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	<title>CNS Archives - Pharmacelera | Pushing the limits of computational chemistry</title>
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	<title>CNS Archives - Pharmacelera | Pushing the limits of computational chemistry</title>
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		<title>Computational Chemistry in Blood Brain Barrier penetration for CNS Drug Discovery</title>
		<link>https://pharmacelera.com/blog/science/computational-chemistry-in-blood-brain-barrier-penetration-for-cns-drug-discovery/</link>
		
		<dc:creator><![CDATA[Enric Herrero]]></dc:creator>
		<pubDate>Tue, 09 Mar 2021 09:50:32 +0000</pubDate>
				<category><![CDATA[Science]]></category>
		<category><![CDATA[BBB]]></category>
		<category><![CDATA[Blood-brain barrier]]></category>
		<category><![CDATA[CNS]]></category>
		<category><![CDATA[computational chemistry]]></category>
		<guid isPermaLink="false">https://new.pharmacelera.com/?p=7726</guid>

					<description><![CDATA[<p>By Giorgia Zaetta &#8211; March. 9, 2021 The challenges&#160;of CNS Drug Discovery&#160; In the last decades,&#160;few&#160;clinically&#160;active&#160;drugs&#160;for brain disorders&#160;were&#160;identified,&#160;and&#160;many&#160;research projects&#160;have&#160;been&#160;abandoned because of&#160;drawbacks in&#160;the&#160;drug [&#8230;]</p>
<p>The post <a href="https://pharmacelera.com/blog/science/computational-chemistry-in-blood-brain-barrier-penetration-for-cns-drug-discovery/">Computational Chemistry in Blood Brain Barrier penetration for CNS Drug Discovery</a> appeared first on <a href="https://pharmacelera.com">Pharmacelera | Pushing the limits of computational chemistry</a>.</p>
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									<p>By Giorgia Zaetta &#8211; March. 9, 2021</p>								</div>
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<h4 class="wp-block-heading">The challenges&nbsp;of CNS Drug Discovery&nbsp;</h4>



<p>In the last decades,&nbsp;few&nbsp;clinically&nbsp;active&nbsp;drugs&nbsp;for brain disorders&nbsp;were&nbsp;identified,&nbsp;and&nbsp;many&nbsp;research projects&nbsp;have&nbsp;been&nbsp;abandoned because of&nbsp;drawbacks in&nbsp;the&nbsp;drug discovery&nbsp;pipeline.&nbsp;One of the main&nbsp;CNS&nbsp;drug discovery&nbsp;challenges,&nbsp;is to understand the mechanisms that govern&nbsp;blood–brain barrier&nbsp;permeability. This is mainly due to the physical restriction of the membrane as well as the activity of efflux transporters present, that create an obstacle to drug delivery into the brain. Therefore, it is significantly important to characterize the BBB permeability of small molecule&nbsp;as early as possible.&nbsp;</p>



<h4 class="wp-block-heading">What is the Blood&nbsp;Brain&nbsp;Barrier?&nbsp;</h4>



<p>The blood–brain barrier (BBB) describes the endothelial&nbsp;layer of&nbsp;cells&nbsp;that&nbsp;surrounds&nbsp;the central&nbsp;nervous system (CNS),&nbsp;and is identified as a structural and chemical barrier between the brain and systemic circulation.&nbsp;BBB is a special selective&nbsp;semi-permeable&nbsp;membrane, with&nbsp;physiological&nbsp;role&nbsp;of&nbsp;preventing&nbsp;harmful&nbsp;substances from entering the brain.&nbsp;&nbsp;</p>



<div class="wp-block-image"><figure class="aligncenter size-large"><img fetchpriority="high" decoding="async" width="474" height="151" src="https://new.pharmacelera.com/wp-content/uploads/2021/03/image-1.png" alt="" class="wp-image-7728" srcset="https://pharmacelera.com/wp-content/uploads/2021/03/image-1.png 474w, https://pharmacelera.com/wp-content/uploads/2021/03/image-1-300x96.png 300w, https://pharmacelera.com/wp-content/uploads/2021/03/image-1-230x73.png 230w, https://pharmacelera.com/wp-content/uploads/2021/03/image-1-350x111.png 350w" sizes="(max-width: 474px) 100vw, 474px" /></figure></div>



<p>The illustration of the blood-brain barrier (From:&nbsp;Liu, et al.&nbsp;<strong>2012</strong>)&nbsp;</p>



<h5 class="wp-block-heading">Passive&nbsp;Diffusion&nbsp;and&nbsp;Active&nbsp;Transport&nbsp;&nbsp;</h5>



<p>BBB&nbsp;permits lipid-soluble&nbsp;small&nbsp;molecules to&nbsp;cross by passive diffusion,&nbsp;and allows the selective&nbsp;active&nbsp;transport of molecules,&nbsp;such as glucose and&nbsp;some&nbsp;amino acids,&nbsp;via&nbsp;the P-glycoprotein-mediated active transport mechanism&nbsp;(P-gp).&nbsp;A&nbsp;drug’s BBB permeability profile is influenced by multiple component that contribute positively or negatively to its ability of getting in the brain:&nbsp;</p>



<ul class="wp-block-list"><li>Molecular&nbsp;Weight up to 400&nbsp;Da</li><li>Molecular&nbsp;Volume&nbsp;(<em>Fisher et al.</em>&nbsp;found a 100-fold decrease in penetration between molecules with volumes of 100 Å&nbsp;compared to&nbsp;50 Å)</li><li><a href="https://new.pharmacelera.com/science/the-impact-of-lipophilicity-and-hydrophobicity-in-drug-design/">Hydrophilicity</a>,&nbsp;as&nbsp;major determinant of permeability</li></ul>



<p>Active transport&nbsp;by the BBB’s efflux pumps is equally important&nbsp;to&nbsp;obstacle&nbsp;diffusion of drugs to the brain, and some small molecules can be found as&nbsp;P-gp&nbsp;substrates.&nbsp;</p>



<div class="wp-block-image"><figure class="aligncenter size-large"><img decoding="async" width="349" height="172" src="https://new.pharmacelera.com/wp-content/uploads/2021/03/image.png" alt="" class="wp-image-7727" srcset="https://pharmacelera.com/wp-content/uploads/2021/03/image.png 349w, https://pharmacelera.com/wp-content/uploads/2021/03/image-300x148.png 300w, https://pharmacelera.com/wp-content/uploads/2021/03/image-230x113.png 230w" sizes="(max-width: 349px) 100vw, 349px" /></figure></div>



<p>Mechanisms of drugs passing BBB:&nbsp;the right part presents the blood vessel, which shows the mechanisms for drug passing BBB, and the left part is the brain.&nbsp;</p>



<h4 class="wp-block-heading">The importance of crossing the BBB in&nbsp;Drug Discovery&nbsp;</h4>



<p>Many&nbsp;active&nbsp;compounds&nbsp;faced&nbsp;CNS&nbsp;research&nbsp;discontinuation&nbsp;due to&nbsp;low BBB penetration&nbsp;rather than lack of potency;&nbsp;therefore, to determine whether&nbsp;a drug&nbsp;has BBB permeability is a&nbsp;key&nbsp;pre-requirement of discovering CNS drugs.&nbsp;&nbsp;</p>



<h5 class="wp-block-heading">The limitations</h5>



<p>Ways of testing BBB&nbsp;compound’s&nbsp;penetration are&nbsp;considered&nbsp;quick, high throughput and reliable. PAMPA-BBB (the BBB parallel artificial membrane permeation assays)&nbsp;has been extensively used as the&nbsp;<em>in vitro</em>&nbsp;model of choice&nbsp;for predicting passive BBB permeation.&nbsp;<em>In vivo</em>&nbsp;tests&nbsp;run on&nbsp;primary cultures&nbsp;has an important ethical implication,&nbsp;and some&nbsp;have&nbsp;started&nbsp;developing&nbsp;3D tissue&nbsp;models&nbsp;of the human brain endothelium that mimics&nbsp;BBB&nbsp;and&nbsp;can potentially substitute the current&nbsp;<em>in vivo</em>&nbsp;models. Even if this&nbsp;could&nbsp;possibly&nbsp;overcome&nbsp;the&nbsp;costs and the&nbsp;ethical issues with animal testing,&nbsp;more solutions need to be found.&nbsp;</p>



<h5 class="wp-block-heading">One solution:&nbsp;Computational Chemistry</h5>



<p>In the drug market, the cost&nbsp;of&nbsp;drug discovery&nbsp;failure&nbsp;in late stages&nbsp;is of high impact. The&nbsp;complexity&nbsp;of the laws&nbsp;regulating the&nbsp;use of animal&nbsp;samples&nbsp;for experimental purposes, together with&nbsp;the&nbsp;current scenario&nbsp;where&nbsp;progresses are made only&nbsp;in small&nbsp;molecules&nbsp;that penetrate the BBB with passive diffusion, have clearly some responsibility in the&nbsp;most common drawbacks.&nbsp;&nbsp;</p>



<p>In the future,&nbsp;computational methods can&nbsp;surely&nbsp;significantly improve the prediction accuracy of drug BBB permeability,&nbsp;and it can&nbsp;ultimately&nbsp;help&nbsp;drug discovery&nbsp;to reduce&nbsp;time and cost in&nbsp;finding&nbsp;new CNS drugs.&nbsp;For example, in&nbsp;2018,&nbsp;<em>Wang et al.</em>&nbsp;proposed a Silico method which,&nbsp;combined with <a href="https://new.pharmacelera.com/machine-learning/">Machine learning</a>,&nbsp;can improve&nbsp;this&nbsp;prediction.&nbsp;&nbsp;</p>



<p>At&nbsp;<strong>Pharmacelera</strong>,&nbsp;we&nbsp;are&nbsp;closely&nbsp;working on future perspective&nbsp;for&nbsp;CNS therapies, using&nbsp;a <a href="https://new.pharmacelera.com/better-molecular-description/">unique&nbsp;approach</a>&nbsp;derived from semi-empirical Quantum-Mechanics (QM) calculations. Such fields describe with high accuracy the&nbsp;molecular descriptors&nbsp;that&nbsp;can&nbsp;determine&nbsp;BBB penetration.</p>



<p>Do you want to find out more about how&nbsp;<strong>Pharmacelera</strong>&nbsp;can&nbsp;help you&nbsp;in your&nbsp;CNS&nbsp;drug discovery project? Let us help you! Our consultants will provide you with customized solutions,&nbsp;always working side by side with your team.&nbsp;<strong>Contact us:&nbsp;<a href="mailto:contact@pharmacelera.com">contact@pharmacelera.com</a></strong>&nbsp;</p>



<h4 class="wp-block-heading">Bibliography</h4>



<ol class="wp-block-list"><li>“Blood–brain barrier: mechanisms governing permeability and interaction with peripherally acting μ-opioid receptor antagonists.”&nbsp;Viscusi, E. R. et al.,&nbsp;<em>Reg&nbsp;</em><em>Anesth</em><em>&nbsp;Pain Med</em>&nbsp;<strong>2020</strong>;&nbsp;<em>0</em>:&nbsp;1–8.&nbsp;</li></ol>



<ol class="wp-block-list" start="2"><li>&nbsp;“Improved Classification of Blood-Brain-Barrier Drugs Using Deep Learning.”&nbsp;Miao, R. et al.,&nbsp;<em>Scientific Reports</em><em>,</em>&nbsp;<strong>2019</strong>,&nbsp;<em>9</em>:&nbsp;8802<em>&nbsp;</em>&nbsp;</li></ol>



<ol class="wp-block-list" start="3"><li>&nbsp;“A focused library of psychotropic&nbsp;analogs&nbsp;with&nbsp;neuroprotective and&nbsp;neuroregenerative&nbsp;potential.”&nbsp;Uliassi, E. et al.,&nbsp;<em>ACS Chem.&nbsp;</em><em>Neurosci</em><em>.</em><strong>&nbsp;</strong><strong>2018</strong>&nbsp;</li></ol>



<ol class="wp-block-list" start="4"><li>&nbsp;“Blood-brain barrier permeation: molecular parameters governing passive diffusion.”&nbsp;Fischer, H. et al.,&nbsp;<em>J&nbsp;</em><em>Membr</em><em>&nbsp;</em><em>Biol</em>&nbsp;<strong>1998</strong>;&nbsp;<em>165</em>:&nbsp;201–11.&nbsp;</li></ol>



<ol class="wp-block-list" start="5"><li>&nbsp;“In Silico Prediction of Blood–Brain Barrier Permeability of Compounds by Machine Learning and Resampling&nbsp;Methods.”&nbsp;Wang, Z. et al.,&nbsp;<em>ChemMedChem</em>,&nbsp;<strong>2018</strong>,&nbsp;<em>13</em>, 2189–2201.&nbsp;</li></ol>



<ol class="wp-block-list" start="6"><li>&nbsp;“Drug transport across the blood-brain barrier.”&nbsp;Pardridge, W. M. et al.,&nbsp;<em>J&nbsp;</em><em>Cereb</em><em>&nbsp;Blood Flow&nbsp;</em><em>Metab</em>&nbsp;<strong>2012</strong>;&nbsp;<em>32</em>:&nbsp;1959–72.&nbsp;</li></ol>
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		<p>The post <a href="https://pharmacelera.com/blog/science/computational-chemistry-in-blood-brain-barrier-penetration-for-cns-drug-discovery/">Computational Chemistry in Blood Brain Barrier penetration for CNS Drug Discovery</a> appeared first on <a href="https://pharmacelera.com">Pharmacelera | Pushing the limits of computational chemistry</a>.</p>
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