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 |
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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). |
doi_str_mv | 10.1002/mpr.1812 |
format | Article |
fullrecord | <record><control><sourceid>proquest_wiley</sourceid><recordid>TN_cdi_proquest_miscellaneous_2322804384</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>2322804384</sourcerecordid><originalsourceid>FETCH-LOGICAL-c4382-682f8908e2de90dd9174160a33c927a5f87d1c3a25abad46787a88fd514519683</originalsourceid><addsrcrecordid>eNqNkcuKFTEQhhtRnHEUfAIJuBGkx1z6knYhyMEbzKDIuA7ppHo6Y5-kTbpHjyv3bnxGn8TqM8fjBQRXKVJf_fVTf5bdZfSYUcofrcd4zCTj17JDVpZ1Tquyvo41LZpcNoIdZLdSuqCUSc6rm9mBQLjgtDnMvp71ELUPaXKGrHV8DzGRLkQyYhG8HtxnsGRaoHFDQkfS6Cxguw-t04_JKUx9sGnpaNI6A36KqASfJog4TUwMKX3_8u0SlayeXPC4xfTOAxlAR-_8OdHjGAN-3s5udHpIcGf3HmXvnj87W73MT16_eLV6epKbQkieV5J3sqESuIWGWtuwumAV1UKYhte67GRtmRGal7rVtqhqWWspO1uyomRNJcVR9uRKd5zbNditZz2oMTo8wEYF7dSfHe96dR4uVS0o41KgwIOdQAwfZkiTWrtkYBi0hzAnxQXnkqLZAtH7f6EXYV4ug1SBGTBR8-aX4PZcEbq9GUbVkrDChNWSMKL3fje_B39GisDDK-AjtKFLxoE3sMcopSVljFUCK8qQlv9Pr9y0jXAVZj_haL4bdQNs_ulYnb55u3X-A3Qt0-Q</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2414213729</pqid></control><display><type>article</type><title>Theranostic markers for personalized therapy of spider phobia: Methods of a bicentric external cross‐validation machine learning approach</title><source>MEDLINE</source><source>DOAJ Directory of Open Access Journals</source><source>Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals</source><source>Access via Wiley Online Library</source><source>Web of Science - Science Citation Index Expanded - 2020<img src="https://exlibris-pub.s3.amazonaws.com/fromwos-v2.jpg" /></source><source>Wiley Online Library (Open Access Collection)</source><source>PubMed Central</source><source>Web of Science - Social Sciences Citation Index – 2020<img src="https://exlibris-pub.s3.amazonaws.com/fromwos-v2.jpg" /></source><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</creator><creatorcontrib>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</creatorcontrib><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).</description><identifier>ISSN: 1049-8931</identifier><identifier>EISSN: 1557-0657</identifier><identifier>DOI: 10.1002/mpr.1812</identifier><identifier>PMID: 31814209</identifier><language>eng</language><publisher>HOBOKEN: Wiley</publisher><subject>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</subject><ispartof>International journal of methods in psychiatric research, 2020-06, Vol.29 (2), p.e1812-n/a, Article 1812</ispartof><rights>2019 The Authors. International Journal of Methods in Psychiatric Research Published by John Wiley & Sons Ltd</rights><rights>2019 The Authors. International Journal of Methods in Psychiatric Research Published by John Wiley & Sons Ltd.</rights><rights>2019. This article is published under http://creativecommons.org/licenses/by-nc/3.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>true</woscitedreferencessubscribed><woscitedreferencescount>19</woscitedreferencescount><woscitedreferencesoriginalsourcerecordid>wos000501116300001</woscitedreferencesoriginalsourcerecordid><citedby>FETCH-LOGICAL-c4382-682f8908e2de90dd9174160a33c927a5f87d1c3a25abad46787a88fd514519683</citedby><cites>FETCH-LOGICAL-c4382-682f8908e2de90dd9174160a33c927a5f87d1c3a25abad46787a88fd514519683</cites><orcidid>0000-0002-9870-5599 ; 0000-0002-7341-4744 ; 0000-0001-9970-2122 ; 0000-0002-8532-2986</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC7301283/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC7301283/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,315,728,781,785,865,886,1418,2115,11567,27929,27930,28253,28254,45579,45580,46057,46481,53796,53798</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/31814209$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Schwarzmeier, Hanna</creatorcontrib><creatorcontrib>Leehr, Elisabeth Johanna</creatorcontrib><creatorcontrib>Böhnlein, Joscha</creatorcontrib><creatorcontrib>Seeger, Fabian Reinhard</creatorcontrib><creatorcontrib>Roesmann, Kati</creatorcontrib><creatorcontrib>Gathmann, Bettina</creatorcontrib><creatorcontrib>Herrmann, Martin J.</creatorcontrib><creatorcontrib>Siminski, Niklas</creatorcontrib><creatorcontrib>Junghöfer, Markus</creatorcontrib><creatorcontrib>Straube, Thomas</creatorcontrib><creatorcontrib>Grotegerd, Dominik</creatorcontrib><creatorcontrib>Dannlowski, Udo</creatorcontrib><title>Theranostic markers for personalized therapy of spider phobia: Methods of a bicentric external cross‐validation machine learning approach</title><title>International journal of methods in psychiatric research</title><addtitle>INT J METH PSYCH RES</addtitle><addtitle>Int J Methods Psychiatr Res</addtitle><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).</description><subject>Adult</subject><subject>Anxiety</subject><subject>Anxiety disorders</subject><subject>Biomarkers</subject><subject>Computer applications</subject><subject>Decision making</subject><subject>Fear & phobias</subject><subject>Female</subject><subject>Humans</subject><subject>Learning algorithms</subject><subject>Life Sciences & Biomedicine</subject><subject>Machine Learning</subject><subject>Male</subject><subject>Neuroimaging</subject><subject>Original</subject><subject>Outcome Assessment, Health Care - methods</subject><subject>Patients</subject><subject>Phobic Disorders - diagnosis</subject><subject>Phobic Disorders - therapy</subject><subject>Precision Medicine</subject><subject>Psychiatry</subject><subject>Science & Technology</subject><subject>spider phobia</subject><subject>theranostic markers</subject><subject>Virtual Reality Exposure Therapy</subject><subject>Young Adult</subject><issn>1049-8931</issn><issn>1557-0657</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><sourceid>24P</sourceid><sourceid>WIN</sourceid><sourceid>AOWDO</sourceid><sourceid>ARHDP</sourceid><sourceid>EIF</sourceid><recordid>eNqNkcuKFTEQhhtRnHEUfAIJuBGkx1z6knYhyMEbzKDIuA7ppHo6Y5-kTbpHjyv3bnxGn8TqM8fjBQRXKVJf_fVTf5bdZfSYUcofrcd4zCTj17JDVpZ1Tquyvo41LZpcNoIdZLdSuqCUSc6rm9mBQLjgtDnMvp71ELUPaXKGrHV8DzGRLkQyYhG8HtxnsGRaoHFDQkfS6Cxguw-t04_JKUx9sGnpaNI6A36KqASfJog4TUwMKX3_8u0SlayeXPC4xfTOAxlAR-_8OdHjGAN-3s5udHpIcGf3HmXvnj87W73MT16_eLV6epKbQkieV5J3sqESuIWGWtuwumAV1UKYhte67GRtmRGal7rVtqhqWWspO1uyomRNJcVR9uRKd5zbNditZz2oMTo8wEYF7dSfHe96dR4uVS0o41KgwIOdQAwfZkiTWrtkYBi0hzAnxQXnkqLZAtH7f6EXYV4ug1SBGTBR8-aX4PZcEbq9GUbVkrDChNWSMKL3fje_B39GisDDK-AjtKFLxoE3sMcopSVljFUCK8qQlv9Pr9y0jXAVZj_haL4bdQNs_ulYnb55u3X-A3Qt0-Q</recordid><startdate>202006</startdate><enddate>202006</enddate><creator>Schwarzmeier, Hanna</creator><creator>Leehr, Elisabeth Johanna</creator><creator>Böhnlein, Joscha</creator><creator>Seeger, Fabian Reinhard</creator><creator>Roesmann, Kati</creator><creator>Gathmann, Bettina</creator><creator>Herrmann, Martin J.</creator><creator>Siminski, Niklas</creator><creator>Junghöfer, Markus</creator><creator>Straube, Thomas</creator><creator>Grotegerd, Dominik</creator><creator>Dannlowski, Udo</creator><general>Wiley</general><general>John Wiley & Sons, Inc</general><general>John Wiley and Sons Inc</general><scope>24P</scope><scope>WIN</scope><scope>17B</scope><scope>AOWDO</scope><scope>ARHDP</scope><scope>BLEPL</scope><scope>DTL</scope><scope>DVR</scope><scope>EGQ</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7TK</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0002-9870-5599</orcidid><orcidid>https://orcid.org/0000-0002-7341-4744</orcidid><orcidid>https://orcid.org/0000-0001-9970-2122</orcidid><orcidid>https://orcid.org/0000-0002-8532-2986</orcidid></search><sort><creationdate>202006</creationdate><title>Theranostic markers for personalized therapy of spider phobia: Methods of a bicentric external cross‐validation machine learning approach</title><author>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</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c4382-682f8908e2de90dd9174160a33c927a5f87d1c3a25abad46787a88fd514519683</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Adult</topic><topic>Anxiety</topic><topic>Anxiety disorders</topic><topic>Biomarkers</topic><topic>Computer applications</topic><topic>Decision making</topic><topic>Fear & phobias</topic><topic>Female</topic><topic>Humans</topic><topic>Learning algorithms</topic><topic>Life Sciences & Biomedicine</topic><topic>Machine Learning</topic><topic>Male</topic><topic>Neuroimaging</topic><topic>Original</topic><topic>Outcome Assessment, Health Care - methods</topic><topic>Patients</topic><topic>Phobic Disorders - diagnosis</topic><topic>Phobic Disorders - therapy</topic><topic>Precision Medicine</topic><topic>Psychiatry</topic><topic>Science & Technology</topic><topic>spider phobia</topic><topic>theranostic markers</topic><topic>Virtual Reality Exposure Therapy</topic><topic>Young Adult</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Schwarzmeier, Hanna</creatorcontrib><creatorcontrib>Leehr, Elisabeth Johanna</creatorcontrib><creatorcontrib>Böhnlein, Joscha</creatorcontrib><creatorcontrib>Seeger, Fabian Reinhard</creatorcontrib><creatorcontrib>Roesmann, Kati</creatorcontrib><creatorcontrib>Gathmann, Bettina</creatorcontrib><creatorcontrib>Herrmann, Martin J.</creatorcontrib><creatorcontrib>Siminski, Niklas</creatorcontrib><creatorcontrib>Junghöfer, Markus</creatorcontrib><creatorcontrib>Straube, Thomas</creatorcontrib><creatorcontrib>Grotegerd, Dominik</creatorcontrib><creatorcontrib>Dannlowski, Udo</creatorcontrib><collection>Wiley Online Library (Open Access Collection)</collection><collection>Wiley Online Library (Open Access Collection)</collection><collection>Web of Knowledge</collection><collection>Web of Science - Science Citation Index Expanded - 2020</collection><collection>Web of Science - Social Sciences Citation Index – 2020</collection><collection>Web of Science Core Collection</collection><collection>Science Citation Index Expanded</collection><collection>Social Sciences Citation Index</collection><collection>Web of Science Primary (SCIE, SSCI & AHCI)</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Neurosciences Abstracts</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>International journal of methods in psychiatric research</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Schwarzmeier, Hanna</au><au>Leehr, Elisabeth Johanna</au><au>Böhnlein, Joscha</au><au>Seeger, Fabian Reinhard</au><au>Roesmann, Kati</au><au>Gathmann, Bettina</au><au>Herrmann, Martin J.</au><au>Siminski, Niklas</au><au>Junghöfer, Markus</au><au>Straube, Thomas</au><au>Grotegerd, Dominik</au><au>Dannlowski, Udo</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Theranostic markers for personalized therapy of spider phobia: Methods of a bicentric external cross‐validation machine learning approach</atitle><jtitle>International journal of methods in psychiatric research</jtitle><stitle>INT J METH PSYCH RES</stitle><addtitle>Int J Methods Psychiatr Res</addtitle><date>2020-06</date><risdate>2020</risdate><volume>29</volume><issue>2</issue><spage>e1812</spage><epage>n/a</epage><pages>e1812-n/a</pages><artnum>1812</artnum><issn>1049-8931</issn><eissn>1557-0657</eissn><abstract>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).</abstract><cop>HOBOKEN</cop><pub>Wiley</pub><pmid>31814209</pmid><doi>10.1002/mpr.1812</doi><tpages>14</tpages><orcidid>https://orcid.org/0000-0002-9870-5599</orcidid><orcidid>https://orcid.org/0000-0002-7341-4744</orcidid><orcidid>https://orcid.org/0000-0001-9970-2122</orcidid><orcidid>https://orcid.org/0000-0002-8532-2986</orcidid><oa>free_for_read</oa></addata></record> |
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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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