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Experimental determination and prediction of bilitranslocase transport activityŽuperl, Špela ...The transport activity of a membrane protein, bilitranslocase (T.C. # 2.A.65.1.1), which acts as a transporter of bilirubin from blood to liver cells, was experimentally determined for a large set of ... various endogenous compounds, drugs, purine and pyrimidine derivatives. On these grounds, the structure-activity models were developed following the OECD principles of QSAR models and their predictive ability for new chemicals was evaluated. The applicability domain of the models was estimated by Euclidean distances criteria according to the applied modeling method. The selection of the most influential structural variables was an important stage in the adopted modeling methodology. The interpretation of selected variables was performed in order to get an insight into the mechanism of transport through the cell membrane via bilitranslocase. Validation of the optimized models was performed by a previously determined validation set. The classification model was build to separate active from inactive compounds. The resulting accuracy, sensitivity, and specificity were 0.73, 0.89, and 0.64, respectively. Only active compounds were used to develop a predictive model for bilitranslocase inhibition constants. The model showed good predictive ability; Root Mean Squared error of the validation set, RMSV = 0.29 log units.Source: A selection of papers presented at the 12th International Conference on Chemometrics in Analytical Chemistry, Antwerp, Belgium, 18-21 October 2010 (Vol. 705, iss. 1/2, 31. okt. 2011, Str. 322-333)Type of material - conference contributionPublish date - 2011Language - englishCOBISS.SI-ID - 4723994
Author
Župerl, Špela |
Fornasaro, Stefano |
Novič, Marjana |
Passamonti, Sabina
Topics
analizna kemija |
nevronske mreže |
klasifikacija
source: A selection of papers presented at the 12th International Conference on Chemometrics in Analytical Chemistry, Antwerp, Belgium, 18-21 October 2010 (Vol. 705, iss. 1/2, 31. okt. 2011, Str. 322-333)
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| Database name | Field | Year |
|---|
| Links to authors' personal bibliographies | Links to information on researchers in the SICRIS system |
|---|---|
| Župerl, Špela | 24451 |
| Fornasaro, Stefano | ![]() |
| Novič, Marjana | 09775 |
| Passamonti, Sabina | ![]() |
Source: Personal bibliographies
and: SICRIS
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