{"id":25033,"date":"2024-02-07T12:01:54","date_gmt":"2024-02-07T11:01:54","guid":{"rendered":"https:\/\/idibell.cat\/?p=25033"},"modified":"2024-02-07T12:03:34","modified_gmt":"2024-02-07T11:03:34","slug":"nova-eina-daprenentatge-automatic-que-prediu-levolucio-dels-pacients-de-toc","status":"publish","type":"post","link":"https:\/\/idibell.cat\/2024\/02\/nova-eina-daprenentatge-automatic-que-prediu-levolucio-dels-pacients-de-toc\/","title":{"rendered":"Nova eina d\u2019aprenentatge autom\u00e0tic que prediu l\u2019evoluci\u00f3 dels pacients de TOC"},"content":{"rendered":"<p>La Unitat de TOC del <a href=\"https:\/\/bellvitgehospital.cat\/es\/especialidades\/psiquiatria\">Servei de Psiquiatria<\/a> de l\u2019Hospital Universitari de Bellvitge (HUB) i el <a href=\"https:\/\/idibell.cat\/recerca\/area-de-neurociencies\/programa-de-neurociencies\/psiquiatria-i-salut-mental\/\">grup de Psiquiatria i Salut Mental<\/a> de l\u2019IDIBELL han impulsat el primer estudi que construeix un model de pron\u00f2stic a llarg termini, basat en machine learning, dels pacients de Trastorn Obsessiu Compulsiu (TOC). Ho ha fet gr\u00e0cies al seguiment de pacients del centre durant m\u00e9s d\u2019una d\u00e8cada, el que suposa un pas endavant en l\u2019especialitat: \u201c\u00c9s un model d\u2019aprenentatge autom\u00e0tic que permet predir l\u2019evoluci\u00f3 dels pacients amb TOC, a trav\u00e9s de les variables cl\u00edniques i de rendiment neuropsicol\u00f2gic recollides des de l\u2019inici del seguiment\u201d destaca el Dr. Cinto Segal\u00e0s, especialista de l\u2019HUB i l\u2019IDIBELL, i investigador principal de l\u2019estudi.<\/p>\n<p>&nbsp;<\/p>\n<p>La recerca, publicada al <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0165032724001757\">Journal of Affective Disorders<\/a>, tamb\u00e9 mostra que dos ter\u00e7os dels pacients s\u00f3n resistents als tractaments estandarditzats, com ara a la medicaci\u00f3, la ter\u00e0pia cognitiva conductual o la psicocirurgia. Segons els investigadors, aquests resultats reforcen la idea que el TOC \u00e9s una malaltia cr\u00f2nica. En aquest context, l\u2019aprenentatge autom\u00e0tic podria contribuir a propiciar una ter\u00e0pia m\u00e9s personalitzada.<\/p>\n<p>&nbsp;<\/p>\n<p>En els darrers temps existeix un inter\u00e8s creixent en el machine learning, un subcamp de la intel\u00b7lig\u00e8ncia artificial, per examinar conjunts de dades i crear models per fer prediccions o prendre decisions aprenent de les dades. En l\u2019\u00e0mbit de la psiquiatria, s&#8217;ha utilitzat per al diagn\u00f2stic de malalties, prediccions de tractament o la detecci\u00f3 de biomarcadors potencials. Alguns estudis que utilitzen l&#8217;aprenentatge autom\u00e0tic ja s&#8217;han realitzat en el TOC per predir la remissi\u00f3 dels s\u00edmptomes i els intents de su\u00efcidi.<\/p>\n<p>&nbsp;<\/p>\n<p>La mostra de l\u2019estudi ha estat de 134 persones, 60 pacients de la Unitat de TOC de l\u2019Hospital de Bellvitge i 74 voluntaris. Tot i que els investigadors emplacen a ampliar la mostra i disposar d\u2019algorismes encara m\u00e9s fiables, sostenen que l\u2019aprenentatge autom\u00e0tic podria predir els resultats dels pacients de TOC a llarg termini utilitzant \u00fanicament la informaci\u00f3 cl\u00ednica i cognitiva b\u00e0sica.<\/p>\n<p>&nbsp;<\/p>\n<p><strong>El TOC, la \u201cmalaltia del dubte\u201d<\/strong><\/p>\n<p>Les persones que pateixen Trastorn Obsessiu Compulsiu presenten pensaments, imatges o impulsos no desitjats (obsessions) que provoquen comportaments o accions mentals repetitives (compulsions). Aquestes obsessions i compulsions, aix\u00ed com les conductes evitatives, impacten en les activitats de la vida quotidiana, causant-los un gran patiment emocional. Aproximadament, un 2% de la poblaci\u00f3 general desenvolupa un TOC, i no se\u2019n coneix una causa espec\u00edfica, tot i que intervenen factors gen\u00e8tics i ambientals. La Unitat de TOC del Servei de Psiquiatria de l\u2019HUB \u00e9s referent en recerca sobre aquest trastorn en l\u2019\u00e0mbit internacional i segueix fent recerca per millorar la qualitat de vida de les persones que ho pateixen.<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><em>L\u2019Institut d&#8217;Investigaci\u00f3 Biom\u00e8dica de Bellvitge (IDIBELL) \u00e9s un centre de recerca en biomedicina creat l\u2019any 2004. Est\u00e0 participat per l&#8217;Hospital Universitari de Bellvitge i l\u2019Hospital de Viladecans de l&#8217;Institut Catal\u00e0 de la Salut, l&#8217;Institut Catal\u00e0 d&#8217;Oncologia, la Universitat de Barcelona i l\u2019Ajuntament de l\u2019Hospitalet de Llobregat.<\/em><\/p>\n<p><em>L\u2019IDIBELL \u00e9s membre del Campus d&#8217;Excel\u00b7l\u00e8ncia Internacional de la Universitat de Barcelona HUBc i forma part de la instituci\u00f3 CERCA de la Generalitat de Catalunya. L&#8217;any 2009 es va convertir en un dels cinc primers centres d\u2019investigaci\u00f3 espanyols acreditats com a institut d\u2019investigaci\u00f3 sanit\u00e0ria per l\u2019Instituto de Salud Carlos III. A m\u00e9s, forma part del programa \u201cHR Excellence in Research\u201d de la Uni\u00f3 Europea i \u00e9s membre de EATRIS i REGIC. Des de l\u2019any 2018, l\u2019IDIBELL \u00e9s un Centro Acreditado de la Fundaci\u00f3n Cient\u00edfica AECC (FCAECC).<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>El grup de recerca de Psiquiatria i Salut Mental de l\u2019IDIBELL ha realitzat el primer estudi que relaciona informaci\u00f3 cl\u00ednica amb pron\u00f2stic a llarg termini mitjan\u00e7ant machine learning.<\/p>\n","protected":false},"author":8,"featured_media":25034,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"default","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[340,446,457,429],"tags":[],"class_list":["post-25033","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-neurociencies","category-noticies","category-p-de-neurociencies","category-psiquiatria-i-salut-mental"],"publishpress_future_action":{"enabled":false,"date":"2024-12-29 18:22:45","action":"change-status","newStatus":"draft","terms":[],"taxonomy":"category"},"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"_links":{"self":[{"href":"https:\/\/idibell.cat\/wp-json\/wp\/v2\/posts\/25033","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/idibell.cat\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/idibell.cat\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/idibell.cat\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/idibell.cat\/wp-json\/wp\/v2\/comments?post=25033"}],"version-history":[{"count":1,"href":"https:\/\/idibell.cat\/wp-json\/wp\/v2\/posts\/25033\/revisions"}],"predecessor-version":[{"id":25035,"href":"https:\/\/idibell.cat\/wp-json\/wp\/v2\/posts\/25033\/revisions\/25035"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/idibell.cat\/wp-json\/wp\/v2\/media\/25034"}],"wp:attachment":[{"href":"https:\/\/idibell.cat\/wp-json\/wp\/v2\/media?parent=25033"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/idibell.cat\/wp-json\/wp\/v2\/categories?post=25033"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/idibell.cat\/wp-json\/wp\/v2\/tags?post=25033"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}