<style id="elementor-post-3914">.elementor-3914 .elementor-element.elementor-element-c6b2ff3{margin-top:0px;margin-bottom:0px;padding:0px 0px 0px 0px;}.elementor-3914 .elementor-element.elementor-element-0ad5e3c > .elementor-widget-container{margin:0px 0px 30px 0px;padding:0px 0px 0px 0px;}.elementor-3914 .elementor-element.elementor-element-0ad5e3c .elementor-heading-title{font-family:"Verdana", Sans-serif;font-size:30px;color:var( --e-global-color-5d83602 );}.elementor-3914 .elementor-element.elementor-element-6ddee44{--box-min-height:47px;width:var( --container-widget-width, 100% );max-width:100%;--container-widget-width:100%;--container-widget-flex-grow:0;align-self:center;--box-background-color:#20202017;--box-border-color:#000000;--box-border-width:0px;--box-border-radius:0px;--separator-width:0px;--box-padding:11px;--header-background-color:var( --e-global-color-5d83602 );--header-color:#FFFFFF;--toc-body-max-height:1000px;--nested-list-indent:21px;--item-text-hover-decoration:underline;--marker-color:var( --e-global-color-5d83602 );--marker-size:15px;}.elementor-3914 .elementor-element.elementor-element-6ddee44 > .elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 0px 0px;}.elementor-3914 .elementor-element.elementor-element-6ddee44 .elementor-toc__spinner{color:#FFFFFF00;fill:#FFFFFF00;}.elementor-3914 .elementor-element.elementor-element-6ddee44 .elementor-toc__header-title{text-align:start;}.elementor-3914 .elementor-element.elementor-element-6ddee44 .elementor-toc__header, .elementor-3914 .elementor-element.elementor-element-6ddee44 .elementor-toc__header-title{font-family:"Verdana", Sans-serif;font-size:19px;line-height:16px;letter-spacing:-0.7px;word-spacing:0px;}.elementor-3914 .elementor-element.elementor-element-6ddee44 .elementor-toc__header{flex-direction:row;}.elementor-3914 .elementor-element.elementor-element-6ddee44 .elementor-toc__list-item{font-family:"Verdana", Sans-serif;}.elementor-3914 .elementor-element.elementor-element-bcf6a5b .elementor-heading-title{font-family:"Verdana", Sans-serif;font-size:20px;color:var( --e-global-color-5d83602 );}.elementor-3914 .elementor-element.elementor-element-48848c1 > .elementor-widget-container{margin:0px 0px 0px 0px;}.elementor-3914 .elementor-element.elementor-element-48848c1{font-family:"Verdana", Sans-serif;}.elementor-3914 .elementor-element.elementor-element-8610578 .elementor-heading-title{font-family:"Verdana", Sans-serif;font-size:20px;color:var( --e-global-color-5d83602 );}.elementor-3914 .elementor-element.elementor-element-85c0199 > .elementor-widget-container{margin:0px 0px 0px 0px;}.elementor-3914 .elementor-element.elementor-element-85c0199{font-family:"Verdana", Sans-serif;}.elementor-3914 .elementor-element.elementor-element-4f484fb .elementor-heading-title{font-family:"Verdana", Sans-serif;font-size:20px;color:var( --e-global-color-5d83602 );}.elementor-3914 .elementor-element.elementor-element-9f5122f > .elementor-widget-container{margin:0px 0px 0px 0px;}.elementor-3914 .elementor-element.elementor-element-9f5122f{font-family:"Verdana", Sans-serif;}.elementor-3914 .elementor-element.elementor-element-2e28d2a .elementor-heading-title{font-family:"Verdana", Sans-serif;font-size:20px;color:var( --e-global-color-5d83602 );}.elementor-3914 .elementor-element.elementor-element-619692b > .elementor-widget-container{margin:0px 0px 0px 0px;}.elementor-3914 .elementor-element.elementor-element-619692b{font-family:"Verdana", Sans-serif;}.elementor-3914 .elementor-element.elementor-element-b9d8603 .elementor-heading-title{font-family:"Verdana", Sans-serif;font-size:20px;color:var( --e-global-color-5d83602 );}.elementor-3914 .elementor-element.elementor-element-3ba4d31 > .elementor-widget-container{margin:0px 0px 0px 0px;}.elementor-3914 .elementor-element.elementor-element-3ba4d31{font-family:"Verdana", Sans-serif;}@media(min-width:768px){.elementor-3914 .elementor-element.elementor-element-569bb84{width:27.017%;}.elementor-3914 .elementor-element.elementor-element-43950f7{width:72.983%;}}@media(max-width:1024px) and (min-width:768px){.elementor-3914 .elementor-element.elementor-element-569bb84{width:40%;}.elementor-3914 .elementor-element.elementor-element-43950f7{width:60%;}}@media(max-width:1024px){.elementor-3914 .elementor-element.elementor-element-0ad5e3c .elementor-heading-title{font-size:20px;}.elementor-3914 .elementor-element.elementor-element-6ddee44{--container-widget-width:363px;--container-widget-flex-grow:0;width:var( --container-widget-width, 363px );max-width:363px;}}@media(max-width:767px){.elementor-3914 .elementor-element.elementor-element-6ddee44{width:var( --container-widget-width, 338px );max-width:338px;--container-widget-width:338px;--container-widget-flex-grow:0;}}</style>{"id":3914,"date":"2023-10-25T10:19:48","date_gmt":"2023-10-25T03:19:48","guid":{"rendered":"https:\/\/chemicalexpressth.com\/?p=3914"},"modified":"2024-01-29T16:25:55","modified_gmt":"2024-01-29T09:25:55","slug":"big-data-in-drug-discovery","status":"publish","type":"post","link":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/","title":{"rendered":"Big Data in Drug Discovery"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3914\" class=\"elementor elementor-3914\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c6b2ff3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c6b2ff3\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-93a55b2\" data-id=\"93a55b2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0ad5e3c elementor-hidden-mobile elementor-widget elementor-widget-heading\" data-id=\"0ad5e3c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">The impact of Big data in Drug Discovery<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d82e94b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d82e94b\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-569bb84\" data-id=\"569bb84\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6ddee44 elementor-toc--minimized-on-mobile elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-table-of-contents\" data-id=\"6ddee44\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;exclude_headings_by_selector&quot;:[],&quot;minimized_on&quot;:&quot;mobile&quot;,&quot;sticky&quot;:&quot;top&quot;,&quot;headings_by_tags&quot;:[&quot;h2&quot;],&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:47,&quot;sizes&quot;:[]},&quot;sticky_parent&quot;:&quot;yes&quot;,&quot;_animation&quot;:&quot;none&quot;,&quot;marker_view&quot;:&quot;numbers&quot;,&quot;no_headings_message&quot;:&quot;No headings were found on this page.&quot;,&quot;minimize_box&quot;:&quot;yes&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_offset&quot;:0,&quot;sticky_effects_offset&quot;:0,&quot;sticky_anchor_link_offset&quot;:0}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<h3 class=\"elementor-toc__header-title\">\n\t\t\t\tTable of Contents\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__6ddee44\" aria-expanded=\"true\" aria-label=\"Open table of contents\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__6ddee44\" aria-expanded=\"true\" aria-label=\"Close table of contents\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-up\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__6ddee44\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<svg class=\"elementor-toc__spinner eicon-animation-spin e-font-icon-svg e-eicon-loading\" aria-hidden=\"true\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M500 975V858C696 858 858 696 858 500S696 142 500 142 142 304 142 500H25C25 237 238 25 500 25S975 237 975 500 763 975 500 975Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-43950f7\" data-id=\"43950f7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dc8eac6 elementor-widget elementor-widget-image\" data-id=\"dc8eac6\" 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\" data-src=\"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website-1024x576.png\" data-srcset=\"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website-1024x576.png 1024w, https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website-300x169.png 300w, https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website-768x432.png 768w, https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website-1536x864.png 1536w, https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website-2048x1151.png 2048w, https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website-18x10.png 18w, https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website-600x337.png 600w\"   src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" class=\"attachment-large size-large wp-image-3916 lazyload\" alt=\"\"  sizes=\"(max-width: 1024px) 100vw, 1024px\"  \/><noscript><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website-1024x576.png\" class=\"attachment-large size-large wp-image-3916\" alt=\"\" srcset=\"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website-1024x576.png 1024w, https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website-300x169.png 300w, https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website-768x432.png 768w, https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website-1536x864.png 1536w, https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website-2048x1151.png 2048w, https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website-18x10.png 18w, https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website-600x337.png 600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/noscript>\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<div class=\"elementor-element elementor-element-bcf6a5b elementor-widget elementor-widget-heading\" data-id=\"bcf6a5b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Overview<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-48848c1 elementor-widget elementor-widget-text-editor\" data-id=\"48848c1\" 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><span style=\"font-weight: 400;\">In recent years, drug discovery has undergone a remarkable evolution. We&#8217;ve moved from laborious trials and errors with minimal data to an exciting new era. Now, we&#8217;re combining vast information and advanced technology to uncover the mysteries of diseases and discover potential cures. At the heart of this transformation is Big Data, a concept that&#8217;s more than just massive datasets \u2013 it&#8217;s changing how we develop life-saving medicines.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8610578 elementor-widget elementor-widget-heading\" data-id=\"8610578\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What is Big Data in Drug Discovery?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-85c0199 elementor-widget elementor-widget-text-editor\" data-id=\"85c0199\" 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><span style=\"font-weight: 400;\">Let&#8217;s dive into how we can use these massive datasets to revolutionize the way we discover new drugs.<\/span><span style=\"font-weight: 400;\"> In 2023, about 328.77 million terabytes of data are created from multiple sources every single day, and that&#8217;s such a huge amount that it&#8217;s impossible to even count! So, we need special technology to help us make sense of all this data, spot patterns, and make smart decisions.<\/span><\/p><p><span style=\"font-weight: 400;\">The same concept applies when we use big data in drug discovery. The scientists gather large and complex sets of important chemical and scientific information, and use computer models to help them find new medicines faster and cheaper. By doing this, they&#8217;re able to discover potential new drugs more efficiently, save money in the development process, and increase the chances of finding new treatments for different diseases. It&#8217;s all about making the most of the data available to improve healthcare and save lives.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f484fb elementor-widget elementor-widget-heading\" data-id=\"4f484fb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How is Big Data being used in Drug Discovery?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9f5122f elementor-widget elementor-widget-text-editor\" data-id=\"9f5122f\" 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<ol><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Scientists collect lots of data like genes, patient records, clinical records, chemical and biological information, and other scientific data related to drugs from various sources.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Scientists uncover patterns in the data by using advanced algorithms, like what causes diseases or how new compounds might work.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Machine learning helps predict how well potential drugs will work and how they&#8217;ll behave in the body.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">High-performance computing quickly checks thousands of compounds for potential new drugs.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Promising drugs found through data analysis are tested on computer simulation, if proven successful, they then proceed to clinical trials to make sure they work.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">If they pass these tests, they can go for approval from agencies like the FDA.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Even after approval, big data is still useful for watching how drugs perform in the real world, to keep improving them.<\/span><\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e28d2a elementor-widget elementor-widget-heading\" data-id=\"2e28d2a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">A Notable Example: The Cancer Genome Atlas (TCGA) Project<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-619692b elementor-widget elementor-widget-text-editor\" data-id=\"619692b\" 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><span style=\"font-weight: 400;\">Back in 2006, the <strong>Cancer Genome Atlas (TCGA)<\/strong> project kicked off as a partnership between <a href=\"https:\/\/www.cancer.gov\"><em>the<\/em> <em>National Cancer Institute (NCI)<\/em> <\/a>and <a href=\"https:\/\/www.genome.gov\"><em>the National Human Genome Research Institute (NHGRI)<\/em><\/a> which has significantly advanced the understanding of cancer and has paved the way for more targeted and effective treatments ever since.\u00a0<\/span><span style=\"background-color: var(--ast-global-color-5); font-size: 1rem;\">The Cancer Genome Atlas (TCGA) is a comprehensive research initiative that has compiled and analyzed genetic data from various cancer types and it aims to understand the genetic changes that occur in cancer cells to advance our knowledge of cancer biology, improve diagnosis, and develop targeted treatments.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">This extensive genomic and clinical data has revolutionized cancer research, enabling scientists like <a href=\"https:\/\/en.wikipedia.org\/wiki\/Matthew_Meyerson\">Dr. Matthew L. Meyerson<\/a>, renowned for his work in lung cancer genomics and the identification of genetic changes in various cancer types, to delve into the intricacies of cancer genetics. Dr. Meyerson\u2019s work, deeply intertwined with TCGA\u2019s contributions, exemplifies the real-world application of this wealth of information. By leveraging TCGA\u2019s data, he has made significant strides in understanding and targeting cancer more effectively, ultimately contributing to the development of personalized cancer therapies. TCGA\u2019s open-access data has democratized knowledge, propelling advances in the field and offering hope to cancer patients worldwide.<\/span><\/p><p><span style=\"font-weight: 400;\">Comprehensive access to TCGA datasets, e.g. gene expression, copy number variation and full clinical information, is available via the TCGA <\/span><span style=\"font-weight: 400;\"><a href=\"https:\/\/www.cancer.gov\/ccg\/research\/genome-sequencing\/tcga\">Data Portal<\/a>.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9d8603 elementor-widget elementor-widget-heading\" data-id=\"b9d8603\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conclusion<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ba4d31 elementor-widget elementor-widget-text-editor\" data-id=\"3ba4d31\" 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><span style=\"font-weight: 400;\">This move toward using big data to discover drugs promises quicker and more effective solutions for various diseases in the future. <\/span><span style=\"font-weight: 400;\">There are many techniques like <a href=\"https:\/\/chemicalexpressth.com\/articles\/retrosynthesis-and-big-data\/\">Retrosynthesis<\/a> to make drug discovery more efficient using big data, and that&#8217;s definitely a topic worth digging into.<\/span><\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Drug discovery has evolved significantly and big data is at the core of this transformation, revolutionizing the development of life-saving medicines.<\/p>","protected":false},"author":5,"featured_media":3916,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_eb_attr":"","content-type":"","om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_templately_pack_id":"","_templately_imported_at":"","_templately_source":"","_templately_import_session_id":"","_uf_show_specific_survey":0,"_uf_disable_surveys":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","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":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","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-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-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-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-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-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-gradient":""}},"footnotes":""},"categories":[11,59],"tags":[],"class_list":["post-3914","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles","category-general-knowledge"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.2.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"Drug discovery has evolved significantly and big data is at the core of this transformation, revolutionizing the development of life-saving medicines.\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Yoon De Par Oo\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.2.1\" \/>\n\t\t<meta property=\"og:locale\" content=\"th_TH\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Chemical Express Thailand - Thailand&#039;s Reliable Chemical and Material Supplier with 20+years experience\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"Big Data in Drug Discovery - Chemical Express Thailand\" \/>\n\t\t<meta property=\"og:description\" content=\"Drug discovery has evolved significantly and big data is at the core of this transformation, revolutionizing the development of life-saving medicines.\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2020\/02\/cropped-Untitled-design-56-e1686212348797.png\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2020\/02\/cropped-Untitled-design-56-e1686212348797.png\" \/>\n\t\t<meta property=\"og:image:width\" content=\"3375\" \/>\n\t\t<meta property=\"og:image:height\" content=\"1127\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2023-10-25T03:19:48+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2024-01-29T09:25:55+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"Big Data in Drug Discovery - Chemical Express Thailand\" \/>\n\t\t<meta name=\"twitter:description\" content=\"Drug discovery has evolved significantly and big data is at the core of this transformation, revolutionizing the development of life-saving medicines.\" \/>\n\t\t<meta name=\"twitter:image\" content=\"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2020\/02\/cropped-Untitled-design-56-e1686212348797.png\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BlogPosting\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#blogposting\",\"name\":\"Big Data in Drug Discovery - Chemical Express Thailand\",\"headline\":\"Big Data in Drug Discovery\",\"author\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/author\\\/yoon\\\/#author\"},\"publisher\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/#organization\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/chemicalexpressth.com\\\/wp-content\\\/uploads\\\/2023\\\/10\\\/Big-Data-in-Drug-Discovery-Website.png\",\"width\":4269,\"height\":2400},\"datePublished\":\"2023-10-25T10:19:48+07:00\",\"dateModified\":\"2024-01-29T16:25:55+07:00\",\"inLanguage\":\"th\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#webpage\"},\"isPartOf\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#webpage\"},\"articleSection\":\"Articles, General Knowledge, \\u0e44\\u0e17\\u0e22\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/category\\\/articles\\\/#listItem\",\"name\":\"Articles\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/category\\\/articles\\\/#listItem\",\"position\":2,\"name\":\"Articles\",\"item\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/category\\\/articles\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#listItem\",\"name\":\"Big Data in Drug Discovery\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/#listItem\",\"name\":\"Home\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#listItem\",\"position\":3,\"name\":\"Big Data in Drug Discovery\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/category\\\/articles\\\/#listItem\",\"name\":\"Articles\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/#organization\",\"name\":\"Chemical Express Thailand\",\"description\":\"Thailand's Reliable Chemical and Material Supplier with 20+years experience\",\"url\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/chemicalexpressth.com\\\/wp-content\\\/uploads\\\/2020\\\/02\\\/Untitled-design-63.png\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#organizationLogo\",\"width\":1094,\"height\":313},\"image\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#organizationLogo\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/author\\\/yoon\\\/#author\",\"url\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/author\\\/yoon\\\/\",\"name\":\"Yoon De Par Oo\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#webpage\",\"url\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/\",\"name\":\"Big Data in Drug Discovery - Chemical Express Thailand\",\"description\":\"Drug discovery has evolved significantly and big data is at the core of this transformation, revolutionizing the development of life-saving medicines.\",\"inLanguage\":\"th\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#breadcrumblist\"},\"author\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/author\\\/yoon\\\/#author\"},\"creator\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/author\\\/yoon\\\/#author\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/chemicalexpressth.com\\\/wp-content\\\/uploads\\\/2023\\\/10\\\/Big-Data-in-Drug-Discovery-Website.png\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#mainImage\",\"width\":4269,\"height\":2400},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#mainImage\"},\"datePublished\":\"2023-10-25T10:19:48+07:00\",\"dateModified\":\"2024-01-29T16:25:55+07:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/#website\",\"url\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/\",\"name\":\"Chemical Express Thailand\",\"description\":\"Thailand's Reliable Chemical and Material Supplier with 20+years experience\",\"inLanguage\":\"th\",\"publisher\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"Big Data in Drug Discovery - Chemical Express Thailand","description":"Drug discovery has evolved significantly and big data is at the core of this transformation, revolutionizing the development of life-saving medicines.","canonical_url":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BlogPosting","@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#blogposting","name":"Big Data in Drug Discovery - Chemical Express Thailand","headline":"Big Data in Drug Discovery","author":{"@id":"https:\/\/chemicalexpressth.com\/th\/author\/yoon\/#author"},"publisher":{"@id":"https:\/\/chemicalexpressth.com\/th\/#organization"},"image":{"@type":"ImageObject","url":"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website.png","width":4269,"height":2400},"datePublished":"2023-10-25T10:19:48+07:00","dateModified":"2024-01-29T16:25:55+07:00","inLanguage":"th","mainEntityOfPage":{"@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#webpage"},"isPartOf":{"@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#webpage"},"articleSection":"Articles, General Knowledge, \u0e44\u0e17\u0e22"},{"@type":"BreadcrumbList","@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/chemicalexpressth.com\/th\/#listItem","position":1,"name":"Home","item":"https:\/\/chemicalexpressth.com\/th\/","nextItem":{"@type":"ListItem","@id":"https:\/\/chemicalexpressth.com\/th\/category\/articles\/#listItem","name":"Articles"}},{"@type":"ListItem","@id":"https:\/\/chemicalexpressth.com\/th\/category\/articles\/#listItem","position":2,"name":"Articles","item":"https:\/\/chemicalexpressth.com\/th\/category\/articles\/","nextItem":{"@type":"ListItem","@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#listItem","name":"Big Data in Drug Discovery"},"previousItem":{"@type":"ListItem","@id":"https:\/\/chemicalexpressth.com\/th\/#listItem","name":"Home"}},{"@type":"ListItem","@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#listItem","position":3,"name":"Big Data in Drug Discovery","previousItem":{"@type":"ListItem","@id":"https:\/\/chemicalexpressth.com\/th\/category\/articles\/#listItem","name":"Articles"}}]},{"@type":"Organization","@id":"https:\/\/chemicalexpressth.com\/th\/#organization","name":"Chemical Express Thailand","description":"Thailand's Reliable Chemical and Material Supplier with 20+years experience","url":"https:\/\/chemicalexpressth.com\/th\/","logo":{"@type":"ImageObject","url":"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2020\/02\/Untitled-design-63.png","@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#organizationLogo","width":1094,"height":313},"image":{"@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#organizationLogo"}},{"@type":"Person","@id":"https:\/\/chemicalexpressth.com\/th\/author\/yoon\/#author","url":"https:\/\/chemicalexpressth.com\/th\/author\/yoon\/","name":"Yoon De Par Oo"},{"@type":"WebPage","@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#webpage","url":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/","name":"Big Data in Drug Discovery - Chemical Express Thailand","description":"Drug discovery has evolved significantly and big data is at the core of this transformation, revolutionizing the development of life-saving medicines.","inLanguage":"th","isPartOf":{"@id":"https:\/\/chemicalexpressth.com\/th\/#website"},"breadcrumb":{"@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#breadcrumblist"},"author":{"@id":"https:\/\/chemicalexpressth.com\/th\/author\/yoon\/#author"},"creator":{"@id":"https:\/\/chemicalexpressth.com\/th\/author\/yoon\/#author"},"image":{"@type":"ImageObject","url":"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website.png","@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#mainImage","width":4269,"height":2400},"primaryImageOfPage":{"@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#mainImage"},"datePublished":"2023-10-25T10:19:48+07:00","dateModified":"2024-01-29T16:25:55+07:00"},{"@type":"WebSite","@id":"https:\/\/chemicalexpressth.com\/th\/#website","url":"https:\/\/chemicalexpressth.com\/th\/","name":"Chemical Express Thailand","description":"Thailand's Reliable Chemical and Material Supplier with 20+years experience","inLanguage":"th","publisher":{"@id":"https:\/\/chemicalexpressth.com\/th\/#organization"}}]},"og:locale":"th_TH","og:site_name":"Chemical Express Thailand - Thailand's Reliable Chemical and Material Supplier with 20+years experience","og:type":"article","og:title":"Big Data in Drug Discovery - Chemical Express Thailand","og:description":"Drug discovery has evolved significantly and big data is at the core of this transformation, revolutionizing the development of life-saving medicines.","og:url":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/","og:image":"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2020\/02\/cropped-Untitled-design-56-e1686212348797.png","og:image:secure_url":"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2020\/02\/cropped-Untitled-design-56-e1686212348797.png","og:image:width":3375,"og:image:height":1127,"article:published_time":"2023-10-25T03:19:48+00:00","article:modified_time":"2024-01-29T09:25:55+00:00","twitter:card":"summary_large_image","twitter:title":"Big Data in Drug Discovery - Chemical Express Thailand","twitter:description":"Drug discovery has evolved significantly and big data is at the core of this transformation, revolutionizing the development of life-saving medicines.","twitter:image":"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2020\/02\/cropped-Untitled-design-56-e1686212348797.png"},"aioseo_meta_data":{"post_id":"3914","title":null,"description":null,"keywords":[],"keyphrases":{"focus":[],"additional":[]},"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":"","og_custom_url":null,"og_article_section":null,"og_article_tags":[],"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"BlogPosting","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"breadcrumb_settings":null,"limit_modified_date":false,"ai":null,"created":"2023-10-25 03:19:55","updated":"2026-10-14 08:59:36","seo_analyzer_scan_date":null,"focus_keyword":null,"additional_keywords":null,"truseo_locale":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/chemicalexpressth.com\/th\/\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">\u00bb<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/chemicalexpressth.com\/th\/category\/articles\/\" title=\"Articles\">Articles<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">\u00bb<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\tBig Data in Drug Discovery\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/chemicalexpressth.com\/th\/"},{"label":"Articles","link":"https:\/\/chemicalexpressth.com\/th\/category\/articles\/"},{"label":"Big Data in Drug Discovery","link":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/"}],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Big Data in Drug Discovery - Chemical Express Thailand<\/title>\n<meta name=\"description\" content=\"Drug discovery has evolved significantly and big data is at the core of this transformation, revolutionizing the development of life-saving medicines.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/\" \/>\n<meta property=\"og:locale\" content=\"th_TH\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Big Data in Drug Discovery - Chemical Express Thailand\" \/>\n<meta property=\"og:description\" content=\"Drug discovery has evolved significantly and big data is at the core of this transformation, revolutionizing the development of life-saving medicines.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/\" \/>\n<meta property=\"og:site_name\" content=\"Chemical Express Thailand\" \/>\n<meta property=\"article:published_time\" content=\"2023-10-25T03:19:48+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-01-29T09:25:55+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website-1024x576.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"576\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Yoon De Par Oo\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Yoon De Par Oo\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 \u0e19\u0e32\u0e17\u0e35\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/\"},\"author\":{\"name\":\"Yoon De Par Oo\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/#\\\/schema\\\/person\\\/927b855d5fc55a74e8aeb09eebaa1b23\"},\"headline\":\"Big Data in Drug Discovery\",\"datePublished\":\"2023-10-25T03:19:48+00:00\",\"dateModified\":\"2024-01-29T09:25:55+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/\"},\"wordCount\":671,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/chemicalexpressth.com\\\/wp-content\\\/uploads\\\/2023\\\/10\\\/Big-Data-in-Drug-Discovery-Website.png\",\"articleSection\":[\"Articles\",\"General Knowledge\"],\"inLanguage\":\"th\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/\",\"url\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/\",\"name\":\"Big Data in Drug Discovery - Chemical Express Thailand\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/chemicalexpressth.com\\\/wp-content\\\/uploads\\\/2023\\\/10\\\/Big-Data-in-Drug-Discovery-Website.png\",\"datePublished\":\"2023-10-25T03:19:48+00:00\",\"dateModified\":\"2024-01-29T09:25:55+00:00\",\"description\":\"Drug discovery has evolved significantly and big data is at the core of this transformation, revolutionizing the development of life-saving medicines.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#breadcrumb\"},\"inLanguage\":\"th\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"th\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#primaryimage\",\"url\":\"https:\\\/\\\/chemicalexpressth.com\\\/wp-content\\\/uploads\\\/2023\\\/10\\\/Big-Data-in-Drug-Discovery-Website.png\",\"contentUrl\":\"https:\\\/\\\/chemicalexpressth.com\\\/wp-content\\\/uploads\\\/2023\\\/10\\\/Big-Data-in-Drug-Discovery-Website.png\",\"width\":4269,\"height\":2400},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/general-knowledge\\\/big-data-in-drug-discovery\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/chemicalexpressth.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Big Data in Drug Discovery\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/#website\",\"url\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/\",\"name\":\"Chemical Express Thailand\",\"description\":\"Thailand&#039;s Reliable Chemical and Material Supplier with 20+years experience\",\"publisher\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"th\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/#organization\",\"name\":\"Chemical Express Thailand\",\"url\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"th\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/chemicalexpressth.com\\\/wp-content\\\/uploads\\\/2020\\\/02\\\/Untitled-design-63.png\",\"contentUrl\":\"https:\\\/\\\/chemicalexpressth.com\\\/wp-content\\\/uploads\\\/2020\\\/02\\\/Untitled-design-63.png\",\"width\":1094,\"height\":313,\"caption\":\"Chemical Express Thailand\"},\"image\":{\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/#\\\/schema\\\/person\\\/927b855d5fc55a74e8aeb09eebaa1b23\",\"name\":\"Yoon De Par Oo\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"th\",\"@id\":\"https:\\\/\\\/chemicalexpressth.com\\\/wp-content\\\/uploads\\\/nsl_avatars\\\/4e984d4df674c0e335ca9d4e7bd9e09a.png\",\"url\":\"https:\\\/\\\/chemicalexpressth.com\\\/wp-content\\\/uploads\\\/nsl_avatars\\\/4e984d4df674c0e335ca9d4e7bd9e09a.png\",\"contentUrl\":\"https:\\\/\\\/chemicalexpressth.com\\\/wp-content\\\/uploads\\\/nsl_avatars\\\/4e984d4df674c0e335ca9d4e7bd9e09a.png\",\"caption\":\"Yoon De Par Oo\"},\"url\":\"https:\\\/\\\/chemicalexpressth.com\\\/th\\\/author\\\/yoon\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Big Data in Drug Discovery - Chemical Express Thailand","description":"Drug discovery has evolved significantly and big data is at the core of this transformation, revolutionizing the development of life-saving medicines.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/","og_locale":"th_TH","og_type":"article","og_title":"Big Data in Drug Discovery - Chemical Express Thailand","og_description":"Drug discovery has evolved significantly and big data is at the core of this transformation, revolutionizing the development of life-saving medicines.","og_url":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/","og_site_name":"Chemical Express Thailand","article_published_time":"2023-10-25T03:19:48+00:00","article_modified_time":"2024-01-29T09:25:55+00:00","og_image":[{"width":1024,"height":576,"url":"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website-1024x576.png","type":"image\/png"}],"author":"Yoon De Par Oo","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Yoon De Par Oo","Est. reading time":"4 \u0e19\u0e32\u0e17\u0e35"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#article","isPartOf":{"@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/"},"author":{"name":"Yoon De Par Oo","@id":"https:\/\/chemicalexpressth.com\/th\/#\/schema\/person\/927b855d5fc55a74e8aeb09eebaa1b23"},"headline":"Big Data in Drug Discovery","datePublished":"2023-10-25T03:19:48+00:00","dateModified":"2024-01-29T09:25:55+00:00","mainEntityOfPage":{"@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/"},"wordCount":671,"commentCount":0,"publisher":{"@id":"https:\/\/chemicalexpressth.com\/th\/#organization"},"image":{"@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#primaryimage"},"thumbnailUrl":"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website.png","articleSection":["Articles","General Knowledge"],"inLanguage":"th","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/","url":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/","name":"Big Data in Drug Discovery - Chemical Express Thailand","isPartOf":{"@id":"https:\/\/chemicalexpressth.com\/th\/#website"},"primaryImageOfPage":{"@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#primaryimage"},"image":{"@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#primaryimage"},"thumbnailUrl":"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website.png","datePublished":"2023-10-25T03:19:48+00:00","dateModified":"2024-01-29T09:25:55+00:00","description":"Drug discovery has evolved significantly and big data is at the core of this transformation, revolutionizing the development of life-saving medicines.","breadcrumb":{"@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#breadcrumb"},"inLanguage":"th","potentialAction":[{"@type":"ReadAction","target":["https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/"]}]},{"@type":"ImageObject","inLanguage":"th","@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#primaryimage","url":"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website.png","contentUrl":"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2023\/10\/Big-Data-in-Drug-Discovery-Website.png","width":4269,"height":2400},{"@type":"BreadcrumbList","@id":"https:\/\/chemicalexpressth.com\/th\/general-knowledge\/big-data-in-drug-discovery\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/chemicalexpressth.com\/"},{"@type":"ListItem","position":2,"name":"Big Data in Drug Discovery"}]},{"@type":"WebSite","@id":"https:\/\/chemicalexpressth.com\/th\/#website","url":"https:\/\/chemicalexpressth.com\/th\/","name":"Chemical Express Thailand","description":"Thailand&#039;s Reliable Chemical and Material Supplier with 20+years experience","publisher":{"@id":"https:\/\/chemicalexpressth.com\/th\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/chemicalexpressth.com\/th\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"th"},{"@type":"Organization","@id":"https:\/\/chemicalexpressth.com\/th\/#organization","name":"Chemical Express Thailand","url":"https:\/\/chemicalexpressth.com\/th\/","logo":{"@type":"ImageObject","inLanguage":"th","@id":"https:\/\/chemicalexpressth.com\/th\/#\/schema\/logo\/image\/","url":"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2020\/02\/Untitled-design-63.png","contentUrl":"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/2020\/02\/Untitled-design-63.png","width":1094,"height":313,"caption":"Chemical Express Thailand"},"image":{"@id":"https:\/\/chemicalexpressth.com\/th\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/chemicalexpressth.com\/th\/#\/schema\/person\/927b855d5fc55a74e8aeb09eebaa1b23","name":"Yoon De Par Oo","image":{"@type":"ImageObject","inLanguage":"th","@id":"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/nsl_avatars\/4e984d4df674c0e335ca9d4e7bd9e09a.png","url":"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/nsl_avatars\/4e984d4df674c0e335ca9d4e7bd9e09a.png","contentUrl":"https:\/\/chemicalexpressth.com\/wp-content\/uploads\/nsl_avatars\/4e984d4df674c0e335ca9d4e7bd9e09a.png","caption":"Yoon De Par Oo"},"url":"https:\/\/chemicalexpressth.com\/th\/author\/yoon\/"}]}},"_links":{"self":[{"href":"https:\/\/chemicalexpressth.com\/th\/wp-json\/wp\/v2\/posts\/3914","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/chemicalexpressth.com\/th\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/chemicalexpressth.com\/th\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/chemicalexpressth.com\/th\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/chemicalexpressth.com\/th\/wp-json\/wp\/v2\/comments?post=3914"}],"version-history":[{"count":18,"href":"https:\/\/chemicalexpressth.com\/th\/wp-json\/wp\/v2\/posts\/3914\/revisions"}],"predecessor-version":[{"id":4698,"href":"https:\/\/chemicalexpressth.com\/th\/wp-json\/wp\/v2\/posts\/3914\/revisions\/4698"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/chemicalexpressth.com\/th\/wp-json\/wp\/v2\/media\/3916"}],"wp:attachment":[{"href":"https:\/\/chemicalexpressth.com\/th\/wp-json\/wp\/v2\/media?parent=3914"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/chemicalexpressth.com\/th\/wp-json\/wp\/v2\/categories?post=3914"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/chemicalexpressth.com\/th\/wp-json\/wp\/v2\/tags?post=3914"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}