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-<h1>Read across toxicity predictions with nano-lazar</h1>
-
-</div>
-</div>
-<div class="presentation">
-<div class="slide" id="slide0">
-<h1 class="title">Read across toxicity predictions with nano-lazar</h1>
-
-<p class="center">Christoph Helma</p>
-<p class="center">in silico toxicology gmbh</p>
-<img alt="http://www.enanomapper.net/sites/all/themes/theme807/logo.png" class="center align-center" src="http://www.enanomapper.net/sites/all/themes/theme807/logo.png" />
-
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-<div class="slide" id="requirements">
-<h1>Requirements</h1>
-<ul class="simple">
-<li>Nanoparticle characterisation</li>
-<li>Toxicity measurements</li>
-</ul>
-</div>
-<div class="slide" id="enanomapper-data-import">
-<h1>eNanoMapper data import</h1>
-<ul class="incremental simple">
-<li>Nanoparticles imported: 464</li>
-<li>Nanoparticles with particle characterisation: 394</li>
-<li>Nanoparticles with toxicity data: 167</li>
-<li>Nanoparticles with toxicity data and particle characterisation: 160</li>
-</ul>
-</div>
-<div class="slide" id="enanomapper-toxicity-endpoints">
-<h1>eNanoMapper toxicity endpoints</h1>
-<ul class="incremental simple">
-<li>Toxicity endpoints: 41</li>
-<li>Toxicity endpoints with more than one measurement value: 22</li>
-<li>Toxicity endpoints with more than 10 measurements: 2</li>
-</ul>
-</div>
-<div class="slide" id="selected-data">
-<h1>Selected data</h1>
-<p>Protein corona dataset Au particles (106 particles)
-Toxicity endpoint:</p>
-</div>
-<div class="slide" id="read-across-procedure">
-<h1>Read across procedure</h1>
-<ul class="incremental simple">
-<li>Identify relevant fragments (significant correlation with toxicity)
-TODO list of fragments, number</li>
-<li>Calculate similarities (weighted cosine similarity, correlation coefficients = weights)</li>
-<li>Identify neighbors (particles with more than 0.95 similarity)</li>
-<li>Calculate prediction (weighted average from neighbors, similarities = weights)</li>
-</ul>
-</div>
-<div class="slide" id="future-development">
-<h1>Future development</h1>
-<ul class="simple">
-<li>Validation of predictions</li>
-<li>Applicability domain/reliability of predictions</li>
-<li>Accuracy improvements:
-- additional data
-- feature selection
-- similarity calculation
-- predictions (local regression models)</li>
-<li>Usability improvements:
-- additional data (extension of applicability domain, additional endpoints and chemistries)
-- inclusion of ontologies
-- descriptor calculation directly from core and coating chemistries</li>
-</ul>
-</div>
-<div class="slide" id="webinterface">
-<h1>Webinterface</h1>
-<p><a class="reference external" href="https://nano-lazar.in-silico.ch/predict">https://nano-lazar.in-silico.ch/predict</a></p>
-<p>Your recommendations?</p>
-</div>
-<div class="slide" id="source-code">
-<h1>Source code</h1>
-<p><a class="reference external" href="https://github.com/opentox/nano-lazar">https://github.com/opentox/nano-lazar</a></p>
-</div>
-</div>
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