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Unlocking a new molecular space in rapid drug discovery

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rel="nofollow" class="nolightbox essb-s-bg-flipboard essb-s-bgh-flipboard essb-s-c-light essb-s-hover-effect essb-s-bg-network essb-s-bgh-network" ><span class="essb_icon essb_icon_flipboard"></span><span class="essb_network_name">Flipboard</span></a></li></ul></div></div></div> <div class="essb_morepopup_shadow essb_morepopup_shadow_1649333202" onclick="essb.toggle_less_popup('1649333202'); return false;"></div></div> <div id="meta2"><p>Posted: 23 October 2024 | <a href="https://www.drugtargetreview.com/content_author/dr-jorg-scheuermann-eth-zurich/" rel="tag">Dr Jorg Scheuermann (ETH Zurich)</a>, <a href="https://www.drugtargetreview.com/content_author/dr-michelle-keller-eth-zurich/" rel="tag">Dr Michelle Keller (ETH Zurich)</a> | <a href="https://www.drugtargetreview.com/article/153843/unlocking-a-new-molecular-space-in-rapid-drug-discovery/#respond" class="comments-link" >No comments yet</a></p> </div><!-- /meta2 --> <div class="excerpt"><p>So-called undruggable pharmaceutical targets could be tackled with intermediate sized drugs such as macrocycles, combining the advantages of small molecules and biologics. The preparation of very large libraries of chemically synthesised intermediate-sized molecules is now in reach with a new technology developed at ETH Zurich. In this article, Dr Michelle Keller and Dr Jorg Scheuermann explain more. </p> </div> <div class="articleImage"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="750" height="500" data-src="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2499664001-750x500.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="molecule" decoding="async" fetchpriority="high" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2499664001-750x500.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2499664001-375x250.jpg 375w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2499664001-200x134.jpg 200w" data-sizes="(max-width: 750px) 100vw, 750px" /><noscript><img width="750" height="500" src="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2499664001-750x500.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="molecule" decoding="async" fetchpriority="high" srcset="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2499664001-750x500.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2499664001-375x250.jpg 375w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2499664001-200x134.jpg 200w" sizes="(max-width: 750px) 100vw, 750px" /></noscript></div><!-- /articleImage --> <!-- This page ISN'T restricted, so show full content --> <!-- /webinar post --> <p>Technologies for the rapid and efficient testing of small molecules and biologics have greatly accelerated drug discovery. However, many pharmaceutically relelvant targets remain ‘undruggable’. In particular, targeting intracellular protein-protein interactions is a challenge, as biologics have difficulty entering cells and small molecules often do not exhibit sufficient binding affinity and specificity to extended protein surfaces. Intermediate-sized molecules such as macrocycles combining the beneficial properties of both small molecules and biologics may enable the targeting of currently undruggable targets. However, until now, the technology allowing for the rapid, efficient, and cost-effective testing of millions to billions of intermediate‑sized chemically synthesised complex molecules did not exist.</p> <h2>Limitations of DNA-encoded chemical libraries in drug discovery</h2> <p>DNA-encoded chemical libraries (DEL) are widely used in the pharmaceutical industry for drug discovery of small molecules.<sup>1, 2</sup> They allow the screening of  millions of molecules for affinity to a target in a single experiment by encoding each small molecule with a unique DNA barcode.<sup>3</sup> Molecules binding to a pharmaceutically relevant target can be fished out of a library pool of millions of molecules, providing a cheap and efficient means to discover new ligands. While DEL technology has provided valuable tool compounds and drug candidates, it is still limited in terms of the types of molecular structures that can be tested. DEL are synthesized by split-and-pool methodology, usually combining a maximum of 2–4 building block sets to assemble the displayed full molecules, recording each synthetic step by enzymatic ligation of DNA barcodes. With increasing molecule complexity, achieved by a greater number of synthesis steps, the yield of the final desired molecules decreases while truncated side‑products arise. This causes DEL to be mixtures of desired molecules and impurities, hampering hit identification. To date, there is no analytical means to assess the display quality of a DEL. This leads to unreliable selection results with poor signal-to-noise ratios in affinity-based selections for complex DEL, thereby limiting DEL technology in molecule diversity and managable library sizes such that it is not suited for testing intermediate-sized molecules.</p> <h2>The Pure-DEL Synthesis Platform</h2> <p>The DEL technology group at ETH Zurich has developed a new “Pure-DEL” synthesis platform providing inherently pure libraries, as recently described in <em>Science</em>.<sup>4</sup> Thanks to self-purification of molecules after the last synthesis step, only library members with correctly assembled molecules are included in the final library (Figure 1). While conventional DEL synthesis is performed in solution, Pure-DEL synthesis is performed on solid support in combination with a dual-linker purification strategy. Split-and-pool synthesis is performed to assemble the desired molecules, capping unreacted starting material after every reaction. Following synthesis, only the properly assembled molecules which are not capped are connected to the solid support through a second orthogonally cleavable linker. By cleaving the first tether, all truncates are removed while only the pure library remains on the solid support and can subsequently be collected by cleaving the second linker and used in affinity-based selections against targets of interest.</p><div class="drugt-2b8e40ff62306775978fd76b66dc6080 drugt-content" id="drugt-2b8e40ff62306775978fd76b66dc6080"></div> <p>&nbsp;</p> <p><img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" decoding="async" class="aligncenter wp-image-153844 size-full" data-src="https://www.drugtargetreview.com/wp-content/uploads/Figure-1-7.png" alt="Synthesis process of self-purified DNA-encoded chemical libraries by dual-linker solid phase synthesis" width="470" height="348" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/Figure-1-7.png 470w, https://www.drugtargetreview.com/wp-content/uploads/Figure-1-7-338x250.png 338w" data-sizes="(max-width: 470px) 100vw, 470px" /><noscript><img decoding="async" class="aligncenter wp-image-153844 size-full" src="https://www.drugtargetreview.com/wp-content/uploads/Figure-1-7.png" alt="Synthesis process of self-purified DNA-encoded chemical libraries by dual-linker solid phase synthesis" width="470" height="348" srcset="https://www.drugtargetreview.com/wp-content/uploads/Figure-1-7.png 470w, https://www.drugtargetreview.com/wp-content/uploads/Figure-1-7-338x250.png 338w" sizes="(max-width: 470px) 100vw, 470px" /></noscript></p> <p><em><strong>Figure 1:</strong> Synthesis process of self-purified DNA-encoded chemical libraries by dual-linker solid phase synthesis. Synthesis commences with library members connected to the solid support (large grey circle) through a first cleavable linker. i) A first cycle of split-and-pool synthesis is performed, splitting the material into separate compartments for incorporating a first set of chemical building blocks (dark blue circle), capping unreacted starting material, encoding each building block by enzymatic ligation of DNA barcodes, and then pooling all material together. ii) Further cycles of split-and-pool synthesis are performed until the desired molecular structure is obtained. iii) After synthesis is completed, the last buildling block is connected to the solid support through a second cleavable linker. Only those library members which have been properly assembled are connected to the solid support through two tethers, as incompletely synthesised capped truncated structures cannot react with the second linker. iv) The two linkers are orthogonally cleavable, such that by cleaving the first linker, all truncates are removed from the solid support, while only the pure library members remain attached to the solid support through the second linker. v) After washing away the capped impurities, the final purified library is collected by cleaving the second linker.</em></p> <p>&nbsp;</p> <p>Dual-linker solid phase DEL synthesis provides, for the first time, a direct correlation of chemical display and encoding in DEL technology. While for conventional DEL, DNA barcodes are present in the final library regardless of whether the correct molecule is displayed or not, Pure-DEL libraries are only made up of library members with fully synthesised molecules displayed. By sequencing the DNA barcodes of a Pure-DEL, a clear picture of every molecule present in the library is obtained. In affinity-based selections against a target, reliable selection data can be attained, with hits clearly distinguished from the background. This technology also promises meaningful selection results for libraries of much larger sizes than currently possible – in the range of billions – and the display of complex intermediate-sized molecular structures with a high chance at oral bioavailability, proteolytic stability, cell permeability and binding to ‘undruggable’ targets.</p> <h2>Unlocking new possibilities</h2> <p>An additional advantage of self-purified DEL is that chemical reactions on the solid support can be performed in water-free conditions, in contrast to conventional DEL technology which requires aqueous conditions for solubilisation of the DNA barcode. This opens up the use of a much broader range of reaction types, allowing for the synthesis of highly diverse molecules spanning an underexplored chemical space. Pure-DEL libraries are not restricted to the incorporation of mainly natural amino acids, as in display technologies based on the natural translation machinery but can in principle be assembled by using any reaction or building block type. Libraries of intermediate-sized molecules with drug-like properties focusing on cell permeability and potential oral availability are now in reach, promising to finally tackle ‘undruggable’ targets.</p> <h2>References</h2> <p><sup>1 </sup>Satz AL, Brunschweiger A, Flanagan ME, Gloger A, Hansen NJV, Kuai L, et al. DNA-encoded chemical libraries. Nature Reviews Methods Primers. 2022 Jan 17;2(1).</p> <p><sup>2</sup> Keller M, Schira K, Scheuermann J. Impact of DNA-Encoded Chemical Library Technology on Drug Discovery. CHIMIA. 2022 May 25;76(5):388.</p> <p><sup>3</sup> Neri D, Lerner RA. DNA-Encoded Chemical Libraries: A Selection System Based on Endowing Organic Compounds with Amplifiable Information. Annual Review of Biochemistry. 2018 Jun 20;87(1):479–502.</p> <p><sup>4</sup> Keller M, Petrov D, Gloger A, Bastien Dietschi, Jobin K, Timon Gradinger, et al. Highly pure DNA-encoded chemical libraries by dual-linker solid-phase synthesis. Science. 2024 Jun 14;384(6701):1259–65.</p> <div class="box"> <p><strong>About the authors</strong></p> <p><strong>Dr Michelle Keller, ETH Zurich</strong></p> <p><img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" decoding="async" class="alignleft wp-image-153846 size-thumbnail" data-src="https://www.drugtargetreview.com/wp-content/uploads/Michelle-Keller-120x120.png" alt="Michelle Keller" width="120" height="120" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/Michelle-Keller-120x120.png 120w, https://www.drugtargetreview.com/wp-content/uploads/Michelle-Keller-150x150.png 150w" data-sizes="(max-width: 120px) 100vw, 120px" /><noscript><img decoding="async" class="alignleft wp-image-153846 size-thumbnail" src="https://www.drugtargetreview.com/wp-content/uploads/Michelle-Keller-120x120.png" alt="Michelle Keller" width="120" height="120" srcset="https://www.drugtargetreview.com/wp-content/uploads/Michelle-Keller-120x120.png 120w, https://www.drugtargetreview.com/wp-content/uploads/Michelle-Keller-150x150.png 150w" sizes="(max-width: 120px) 100vw, 120px" /></noscript>Dr Michelle Keller studied Chemistry at the University of Oxford, UK and then obtained her PhD in Pharmaceutical Sciences at ETH Zurich, Switzerland in the Group of PD Dr Jörg Scheuermann. During her PhD, she started the work on self-purified DEL and co‑developed the technology together with Dimitar Petrov.</p> <p>&nbsp;</p> <p>&nbsp;</p> <p><strong><img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" decoding="async" class="alignleft wp-image-153845 size-thumbnail" data-src="https://www.drugtargetreview.com/wp-content/uploads/Jorg-Scheuerman-120x120.jpg" alt="Jorg Scheuerman" width="120" height="120" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/Jorg-Scheuerman-120x120.jpg 120w, https://www.drugtargetreview.com/wp-content/uploads/Jorg-Scheuerman-150x150.jpg 150w" data-sizes="(max-width: 120px) 100vw, 120px" /><noscript><img decoding="async" class="alignleft wp-image-153845 size-thumbnail" src="https://www.drugtargetreview.com/wp-content/uploads/Jorg-Scheuerman-120x120.jpg" alt="Jorg Scheuerman" width="120" height="120" srcset="https://www.drugtargetreview.com/wp-content/uploads/Jorg-Scheuerman-120x120.jpg 120w, https://www.drugtargetreview.com/wp-content/uploads/Jorg-Scheuerman-150x150.jpg 150w" sizes="(max-width: 120px) 100vw, 120px" /></noscript>PD Dr Jörg Scheuermann, Principal Investigator at ETH Zurich</strong></p> <p>PD Dr Jörg Scheuermann studied Chemistry at the University of Heidelberg, Germany and at ETH Zurich, Switzerland. Following his PhD studies at the ETH under the supervision of Prof. Dario Neri, he co-pioneered the development of DEL technology in different implementations together with Professor Dario Neri. He has published over 65 peer-reviewed manuscripts on DEL and is co‑founder and organiser of the International Symposium on DNA-Encoded Chemical Libraries. PD Dr Scheuermann is Principal Investigator at ETH Zurich, heading a group of four PhD students, two Postdocs and one Senior Scientist.</p> </div> <div id="taxos2"> <div class="terms"><p>Related topics<br /><a href="https://www.drugtargetreview.com/topic/biologics/" rel="tag">Biologics</a>, <a href="https://www.drugtargetreview.com/topic/drug-discovery/" rel="tag">Drug Discovery</a>, <a href="https://www.drugtargetreview.com/topic/drug-discovery-processes/" rel="tag">Drug Discovery Processes</a></p></div> <div class="terms"><p>Related organisations<br /><a href="https://www.drugtargetreview.com/organisations/eth-zurich/" rel="tag">ETH Zurich</a></p></div> <div class="terms"><p>Related people<br /><a href="https://www.drugtargetreview.com/people/dr-jorg-scheuermann-eth-zurich/" rel="tag">Dr Jorg Scheuermann (ETH Zurich)</a>, <a href="https://www.drugtargetreview.com/people/dr-michelle-keller-eth-zurich/" rel="tag">Dr Michelle Keller (ETH Zurich)</a></p></div></div><!-- /taxos2 --> </article> <!--this is banners-body-4.php --> <!-- Banner position below latest news(homepage) or above footer (content pages) --> <!-- Banners appearing when screen width is under 797 --> <div id="sidebarFallback1" class="bodyMpu"> <div id="group3"> <div class="randomordercontent group3"> <!-- Sidebar #1 --> <div id="ad20"></div> <script data-cfasync="false" src="/cdn-cgi/scripts/5c5dd728/cloudflare-static/email-decode.min.js"></script><script type="text/javascript"> jQuery(document).ready(function() { var cur_width = jQuery(document).width(); 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The cookie is used to remember the user consent for the cookies under the category "Analytics".</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">cookielawinfo-checkbox-necessary</td><td class="cookielawinfo-column-2">persistent</td><td class="cookielawinfo-column-3">1 year</td><td class="cookielawinfo-column-4">This cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Necessary".</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">cookielawinfo-checkbox-performance</td><td class="cookielawinfo-column-2">persistent</td><td class="cookielawinfo-column-3">1 year</td><td class="cookielawinfo-column-4">This cookie is set by GDPR Cookie Consent WordPress Plugin. The cookie is used to remember the user consent for the cookies under the category "Performance".</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">PHPSESSID</td><td class="cookielawinfo-column-2">session</td><td class="cookielawinfo-column-3">1 year</td><td class="cookielawinfo-column-4">This cookie is native to PHP applications. The cookie is used to store and identify a users' unique session ID for the purpose of managing user session on the website. The cookie is a session cookies and is deleted when all the browser windows are closed.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">viewed_cookie_policy</td><td class="cookielawinfo-column-2">persistent</td><td class="cookielawinfo-column-3">1 year</td><td class="cookielawinfo-column-4">The cookie is set by the GDPR Cookie Consent plugin and is used to store whether or not user has consented to the use of cookies. It does not store any personal data.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">zmember_logged</td><td class="cookielawinfo-column-2">session</td><td class="cookielawinfo-column-3">1 year</td><td class="cookielawinfo-column-4">This session cookie is served by our membership/subscription system and controls whether you are able to see content which is only available to logged in users.</td></tr></tbody></table></p></div> </div> </div> </div> <div class="cli-tab-section"> <div class="cli-tab-header"> <a id="wt-cli-tab-link-advertising-targeting" tabindex="0" role="tab" aria-expanded="false" aria-describedby="wt-cli-tab-advertising-targeting" aria-controls="wt-cli-tab-advertising-targeting" class="cli-nav-link cli-settings-mobile" data-target="advertising-targeting" data-toggle="cli-toggle-tab"> Advertising &amp; Targeting </a> <div class="cli-switch"> <input type="checkbox" class="cli-user-preference-checkbox" id="wt-cli-checkbox-advertising-targeting" aria-label="advertising-targeting" data-id="checkbox-advertising-targeting" role="switch" aria-controls="wt-cli-tab-link-advertising-targeting" aria-labelledby="wt-cli-tab-link-advertising-targeting" checked='checked' /> <label for="wt-cli-checkbox-advertising-targeting" class="cli-slider" data-cli-enable="Enabled" data-cli-disable="Disabled"><span class="wt-cli-sr-only">advertising-targeting</span></label> </div> </div> <div class="cli-tab-content"> <div id="wt-cli-tab-advertising-targeting" tabindex="0" role="tabpanel" aria-labelledby="wt-cli-tab-link-advertising-targeting" class="cli-tab-pane cli-fade" data-id="advertising-targeting"> <div class="wt-cli-cookie-description"><p>Advertising and targeting cookies help us provide our visitors with relevant ads and marketing campaigns.</p> <p><table class="wt-cli-element cookielawinfo-row-cat-table cookielawinfo-winter"><thead><tr><th scope="col" class="cookielawinfo-column-1">Cookie</th><th scope="col" class="cookielawinfo-column-2">Type</th><th scope="col" class="cookielawinfo-column-3">Duration</th><th scope="col" class="cookielawinfo-column-4">Description</th></tr></thead><tbody><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">advanced_ads_browser_width</td><td class="cookielawinfo-column-2">persistent</td><td class="cookielawinfo-column-3">1 month</td><td class="cookielawinfo-column-4">This cookie is set by Advanced Ads and measures the browser width.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">advanced_ads_page_impressions</td><td class="cookielawinfo-column-2">persistent</td><td class="cookielawinfo-column-3">2 years</td><td class="cookielawinfo-column-4">This cookie is set by Advanced Ads and measures the number of previous page impressions.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">advanced_ads_pro_server_info</td><td class="cookielawinfo-column-2">persistent</td><td class="cookielawinfo-column-3">1 month</td><td class="cookielawinfo-column-4">This cookie is set by Advanced Ads and sets geo-location, user role and user capabilities. It is used by cache busting in Advanced Ads Pro when the appropriate visitor conditions are used.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">advanced_ads_pro_visitor_referrer</td><td class="cookielawinfo-column-2">persistent</td><td class="cookielawinfo-column-3">1 year</td><td class="cookielawinfo-column-4">This cookie is set by Advanced Ads and sets the referrer URL.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">bscookie</td><td class="cookielawinfo-column-2">persistent</td><td class="cookielawinfo-column-3">2 years</td><td class="cookielawinfo-column-4">This cookie is a browser ID cookie set by LinkedIn share Buttons and ad tags.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">IDE</td><td class="cookielawinfo-column-2">persistent</td><td class="cookielawinfo-column-3">2 years</td><td class="cookielawinfo-column-4">This cookie is set by Google DoubleClick and stores information about how the user uses the website and any other advertisement before visiting the website. This is used to present users with ads that are relevant to them according to the user profile.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">li_sugr</td><td class="cookielawinfo-column-2">persistent</td><td class="cookielawinfo-column-3">3 months</td><td class="cookielawinfo-column-4">This cookie is set by LinkedIn and is used for tracking.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">UserMatchHistory</td><td class="cookielawinfo-column-2">persistent</td><td class="cookielawinfo-column-3">1 month</td><td class="cookielawinfo-column-4">This cookie is set by Linkedin and is used to track visitors on multiple websites, in order to present relevant advertisement based on the visitor's preferences.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">VISITOR_INFO1_LIVE</td><td class="cookielawinfo-column-2">persistent</td><td class="cookielawinfo-column-3">5 months</td><td class="cookielawinfo-column-4">This cookie is set by YouTube. 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The purpose of the cookie is to enable LinkedIn functionalities on the page.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">GPS</td><td class="cookielawinfo-column-2">persistent</td><td class="cookielawinfo-column-3">30 minutes</td><td class="cookielawinfo-column-4">This cookie is set by YouTube and registers a unique ID for tracking users based on their geographical location</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">lang</td><td class="cookielawinfo-column-2">session</td><td class="cookielawinfo-column-3">1 year</td><td class="cookielawinfo-column-4">This cookie is set by LinkedIn and is used to store the language preferences of a user to serve up content in that stored language the next time user visit the website.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">lidc</td><td class="cookielawinfo-column-2">persistent</td><td class="cookielawinfo-column-3">1 day</td><td class="cookielawinfo-column-4">This cookie is set by LinkedIn and used for routing.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">lissc</td><td class="cookielawinfo-column-2">persistent</td><td class="cookielawinfo-column-3">11 months</td><td class="cookielawinfo-column-4">This cookie is set by LinkedIn share Buttons and ad tags.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">vuid</td><td class="cookielawinfo-column-2">persistent</td><td class="cookielawinfo-column-3">2 years</td><td class="cookielawinfo-column-4">We embed videos from our official Vimeo channel. 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UTM values are specific text strings that are appended to URLs that allow Communigator to track the URLs and the UTM values when they get clicked on.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">_ga</td><td class="cookielawinfo-column-2">persistent</td><td class="cookielawinfo-column-3">2 years</td><td class="cookielawinfo-column-4">This cookie is set by Google Analytics and is used to calculate visitor, session, campaign data and keep track of site usage for the site's analytics report. It stores information anonymously and assign a randomly generated number to identify unique visitors.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">_gat</td><td class="cookielawinfo-column-2">persistent</td><td class="cookielawinfo-column-3">1 minute</td><td class="cookielawinfo-column-4">This cookies is set by Google Universal Analytics to throttle the request rate to limit the collection of data on high traffic sites.</td></tr><tr class="cookielawinfo-row"><td class="cookielawinfo-column-1">_gid</td><td class="cookielawinfo-column-2">persistent</td><td class="cookielawinfo-column-3">1 day</td><td class="cookielawinfo-column-4">This cookie is set by Google Analytics and is used to store information of how visitors use a website and helps in creating an analytics report of how the website is doing. The data collected including the number visitors, the source where they have come from, and the pages visited in an anonymous form.</td></tr></tbody></table></p></div> </div> </div> </div> <div class="cli-tab-section"> <div class="cli-tab-header"> <a id="wt-cli-tab-link-performance" tabindex="0" role="tab" aria-expanded="false" aria-describedby="wt-cli-tab-performance" aria-controls="wt-cli-tab-performance" class="cli-nav-link cli-settings-mobile" data-target="performance" data-toggle="cli-toggle-tab"> Performance </a> <div class="cli-switch"> <input type="checkbox" class="cli-user-preference-checkbox" id="wt-cli-checkbox-performance" aria-label="performance" data-id="checkbox-performance" role="switch" aria-controls="wt-cli-tab-link-performance" aria-labelledby="wt-cli-tab-link-performance" checked='checked' /> <label for="wt-cli-checkbox-performance" class="cli-slider" data-cli-enable="Enabled" data-cli-disable="Disabled"><span class="wt-cli-sr-only">performance</span></label> </div> </div> <div class="cli-tab-content"> <div id="wt-cli-tab-performance" tabindex="0" role="tabpanel" aria-labelledby="wt-cli-tab-link-performance" class="cli-tab-pane cli-fade" data-id="performance"> <div class="wt-cli-cookie-description"><p>Performance cookies include cookies that deliver enhanced functionalities of the website, such as caching. 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