Probabilistic Mapping Reveals Optimal Stimulation Site in Essential Tremor
Objective The objective of this study was to obtain individual clinical and neuroimaging data of patients undergoing deep brain stimulation (DBS) for essential tremor (ET) from 5 different European centers to identify predictors of outcome and to identify an optimal stimulation site. Methods We anal...
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Veröffentlicht in: | Annals of neurology 2022-05, Vol.91 (5), p.602-612 |
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creator | Nowacki, Andreas Barlatey, Sabry Al‐Fatly, Bassam Dembek, Till Bot, Maarten Green, Alexander L. Kübler, Dorothee Lachenmayer, M. Lenard Debove, Ines Segura‐Amil, Alba Horn, Andreas Visser‐Vandewalle, Veerle Schuurman, Rick Barbe, Michael Aziz, Tipu Z. Kühn, Andrea A. Nguyen, T. A. Khoa Pollo, Claudio |
description | Objective
The objective of this study was to obtain individual clinical and neuroimaging data of patients undergoing deep brain stimulation (DBS) for essential tremor (ET) from 5 different European centers to identify predictors of outcome and to identify an optimal stimulation site.
Methods
We analyzed retrospectively baseline covariates, pre‐ and postoperative clinical tremor scores (for 12 months) as well as individual imaging data from 119 patients to obtain individual electrode positions and stimulation volumes. Individual imaging and clinical data were used to calculate a probabilistic stimulation map in normalized space using voxel‐wise statistical analysis. Finally, we used this map to train a classifier to predict tremor improvement.
Results
Probabilistic mapping of stimulation effects yielded a statistically significant cluster that was associated with a tremor improvement >50%. This cluster of optimal stimulation extended from the posterior subthalamic area to the ventralis intermedius nucleus and coincided with a normative structural connectivity‐based cerebellothalamic tract (CTT). The combined features “distance between the stimulation volume and the significant cluster” and “CTT activation” were used as a predictor of tremor improvement. This correctly classified a >50% tremor improvement with a sensitivity of 89% and a specificity of 57%.
Interpretation
Our multicenter ET probabilistic stimulation map identified an area of optimal stimulation along the course of the CTT. The results of this study are mainly descriptive until confirmed in independent datasets, ideally through prospective testing. This target will be made openly available and may be used to guide surgical planning and for computer‐assisted programming of DBS in the future. ANN NEUROL 2022;91:602–612 |
doi_str_mv | 10.1002/ana.26324 |
format | Article |
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The objective of this study was to obtain individual clinical and neuroimaging data of patients undergoing deep brain stimulation (DBS) for essential tremor (ET) from 5 different European centers to identify predictors of outcome and to identify an optimal stimulation site.
Methods
We analyzed retrospectively baseline covariates, pre‐ and postoperative clinical tremor scores (for 12 months) as well as individual imaging data from 119 patients to obtain individual electrode positions and stimulation volumes. Individual imaging and clinical data were used to calculate a probabilistic stimulation map in normalized space using voxel‐wise statistical analysis. Finally, we used this map to train a classifier to predict tremor improvement.
Results
Probabilistic mapping of stimulation effects yielded a statistically significant cluster that was associated with a tremor improvement >50%. This cluster of optimal stimulation extended from the posterior subthalamic area to the ventralis intermedius nucleus and coincided with a normative structural connectivity‐based cerebellothalamic tract (CTT). The combined features “distance between the stimulation volume and the significant cluster” and “CTT activation” were used as a predictor of tremor improvement. This correctly classified a >50% tremor improvement with a sensitivity of 89% and a specificity of 57%.
Interpretation
Our multicenter ET probabilistic stimulation map identified an area of optimal stimulation along the course of the CTT. The results of this study are mainly descriptive until confirmed in independent datasets, ideally through prospective testing. This target will be made openly available and may be used to guide surgical planning and for computer‐assisted programming of DBS in the future. ANN NEUROL 2022;91:602–612</description><identifier>ISSN: 0364-5134</identifier><identifier>EISSN: 1531-8249</identifier><identifier>DOI: 10.1002/ana.26324</identifier><identifier>PMID: 35150172</identifier><language>eng</language><publisher>Hoboken, USA: John Wiley & Sons, Inc</publisher><subject>Brain mapping ; Clusters ; Deep brain stimulation ; Deep Brain Stimulation - methods ; Essential Tremor - therapy ; Humans ; Mapping ; Medical imaging ; Neural networks ; Neuroimaging ; Patients ; Prospective Studies ; Retrospective Studies ; Statistical analysis ; Stimulation ; Treatment Outcome ; Tremor ; Tremor (Muscular contraction) ; Tremor - therapy ; Tremors</subject><ispartof>Annals of neurology, 2022-05, Vol.91 (5), p.602-612</ispartof><rights>2022 American Neurological Association.</rights><rights>2022 American Neurological Association</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c3884-66de9930d9dae1f872e9ec759a98c73ee01be69fcb2f32116ad0ba57c94e506a3</citedby><cites>FETCH-LOGICAL-c3884-66de9930d9dae1f872e9ec759a98c73ee01be69fcb2f32116ad0ba57c94e506a3</cites><orcidid>0000-0001-7023-146X ; 0000-0001-7876-3225 ; 0000-0003-0577-5035 ; 0000-0002-0695-6025</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1002%2Fana.26324$$EPDF$$P50$$Gwiley$$H</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1002%2Fana.26324$$EHTML$$P50$$Gwiley$$H</linktohtml><link.rule.ids>314,780,784,1417,27924,27925,45574,45575</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/35150172$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Nowacki, Andreas</creatorcontrib><creatorcontrib>Barlatey, Sabry</creatorcontrib><creatorcontrib>Al‐Fatly, Bassam</creatorcontrib><creatorcontrib>Dembek, Till</creatorcontrib><creatorcontrib>Bot, Maarten</creatorcontrib><creatorcontrib>Green, Alexander L.</creatorcontrib><creatorcontrib>Kübler, Dorothee</creatorcontrib><creatorcontrib>Lachenmayer, M. Lenard</creatorcontrib><creatorcontrib>Debove, Ines</creatorcontrib><creatorcontrib>Segura‐Amil, Alba</creatorcontrib><creatorcontrib>Horn, Andreas</creatorcontrib><creatorcontrib>Visser‐Vandewalle, Veerle</creatorcontrib><creatorcontrib>Schuurman, Rick</creatorcontrib><creatorcontrib>Barbe, Michael</creatorcontrib><creatorcontrib>Aziz, Tipu Z.</creatorcontrib><creatorcontrib>Kühn, Andrea A.</creatorcontrib><creatorcontrib>Nguyen, T. A. Khoa</creatorcontrib><creatorcontrib>Pollo, Claudio</creatorcontrib><title>Probabilistic Mapping Reveals Optimal Stimulation Site in Essential Tremor</title><title>Annals of neurology</title><addtitle>Ann Neurol</addtitle><description>Objective
The objective of this study was to obtain individual clinical and neuroimaging data of patients undergoing deep brain stimulation (DBS) for essential tremor (ET) from 5 different European centers to identify predictors of outcome and to identify an optimal stimulation site.
Methods
We analyzed retrospectively baseline covariates, pre‐ and postoperative clinical tremor scores (for 12 months) as well as individual imaging data from 119 patients to obtain individual electrode positions and stimulation volumes. Individual imaging and clinical data were used to calculate a probabilistic stimulation map in normalized space using voxel‐wise statistical analysis. Finally, we used this map to train a classifier to predict tremor improvement.
Results
Probabilistic mapping of stimulation effects yielded a statistically significant cluster that was associated with a tremor improvement >50%. This cluster of optimal stimulation extended from the posterior subthalamic area to the ventralis intermedius nucleus and coincided with a normative structural connectivity‐based cerebellothalamic tract (CTT). The combined features “distance between the stimulation volume and the significant cluster” and “CTT activation” were used as a predictor of tremor improvement. This correctly classified a >50% tremor improvement with a sensitivity of 89% and a specificity of 57%.
Interpretation
Our multicenter ET probabilistic stimulation map identified an area of optimal stimulation along the course of the CTT. The results of this study are mainly descriptive until confirmed in independent datasets, ideally through prospective testing. This target will be made openly available and may be used to guide surgical planning and for computer‐assisted programming of DBS in the future. ANN NEUROL 2022;91:602–612</description><subject>Brain mapping</subject><subject>Clusters</subject><subject>Deep brain stimulation</subject><subject>Deep Brain Stimulation - methods</subject><subject>Essential Tremor - therapy</subject><subject>Humans</subject><subject>Mapping</subject><subject>Medical imaging</subject><subject>Neural networks</subject><subject>Neuroimaging</subject><subject>Patients</subject><subject>Prospective Studies</subject><subject>Retrospective Studies</subject><subject>Statistical analysis</subject><subject>Stimulation</subject><subject>Treatment Outcome</subject><subject>Tremor</subject><subject>Tremor (Muscular contraction)</subject><subject>Tremor - therapy</subject><subject>Tremors</subject><issn>0364-5134</issn><issn>1531-8249</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp10LlOxDAQBmALgWA5Cl4ARaKBIuz4TFyuVsslYBFHHTnJBBllk2AnIN4eQ4ACiWoKf_418xOyT-GEArCpacwJU5yJNTKhktM4ZUKvkwlwJWJJudgi294_A4BWFDbJFpdUAk3YhFzeujY3ua2t720RXZuus81TdIevaGofLbverkwd3Ycx1Ka3bRPd2x4j20QL77HpbXh9cLhq3S7ZqMIf3PueO-TxdPEwP4-vlmcX89lVXPA0FbFSJWrNodSlQVqlCUONRSK10WmRcESgOSpdFTmrOKNUmRJyI5NCC5SgDN8hR2Nu59qXAX2frawvsK5Ng-3gM6ZYygESLgI9_EOf28E1YbugJAjBmFJBHY-qcK33Dqusc-Fq955RyD4LzkLB2VfBwR58Jw75Cstf-dNoANMRvNka3_9PymY3szHyA1A0g60</recordid><startdate>202205</startdate><enddate>202205</enddate><creator>Nowacki, Andreas</creator><creator>Barlatey, Sabry</creator><creator>Al‐Fatly, Bassam</creator><creator>Dembek, Till</creator><creator>Bot, Maarten</creator><creator>Green, Alexander L.</creator><creator>Kübler, Dorothee</creator><creator>Lachenmayer, M. Lenard</creator><creator>Debove, Ines</creator><creator>Segura‐Amil, Alba</creator><creator>Horn, Andreas</creator><creator>Visser‐Vandewalle, Veerle</creator><creator>Schuurman, Rick</creator><creator>Barbe, Michael</creator><creator>Aziz, Tipu Z.</creator><creator>Kühn, Andrea A.</creator><creator>Nguyen, T. A. Khoa</creator><creator>Pollo, Claudio</creator><general>John Wiley & Sons, Inc</general><general>Wiley Subscription Services, Inc</general><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>7U7</scope><scope>C1K</scope><scope>K9.</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0001-7023-146X</orcidid><orcidid>https://orcid.org/0000-0001-7876-3225</orcidid><orcidid>https://orcid.org/0000-0003-0577-5035</orcidid><orcidid>https://orcid.org/0000-0002-0695-6025</orcidid></search><sort><creationdate>202205</creationdate><title>Probabilistic Mapping Reveals Optimal Stimulation Site in Essential Tremor</title><author>Nowacki, Andreas ; Barlatey, Sabry ; Al‐Fatly, Bassam ; Dembek, Till ; Bot, Maarten ; Green, Alexander L. ; Kübler, Dorothee ; Lachenmayer, M. Lenard ; Debove, Ines ; Segura‐Amil, Alba ; Horn, Andreas ; Visser‐Vandewalle, Veerle ; Schuurman, Rick ; Barbe, Michael ; Aziz, Tipu Z. ; Kühn, Andrea A. ; Nguyen, T. A. Khoa ; Pollo, Claudio</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3884-66de9930d9dae1f872e9ec759a98c73ee01be69fcb2f32116ad0ba57c94e506a3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Brain mapping</topic><topic>Clusters</topic><topic>Deep brain stimulation</topic><topic>Deep Brain Stimulation - methods</topic><topic>Essential Tremor - therapy</topic><topic>Humans</topic><topic>Mapping</topic><topic>Medical imaging</topic><topic>Neural networks</topic><topic>Neuroimaging</topic><topic>Patients</topic><topic>Prospective Studies</topic><topic>Retrospective Studies</topic><topic>Statistical analysis</topic><topic>Stimulation</topic><topic>Treatment Outcome</topic><topic>Tremor</topic><topic>Tremor (Muscular contraction)</topic><topic>Tremor - therapy</topic><topic>Tremors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Nowacki, Andreas</creatorcontrib><creatorcontrib>Barlatey, Sabry</creatorcontrib><creatorcontrib>Al‐Fatly, Bassam</creatorcontrib><creatorcontrib>Dembek, Till</creatorcontrib><creatorcontrib>Bot, Maarten</creatorcontrib><creatorcontrib>Green, Alexander L.</creatorcontrib><creatorcontrib>Kübler, Dorothee</creatorcontrib><creatorcontrib>Lachenmayer, M. Lenard</creatorcontrib><creatorcontrib>Debove, Ines</creatorcontrib><creatorcontrib>Segura‐Amil, Alba</creatorcontrib><creatorcontrib>Horn, Andreas</creatorcontrib><creatorcontrib>Visser‐Vandewalle, Veerle</creatorcontrib><creatorcontrib>Schuurman, Rick</creatorcontrib><creatorcontrib>Barbe, Michael</creatorcontrib><creatorcontrib>Aziz, Tipu Z.</creatorcontrib><creatorcontrib>Kühn, Andrea A.</creatorcontrib><creatorcontrib>Nguyen, T. A. Khoa</creatorcontrib><creatorcontrib>Pollo, Claudio</creatorcontrib><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>Toxicology Abstracts</collection><collection>Environmental Sciences and Pollution Management</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>MEDLINE - Academic</collection><jtitle>Annals of neurology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Nowacki, Andreas</au><au>Barlatey, Sabry</au><au>Al‐Fatly, Bassam</au><au>Dembek, Till</au><au>Bot, Maarten</au><au>Green, Alexander L.</au><au>Kübler, Dorothee</au><au>Lachenmayer, M. Lenard</au><au>Debove, Ines</au><au>Segura‐Amil, Alba</au><au>Horn, Andreas</au><au>Visser‐Vandewalle, Veerle</au><au>Schuurman, Rick</au><au>Barbe, Michael</au><au>Aziz, Tipu Z.</au><au>Kühn, Andrea A.</au><au>Nguyen, T. A. Khoa</au><au>Pollo, Claudio</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Probabilistic Mapping Reveals Optimal Stimulation Site in Essential Tremor</atitle><jtitle>Annals of neurology</jtitle><addtitle>Ann Neurol</addtitle><date>2022-05</date><risdate>2022</risdate><volume>91</volume><issue>5</issue><spage>602</spage><epage>612</epage><pages>602-612</pages><issn>0364-5134</issn><eissn>1531-8249</eissn><abstract>Objective
The objective of this study was to obtain individual clinical and neuroimaging data of patients undergoing deep brain stimulation (DBS) for essential tremor (ET) from 5 different European centers to identify predictors of outcome and to identify an optimal stimulation site.
Methods
We analyzed retrospectively baseline covariates, pre‐ and postoperative clinical tremor scores (for 12 months) as well as individual imaging data from 119 patients to obtain individual electrode positions and stimulation volumes. Individual imaging and clinical data were used to calculate a probabilistic stimulation map in normalized space using voxel‐wise statistical analysis. Finally, we used this map to train a classifier to predict tremor improvement.
Results
Probabilistic mapping of stimulation effects yielded a statistically significant cluster that was associated with a tremor improvement >50%. This cluster of optimal stimulation extended from the posterior subthalamic area to the ventralis intermedius nucleus and coincided with a normative structural connectivity‐based cerebellothalamic tract (CTT). The combined features “distance between the stimulation volume and the significant cluster” and “CTT activation” were used as a predictor of tremor improvement. This correctly classified a >50% tremor improvement with a sensitivity of 89% and a specificity of 57%.
Interpretation
Our multicenter ET probabilistic stimulation map identified an area of optimal stimulation along the course of the CTT. The results of this study are mainly descriptive until confirmed in independent datasets, ideally through prospective testing. This target will be made openly available and may be used to guide surgical planning and for computer‐assisted programming of DBS in the future. ANN NEUROL 2022;91:602–612</abstract><cop>Hoboken, USA</cop><pub>John Wiley & Sons, Inc</pub><pmid>35150172</pmid><doi>10.1002/ana.26324</doi><tpages>11</tpages><orcidid>https://orcid.org/0000-0001-7023-146X</orcidid><orcidid>https://orcid.org/0000-0001-7876-3225</orcidid><orcidid>https://orcid.org/0000-0003-0577-5035</orcidid><orcidid>https://orcid.org/0000-0002-0695-6025</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Brain mapping Clusters Deep brain stimulation Deep Brain Stimulation - methods Essential Tremor - therapy Humans Mapping Medical imaging Neural networks Neuroimaging Patients Prospective Studies Retrospective Studies Statistical analysis Stimulation Treatment Outcome Tremor Tremor (Muscular contraction) Tremor - therapy Tremors |
title | Probabilistic Mapping Reveals Optimal Stimulation Site in Essential Tremor |
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