<HashMap><database>biostudies-other</database><scores/><additional><omics_type>Unknown</omics_type><volume>49</volume><submitter>Zainab Ashimiyu-Abdusalam</submitter><journal>Drug metabolism and disposition: the biological fate of chemicals</journal><pagination>822-832</pagination><species>Homo sapiens</species><full_dataset_link>https://www.ebi.ac.uk/biostudies/studies/MODEL2404160004</full_dataset_link><repository>biostudies-other</repository><additional_accession>34183376</additional_accession><pubmed_authors>Zainab Ashimiyu-Abdusalam</pubmed_authors></additional><is_claimable>false</is_claimable><name>Gonzalez2021 - QSAR Prediction Model for CYP450 enzymes Inhibitor and Substrate</name><description>&lt;p>Analysis of metabolic stability, determining the inhibition of CYP450 activity and whether the compounds are a substrate for the CYP450 enzymes. The data used to build these models is publicly available at PubChem (AID1645840, AID1645841, AID1645842). The tested cyps include CYP2C9, CYP2D6 and CYP3A4.&lt;/p>&lt;p>&lt;normal>Model Type:&lt;/normal> Predictive machine learning model.&lt;br>&lt;normal>Model Relevance:&lt;/normal> The model predicts a chemical compound as an inihibitor and substrate of the CYP450 enzymes.&lt;br>&lt;normal>Model Encoded by:&lt;/normal> Zakia Yahya (Ersilia)&lt;br>&lt;normal>Metadata Submitted in BioModels by:&lt;/normal> Zainab Ashimiyu-Abdusalam&lt;/p>&lt;p>Implementation of this model code by &lt;a href="https://ersilia.io/">Ersilia&lt;/a> is available here: &lt;br>&lt;a href="https://github.com/ersilia-os/eos44zp">https://github.com/ersilia-os/eos44zp&lt;/a>&lt;/p>&lt;img src="https://www.ebi.ac.uk/biomodels/static-assets/images/ersilia-logo.png" alt="Ersilia Logo" width="150"></description><dates><release>2024-04-16T00:00:00Z</release><modification>2025-07-14T17:02:55.765Z</modification><creation>2025-03-31T13:25:24.894Z</creation></dates><accession>MODEL2404160004</accession><cross_references><stato>STATO:0000233</stato><stato>STATO:0000134</stato><stato>STATO:0000415</stato><stato>STATO:0000524</stato><stato>STATO:0000549</stato><stato>STATO:0000031</stato><bao>0010095</bao><bao>0000009</bao><bao>0002305</bao><bao>0003063</bao><pubmed>34183376</pubmed><ncit>NCIT:C21597</ncit><ncit>NCIT:C191645</ncit><ncit>NCIT:C111373</ncit><ncit>NCIT:C24328</ncit><ncit>NCIT:C26517</ncit><ncit>C154407</ncit><ncit>NCIT:C79371</ncit><ncit>NCIT:C155915</ncit><ncit>NCIT:C16484</ncit><ncit>NCIT:C120266</ncit><ncit>NCIT:C16309</ncit><ncit>NCIT:C17429</ncit><ncit>C45329</ncit><ncit>NCIT:C19404</ncit><edam>topic_3336</edam><edam>topic_3474</edam><chebi>CHEBI:50183</chebi><cheminf>CHEMINF:000018</cheminf><obi>OBI_0200032</obi><taxonomy>9606</taxonomy><omit>OMIT:0028701</omit><omit>OMIT:0028710</omit><unknown>ncats-adme</unknown><unknown>eos44zp</unknown><unknown>data</unknown><unknown>home</unknown><efo>EFO:0004910</efo></cross_references></HashMap>