{"id":3573,"date":"2025-11-26T11:13:19","date_gmt":"2025-11-26T10:13:19","guid":{"rendered":"https:\/\/neuraldesigner.com\/solution\/drug-design\/"},"modified":"2025-11-27T12:15:25","modified_gmt":"2025-11-27T11:15:25","slug":"drug-design","status":"publish","type":"solution","link":"https:\/\/www.neuraldesigner.com\/solutions\/drug-design\/","title":{"rendered":"QSAR using machine learning"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3573\" class=\"elementor elementor-3573\" data-elementor-post-type=\"solution\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e15b397 e-grid e-con-boxed e-con e-parent\" data-id=\"e15b397\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e9bc636 elementor-widget elementor-widget-heading\" data-id=\"e9bc636\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Introduction<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff7987f elementor-widget elementor-widget-text-editor\" data-id=\"ff7987f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<section><p data-start=\"81\" data-end=\"334\">A major goal of drug discovery is to identify bioactive molecules that modulate molecular processes.<\/p><p data-start=\"81\" data-end=\"334\">Rational drug design uses SAR analysis to link chemical structure with biological activity, while QSAR builds predictive models to estimate potency and effects.<\/p><p data-start=\"81\" data-end=\"334\">These models guide compound design and optimization, improving efficacy, minimizing side effects, and ensuring new drugs offer more benefits than risks before approval.<\/p><p>Analyzing these patterns is challenging due to the large volume of <a href=\"https:\/\/www.neuraldesigner.com\/learning\/tutorials\/data-set\">data<\/a> and features involved.<\/p><\/section>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a87b98c elementor-widget elementor-widget-text-editor\" data-id=\"a87b98c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<section><p>Selecting features for a QSAR model is complex and resource-intensive, so artificial intelligence is crucial for handling large datasets.<\/p><p>A robust AI-based QSAR model also requires high-quality data with variables that influence drug design.<\/p><\/section>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc55e30 elementor-widget elementor-widget-text-editor\" data-id=\"fc55e30\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul style=\"font-size: 20px; background-color: #ffffff;\"><li style=\"font-size: 20px;\"><span style=\"font-weight: bold;\">Structure variables<\/span>: Shear rate, particle diameters&#8230;<\/li><li style=\"font-size: 20px;\"><span style=\"font-weight: bold;\">Particle features variables<\/span>: Adhesive strength, resistance&#8230;<\/li><li style=\"font-size: 20px;\"><span style=\"font-weight: bold;\">ADME properties:<\/span>\u00a0absorption, distribution, metabolism, and excretion. In some cases, other properties like toxicity can be used.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-48231ef elementor-widget elementor-widget-text-editor\" data-id=\"48231ef\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>After building the data set, you would need to analyze that data and build the model to design or optimize rational drugs.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f03d50 elementor-widget elementor-widget-image\" data-id=\"4f03d50\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"252\" src=\"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/activity_diagram_drug_design-1024x322.webp\" class=\"attachment-large size-large wp-image-20063\" alt=\"\" srcset=\"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/activity_diagram_drug_design-1024x322.webp 1024w, https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/activity_diagram_drug_design-300x94.webp 300w, https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/activity_diagram_drug_design-768x242.webp 768w, https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/activity_diagram_drug_design-1536x484.webp 1536w, https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/activity_diagram_drug_design-2048x645.webp 2048w, https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/activity_diagram_drug_design-600x189.webp 600w\" 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 class=\"elementor-element elementor-element-9ee5189 elementor-widget elementor-widget-heading\" data-id=\"9ee5189\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Benefits<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-575ae69 elementor-widget elementor-widget-text-editor\" data-id=\"575ae69\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Below, you can see the benefits that these machine learning techniques can provide in drug designing processes:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ab763a elementor-widget elementor-widget-text-editor\" data-id=\"1ab763a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><img decoding=\"async\" style=\"box-sizing: border-box; border: none; height: auto; max-width: 100%; border-radius: 0px; box-shadow: none; margin: auto; display: block;\" src=\"https:\/\/www.neuraldesigner.com\/images\/pharmacy.svg\" width=\"40\" height=\"40\" \/><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b3a57b0 elementor-widget elementor-widget-heading\" data-id=\"b3a57b0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Discover structure patterns<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39e29d4 elementor-widget elementor-widget-text-editor\" data-id=\"39e29d4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Study the surface properties, molecular volumes, or molecular interactions.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c40e4c3 elementor-widget elementor-widget-text-editor\" data-id=\"c40e4c3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><img decoding=\"async\" style=\"box-sizing: border-box; border: none; height: auto; max-width: 100%; border-radius: 0px; box-shadow: none; margin: auto; display: block;\" src=\"https:\/\/www.neuraldesigner.com\/images\/search.svg\" width=\"37\" height=\"37\" \/><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b64d5f6 elementor-widget elementor-widget-heading\" data-id=\"b64d5f6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Identify behaviour influences<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec7a96d elementor-widget elementor-widget-text-editor\" data-id=\"ec7a96d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Relate the orientation of the molecule to its characteristics.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2055124 elementor-widget elementor-widget-text-editor\" data-id=\"2055124\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><img loading=\"lazy\" decoding=\"async\" style=\"box-sizing: border-box; border: none; height: auto; max-width: 100%; border-radius: 0px; box-shadow: none; margin: auto; display: block;\" src=\"https:\/\/www.neuraldesigner.com\/images\/thumb_up.svg\" width=\"42\" height=\"42\" \/><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d5e44b9 elementor-widget elementor-widget-heading\" data-id=\"d5e44b9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Anticipate the charasteristics<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae56e08 elementor-widget elementor-widget-text-editor\" data-id=\"ae56e08\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Develop a predictive model capable of predicting the behavior of a molecule in accordance with its design.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-769a016 elementor-widget elementor-widget-text-editor\" data-id=\"769a016\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><img loading=\"lazy\" decoding=\"async\" style=\"box-sizing: border-box; border: none; height: auto; max-width: 100%; border-radius: 0px; box-shadow: none; margin: auto; display: block;\" src=\"https:\/\/www.neuraldesigner.com\/images\/trending_up.svg\" width=\"42\" height=\"42\" \/><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d62017f elementor-widget elementor-widget-heading\" data-id=\"d62017f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Improve drug design<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8d748a7 elementor-widget elementor-widget-text-editor\" data-id=\"8d748a7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Get better results and design better medicines while reducing costs.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75bbf9e elementor-widget elementor-widget-text-editor\" data-id=\"75bbf9e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"88\" data-end=\"386\">Artificial intelligence is crucial in drug discovery, with neural networks outperforming traditional methods in SAR\/QSAR modeling.<\/p><p data-start=\"88\" data-end=\"386\">They predict biological activity, manage complex relationships, reduce costs, and identify key molecular descriptors.<\/p><p data-start=\"88\" data-end=\"386\">Although expertise is usually needed, user-friendly tools like Neural Designer make AI methods accessible, allowing data analysis and model validation without programming.<\/p><p data-start=\"88\" data-end=\"386\">It can be applied to drug design, healthcare, engineering, banking, and retail.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-842dc84 elementor-widget elementor-widget-image\" data-id=\"842dc84\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"560\" height=\"130\" src=\"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/nanoparticle-adhesive-strength-neural-network-small.webp\" class=\"attachment-large size-large wp-image-20061\" alt=\"\" srcset=\"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/nanoparticle-adhesive-strength-neural-network-small.webp 560w, https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/nanoparticle-adhesive-strength-neural-network-small-300x70.webp 300w\" sizes=\"(max-width: 560px) 100vw, 560px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8d67aa4 elementor-widget elementor-widget-text-editor\" data-id=\"8d67aa4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>This article concludes that by using machine learning, you will be able to produce better results in less time while also being more cost-efficient.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0667006 elementor-widget elementor-widget-heading\" data-id=\"0667006\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">References<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0eadafd elementor-widget elementor-widget-text-editor\" data-id=\"0eadafd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><a href=\"https:\/\/www.mdpi.com\/1422-0067\/20\/11\/2783\" rel=\"nofollow\">Batool, M., Ahmad, B., &amp; Choi, S. (2019). A structure-based drug discovery paradigm. International journal of molecular sciences, 20(11), 2783<\/a>.<\/li><li><a href=\"https:\/\/bpspubs.onlinelibrary.wiley.com\/doi\/full\/10.1038\/sj.bjp.0707307\" rel=\"nofollow\">Rognan, D. (2007). Chemogenomic approaches to rational drug design. British journal of pharmacology, 152(1), 38-52<\/a>.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-085ee71 elementor-widget elementor-widget-heading\" data-id=\"085ee71\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Related posts<\/h2>\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},"author":13,"featured_media":2270,"template":"","categories":[],"tags":[40],"class_list":["post-3573","solution","type-solution","status-publish","has-post-thumbnail","hentry","tag-chemistry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>QSAR using machine learning<\/title>\n<meta name=\"description\" content=\"Use machine learning to build QSAR models and predict how a molecule&#039;s structure will affect its behavior.\" 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