<HashMap><database>biostudies-literature</database><scores/><additional><submitter>Lloyd AJ</submitter><funding>Welsh Government Covid Recovery Challenge Fund (part of the Welsh Government's Food and Drink Division funding)</funding><funding>Innovate UK</funding><pagination>84</pagination><full_dataset_link>https://www.ebi.ac.uk/biostudies/studies/S-EPMC12843885</full_dataset_link><repository>biostudies-literature</repository><omics_type>Unknown</omics_type><volume>16(1)</volume><pubmed_abstract>The Dartmoor Estate Tea plantation in Devon, UK, benefits from a unique microclimate and diverse soil conditions, which, together with its different processing methods, contribute to the distinctive flavours and chemical profiles of its teas.&lt;h4>Objectives&lt;/h4>The chemical diversity of Dartmoor tea was assessed via samples collected during processing of green and black tea.&lt;h4>Methods&lt;/h4>Leaf samples were collected during the processing of green and black tea and analysed using Flow Infusion Electrospray Ionisation Mass Spectrometry (FIE-MS).&lt;h4>Results&lt;/h4>For green tea processing, random forest regression identified features associated with the processing steps, resulting in a total of 272 &lt;i>m&lt;/i>/&lt;i>z&lt;/i> explanatory features. The analysis of black tea processing (4 h and overnight ox</pubmed_abstract><journal>Metabolites</journal><pubmed_title>Chemical Attributes of UK-Grown Tea and Identifying Catechin and Metabolite Dynamics in Green and Black Tea Using Metabolomics and Machine Learning.</pubmed_title><pmcid>PMC12843885</pmcid><funding_grant_id>N/A</funding_grant_id><funding_grant_id>10068218</funding_grant_id><pubmed_authors>Warren-Walker A</pubmed_authors><pubmed_authors>Lyons L</pubmed_authors><pubmed_authors>Lloyd AJ</pubmed_authors><pubmed_authors>Watson A</pubmed_authors><pubmed_authors>Wilson T</pubmed_authors><pubmed_authors>Beckmann M</pubmed_authors><pubmed_authors>Finch J</pubmed_authors><pubmed_authors>Martinez Martin MJP</pubmed_authors></additional><is_claimable>false</is_claimable><name>Chemical Attributes of UK-Grown Tea and Identifying Catechin and Metabolite Dynamics in Green and Black Tea Using Metabolomics and Machine Learning.</name><description>The Dartmoor Estate Tea plantation in Devon, UK, benefits from a unique microclimate and diverse soil conditions, which, together with its different processing methods, contribute to the distinctive flavours and chemical profiles of its teas.&lt;h4>Objectives&lt;/h4>The chemical diversity of Dartmoor tea was assessed via samples collected during processing of green and black tea.&lt;h4>Methods&lt;/h4>Leaf samples were collected during the processing of green and black tea and analysed using Flow Infusion Electrospray Ionisation Mass Spectrometry (FIE-MS).&lt;h4>Results&lt;/h4>For green tea processing, random forest regression identified features associated with the processing steps, resulting in a total of 272 &lt;i>m&lt;/i>/&lt;i>z&lt;/i> explanatory features. The analysis of black tea processing (4 h and overnight ox</description><dates><release>2026-01-01T00:00:00Z</release><publication>2026 Jan</publication><modification>2026-06-17T03:22:23.058Z</modification><creation>2026-06-17T03:10:38.008Z</creation></dates><accession>S-EPMC12843885</accession><cross_references><pubmed>41590692</pubmed><doi>10.3390/metabo16010084</doi></cross_references></HashMap>