiers in human neuroscience, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Selina C WriessneggerInstitute of Neural Engineering, Graz University of Technology, Graz, Austria.
Suktipol KiatthaveephongSchool of Information Science and Technology (IST), Vidyasirimedhi Institute of Science and Technology (VISTEC), Rayong, Thailand.
Michael LeitnerInstitute of Neural Engineering, Graz University of Technology, Graz, Austria.
Kyriaki KostoglouInstitute of Neural Engineering, Graz University of Technology, Graz, Austria.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Arachnophobia, the fear of spiders, is one of the most common phobias globally that induce anxiety and other mental illnesses if left untreated. Virtual reality (VR)-based exposure therapy (VRET) has recently emerged as a viable solution for treating different phobias. In this work, we present a proof-of-concept study toward the development of a neuroadaptive and individualized VRET system (VRSpi) that integrates virtual reality with real-time neurophysiological monitoring, intended as a future tool for personalized arachnophobia treatment. VRSpi is designed to monitor brain and heart rate (HR) responses in real-time to automatically control the intensity of the fear stimulus in an adaptive manner. Methods: Twenty-one healthy participants not clinically diagnosed with arachnophobia attended the study, indicating no or moderate fear of spiders. The moderate fear group tested the efficacy of our system towards treating their arachnophobia. Since fear-related emotions are primarily processed in the right frontal hemisphere of the brain, the study used the frontal alpha asymmetry (FAA) index from frontal electroencephalography (EEG) channels, along with HR, to automatically assess the participant's fear level during VR spider exposure. Results: We could demonstrate that incorporating FAA index measurements could improve personalization in VRET by allowing the VR environment to automatically adapt to each individual's fear level, potentially improving treatment effectiveness, though its direct impact on clinical outcomes require further study. Moreover, our findings indicate that escalating spider scene exposure is associated with reduced oscillatory power in faster bands (alpha, beta, and gamma) and increased frontal theta activity, reflecting a neural state characterized by heightened vigilance, emotional reactivity, and regulatory effort. In addition, these effects were accompanied by systematic right-frontal EEG shifts, characteristic HR changes, and reliable discrimination between low and high fear states. Discussion: Future work should address the clinical integration of neuroadaptive exposure systems. In practice, EEG-based adaptations must be reliable, stable across sessions, and robust to artifacts so therapists can use them as decision-support tools rather than replacements for clinical judgment. Conservative thresholds, transparent logic, and clinician override options may be essential. While this work focuses on feasibility, these practical factors are key to translating neuroadaptive VRET into usable therapies.

Indexed as

arachnophobiaEEGheart rateneuroadaptive systemvirtual realityVRET

Identifiers

PMID41859479
PMCPMC12996115

What Socratic holds

Textmetadata
LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.