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	<title>chemesthesis &#8211; BIOENGINEER.ORG</title>
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		<title>Machine Learning Screen Finds Everyday Flavor Compounds That Activate Human Irritation Receptor TRPA1</title>
		<link>https://bioengineer.org/machine-learning-screen-finds-everyday-flavor-compounds-that-activate-human-irritation-receptor-trpa1/</link>
		
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		<pubDate>Tue, 27 Oct 2026 15:58:00 +0000</pubDate>
				<category><![CDATA[Agriculture]]></category>
		<category><![CDATA[calcium flux assay]]></category>
		<category><![CDATA[chemesthesis]]></category>
		<category><![CDATA[eugenol]]></category>
		<category><![CDATA[flavor compounds]]></category>
		<category><![CDATA[HEK293T cells]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<category><![CDATA[molecular docking]]></category>
		<category><![CDATA[molecular dynamics]]></category>
		<category><![CDATA[Random Forest]]></category>
		<category><![CDATA[thymol]]></category>
		<category><![CDATA[TRPA1]]></category>
		<category><![CDATA[vanillin]]></category>
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					<description><![CDATA[A machine learning and cell-based screening pipeline identified vanillin, eugenol, thymol, and organic acids as activators of the human TRPA1 irritation receptor, with molecular docking and simulations explaining their distinct binding modes.]]></description>
		
		
		
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