Theranostic markers for personalized therapy of spider phobia: Methods of a bicentric external cross‐validation machine learning approach

Objectives Embedded in the Collaborative Research Center “Fear, Anxiety, Anxiety Disorders” (CRC‐TRR58), this bicentric clinical study aims at identifying biobehavioral markers of treatment (non‐)response by applying machine learning methodology with an external cross‐validation protocol. We hypothe...

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Veröffentlicht in:International journal of methods in psychiatric research 2020-06, Vol.29 (2), p.e1812-n/a, Article 1812
Hauptverfasser: Schwarzmeier, Hanna, Leehr, Elisabeth Johanna, Böhnlein, Joscha, Seeger, Fabian Reinhard, Roesmann, Kati, Gathmann, Bettina, Herrmann, Martin J., Siminski, Niklas, Junghöfer, Markus, Straube, Thomas, Grotegerd, Dominik, Dannlowski, Udo
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container_title International journal of methods in psychiatric research
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creator Schwarzmeier, Hanna
Leehr, Elisabeth Johanna
Böhnlein, Joscha
Seeger, Fabian Reinhard
Roesmann, Kati
Gathmann, Bettina
Herrmann, Martin J.
Siminski, Niklas
Junghöfer, Markus
Straube, Thomas
Grotegerd, Dominik
Dannlowski, Udo
description Objectives Embedded in the Collaborative Research Center “Fear, Anxiety, Anxiety Disorders” (CRC‐TRR58), this bicentric clinical study aims at identifying biobehavioral markers of treatment (non‐)response by applying machine learning methodology with an external cross‐validation protocol. We hypothesize that a priori prediction of treatment (non‐)response is possible in a second, independent sample based on multimodal markers. Methods One‐session virtual reality exposure treatment (VRET) with patients with spider phobia was conducted on two sites. Clinical, neuroimaging, and genetic data were assessed at baseline, post‐treatment and after 6 months. The primary and secondary outcomes defining treatment response are as follows: 30% reduction regarding the individual score in the Spider Phobia Questionnaire and 50% reduction regarding the individual distance in the behavioral avoidance test. Results N = 204 patients have been included (n = 100 in Würzburg, n = 104 in Münster). Sample characteristics for both sites are comparable. Discussion This study will offer cross‐validated theranostic markers for predicting the individual success of exposure‐based therapy. Findings will support clinical decision‐making on personalized therapy, bridge the gap between basic and clinical research, and bring stratified therapy into reach. The study is registered at ClinicalTrials.gov (ID: NCT03208400).
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We hypothesize that a priori prediction of treatment (non‐)response is possible in a second, independent sample based on multimodal markers. Methods One‐session virtual reality exposure treatment (VRET) with patients with spider phobia was conducted on two sites. Clinical, neuroimaging, and genetic data were assessed at baseline, post‐treatment and after 6 months. The primary and secondary outcomes defining treatment response are as follows: 30% reduction regarding the individual score in the Spider Phobia Questionnaire and 50% reduction regarding the individual distance in the behavioral avoidance test. Results N = 204 patients have been included (n = 100 in Würzburg, n = 104 in Münster). Sample characteristics for both sites are comparable. Discussion This study will offer cross‐validated theranostic markers for predicting the individual success of exposure‐based therapy. Findings will support clinical decision‐making on personalized therapy, bridge the gap between basic and clinical research, and bring stratified therapy into reach. 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We hypothesize that a priori prediction of treatment (non‐)response is possible in a second, independent sample based on multimodal markers. Methods One‐session virtual reality exposure treatment (VRET) with patients with spider phobia was conducted on two sites. Clinical, neuroimaging, and genetic data were assessed at baseline, post‐treatment and after 6 months. The primary and secondary outcomes defining treatment response are as follows: 30% reduction regarding the individual score in the Spider Phobia Questionnaire and 50% reduction regarding the individual distance in the behavioral avoidance test. Results N = 204 patients have been included (n = 100 in Würzburg, n = 104 in Münster). Sample characteristics for both sites are comparable. Discussion This study will offer cross‐validated theranostic markers for predicting the individual success of exposure‐based therapy. 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subjects Adult
Anxiety
Anxiety disorders
Biomarkers
Computer applications
Decision making
Fear & phobias
Female
Humans
Learning algorithms
Life Sciences & Biomedicine
Machine Learning
Male
Neuroimaging
Original
Outcome Assessment, Health Care - methods
Patients
Phobic Disorders - diagnosis
Phobic Disorders - therapy
Precision Medicine
Psychiatry
Science & Technology
spider phobia
theranostic markers
Virtual Reality Exposure Therapy
Young Adult
title Theranostic markers for personalized therapy of spider phobia: Methods of a bicentric external cross‐validation machine learning approach
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