Matches in SemOpenAlex for { <https://semopenalex.org/work/W2956134087> ?p ?o ?g. }
- W2956134087 abstract "Developing predictive and transparent approaches to the analysis of metabolite profiles across patient cohorts is of critical importance for understanding the events that trigger or modulate traits of interest (e.g., disease progression, drug metabolism, chemical risk assessment). However, metabolites’ chemical structures are still rarely used in the statistical modeling workflows that establish these trait-metabolite relationships. Herein, we present a novel cheminformatics-based approach capable of identifying predictive, interpretable, and reproducible trait-metabolite relationships. As a proof-of-concept, we utilize a previously published case study consisting of metabolite profiles from non-small-cell lung cancer (NSCLC) adenocarcinoma patients and healthy controls. By characterizing each structurally annotated metabolite using both computed molecular descriptors and patient metabolite concentration profiles, we show that these complementary features enhance the identification and understanding of key metabolites associated with cancer. Ultimately, we built multi-metabolite classification models for assessing patients’ cancer status using specific groups of metabolites identified based on high structural similarity through chemical clustering. We subsequently performed a metabolic pathway enrichment analysis to identify potential mechanistic relationships between metabolites and NSCLC adenocarcinoma. This cheminformatics-inspired approach relies on the metabolites’ structural features and chemical properties to provide critical information about metabolite-trait associations. This method could ultimately facilitate biological understanding and advance research based on metabolomics data, especially with respect to the identification of novel biomarkers." @default.
- W2956134087 created "2019-07-12" @default.
- W2956134087 creator A5055785853 @default.
- W2956134087 creator A5064332538 @default.
- W2956134087 creator A5072029339 @default.
- W2956134087 creator A5078099175 @default.
- W2956134087 creator A5087842723 @default.
- W2956134087 date "2019-06-24" @default.
- W2956134087 modified "2023-10-18" @default.
- W2956134087 title "Cheminformatics approach to exploring and modeling trait-associated metabolite profiles" @default.
- W2956134087 cites W1019079901 @default.
- W2956134087 cites W132037564 @default.
- W2956134087 cites W1510223697 @default.
- W2956134087 cites W1678356000 @default.
- W2956134087 cites W18426938 @default.
- W2956134087 cites W1845196127 @default.
- W2956134087 cites W1850084715 @default.
- W2956134087 cites W1906299496 @default.
- W2956134087 cites W1960974681 @default.
- W2956134087 cites W1973886547 @default.
- W2956134087 cites W1975517602 @default.
- W2956134087 cites W1976327004 @default.
- W2956134087 cites W1987971958 @default.
- W2956134087 cites W1988037271 @default.
- W2956134087 cites W1997996256 @default.
- W2956134087 cites W2008127220 @default.
- W2956134087 cites W2015966320 @default.
- W2956134087 cites W2017076975 @default.
- W2956134087 cites W2022234260 @default.
- W2956134087 cites W2024046085 @default.
- W2956134087 cites W2025060809 @default.
- W2956134087 cites W2031190866 @default.
- W2956134087 cites W2033757486 @default.
- W2956134087 cites W2034902324 @default.
- W2956134087 cites W2039077785 @default.
- W2956134087 cites W2057069496 @default.
- W2956134087 cites W2058220696 @default.
- W2956134087 cites W2096576371 @default.
- W2956134087 cites W2099451866 @default.
- W2956134087 cites W2100963171 @default.
- W2956134087 cites W2107470983 @default.
- W2956134087 cites W2111100167 @default.
- W2956134087 cites W2112933939 @default.
- W2956134087 cites W2114013202 @default.
- W2956134087 cites W2122827157 @default.
- W2956134087 cites W2123060905 @default.
- W2956134087 cites W2140959043 @default.
- W2956134087 cites W2144504398 @default.
- W2956134087 cites W2148274922 @default.
- W2956134087 cites W2154575874 @default.
- W2956134087 cites W2157611962 @default.
- W2956134087 cites W2157963336 @default.
- W2956134087 cites W2159899793 @default.
- W2956134087 cites W2162420845 @default.
- W2956134087 cites W2164583936 @default.
- W2956134087 cites W2167540852 @default.
- W2956134087 cites W2177317049 @default.
- W2956134087 cites W2179948434 @default.
- W2956134087 cites W2194890007 @default.
- W2956134087 cites W2195361054 @default.
- W2956134087 cites W2200017991 @default.
- W2956134087 cites W2206215606 @default.
- W2956134087 cites W2301389244 @default.
- W2956134087 cites W2315826322 @default.
- W2956134087 cites W2325685342 @default.
- W2956134087 cites W2402314525 @default.
- W2956134087 cites W2412746331 @default.
- W2956134087 cites W2504691963 @default.
- W2956134087 cites W2512737207 @default.
- W2956134087 cites W2513727910 @default.
- W2956134087 cites W2520222164 @default.
- W2956134087 cites W2522599389 @default.
- W2956134087 cites W2551876238 @default.
- W2956134087 cites W2565535622 @default.
- W2956134087 cites W2573125552 @default.
- W2956134087 cites W2603228471 @default.
- W2956134087 cites W2622236128 @default.
- W2956134087 cites W2766501219 @default.
- W2956134087 cites W2794334542 @default.
- W2956134087 cites W2911964244 @default.
- W2956134087 cites W4211252354 @default.
- W2956134087 cites W4239510810 @default.
- W2956134087 doi "https://doi.org/10.1186/s13321-019-0366-3" @default.
- W2956134087 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/6591908" @default.
- W2956134087 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/31236709" @default.
- W2956134087 hasPublicationYear "2019" @default.
- W2956134087 type Work @default.
- W2956134087 sameAs 2956134087 @default.
- W2956134087 citedByCount "7" @default.
- W2956134087 countsByYear W29561340872020 @default.
- W2956134087 countsByYear W29561340872022 @default.
- W2956134087 countsByYear W29561340872023 @default.
- W2956134087 crossrefType "journal-article" @default.
- W2956134087 hasAuthorship W2956134087A5055785853 @default.
- W2956134087 hasAuthorship W2956134087A5064332538 @default.
- W2956134087 hasAuthorship W2956134087A5072029339 @default.
- W2956134087 hasAuthorship W2956134087A5078099175 @default.
- W2956134087 hasAuthorship W2956134087A5087842723 @default.
- W2956134087 hasBestOaLocation W29561340871 @default.
- W2956134087 hasConcept C116834253 @default.