{"id":14805,"date":"2023-02-02T06:30:00","date_gmt":"2023-02-02T06:30:00","guid":{"rendered":"https:\/\/endoscopiaterapeutica.net\/pt\/?p=14805"},"modified":"2023-03-13T15:11:17","modified_gmt":"2023-03-13T15:11:17","slug":"endoscopia-no-futuro-inteligencia-artificial-ate-que-ponto","status":"publish","type":"post","link":"https:\/\/endoscopiaterapeutica.net\/pt\/assuntosgerais\/endoscopia-no-futuro-inteligencia-artificial-ate-que-ponto\/","title":{"rendered":"Endoscopia no Futuro: Intelig\u00eancia Artificial at\u00e9 que ponto?"},"content":{"rendered":"\n<p>O desenvolvimento de carros e transportes inteligentes sem condutor, assistentes virtuais da Alexa e Google Nest gerenciando a rotina domiciliar s\u00e3o uma realidade que permeia a atualidade e respalda um estudo de Oxford o qual estima que 47% das profiss\u00f5es atuais est\u00e3o em risco de automa\u00e7\u00e3o. <\/p>\n\n\n\n<p>Na era p\u00f3s-pandemia do Covid, vimos a acelera\u00e7\u00e3o digital alcan\u00e7ar a educa\u00e7\u00e3o com v\u00eddeo-aulas, reuni\u00f5es virtuais e congressos por confer\u00eancia remota. Neste sentido, uma das pautas atuais \u00e9 a intelig\u00eancia artificial (IA) como tecnologia na Medicina nesta \u00faltima d\u00e9cada. Ela j\u00e1 atua em v\u00e1rios campos da radiologia, oftalmologia, dermatologia e neurologia, desde diagn\u00f3stico de imagens em mamografias, les\u00f5es malignas cut\u00e2neas e na retinopatia diab\u00e9tica.&nbsp;<\/p>\n\n\n\n<p class=\"has-white-color has-text-color has-background\" style=\"background-color:#49979b\">Para compreender a IA, \u00e9 essencial saber as terminologias b\u00e1sicas:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Intelig\u00eancia Artificial (IA):<\/strong> ci\u00eancia multidisciplinar que envolve aprendizado automatizado;<\/li>\n\n\n\n<li><strong><em>Machine Learning <\/em>(ML):<\/strong> meio da IA de aprendizado automatizado por computa\u00e7\u00e3o atrav\u00e9s de diversos m\u00e9todos algor\u00edtimicos;<\/li>\n\n\n\n<li><strong><em>Deep Learning<\/em> (DL):<\/strong> um dos meios de ML mais atual por envolver diversas camadas de correla\u00e7\u00f5es algor\u00edtimicas, podendo ter pesos diferentes em cada conex\u00e3o, simulando a arquitetura de rede neural.<\/li>\n<\/ul>\n\n\n\n<p>Na gastroenterologia, a IA entremeia a Endoscopia em dois meios que podem ser vistos no V\u00eddeo:<\/p>\n\n\n\n<div style=\"position:relative;padding-top:56.25%;\"><iframe id=\"panda-709afa7a-066e-4ebc-9105-5a06fe29063c\" src=\"https:\/\/player-vz-a75e9d45-986.tv.pandavideo.com.br\/embed\/?v=709afa7a-066e-4ebc-9105-5a06fe29063c\" style=\"border:none;position:absolute;top:0;left:0;\" allow=\"accelerometer;gyroscope;autoplay;encrypted-media;picture-in-picture\" allowfullscreen=true width=\"100%\" height=\"100%\" fetchpriority=\"high\"><\/iframe><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Computer-Aided Detection (CADe):<\/strong> envolve o uso de ML e DL para detec\u00e7\u00e3o e localiza\u00e7\u00e3o de les\u00e3o. Por exemplo, a indica\u00e7\u00e3o de p\u00f3lipos na colonoscopia, como na Figura 1, denotado por sinal azul claro em forma de retrato envolvendo o p\u00f3lipo<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/endoscopiaterapeutica.net\/pt\/wp-content\/uploads\/2023\/01\/Figura-1-Colono-CADe.jpg\" data-rel=\"penci-gallery-image-content\" ><img fetchpriority=\"high\" decoding=\"async\" width=\"600\" height=\"321\" src=\"https:\/\/endoscopiaterapeutica.net\/pt\/wp-content\/uploads\/2023\/01\/Figura-1-Colono-CADe.jpg\" alt=\"\" class=\"wp-image-14809\" srcset=\"https:\/\/endoscopiaterapeutica.net\/pt\/wp-content\/uploads\/2023\/01\/Figura-1-Colono-CADe.jpg?v=1673480563 600w, https:\/\/endoscopiaterapeutica.net\/pt\/wp-content\/uploads\/2023\/01\/Figura-1-Colono-CADe-300x161.jpg?v=1673480563 300w, https:\/\/endoscopiaterapeutica.net\/pt\/wp-content\/uploads\/2023\/01\/Figura-1-Colono-CADe-585x313.jpg?v=1673480563 585w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/a><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Computer-Aided Diagnosis (CADx):<\/strong> envolve o uso de ML e DL para auxiliar no diagn\u00f3stico de les\u00f5es. \u00c9 poss\u00edvel que a IA consiga diferenciar les\u00f5es neopl\u00e1sicas de hiperpl\u00e1sicas na colonoscopia, como visto na Figura 2, com um c\u00edrculo amarelo envolvendo a na vis\u00e3o endosc\u00f3pica e demarca\u00e7\u00e3o da les\u00e3o no campo inferior direito.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/endoscopiaterapeutica.net\/pt\/wp-content\/uploads\/2023\/01\/figura-2-CADx.jpg\" data-rel=\"penci-gallery-image-content\" ><img decoding=\"async\" width=\"603\" height=\"325\" src=\"https:\/\/endoscopiaterapeutica.net\/pt\/wp-content\/uploads\/2023\/01\/figura-2-CADx.jpg\" alt=\"\" class=\"wp-image-14807\" srcset=\"https:\/\/endoscopiaterapeutica.net\/pt\/wp-content\/uploads\/2023\/01\/figura-2-CADx.jpg?v=1673478593 603w, https:\/\/endoscopiaterapeutica.net\/pt\/wp-content\/uploads\/2023\/01\/figura-2-CADx-300x162.jpg?v=1673478593 300w, https:\/\/endoscopiaterapeutica.net\/pt\/wp-content\/uploads\/2023\/01\/figura-2-CADx-585x315.jpg?v=1673478593 585w\" sizes=\"(max-width: 603px) 100vw, 603px\" \/><\/a><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><\/p>\n\n\n\n<p>Atualmente, o uso de IA encontra-se em diversos estudos e em fases distintas, desde valida\u00e7\u00e3o, efic\u00e1cia at\u00e9 a vigil\u00e2ncia p\u00f3s-comercializa\u00e7\u00e3o com aprova\u00e7\u00e3o do FDA (ag\u00eancia reguladora de sa\u00fade e servi\u00e7os nos EUA). Seu uso na endoscopia digestiva alta, c\u00e1psula endosc\u00f3pica e colonoscopia podem ser separados por segmentos:<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Es\u00f4fago<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Es\u00f4fago de Barrett (EB): Groof et al. obteve uma sensibilidade e especificidade maiores com IA na detec\u00e7\u00e3o de EB, respectivamente de 90% e 88%, quando comparado aos especialistas sem CADe de 88% e 72%, respectivamente. Ebigbo et al. desenvolveu um CADx capaz de diagnosticar cancer em EB, bem como diferenciar invas\u00e3o de submucosa, de T1a de T1b, com 77% de sensibilidade e 64% de especificidade.<\/li>\n\n\n\n<li>Carcinoma Espinocelular (CEC): O CADe de Guo et al. conseguiu uma sensibilidade de 98% e especificidade de 95% com o aux\u00edlio de cromoscopia NBI.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Est\u00f4mago<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Helicobacter pylori: Nakashima e colegas desenvolveram um CADx com sensibilidade \u00e0 luz branca de 66.7%, \u00e0 cromoscopia BLI de 96.7% e \u00e0 cromoscopia com LCI de 96.7%.<\/li>\n\n\n\n<li>C\u00e2ncer precoce: Kanesaka et al. conseguiram delinear por CADx as les\u00f5es suspeitas com sensibilidade e especificidade de 65.5% e 80.8%, respectivamente. Zhu e colegas desenvolveram um modelo capaz de diferenciar a profundidade da les\u00e3o, de SM1 versus SM2, com sensibilidade de 76.5% e especificidade de 95.6%, auxiliando na avalia\u00e7\u00e3o de ressec\u00e7\u00e3o endosc\u00f3pica.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Intestino Delgado<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Sangramento de intestino delgado: o diagn\u00f3stico por c\u00e1psula endosc\u00f3pica de Jia e colegas chegou a 99% de sensibilidade e especificidade. Aoki et al. desenvolveu um CADe para detec\u00e7\u00e3o de eros\u00f5es&nbsp; e ulcera\u00e7\u00f5es com acur\u00e1cia de 90.8%.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Intestino Grosso<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Taxa de detec\u00e7\u00e3o de p\u00f3lipo (ADR): Um estudo randomizado de Wang et al. reportou um aumento de ADR no grupo com CADe comparado ao convencional (34% versus 28%).<\/li>\n\n\n\n<li>Cancer colorretal: Ito e colegas aplicaram um CADx capaz de diagnosticar a profundidade de invas\u00e3o de cancer T1b, chegando a acur\u00e1cia de 81,2%.<\/li>\n\n\n\n<li>Doen\u00e7a inflamat\u00f3ria intestinal: Campo ainda com estudos prospectivos em andamento. Maeda et al. desenvolveram um CADx predizendo inflama\u00e7\u00e3o histol\u00f3gica em retocolite ulcerativa com acur\u00e1cia de 91%.<\/li>\n<\/ul>\n\n\n\n<p>A tecnologia avan\u00e7a exponencialmente e o estudo de Oxford mostra que o profissional do futuro deve estar aberto a inovar e aprender. Isso n\u00e3o difere na Medicina, tanto que em universidades renomadas, como a Harvard Medical School nos EUA, j\u00e1 possuem grades curriculares que antecipam a participa\u00e7\u00e3o dos alunos no <em>hands-on<\/em> e contato com paciente e especialidades, bem como a desenvolver <em>soft skills<\/em> de pensamento cr\u00edtico, coordena\u00e7\u00e3o e tomada de decis\u00e3o, habilidades ainda al\u00e9m do escopo da IA.<\/p>\n\n\n\n<p>De tantas aplicabilidades que est\u00e3o em andamento e outras a virem, a IA dever\u00e1 se apresentar multimodal no campo da endoscopia. Ela envolver\u00e1 n\u00e3o apenas a detec\u00e7\u00e3o e diagn\u00f3stico, mas tamb\u00e9m na decis\u00e3o cl\u00ednica atrav\u00e9s de previs\u00e3o histol\u00f3gica e de risco metast\u00e1tico em les\u00f5es neopl\u00e1sicas, auxiliando nas condutas e decis\u00f5es a curto e longo prazo, podendo delinear o prazo ideal de seguimento.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Refer\u00eancias Bibliogr\u00e1ficas<\/strong><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Boyle, Kathleen. &#8220;TECHNOLOGY AT WORK v6. 0: The Coming of the Post-Production Society.&#8221; (2021).<\/li>\n\n\n\n<li>Brown, Jeremy R. Glissen, and Tyler M. Berzin. &#8220;Adoption of New Technologies: Artificial Intelligence.&#8221; <em>Gastrointestinal Endoscopy Clinics<\/em> 31.4 (2021): 743-758.<\/li>\n\n\n\n<li>Okagawa, Yutaka, et al. &#8220;Artificial intelligence in endoscopy.&#8221; <em>Digestive Diseases and Sciences<\/em> 67.5 (2022): 1553-1572.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Como citar este artigo<\/strong><\/h2>\n\n\n\n<p class=\"has-background\" style=\"background-color:#abb7c282\">Kum, AST e Miyajima, NT. Endoscopia no Futuro: Intelig\u00eancia Artificial at\u00e9 que ponto? Endoscopia Terapeutica 2023, vol 1. Dispon\u00edvel em: <a href=\"https:\/\/endoscopiaterapeutica.net\/pt\/?p=14805\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/endoscopiaterapeutica.net\/pt\/assuntosgerais\/endoscopia-no-futuro-inteligencia-artificial-ate-que-ponto\/<\/a><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>O desenvolvimento de carros e transportes inteligentes sem condutor, assistentes virtuais da Alexa e&hellip;<\/p>\n","protected":false},"author":5611,"featured_media":14807,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"categories":[151],"tags":[],"ano":[555],"tipo":[153],"volume":[263],"class_list":["post-14805","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-assuntosgerais","ano-555","tipo-endoscopia-digestiva-alta","volume-volume-i"],"yoast_head":"<!-- This site is optimized with the Yoast SEO 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