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<BioSampleSet><BioSample access="public" publication_date="2022-11-21T00:00:00.000" last_update="2022-11-22T01:19:53.000" submission_date="2022-11-23T08:07:19.630" id="31848757" accession="SAMEA112151385">   <Ids>     <Id db="BioSample" is_primary="1">SAMEA112151385</Id>     <Id db="SRA">ERS14261285</Id>   </Ids>   <Description>     <Title>Metagenome-assembled genome: ERR6760072_bin.67_metawrap_v1.3_MAG</Title>     <Organism taxonomy_id="244328" taxonomy_name="uncultured Clostridia bacterium">       <OrganismName>uncultured Clostridia bacterium</OrganismName>     </Organism>     <Comment>       <Paragraph>This sample represents a Third Party Annotation (TPA) Metagenome-Assembled Genome (MAG) assembled from the metagenomic run ERR6760072 of study ERP123933.</Paragraph>     </Comment>   </Description>   <Owner>     <Name>EBI</Name>   </Owner>   <Models>     <Model>Generic</Model>   </Models>   <Package display_name="Generic">Generic.1.0</Package>   <Attributes>     <Attribute attribute_name="ENA-CHECKLIST">ERC000047</Attribute>     <Attribute attribute_name="ENA-FIRST-PUBLIC">2022-11-21</Attribute>     <Attribute attribute_name="ENA-LAST-UPDATE">2022-11-21</Attribute>     <Attribute attribute_name="External Id">SAMEA112151385</Attribute>     <Attribute attribute_name="INSDC center alias">EMG</Attribute>     <Attribute attribute_name="INSDC center name">EMG</Attribute>     <Attribute attribute_name="INSDC first public">2022-11-21T20:19:13Z</Attribute>     <Attribute attribute_name="INSDC last update">2022-11-21T20:19:13Z</Attribute>     <Attribute attribute_name="INSDC status">public</Attribute>     <Attribute attribute_name="Submitter Id">ERR6760072_bin.67_metawrap_v1.3_MAG</Attribute>     <Attribute attribute_name="assembly quality">Many fragments with little to no review of assembly other than reporting of standard assembly statistics</Attribute>     <Attribute attribute_name="assembly software">metaSPAdes v3.15.3</Attribute>     <Attribute attribute_name="binning parameters">MaxBin2, MetaBat2, Concoct with default parameter of the metaWRAP pipeline. Bin refinement module used from metaWRAP with default parameters.</Attribute>     <Attribute attribute_name="binning software">metawrap v1.3</Attribute>     <Attribute attribute_name="broad-scale environmental context" harmonized_name="env_broad_scale" display_name="broad-scale environmental context">mouse digestive system</Attribute>     <Attribute attribute_name="broker name">EMG broker account, EMBL-EBI</Attribute>     <Attribute attribute_name="collection date" harmonized_name="collection_date" display_name="collection date">2018-01-01</Attribute>     <Attribute attribute_name="completeness score">95.16</Attribute>     <Attribute attribute_name="completeness software">CheckM</Attribute>     <Attribute attribute_name="contamination score">0.03</Attribute>     <Attribute attribute_name="environmental medium" harmonized_name="env_medium" display_name="environmental medium">feces</Attribute>     <Attribute attribute_name="geographic location (country and/or sea)" harmonized_name="geo_loc_name" display_name="geographic location">USA</Attribute>     <Attribute attribute_name="geographic location (latitude)">not provided</Attribute>     <Attribute attribute_name="geographic location (longitude)">not provided</Attribute>     <Attribute attribute_name="investigation type" harmonized_name="investigation_type" display_name="investigation type">metagenome-assembled genome</Attribute>     <Attribute attribute_name="isolation_source" harmonized_name="isolation_source" display_name="isolation source">mouse gut metagenome</Attribute>     <Attribute attribute_name="local environmental context">digestive tube</Attribute>     <Attribute attribute_name="metagenomic source">mouse gut metagenome</Attribute>     <Attribute attribute_name="project name" harmonized_name="project_name" display_name="project name">Polycystic ovary syndrome (PCOS) impacts ~10% of reproductive-aged women worldwide. In addition to infertility, women with PCOS suffer from metabolic dysregulation which increases their risk of developing type 2 diabetes, cardiovascular disease and non-alcoholic fatty liver disease. Studies have shown differences in the gut microbiome of women with PCOS compared to women without the disorder, a pattern replicated in mouse models. Recently, using a letrozole-induced mouse model of PCOS, we demonstrated that cohousing was protective against development of both metabolic and reproductive phenotypes and showed via 16S amplicon sequencing that this protection correlated with time-dependent shifts in gut bacteria. Here, we applied untargeted metabolomics and shotgun metagenomics approaches to further analyze the longitudinal samples from the cohousing experiment. Analysis of beta diversity with the three ‘omics datasets found that untargeted metabolites had the strongest correlation to both disease and cohoused states and that shifts in metabolite diversity were detected prior to shifts in bacterial diversity. In addition, log2-fold analyses found numerous metabolite features, particularly bile acids (BA), to be highly differentiated between placebo (P) and letrozole (LET), as well as cohoused LET versus LET. Moreover, combination of BA and metagenomic features resulted in the best overall random forest classification accuracy, with BAs contributing the most to the classification accuracy. Our results indicate that changes in gut metabolites, particularly BAs, are associated with a PCOS-like phenotype in the LET mouse model as well as the protective effect of cohousing. Our results also suggest that transfer of metabolites via coprophagy occurs rapidly and may precipitate changes in bacterial diversity. This study joins a growing body of research highlighting changes in primary and secondary bile acids that may provide a link between host metabolism and gut microbes relevant to the pathology of PCOS.</Attribute>     <Attribute attribute_name="sample derived from">SAMEA7302550</Attribute>     <Attribute attribute_name="sample name" harmonized_name="sample_name" display_name="sample name">ERR6760072_bin.67_metawrap_v1.3_MAG</Attribute>     <Attribute attribute_name="sequencing method">Illumina NovaSeq 6000</Attribute>     <Attribute attribute_name="taxonomic classification">The taxonomy of this metagenome-assembled genome was originally computed with GTDBtk, which assigned the following taxonomic annotation: d__Bacteria;p__Firmicutes;c__Clostridia;o__;f__;g__;s__</Attribute>     <Attribute attribute_name="taxonomic identity marker">multi-marker approach</Attribute>   </Attributes>   <Status status="live" when="2022-11-24T08:10:19.393"/> </BioSample> </BioSampleSet>
