{"id":481,"date":"2024-10-10T23:08:31","date_gmt":"2024-10-10T22:08:31","guid":{"rendered":"https:\/\/bioaiworks.com\/?page_id=481"},"modified":"2025-05-14T11:51:55","modified_gmt":"2025-05-14T10:51:55","slug":"ai-for-dataset-creation","status":"publish","type":"page","link":"https:\/\/bioaiworks.com\/?page_id=481","title":{"rendered":"OncoNeo400 AI Engine"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<p class=\"has-text-align-center has-large-font-size\"><a href=\"http:\/\/aibiosol.com\/\">Click here to use the platform<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"http:\/\/aibiosol.com\/\"><img loading=\"lazy\" decoding=\"async\" width=\"602\" height=\"483\" src=\"https:\/\/bioaiworks.com\/wp-content\/uploads\/2025\/03\/image-1.png\" alt=\"\" class=\"wp-image-630\" srcset=\"https:\/\/bioaiworks.com\/wp-content\/uploads\/2025\/03\/image-1.png 602w, https:\/\/bioaiworks.com\/wp-content\/uploads\/2025\/03\/image-1-300x241.png 300w\" sizes=\"auto, (max-width: 602px) 100vw, 602px\" \/><\/a><\/figure>\n\n\n\n<div class=\"wp-block-uagb-info-box uagb-block-5ca51070 uagb-infobox__content-wrap  uagb-infobox-icon-above-title uagb-infobox-image-valign-top\"><div class=\"uagb-ifb-content\"><div class=\"uagb-ifb-icon-wrap\"><svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\"><path d=\"M0 256C0 114.6 114.6 0 256 0C397.4 0 512 114.6 512 256C512 397.4 397.4 512 256 512C114.6 512 0 397.4 0 256zM371.8 211.8C382.7 200.9 382.7 183.1 371.8 172.2C360.9 161.3 343.1 161.3 332.2 172.2L224 280.4L179.8 236.2C168.9 225.3 151.1 225.3 140.2 236.2C129.3 247.1 129.3 264.9 140.2 275.8L204.2 339.8C215.1 350.7 232.9 350.7 243.8 339.8L371.8 211.8z\"><\/path><\/svg><\/div><div class=\"uagb-ifb-title-wrap\"><h3 class=\"uagb-ifb-title\"><br><br>OncoNeo400 combines AI mass predictions with Advanced Statistics and Biological reasoning to make more reliable Neoantigen Immunogenicity predictions<\/h3><\/div><p class=\"uagb-ifb-desc\"><br><br><\/p><\/div><\/div>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full animated slideInUp\"><img loading=\"lazy\" decoding=\"async\" width=\"2973\" height=\"1694\" data-id=\"569\" src=\"https:\/\/bioaiworks.com\/wp-content\/uploads\/2024\/10\/image-18.png\" alt=\"\" class=\"wp-image-569\" srcset=\"https:\/\/bioaiworks.com\/wp-content\/uploads\/2024\/10\/image-18.png 2973w, https:\/\/bioaiworks.com\/wp-content\/uploads\/2024\/10\/image-18-300x171.png 300w, https:\/\/bioaiworks.com\/wp-content\/uploads\/2024\/10\/image-18-1024x583.png 1024w, https:\/\/bioaiworks.com\/wp-content\/uploads\/2024\/10\/image-18-768x438.png 768w, https:\/\/bioaiworks.com\/wp-content\/uploads\/2024\/10\/image-18-1536x875.png 1536w, https:\/\/bioaiworks.com\/wp-content\/uploads\/2024\/10\/image-18-2048x1167.png 2048w\" sizes=\"auto, (max-width: 2973px) 100vw, 2973px\" \/><\/figure>\n<\/figure>\n\n\n\n<div class=\"wp-block-uagb-info-box uagb-block-1c510e36 uagb-infobox__content-wrap  uagb-infobox-icon-above-title uagb-infobox-image-valign-top\"><div class=\"uagb-ifb-content\"><div class=\"uagb-ifb-icon-wrap\"><svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\"><path d=\"M0 256C0 114.6 114.6 0 256 0C397.4 0 512 114.6 512 256C512 397.4 397.4 512 256 512C114.6 512 0 397.4 0 256zM371.8 211.8C382.7 200.9 382.7 183.1 371.8 172.2C360.9 161.3 343.1 161.3 332.2 172.2L224 280.4L179.8 236.2C168.9 225.3 151.1 225.3 140.2 236.2C129.3 247.1 129.3 264.9 140.2 275.8L204.2 339.8C215.1 350.7 232.9 350.7 243.8 339.8L371.8 211.8z\"><\/path><\/svg><\/div><div class=\"uagb-ifb-title-wrap\"><h3 class=\"uagb-ifb-title\"><br>OncoNeo400 source of knowledge<\/h3><\/div><p class=\"uagb-ifb-desc\">The Onconeo400 was trained using various Real world experiments to be able to predict the binding affinity towards immune system cells<br><\/p><\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-buttons uagb-buttons__outer-wrap uagb-btn__default-btn uagb-btn-tablet__default-btn uagb-btn-mobile__default-btn uagb-block-ef310f35\"><div class=\"uagb-buttons__wrap uagb-buttons-layout-wrap\">\n<div class=\"wp-block-uagb-buttons-child uagb-buttons__outer-wrap uagb-block-f265ad06 wp-block-button is-style-outline\"><div class=\"uagb-button__wrapper\"><a class=\"uagb-buttons-repeater wp-block-button__link has-background has-text-color\" href=\"https:\/\/bioaiworks.com\/?page_id=445\" onclick=\"return true;\" rel=\"follow noopener\" target=\"_self\"><div class=\"uagb-button__link\">Contact us<\/div><\/a><\/div><\/div>\n<\/div><\/div>\n\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/bioaiworks.com\/wp-content\/uploads\/2025\/04\/Aquinas-555568.mp4\"><\/video><\/figure>\n\n\n\n<div class=\"wp-block-uagb-info-box uagb-block-8ef46e9f uagb-infobox__content-wrap  uagb-infobox-icon-above-title uagb-infobox-image-valign-top\"><div class=\"uagb-ifb-content\"><div class=\"uagb-ifb-icon-wrap\"><svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\"><path d=\"M0 256C0 114.6 114.6 0 256 0C397.4 0 512 114.6 512 256C512 397.4 397.4 512 256 512C114.6 512 0 397.4 0 256zM371.8 211.8C382.7 200.9 382.7 183.1 371.8 172.2C360.9 161.3 343.1 161.3 332.2 172.2L224 280.4L179.8 236.2C168.9 225.3 151.1 225.3 140.2 236.2C129.3 247.1 129.3 264.9 140.2 275.8L204.2 339.8C215.1 350.7 232.9 350.7 243.8 339.8L371.8 211.8z\"><\/path><\/svg><\/div><div class=\"uagb-ifb-title-wrap\"><h3 class=\"uagb-ifb-title\"><br>Most AI models rely on point estimates which are converted to classes using simple thresholds. However this approach doesn&#8217;t take into account the uncertainty of individual predictions. So when we say a model is 90% accurate we say this for the whole model, not for any individual prediction we made. Onco Neo400 can construct the confidence interval around every individual AI prediction using a swarm of 150 AI models. This means we can inject more certainty in predictions and make them more reliable and validated against experimental data.<\/h3><\/div><p class=\"uagb-ifb-desc\"><br><\/p><\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-buttons uagb-buttons__outer-wrap uagb-btn__default-btn uagb-btn-tablet__default-btn uagb-btn-mobile__default-btn uagb-block-7c2ba980\"><div class=\"uagb-buttons__wrap uagb-buttons-layout-wrap\">\n<div class=\"wp-block-uagb-buttons-child uagb-buttons__outer-wrap uagb-block-7658327b wp-block-button is-style-outline\"><div class=\"uagb-button__wrapper\"><a class=\"uagb-buttons-repeater wp-block-button__link has-background has-text-color\" href=\"https:\/\/bioaiworks.com\/?page_id=445\" onclick=\"return true;\" rel=\"follow noopener\" target=\"_self\"><div class=\"uagb-button__link\">Contact us<\/div><\/a><\/div><\/div>\n<\/div><\/div>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"619\" src=\"https:\/\/bioaiworks.com\/wp-content\/uploads\/2025\/05\/image-3-1024x619.png\" alt=\"\" class=\"wp-image-677\" srcset=\"https:\/\/bioaiworks.com\/wp-content\/uploads\/2025\/05\/image-3-1024x619.png 1024w, https:\/\/bioaiworks.com\/wp-content\/uploads\/2025\/05\/image-3-300x181.png 300w, https:\/\/bioaiworks.com\/wp-content\/uploads\/2025\/05\/image-3-768x464.png 768w, https:\/\/bioaiworks.com\/wp-content\/uploads\/2025\/05\/image-3.png 1376w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><\/summary>\n<p><\/p>\n\n\n\n<p class=\"has-body-text-color has-text-color has-link-color wp-elements-0882d6b521f5bb799dd338c59808f0b2\">The T cells not only have a role in recognition of Neoantigens on Cancer cell surface, but also actively engage with them, displaying cytotoxic effects and antigen presentation to other cells. T &#8211; Swarm is all about predicting these cellular effects using a swarm of AI models<\/p>\n<\/details>\n\n\n\n<p class=\"has-body-text-color has-text-color has-link-color has-big-font-size wp-elements-5a26fa3937acb3a3110bca4d3808d67f\">The T swam part of the Engine is all about cellular reactions and i composed of 50 AI models able to predict if a T cell will recognize the Neoantigen on the surface of tumor cell as non-SELF but also which cellular reaction would it make.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"869\" src=\"https:\/\/bioaiworks.com\/wp-content\/uploads\/2025\/05\/image-4-1024x869.png\" alt=\"\" class=\"wp-image-689\" srcset=\"https:\/\/bioaiworks.com\/wp-content\/uploads\/2025\/05\/image-4-1024x869.png 1024w, https:\/\/bioaiworks.com\/wp-content\/uploads\/2025\/05\/image-4-300x255.png 300w, https:\/\/bioaiworks.com\/wp-content\/uploads\/2025\/05\/image-4-768x652.png 768w, https:\/\/bioaiworks.com\/wp-content\/uploads\/2025\/05\/image-4.png 1129w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-body-text-color has-text-color has-link-color has-big-font-size wp-elements-6f8805865df22c87a6b8bfd28014b240\">The HLA swarm AI system can make predictions on 190+ HLA genotypes known to have a role in cancer immunity and carefully curated based on biological domain knowledge.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"431\" src=\"https:\/\/bioaiworks.com\/wp-content\/uploads\/2025\/05\/image-5-1024x431.png\" alt=\"\" class=\"wp-image-691\" srcset=\"https:\/\/bioaiworks.com\/wp-content\/uploads\/2025\/05\/image-5-1024x431.png 1024w, https:\/\/bioaiworks.com\/wp-content\/uploads\/2025\/05\/image-5-300x126.png 300w, https:\/\/bioaiworks.com\/wp-content\/uploads\/2025\/05\/image-5-768x324.png 768w, https:\/\/bioaiworks.com\/wp-content\/uploads\/2025\/05\/image-5.png 1327w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-body-text-color has-text-color has-link-color has-big-font-size wp-elements-652501620b2aa35656f7917e71c01d4c\">The B-SWARM. Another set of AI models with main characteristic or recognizing the BCR based receptor, but also the the reaction (antibody creation) that B cells would make in ex vivo presence of peptide. A good example of this would be serum with B cells in presence of the peptide.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Click here to use the platform The T swam part of the Engine is all [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_uag_custom_page_level_css":"","footnotes":""},"class_list":["post-481","page","type-page","status-publish","hentry"],"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false},"uagb_author_info":{"display_name":"darkomedin@aol.com","author_link":"https:\/\/bioaiworks.com\/?author=1"},"uagb_comment_info":0,"uagb_excerpt":"Click here to use the platform The T swam part of the Engine is all [&hellip;]","_links":{"self":[{"href":"https:\/\/bioaiworks.com\/index.php?rest_route=\/wp\/v2\/pages\/481","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bioaiworks.com\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/bioaiworks.com\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/bioaiworks.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/bioaiworks.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=481"}],"version-history":[{"count":54,"href":"https:\/\/bioaiworks.com\/index.php?rest_route=\/wp\/v2\/pages\/481\/revisions"}],"predecessor-version":[{"id":693,"href":"https:\/\/bioaiworks.com\/index.php?rest_route=\/wp\/v2\/pages\/481\/revisions\/693"}],"wp:attachment":[{"href":"https:\/\/bioaiworks.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=481"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}