Oja, M.; Maran, U. The permeability of artificial membrane for the wide range of pH in human gastrointestinal tract: experimental measurements and quantitative structure-activity relationship. Mol. Inf. 2015, 34, 493–506.

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Oja, M.; Maran, U. The permeability of artificial membrane for the wide range of pH in human gastrointestinal tract: experimental measurements and quantitative structure-activity relationship. Mol. Inf. 2015, 34, 493–506.

QDB archive DOI: 10.15152/QDB.137   DOWNLOAD

QsarDB content

Property logPeff: Highest logarithmic effective membrane permeability for pH range 3 to 9 [log(cm/s)] i

Eq4: QSAR model for permeability of drugs and drug-like compounds

Regression model (regression)

Open in:QDB ExplorerQDB Predictor

NameTypen

R2

σ

Training settraining440.8250.451
Validation setexternal validation140.6200.615
External validation setexternal validation150.6630.555

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When using this QDB archive, please cite (see details) it together with the original article:

  • Oja, M.; Maran, U. Data for: The permeability of artificial membrane for the wide range of pH in human gastrointestinal tract: experimental measurements and quantitative structure-activity relationship. QsarDB repository, QDB.137. 2015. https://doi.org/10.15152/QDB.137

  • Oja, M.; Maran, U. The permeability of artificial membrane for the wide range of pH in human gastrointestinal tract: experimental measurements and quantitative structure-activity relationship. Mol. Inform. 2015, 34, 493–506. https://doi.org/10.1002/minf.201400147

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dc.contributor.otherEstonian Ministry for Education and Research (Grants SF0140031Bs09, IUT34-14) and Estonian Research Council (Grant 7709)
dc.date.accessioned2015-02-26T17:12:33Z
dc.date.available2015-02-26T17:12:33Z
dc.date.issued2015-02-26*
dc.identifier.urihttp://hdl.handle.net/10967/137
dc.identifier.urihttp://dx.doi.org/10.15152/QDB.137
dc.description.abstractIn silico models for membrane permeability have been based on values measured for single pH. Depending on the diet (fasted/fed state) and part of human intestinal the range of pH varies approximately from 2.4 to 8.0. This motivated to study and model membrane permeability of chemicals considering range of pH in the human intestinal. For this effective membrane permeability values were measured for 65 drugs and drug-like compounds using parallel artificial membrane permeability assay (PAMPA) at four pH-s (3, 5, 7.4 and 9) over 48 hours, introducing technological innovations for the time-dependence measurement. The highest permeability value of compound from four pH-s was used to derive quantitative structure-activity relationship (QSAR) analyzing large pool of molecular descriptors and introducing one new descriptor. Using stepwise forward selection approach significant QSAR model was derived that included only two mechanistically relevant descriptors, the logarithmic octanol-water partition coefficient and hydrogen bonding surface area. Prediction confidence of the model was blind tested (first predicted and then measured) with true external validation set of 15 compounds. Resulting QSAR model shows potential to combine permeability values from various pH-s to one descriptive and predictive model for estimating maximum permeability in human intestinal. QSAR model and underlined data in the manuscript is available on-line through QsarDB repository.
dc.publisherMare Oja
dc.publisherUko Maran
dc.rightsAttribution 4.0 International
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.titleOja, M.; Maran, U. The permeability of artificial membrane for the wide range of pH in human gastrointestinal tract: experimental measurements and quantitative structure-activity relationship. Mol. Inf. 2015, 34, 493–506.
qdb.property.endpoint5. Toxicokinetics 5.3. Gastrointestinal absorptionen_US
qdb.descriptor.applicationCODESSA PRO 1.0en_US
qdb.prediction.applicationCODESSA PRO 1.0en_US
bibtex.entryarticleen_US
bibtex.entry.authorOja, M.
bibtex.entry.authorMaran, U.
bibtex.entry.doi10.1002/minf.201400147en_US
bibtex.entry.journalMol. Inform.en_US
bibtex.entry.pages493–506en_US
bibtex.entry.titleThe permeability of artificial membrane for the wide range of pH in human gastrointestinal tract: experimental measurements and quantitative structure-activity relationshipen_US
bibtex.entry.volume34en_US
bibtex.entry.year2015
qdb.model.typeRegression model (regression)en_US


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