{"id":3831,"date":"2015-09-05T08:20:57","date_gmt":"2015-09-05T08:20:57","guid":{"rendered":"https:\/\/www.sygnaturediscovery.com\/poster\/dealing-pains-drug-discovery-cro\/"},"modified":"2025-12-12T11:34:15","modified_gmt":"2025-12-12T11:34:15","slug":"dealing-pains-drug-discovery-cro","status":"publish","type":"poster","link":"https:\/\/www.sygnaturediscovery.com\/fr\/poster\/dealing-pains-drug-discovery-cro\/","title":{"rendered":"Dealing with PAINs in a drug discovery CRO"},"content":{"rendered":"<p>Abstract<\/p>\n<p>Pan-Assay INterference compounds (PAINs) is a term used to describe a broad range of compounds that interfere with biological screening assays by acting through a range of mechanisms (see box \u201cwhat are PAINS\u201d).\u00a0 As such, PAINs are frequent hitters in screens, producing often unknowingly false positives that could waste much effort in drug discovery research, although almost 4% of FDA approved drugs are known promiscuous aggregators, indicating that PAIN activity does not preclude a compound as a potential therapeutic.<\/p>\n<p>At Sygnature Discovery, rather than removing known PAINs from screening libraries, which could miss legitimate hits, we have implemented a target-specific systematic strategy to avoid, identify and characterize false positives during the hit identification and validation stages of a drug discovery campaign.\u00a0 We illustrate these approaches with two case studies which highlight two common PAIN mechanisms: detection technology interference and redox activity due to compound impurities.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Sygnature Discovery uses a target-specific strategy to prevent false positives during drug discovery, ensuring legitimate hits are not missed.<\/p>\n","protected":false},"featured_media":2443,"template":"","category":[1],"class_list":["post-3831","poster","type-poster","status-publish","has-post-thumbnail","hentry","category-uncategorized"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Dealing with PAINS Compounds in a Drug Discovery CRO<\/title>\n<meta name=\"description\" content=\"PAINS compounds can cause false positives, yet almost 4% of approved drugs are promiscuous aggregators. Sygnature filters by target, not blanket exclusion.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.sygnaturediscovery.com\/fr\/poster\/dealing-pains-drug-discovery-cro\/\" \/>\n<meta property=\"og:locale\" content=\"fr_CA\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Dealing with PAINS Compounds in a Drug Discovery CRO\" \/>\n<meta property=\"og:description\" content=\"PAINS compounds can cause false positives, yet almost 4% of approved drugs are promiscuous aggregators. Sygnature filters by target, not blanket exclusion.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.sygnaturediscovery.com\/fr\/poster\/dealing-pains-drug-discovery-cro\/\" \/>\n<meta property=\"og:site_name\" content=\"Sygnature\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-12T11:34:15+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.sygnaturediscovery.com\/wp-content\/uploads\/2025\/11\/Screen-Shot-2018-03-08-at-09.34.50.png\" \/>\n\t<meta property=\"og:image:width\" content=\"691\" \/>\n\t<meta property=\"og:image:height\" content=\"940\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Estimation du temps de lecture\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/poster\\\/dealing-pains-drug-discovery-cro\\\/\",\"url\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/poster\\\/dealing-pains-drug-discovery-cro\\\/\",\"name\":\"Dealing with PAINS Compounds in a Drug Discovery CRO\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/poster\\\/dealing-pains-drug-discovery-cro\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/poster\\\/dealing-pains-drug-discovery-cro\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/Screen-Shot-2018-03-08-at-09.34.50.png\",\"datePublished\":\"2015-09-05T08:20:57+00:00\",\"dateModified\":\"2025-12-12T11:34:15+00:00\",\"description\":\"PAINS compounds can cause false positives, yet almost 4% of approved drugs are promiscuous aggregators. Sygnature filters by target, not blanket exclusion.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/poster\\\/dealing-pains-drug-discovery-cro\\\/#breadcrumb\"},\"inLanguage\":\"fr-CA\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/poster\\\/dealing-pains-drug-discovery-cro\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-CA\",\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/poster\\\/dealing-pains-drug-discovery-cro\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/Screen-Shot-2018-03-08-at-09.34.50.png\",\"contentUrl\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/Screen-Shot-2018-03-08-at-09.34.50.png\",\"width\":691,\"height\":940,\"caption\":\"||\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/poster\\\/dealing-pains-drug-discovery-cro\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Dealing with PAINs in a drug discovery CRO\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/#website\",\"url\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/\",\"name\":\"Sygnature Discovery\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/#organization\"},\"alternateName\":\"Sygnature\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-CA\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/#organization\",\"name\":\"Sygnature Discovery\",\"alternateName\":\"Sygnature\",\"url\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-CA\",\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/Logo.svg\",\"contentUrl\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/Logo.svg\",\"width\":1,\"height\":1,\"caption\":\"Sygnature Discovery\"},\"image\":{\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.youtube.com\\\/@sygnature.discovery\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/sygnature-discovery\\\/\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Dealing with PAINS Compounds in a Drug Discovery CRO","description":"PAINS compounds can cause false positives, yet almost 4% of approved drugs are promiscuous aggregators. Sygnature filters by target, not blanket exclusion.","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:\/\/www.sygnaturediscovery.com\/fr\/poster\/dealing-pains-drug-discovery-cro\/","og_locale":"fr_CA","og_type":"article","og_title":"Dealing with PAINS Compounds in a Drug Discovery CRO","og_description":"PAINS compounds can cause false positives, yet almost 4% of approved drugs are promiscuous aggregators. Sygnature filters by target, not blanket exclusion.","og_url":"https:\/\/www.sygnaturediscovery.com\/fr\/poster\/dealing-pains-drug-discovery-cro\/","og_site_name":"Sygnature","article_modified_time":"2025-12-12T11:34:15+00:00","og_image":[{"width":691,"height":940,"url":"https:\/\/www.sygnaturediscovery.com\/wp-content\/uploads\/2025\/11\/Screen-Shot-2018-03-08-at-09.34.50.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_misc":{"Estimation du temps de lecture":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.sygnaturediscovery.com\/fr\/poster\/dealing-pains-drug-discovery-cro\/","url":"https:\/\/www.sygnaturediscovery.com\/fr\/poster\/dealing-pains-drug-discovery-cro\/","name":"Dealing with PAINS Compounds in a Drug Discovery CRO","isPartOf":{"@id":"https:\/\/www.sygnaturediscovery.com\/fr\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.sygnaturediscovery.com\/fr\/poster\/dealing-pains-drug-discovery-cro\/#primaryimage"},"image":{"@id":"https:\/\/www.sygnaturediscovery.com\/fr\/poster\/dealing-pains-drug-discovery-cro\/#primaryimage"},"thumbnailUrl":"https:\/\/www.sygnaturediscovery.com\/wp-content\/uploads\/2025\/11\/Screen-Shot-2018-03-08-at-09.34.50.png","datePublished":"2015-09-05T08:20:57+00:00","dateModified":"2025-12-12T11:34:15+00:00","description":"PAINS compounds can cause false positives, yet almost 4% of approved drugs are promiscuous aggregators. Sygnature filters by target, not blanket exclusion.","breadcrumb":{"@id":"https:\/\/www.sygnaturediscovery.com\/fr\/poster\/dealing-pains-drug-discovery-cro\/#breadcrumb"},"inLanguage":"fr-CA","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.sygnaturediscovery.com\/fr\/poster\/dealing-pains-drug-discovery-cro\/"]}]},{"@type":"ImageObject","inLanguage":"fr-CA","@id":"https:\/\/www.sygnaturediscovery.com\/fr\/poster\/dealing-pains-drug-discovery-cro\/#primaryimage","url":"https:\/\/www.sygnaturediscovery.com\/wp-content\/uploads\/2025\/11\/Screen-Shot-2018-03-08-at-09.34.50.png","contentUrl":"https:\/\/www.sygnaturediscovery.com\/wp-content\/uploads\/2025\/11\/Screen-Shot-2018-03-08-at-09.34.50.png","width":691,"height":940,"caption":"||"},{"@type":"BreadcrumbList","@id":"https:\/\/www.sygnaturediscovery.com\/fr\/poster\/dealing-pains-drug-discovery-cro\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.sygnaturediscovery.com\/fr\/"},{"@type":"ListItem","position":2,"name":"Dealing with PAINs in a drug discovery CRO"}]},{"@type":"WebSite","@id":"https:\/\/www.sygnaturediscovery.com\/fr\/#website","url":"https:\/\/www.sygnaturediscovery.com\/fr\/","name":"Sygnature Discovery","description":"","publisher":{"@id":"https:\/\/www.sygnaturediscovery.com\/fr\/#organization"},"alternateName":"Sygnature","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.sygnaturediscovery.com\/fr\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-CA"},{"@type":"Organization","@id":"https:\/\/www.sygnaturediscovery.com\/fr\/#organization","name":"Sygnature Discovery","alternateName":"Sygnature","url":"https:\/\/www.sygnaturediscovery.com\/fr\/","logo":{"@type":"ImageObject","inLanguage":"fr-CA","@id":"https:\/\/www.sygnaturediscovery.com\/fr\/#\/schema\/logo\/image\/","url":"https:\/\/www.sygnaturediscovery.com\/wp-content\/uploads\/2025\/11\/Logo.svg","contentUrl":"https:\/\/www.sygnaturediscovery.com\/wp-content\/uploads\/2025\/11\/Logo.svg","width":1,"height":1,"caption":"Sygnature Discovery"},"image":{"@id":"https:\/\/www.sygnaturediscovery.com\/fr\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.youtube.com\/@sygnature.discovery","https:\/\/www.linkedin.com\/company\/sygnature-discovery\/"]}]}},"_links":{"self":[{"href":"https:\/\/www.sygnaturediscovery.com\/fr\/wp-json\/wp\/v2\/poster\/3831","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.sygnaturediscovery.com\/fr\/wp-json\/wp\/v2\/poster"}],"about":[{"href":"https:\/\/www.sygnaturediscovery.com\/fr\/wp-json\/wp\/v2\/types\/poster"}],"version-history":[{"count":0,"href":"https:\/\/www.sygnaturediscovery.com\/fr\/wp-json\/wp\/v2\/poster\/3831\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.sygnaturediscovery.com\/fr\/wp-json\/wp\/v2\/media\/2443"}],"wp:attachment":[{"href":"https:\/\/www.sygnaturediscovery.com\/fr\/wp-json\/wp\/v2\/media?parent=3831"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.sygnaturediscovery.com\/fr\/wp-json\/wp\/v2\/category?post=3831"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}