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  <url>
    <loc>https://www.ometalabs.net/resources/whatismetabolomics</loc>
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    <lastmod>2025-01-23</lastmod>
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      <image:title>Resources - What is metabolomics? - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/whatismassspec</loc>
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    <lastmod>2025-01-23</lastmod>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/0bd25c0d-636c-4371-a68a-66bffeef53ee/Metabolomics_101-03.png</image:loc>
      <image:title>Resources - What is mass spectrometry? - Make it stand out</image:title>
      <image:caption>Example of mass spectrometry metabolomics results</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/untargetedtargetedmetabolomics</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2024-11-05</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/67e7e613-a686-464a-b0d0-650da875dda5/Metabolomics_101-02.png</image:loc>
      <image:title>Resources - Targeted vs. Untargeted Metabolomics - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/ms1vsms2</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-01-23</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/189c33c2-6910-4cbd-9f18-4fb590a15be9/Metabolomics_101-06.png</image:loc>
      <image:title>Resources - MS1 vs. MS2 (or both!) - Make it stand out</image:title>
      <image:caption>MS1 and MS2 peaks for the antibiotic azithromycin</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/21322e97-c7b8-4208-9ddc-2158bb039ebf/Metabolomics_101-04.png</image:loc>
      <image:title>Resources - MS1 vs. MS2 (or both!) - Make it stand out</image:title>
      <image:caption>Isomers with the same MS1 mass but different MS2 spectra</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/b49ae69b-6dd0-4afd-af21-476ae8c7633b/Metabolomics_101-05.png</image:loc>
      <image:title>Resources - MS1 vs. MS2 (or both!)</image:title>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/msmslibrarymatching</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-06-24</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/22256199-772a-4f03-b613-a7ab0f3419a4/Metabolomics_101-11.png</image:loc>
      <image:title>Resources - Library Matching - Make it stand out</image:title>
      <image:caption>Library matching between identical molecules (top) and different molecules (bottom)</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/molecularnetworking</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-03-03</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/91c49e30-e95b-40d1-95b4-d020ecff0ab0/MolNet_Figures-06.png</image:loc>
      <image:title>Resources - Molecular Networking - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/f7b41008-aeeb-40f3-be07-b1bf227ef780/MolNet_Figures-05.png</image:loc>
      <image:title>Resources - Molecular Networking - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/160e0e68-ac03-4618-ae31-4076f9341bb7/MolNet_Figures-07.png</image:loc>
      <image:title>Resources - Molecular Networking - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/cmnvsfbmn</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-09-10</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/f73dffdb-f6ef-40e8-b809-d525224479ac/Metabolomics_201-02.png</image:loc>
      <image:title>Resources - Classical vs. Feature-Based Molecular Networking - Make it stand out</image:title>
      <image:caption>Overview of Classical Molecular Networking</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/39d7f3cd-0ce9-4284-a913-ac6127514884/Metabolomics_201-03.png</image:loc>
      <image:title>Resources - Classical vs. Feature-Based Molecular Networking - Make it stand out</image:title>
      <image:caption>Overview of Feature-Based Molecular Networking</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/peak-integration</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-06-17</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/53631af2-5e23-433d-98b8-a55c1108049c/XIC-01.png</image:loc>
      <image:title>Resources - Peak Integration - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/86294503-e11f-48c6-af22-fa0bf6c06e10/XIC-03.png</image:loc>
      <image:title>Resources - Peak Integration - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/b19b3a44-5f8b-4a4a-b32e-19bc310c3826/XIC-04.png</image:loc>
      <image:title>Resources - Peak Integration - Make it stand out</image:title>
      <image:caption>Average and total time taken before and after optimization by the five most computationally-intensive processes in a molecular network of &gt;1,800 samples.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/massql</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-03-03</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/f139e5be-3a18-4e9d-bd0f-903b77a7818d/Metabolomics_201-05.png</image:loc>
      <image:title>Resources - MassQL - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/file-conversion</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-03-18</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/94d49def-b368-4726-9eee-a14300844879/File_Format_Cartoon-01.png</image:loc>
      <image:title>Resources - File Conversion - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/adducts</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-01-23</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/95489613-e2b5-487a-945c-0bfb0327d721/Metabolomics_201-06.png</image:loc>
      <image:title>Resources - Adducts and Ion Mode - Make it stand out</image:title>
      <image:caption>Library spectra of tryptophan.* Fun fact: none of these are the molecular weight of tryptophan (204.22 g/mol).</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/a8efc493-b791-42bf-b894-8ab5b377ac05/Metabolomics_201-08.png</image:loc>
      <image:title>Resources - Adducts and Ion Mode - Make it stand out</image:title>
      <image:caption>Diagram of adduct formation using electrospray ionization in positive mode.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/modifinder</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-09-22</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/e9e2bc4e-edfb-4a71-9bfc-cb151e6526d9/Modifinder_Artboard+6.png</image:loc>
      <image:title>Resources - ModiFinder - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/00701ec3-9232-44ae-b951-035696c3f453/Modifinder_Artboard+6-03.png</image:loc>
      <image:title>Resources - ModiFinder - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <video:video>
      <video:content_loc>https://video.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/204e74aa-dd5f-4033-a534-d58c799f02ef/playlist.m3u8</video:content_loc>
      <video:thumbnail_loc>https://video.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/204e74aa-dd5f-4033-a534-d58c799f02ef/thumbnail</video:thumbnail_loc>
      <video:title>Resources - ModiFinder</video:title>
      <video:description>Resources - ModiFinder</video:description>
    </video:video>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/everything-bagel</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-09-22</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/c2be7d54-d089-43fe-9782-cfeb7767a504/Everything_Bagel_Artboard+6-05.png</image:loc>
      <image:title>Resources - Everything Bagel - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/889e08cf-fbf6-402a-9912-e7d6ed620182/Everything_Bagel_Artboard+2-08.png</image:loc>
      <image:title>Resources - Everything Bagel - Make it stand out</image:title>
      <image:caption>Runtime, CPU hours, and Max RAM for a small (67 MS/MS files) and large (1,829 MS/MS files) task using Ometa’s Molecular Networking and Everything Bagel workflows. Round 1 and 2 refer to rounds of optimization performed by the Ometa team to improve the computational performance of the Molecular Networking workflow.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/5e07a63c-e262-4359-993e-1a41d3437c33/Everything_Bagel_Artboard+6-06.png</image:loc>
      <image:title>Resources - Everything Bagel - Make it stand out</image:title>
      <image:caption>Example feature finding results from everything bagel. The full task with all results can be accessed here, you can check out the feature inspection dashboard to view all features.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/7343afb5-6933-4089-a7b1-0a978ac78d46/Everything_Bagel_Artboard+6-07.png</image:loc>
      <image:title>Resources - Everything Bagel - Make it stand out</image:title>
      <image:caption>Shared and exclusive features for the same dataset in Everything Bagel and MZmine. The full comparison can be accessed here.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/spectral-quality</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-01-23</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/8d91f366-f27f-42c9-8ab8-ece74a34cebb/Metabolomics_202-01.png</image:loc>
      <image:title>Resources - Spectral Quality - Make it stand out</image:title>
      <image:caption>Two MS2 spectrum from the antibiotic azithromycin. Reminder: cosine scores use both shared peaks and peak intensity to calculate similarity.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/a91d1160-2c8d-4b6a-a9d6-f1d1912d239f/Metabolomics_202-02.png</image:loc>
      <image:title>Resources - Spectral Quality - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/09109044-cc3f-45c0-8bd8-ef6e846bd562/Metabolomics_202-04.png</image:loc>
      <image:title>Resources - Spectral Quality - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/library-cleaning</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-03-04</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/48c05f37-32b5-46b4-b1f9-8bccc5dc18c6/Library_Cleaning_Artboard+6-01.png</image:loc>
      <image:title>Resources - Library Cleaning - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/proteomics-vs-metabolomics</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-01-23</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/76989bb0-2498-4ed4-9e46-470553a79afb/Metabolomics_202-05.png</image:loc>
      <image:title>Resources - Proteomics vs. Metabolomics - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/dad71777-15cb-4252-9f31-4f825e9a0372/Metabolomics_202-06.png</image:loc>
      <image:title>Resources - Proteomics vs. Metabolomics - Make it stand out</image:title>
      <image:caption>Search results for manuscripts containing Proteomics or Metabolomics in PubMed.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/statistics-intro</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-01-23</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/8e014cf7-3a02-4d9a-8e9d-014547c5499f/Statistics-05.png</image:loc>
      <image:title>Resources - Statistics: the basics - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/statistics-p-value</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-01-23</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/65f536ba-a74d-46bf-bee0-4fca3215c9eb/Statistics-01.png</image:loc>
      <image:title>Resources - Statistics: p values - Make it stand out</image:title>
      <image:caption>The problem of multiple comparisons</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/5464950d-33cd-48e4-9e08-3e3f676d45b0/Volcano_Plot_Dasboard_2.png</image:loc>
      <image:title>Resources - Statistics: p values - Make it stand out</image:title>
      <image:caption>Volcano Plot Dashboard in Ometa Flow. Data shown is publicly available (MSV000086989).</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/statistics-normalization</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-01-23</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/73d9443b-e23e-4431-a8d4-2cc319469a47/Statistics-04.png</image:loc>
      <image:title>Resources - Statistics: normalization - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/statistics-pca</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-01-23</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/686275d3-de1c-4b9a-8d2d-23113b64e47e/Statistics-07.png</image:loc>
      <image:title>Resources - Statistics: principal components analysis - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/ae7743f8-54f6-46a1-a2a2-55a3ed0e4311/Statistics-08.png</image:loc>
      <image:title>Resources - Statistics: principal components analysis - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/cae9b7ce-da77-484b-8262-6104eb897e4e/Statistics-09.png</image:loc>
      <image:title>Resources - Statistics: principal components analysis - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/e376013e-691c-479c-b51a-18b0a6cad251/Statistics-10.png</image:loc>
      <image:title>Resources - Statistics: principal components analysis - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/03567c6d-2258-4260-80e2-41abee15f815/Statistics-11.png</image:loc>
      <image:title>Resources - Statistics: principal components analysis - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/3ef9d1a4-76f5-4d2a-8948-ddf3efba9d91/Screenshot+2024-09-24+at+10-44-28+Ometa+Labs+Flow.png</image:loc>
      <image:title>Resources - Statistics: principal components analysis - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/statistics-ml</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-01-23</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/97b3f39a-9f45-4d55-866c-a9a617c02234/Statistics-13.png</image:loc>
      <image:title>Resources - Statistics: machine learning - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/31ec4a7a-3ef7-4892-bed7-25ab77df9ef5/Statistics-14.png</image:loc>
      <image:title>Resources - Statistics: machine learning - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/7db72fc8-9bdf-418f-bb26-37ae132b8611/Statistics-15.png</image:loc>
      <image:title>Resources - Statistics: machine learning - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/masst</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-05-15</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/20f7146a-97e1-4ebd-a97d-b56c13ece774/MASST-01.png</image:loc>
      <image:title>Resources - MASST - Make it stand out</image:title>
      <image:caption>MASST+ algorithm search speed and memory requirements. Figure adapted from Mongia et. al.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/057f1a3c-ae7d-432e-8caa-a708a48e6adb/MASST-03.png</image:loc>
      <image:title>Resources - MASST - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/domain-specific-masst</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-25</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/c45bc468-f3d0-44cb-89e1-7197ac21742c/domain_MASST-01.png</image:loc>
      <image:title>Resources - Domain-Specific MASST - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/metabolomics-cro</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-03-25</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/38c4cb8e-eca5-41ed-b22b-c006ccf709b9/CRO-03.png</image:loc>
      <image:title>Resources - What to look for in metabolomics CROs - Make it stand out</image:title>
      <image:caption>Example of MS1 and MS2 spectra from the compound azithromycin.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/98f23da2-011d-45a5-9ae3-ae881fc1922f/CRO-04.png</image:loc>
      <image:title>Resources - What to look for in metabolomics CROs - Make it stand out</image:title>
      <image:caption>Running reference standards regularly can help identify compounds of interest and correct for retention time drift.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/d046f49f-8ad2-4081-9995-fff1cffadba5/CRO-05.png</image:loc>
      <image:title>Resources - What to look for in metabolomics CROs - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/2942dbc2-dbe6-4d22-be4e-d296cb181e5c/CRO-01.png</image:loc>
      <image:title>Resources - What to look for in metabolomics CROs - Make it stand out</image:title>
      <image:caption>Example of MS2 library matching. The experimental spectrum for sucrose matches to the library spectrum of sucrose (top), but not to the library spectrum of azithromyin (bottom).</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/fair-data</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-06-17</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/23172042-f189-4c03-9e01-bb7c77123b48/FAIR_data-01.png</image:loc>
      <image:title>Resources - FAIR data - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/category/Why+is+this+so+hard%3F</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/category/Metabolomics+101</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/tag/Molecular+Networking</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/tag/Spectral+Libraries</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/tag/proteomics</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/tag/Untargeted+Metabolomics</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/tag/MS%2FMS</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/tag/Peak+Integration</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/tag/Statistics</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/tag/masst</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/tag/Targeted+Metabolomics</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/tag/ModiFinder</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/tag/Metabolomics+101</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/tag/MS%2FMS+Search+Tools</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/tag/Metabolite+Annotation</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/tag/Spectral+Similarity</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ometalabs.net/resources/tag/Adducts</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.ometalabs.net/application-notes</loc>
    <changefreq>daily</changefreq>
    <priority>0.75</priority>
    <lastmod>2026-05-26</lastmod>
  </url>
  <url>
    <loc>https://www.ometalabs.net/application-notes/library-cleaning</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-03-04</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/67ea6cb4-f6e6-4931-a32a-e47e38d9e394/Library_Cleaning_Artboard+6-03.png</image:loc>
      <image:title>Application Notes - Library Cleaning in Ometa Flow - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/95e65bfa-b697-4ca4-a36f-bce84084c337/Library_Cleaning_Artboard+6-06.png</image:loc>
      <image:title>Application Notes - Library Cleaning in Ometa Flow - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/8fa0aa11-cfc9-4bd3-bfcd-9e51bfe42a8f/Library_Cleaning_Artboard+6-05.png</image:loc>
      <image:title>Application Notes - Library Cleaning in Ometa Flow - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/application-notes/natural-products</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-26</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/0d96cbf9-da84-4636-a273-def2e4406c5e/Network.png</image:loc>
      <image:title>Application Notes - Accelerating Natural Products Research with Ometa Flow - Make it stand out</image:title>
      <image:caption>Sub-network containing AEA-P and unknown compounds. Each circle (or node) corresponds to an individual metabolite, while edges between nodes indicate structural similarities between those metabolites. This visualization can be accessed here.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/45096e89-3577-4c2c-80a6-9ca65a30195b/Bioactivity_Network.png</image:loc>
      <image:title>Application Notes - Accelerating Natural Products Research with Ometa Flow - Make it stand out</image:title>
      <image:caption>Bioactivity network showing sub-network containing AEA-P and unknown compounds. Nodes are colored by the significance of the correlation between bioactivity and metabolite abundance in A549 cells (measured by log p value). The larger and redder the nodes, the more they are predicted to contribute to bioactivity. This visualization can be accessed here.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/application-notes/pfas-massql</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-26</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/414b279f-a587-4286-a62b-62f516be8e3c/PFAS_Library_Subnetwork.png</image:loc>
      <image:title>Application Notes - PFAS identification with MassQL - Make it stand out</image:title>
      <image:caption>Sub-network containing library match to PFAS in the molecular network. Visualization can be accessed here.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/f12bfa11-5ead-4747-8cb3-dc9620208114/PFAS-01.png</image:loc>
      <image:title>Application Notes - PFAS identification with MassQL - Make it stand out</image:title>
      <image:caption>Overview of MassQL searches for PFAS. For more information on how to construct a MassQL query, please consult our MassQL blog or video tutorial.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/60e77d87-d59d-4322-b950-05c009f2b9ed/massQL_Hits.png</image:loc>
      <image:title>Application Notes - PFAS identification with MassQL - Make it stand out</image:title>
      <image:caption>Molecular network highlighting nodes containing MS2 peaks at 118.987, 168.987, or 218.986 m/z. Visualization can be accessed here.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/49e71115-119e-493a-86bb-3e33b7236fdf/Statistics.png</image:loc>
      <image:title>Application Notes - PFAS identification with MassQL - Make it stand out</image:title>
      <image:caption>Volcano plot highlighting MassQL hit that is upregulated in drinking water. Visualization can be accessed here.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/890f4fbc-71c3-4f56-ac45-361a22a7e5cb/PFAS-03.png</image:loc>
      <image:title>Application Notes - PFAS identification with MassQL - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/application-notes/metabolomics-qc</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-26</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/53bed5bc-2de4-4719-b83d-8fd672b7d13d/Food_QC-03.png</image:loc>
      <image:title>Application Notes - Untargeted Metabolomics for Quality Control - Make it stand out</image:title>
      <image:caption>Example of QC workflow comparing samples across manufacturing plants, time, and source material to identify contaminants and trace their origin.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/a6abe726-e5e5-4a12-a2fb-7f473f405045/Food_QC-01.png</image:loc>
      <image:title>Application Notes - Untargeted Metabolomics for Quality Control - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/baf03c1f-4334-412b-8451-3ff10dcf7a10/Ubidecarenone.png</image:loc>
      <image:title>Application Notes - Untargeted Metabolomics for Quality Control - Make it stand out</image:title>
      <image:caption>Sub-networking containing ubidecarenone and unknown compounds. Each circle (node) corresponds to a unique metabolite. This visualization can be accessed here.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/159d4459-89df-4686-aed8-54bb7ecdc72f/Spermine.png</image:loc>
      <image:title>Application Notes - Untargeted Metabolomics for Quality Control - Make it stand out</image:title>
      <image:caption>Volcano plot showing upregulation of spermine in wild caught salmon. Visualization can be accessed here.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/99f8f35c-2537-448e-aefe-71d5ceb75e76/PCA.png</image:loc>
      <image:title>Application Notes - Untargeted Metabolomics for Quality Control - Make it stand out</image:title>
      <image:caption>Bioplot showing separation between wild-caught and aquacultured salmon. Spermine is associated with wild-caught salmon. Visualization can be accessed here.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/application-notes/flavonoid-massql</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-26</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/66c73c79-07f2-45c8-977a-850f9847f315/Flavonoids-03.png</image:loc>
      <image:title>Application Notes - Flavonoid identification with MassQL - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/e7f2fb1b-3b7d-4e15-a82c-e9340fb6fc19/Flavonoids+Library+Matches.png</image:loc>
      <image:title>Application Notes - Flavonoid identification with MassQL - Make it stand out</image:title>
      <image:caption>Library matches to flavonoids in the molecular network. Results can be accessed here.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/b2b78265-f73b-4ffc-8099-e4131b134c2d/Network_Naringin.png</image:loc>
      <image:title>Application Notes - Flavonoid identification with MassQL - Make it stand out</image:title>
      <image:caption>Sub-networking containing naringin and several other known flavonoids. Each circle (node) corresponds to a unique metabolite. Blue nodes have library matches while gray nodes indicate unknown compounds. This visualization can be accessed here.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/1287912b-a965-4df2-a671-03e6690fd02e/Flavonoids-01.png</image:loc>
      <image:title>Application Notes - Flavonoid identification with MassQL - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/e34187f3-bbe8-4dc6-9115-e74959daf6af/MassQL_Network.png</image:loc>
      <image:title>Application Notes - Flavonoid identification with MassQL - Make it stand out</image:title>
      <image:caption>Molecular network highlighting nodes containing MS2 peak at 303.05 m/z. Visualization can be accessed here.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/application-notes/molecular-networking-metid</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-26</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/c14e6420-0c14-4ae9-9ffb-1d95e192b3ff/MetID_1.png</image:loc>
      <image:title>Application Notes - Molecular Networking for Metabolite Identification (MetID) - Make it stand out</image:title>
      <image:caption>Results from high-throughput library generation with MSMS-Chooser. Results can be accessed here.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/8015e01c-69e9-4c6f-a6de-97002a93546c/MetID_2.png</image:loc>
      <image:title>Application Notes - Molecular Networking for Metabolite Identification (MetID) - Make it stand out</image:title>
      <image:caption>Networking dashboard showing subnetwork containing Ritonavir. Metabolites identified at Time 0 are colored in blue, those identified at Time 72 are in green. The mass difference (delta m/z) between each metabolite is displayed over network edges. This visualization can be accessed here. Full results available here.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/f288def2-0f02-4691-93bf-f0b4a964d932/MetID_3.png</image:loc>
      <image:title>Application Notes - Molecular Networking for Metabolite Identification (MetID) - Make it stand out</image:title>
      <image:caption>Volcano plot comparing metabolites from Time 0 and Time 72. The highlighted metabolite networks with Ritonavir and is upregulated after a 72 hour microbial incubation. Results can be accessed here.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.ometalabs.net/application-notes/librarygeneration</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2025-12-03</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/267baa33-1ac5-4d6a-bc16-2747dd7cf0fd/Case_Study-04.png</image:loc>
      <image:title>Application Notes - Leveraging Ometa Flow for in vitro and in silico library generation - Make it stand out</image:title>
      <image:caption>Bile acid core structure and modifications</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/038c99a7-20a7-4c87-bf47-2e54c1a3e313/Reverse_Metabolomics-01.png</image:loc>
      <image:title>Application Notes - Leveraging Ometa Flow for in vitro and in silico library generation - Make it stand out</image:title>
      <image:caption>Combinatorial synthesis workflow. Figure adapted from Gentry et. al.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/6c51d166-27b5-4338-9920-83333fae093f/Reverse_Metabolomics-03.png</image:loc>
      <image:title>Application Notes - Leveraging Ometa Flow for in vitro and in silico library generation - Make it stand out</image:title>
      <image:caption>Bile acid-amide conjugation scheme. Figure adapted from Gentry et. al.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/ecda0883-57ce-4aad-a0d7-9d59d90e044f/Reverse_Metabolomics-02.png</image:loc>
      <image:title>Application Notes - Leveraging Ometa Flow for in vitro and in silico library generation - Make it stand out</image:title>
      <image:caption>Figure adapted from Gentry et. al.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/624729ca3ad902637762ce0f/e4b7cd22-e98e-4686-8c90-90e5e9db6304/Case_Study-02.png</image:loc>
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      <image:caption>a. Number of bile acid annotations using base libraries, reverse metabolomics library, and in silico library. b.  A representative subnetwork containing bile acids. Blue nodes represent a library match.</image:caption>
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      <image:caption>Search Unlock the potential of your historical data using our cutting-edge search tools. Return database-scale results in seconds, or create human-readable spectral queries that rapidly identify molecules of interest. Whether you are tracing the source of contamination or discovering new natural products, our search tools can accelerate your small molecule research.</image:caption>
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      <image:caption>Share Ometa Flow is both secure and collaborative. We make it easy to share analyses and visualizations with your organization, as well as embed reproducible analysis parameters directly into electronic lab notebooks. By creating unique identifiers for each spectra, file, and analysis task on your server, you can ensure that data is AI and GxP-ready.</image:caption>
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