{"id":75634,"date":"2025-12-24T09:24:27","date_gmt":"2025-12-24T09:24:27","guid":{"rendered":"https:\/\/leitat.org\/?p=75634"},"modified":"2025-12-24T09:35:53","modified_gmt":"2025-12-24T09:35:53","slug":"integral","status":"publish","type":"post","link":"https:\/\/leitat.org\/en\/blog\/integral\/","title":{"rendered":"INTEGRAL"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"75634\" class=\"elementor elementor-75634 elementor-75616\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-73935fd e-flex e-con-boxed e-con e-parent\" data-id=\"73935fd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d68ecbd elementor-widget elementor-widget-text-editor\" data-id=\"d68ecbd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><em>Integrated Next-Generation Tools for Early Infection Control and Antibiotic Resistance Reduction in Poultry<\/em><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-06c088d e-flex e-con-boxed e-con e-parent\" data-id=\"06c088d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7f182c8 elementor-widget elementor-widget-text-editor\" data-id=\"7f182c8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Abstract:<\/strong><\/p><div class=\"flex flex-col text-sm pb-25\"><article class=\"text-token-text-primary w-full focus:outline-none [--shadow-height:45px] has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\" dir=\"auto\" tabindex=\"-1\" data-turn-id=\"request-WEB:0b815978-4ba2-4f69-928c-2d5b55493913-13\" data-testid=\"conversation-turn-10\" data-scroll-anchor=\"true\" data-turn=\"assistant\"><div class=\"text-base my-auto mx-auto pb-10 [--thread-content-margin:--spacing(4)] @w-sm\/main:[--thread-content-margin:--spacing(6)] @w-lg\/main:[--thread-content-margin:--spacing(16)] px-(--thread-content-margin)\"><div class=\"[--thread-content-max-width:40rem] @w-lg\/main:[--thread-content-max-width:48rem] mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden relative flex w-full min-w-0 flex-col agent-turn\" tabindex=\"-1\"><div class=\"flex max-w-full flex-col grow\"><div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal [.text-message+&amp;]:mt-1\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"4a394cf3-fb81-4379-8ce8-17d2fefa3db6\" data-message-model-slug=\"gpt-5-mini\"><div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[1px]\"><div class=\"markdown prose dark:prose-invert w-full break-words light markdown-new-styling\"><p data-start=\"0\" data-end=\"661\">The <strong>INTEGRAL<\/strong> project aims to transform poultry health management through the development of an integrated, data-driven strategy that combines rapid pathogen detection, AI-based predictive modeling, and microbiome-based interventions. Driven by the urgent global need to ensure food production for a projected population of 9.8 billion by 2050, the project addresses critical challenges in poultry production, including high infection incidence, increased mortality following antibiotic restrictions, and the emergence of antimicrobial-resistant bacteria, offering innovative diagnostic and management solutions tailored to modern intensive farming conditions.<\/p><p data-start=\"663\" data-end=\"1568\">The main objective is to reduce the prevalence and impact of infectious diseases in poultry production while minimizing antibiotic use and increasing productivity. To achieve this, the project pursues several specific goals: (i) establishing a robust baseline of pathogen incidence and creating a curated in silico database of key poultry pathogens with annotated antibiotic resistance markers; (ii) developing rapid long-read sequencing tools capable of providing comprehensive pathogen and resistance profiles within six hours; (iii) designing and validating a high-performance predictive model that integrates microbiome, phenotypic, environmental, and production data using machine learning techniques; and (iv) exploring and deploying microbiome-based solutions through the isolation, characterization, and artificial selection of beneficial microbial consortia to counteract pathogenic infections.<\/p><p data-start=\"1570\" data-end=\"2568\">The methodology is organized into five interrelated technical activities that begin with extensive field sampling and data acquisition from diverse poultry farms, followed by molecular characterization in the laboratory using Oxford Nanopore long-read sequencing. These data are then integrated and preprocessed to build predictive models using supervised learning algorithms such as Random Forests, XGBoost, and neural networks, with rigorous cross-validation and hyperparameter tuning to ensure reliability. In parallel, the project investigates innovative microbiome-based interventions through the artificial selection of microbial consortia via in vitro studies, culminating in comparative field trials against conventional practices. A synergistic public-private collaboration is maintained between UVESA, which provides practical operational expertise and farm-level knowledge, and Leitat, which contributes advanced R&amp;D capabilities in diagnostics, data analysis, and technology transfer.<\/p><p data-start=\"2570\" data-end=\"3285\" data-is-last-node=\"\" data-is-only-node=\"\">Expected outcomes include a validated rapid diagnostic platform for early pathogen and antibiotic resistance detection, a robust AI-driven predictive model for real-time infection risk forecasting, and innovative, farm-customized microbiome-based management strategies. These results are expected to significantly improve animal health and welfare, reduce economic losses, and enhance the sustainability and competitiveness of poultry production. By bridging the gap between laboratory innovation and field application, the INTEGRAL project not only advances the state of the art in precision livestock farming but also creates a scalable framework with potential applications in other sectors of animal production.<\/p><p data-start=\"2570\" data-end=\"3285\" data-is-last-node=\"\" data-is-only-node=\"\">\u00a0<\/p><p data-start=\"3615\" data-end=\"3651\"><strong data-start=\"3615\" data-end=\"3649\">Leitat&#8217;s role in the project:<\/strong><\/p><div class=\"flex flex-col text-sm pb-25\"><article class=\"text-token-text-primary w-full focus:outline-none [--shadow-height:45px] has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\" dir=\"auto\" tabindex=\"-1\" data-turn-id=\"request-WEB:0b815978-4ba2-4f69-928c-2d5b55493913-17\" data-testid=\"conversation-turn-18\" data-scroll-anchor=\"true\" data-turn=\"assistant\"><div class=\"text-base my-auto mx-auto pb-10 [--thread-content-margin:--spacing(4)] @w-sm\/main:[--thread-content-margin:--spacing(6)] @w-lg\/main:[--thread-content-margin:--spacing(16)] px-(--thread-content-margin)\"><div class=\"[--thread-content-max-width:40rem] @w-lg\/main:[--thread-content-max-width:48rem] mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden relative flex w-full min-w-0 flex-col agent-turn\" tabindex=\"-1\"><div class=\"flex max-w-full flex-col grow\"><div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal [.text-message+&amp;]:mt-1\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"7a186cf1-3c75-41fd-bb51-367dad7da766\" data-message-model-slug=\"gpt-5-mini\"><div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[1px]\"><div class=\"markdown prose dark:prose-invert w-full break-words light markdown-new-styling\"><p data-start=\"0\" data-end=\"65\" data-is-last-node=\"\" data-is-only-node=\"\">Leitat will act as a beneficiary partner in the INTEGRAL project.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/article><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/article><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-181444b e-flex e-con-boxed e-con e-parent\" data-id=\"181444b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-09b0ccd e-con-full e-flex e-con e-child\" data-id=\"09b0ccd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0eaab40 elementor-widget elementor-widget-text-editor\" data-id=\"0eaab40\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Project budget:<\/strong> 632.139\u20ac<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8140e92 e-con-full e-flex e-con e-child\" data-id=\"8140e92\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-278b52e elementor-widget elementor-widget-text-editor\" data-id=\"278b52e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Financial framework:<\/strong> Proyectos en colaboraci\u00f3n p\u00fablico-privada 2024<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2a682b4 e-con-full e-flex e-con e-child\" data-id=\"2a682b4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-15addf4 elementor-widget elementor-widget-text-editor\" data-id=\"15addf4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Start date:<\/strong>\u00a001\/12\/2025<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1f1b4f6 e-con-full e-flex e-con e-child\" data-id=\"1f1b4f6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1abfb99 elementor-widget elementor-widget-text-editor\" data-id=\"1abfb99\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Leitat&#8217;s budget:<\/strong> 242.931\u20ac<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d66261c e-con-full e-flex e-con e-child\" data-id=\"d66261c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1a2b3d0 elementor-widget elementor-widget-text-editor\" data-id=\"1a2b3d0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Contract number:<\/strong> CPP2024-011638<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ca06880 e-con-full e-flex e-con e-child\" data-id=\"ca06880\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ce05b25 elementor-widget elementor-widget-text-editor\" data-id=\"ce05b25\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>End date:<\/strong>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d78e34b e-flex e-con-boxed e-con e-parent\" data-id=\"d78e34b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9fe5c91 elementor-widget elementor-widget-text-editor\" data-id=\"9fe5c91\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Partners:<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2bd1ff2 e-flex e-con-boxed e-con e-parent\" data-id=\"2bd1ff2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-80e6797 elementor-widget elementor-widget-image\" data-id=\"80e6797\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"466\" src=\"https:\/\/leitat.org\/wp-content\/uploads\/2025\/12\/Texto-4-1024x597.jpg\" class=\"attachment-large size-large wp-image-75624\" alt=\"\" srcset=\"https:\/\/leitat.org\/wp-content\/uploads\/2025\/12\/Texto-4-1024x597.jpg 1024w, https:\/\/leitat.org\/wp-content\/uploads\/2025\/12\/Texto-4-300x175.jpg 300w, https:\/\/leitat.org\/wp-content\/uploads\/2025\/12\/Texto-4-768x448.jpg 768w, https:\/\/leitat.org\/wp-content\/uploads\/2025\/12\/Texto-4.jpg 1200w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-673ac2d e-flex e-con-boxed e-con e-parent\" data-id=\"673ac2d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3b8d4cf elementor-widget elementor-widget-text-editor\" data-id=\"3b8d4cf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"flex flex-col text-sm pb-25\"><article class=\"text-token-text-primary w-full focus:outline-none [--shadow-height:45px] has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\" dir=\"auto\" tabindex=\"-1\" data-turn-id=\"request-WEB:0b815978-4ba2-4f69-928c-2d5b55493913-18\" data-testid=\"conversation-turn-20\" data-scroll-anchor=\"true\" data-turn=\"assistant\"><div class=\"text-base my-auto mx-auto pb-10 [--thread-content-margin:--spacing(4)] @w-sm\/main:[--thread-content-margin:--spacing(6)] @w-lg\/main:[--thread-content-margin:--spacing(16)] px-(--thread-content-margin)\"><div class=\"[--thread-content-max-width:40rem] @w-lg\/main:[--thread-content-max-width:48rem] mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden relative flex w-full min-w-0 flex-col agent-turn\" tabindex=\"-1\"><div class=\"flex max-w-full flex-col grow\"><div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal [.text-message+&amp;]:mt-1\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"7b58d2f4-1f20-4ac1-8698-4f3cabbc1cca\" data-message-model-slug=\"gpt-5-mini\"><div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[1px]\"><div class=\"markdown prose dark:prose-invert w-full break-words light markdown-new-styling\"><p data-start=\"0\" data-end=\"81\" data-is-last-node=\"\" data-is-only-node=\"\">Project CPP2024-011638 funded by MICIU\/AEI\/10.13039\/501100011033 and by FEDER, EU<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/article><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d9f5997 e-flex e-con-boxed e-con e-parent\" data-id=\"d9f5997\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-16630cd elementor-widget elementor-widget-image\" data-id=\"16630cd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"155\" src=\"https:\/\/leitat.org\/wp-content\/uploads\/2025\/12\/MICIUCofinanciadoAEI_Ivan-Ortiz-Martin-3-1024x198.jpg\" class=\"attachment-large size-large wp-image-75600\" alt=\"\" srcset=\"https:\/\/leitat.org\/wp-content\/uploads\/2025\/12\/MICIUCofinanciadoAEI_Ivan-Ortiz-Martin-3-1024x198.jpg 1024w, https:\/\/leitat.org\/wp-content\/uploads\/2025\/12\/MICIUCofinanciadoAEI_Ivan-Ortiz-Martin-3-300x58.jpg 300w, https:\/\/leitat.org\/wp-content\/uploads\/2025\/12\/MICIUCofinanciadoAEI_Ivan-Ortiz-Martin-3-768x149.jpg 768w, https:\/\/leitat.org\/wp-content\/uploads\/2025\/12\/MICIUCofinanciadoAEI_Ivan-Ortiz-Martin-3-1536x298.jpg 1536w, https:\/\/leitat.org\/wp-content\/uploads\/2025\/12\/MICIUCofinanciadoAEI_Ivan-Ortiz-Martin-3-2048x397.jpg 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Integrated Next-Generation Tools for Early Infection Control and Antibiotic Resistance Reduction in Poultry Abstract: The INTEGRAL project aims to transform poultry health management through the development of an integrated, data-driven strategy that combines rapid pathogen detection, AI-based predictive modeling, and microbiome-based interventions. Driven by the urgent global need to ensure food production for a projected [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":75620,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[149,132],"tags":[112],"class_list":["post-75634","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aei-en","category-circular-economy-en","tag-projects"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>INTEGRAL - Leitat Technological Center<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"INTEGRAL - Leitat Technological Center\" \/>\n<meta property=\"og:description\" content=\"Integrated Next-Generation Tools for Early Infection Control and Antibiotic Resistance Reduction in Poultry Abstract: The INTEGRAL project aims to transform poultry health management through the development of an integrated, data-driven strategy that combines rapid pathogen detection, AI-based predictive modeling, and microbiome-based interventions. 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