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https://scholarbank.nus.edu.sg/handle/10635/129126
Title: | VALIDATION OF MECHANOBIOLOGICAL MARKERS FOR TERATOGEN SCREENING IN DRUG DEVELOPMENT | Authors: | CAO YUE | Keywords: | mechanobiological markers, teratogen screening, hPSC model, validation, high accuracy, high effiency | Issue Date: | 23-May-2016 | Citation: | CAO YUE (2016-05-23). VALIDATION OF MECHANOBIOLOGICAL MARKERS FOR TERATOGEN SCREENING IN DRUG DEVELOPMENT. ScholarBank@NUS Repository. | Abstract: | It has been widely reported that teratogen exposure can lead to various birth defects. Compared with other existing models, the micropatterned human pluripotent stem cell model (μP-hPSC) could not only recapitulate spatially controlled differentiation but also collective cell migration. Preliminary testing results showed that the μP-hPSC model was quite sensitive to five known teratogens. However, without a systematic validation of the model using a larger number of compounds, its application in drug safety would be limited. In this study, 18 compounds were tested using our μP-hPSC model, including 10 known human teratogens and 8 non-teratogens. Validation results here show a competitive accuracy, which is over 94% with only one false positive case (Thiamine) while the highest accuracy of other models is around 91%. Together with high prediction accuracy, operational optimization methods proposed in this study will make μP-hPSC model be a more practical screening application. | URI: | http://scholarbank.nus.edu.sg/handle/10635/129126 |
Appears in Collections: | Master's Theses (Open) |
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01CAO Yue CY.pdf | 53.49 kB | Adobe PDF | OPEN | None | View/Download | |
02CAO Yue CY.pdf | 89.11 kB | Adobe PDF | OPEN | None | View/Download | |
03CAO Yue CY.pdf | 396.56 kB | Adobe PDF | OPEN | None | View/Download | |
04 CAO Yue CY.pdf | 3.36 MB | Adobe PDF | OPEN | None | View/Download | |
05 CAO Yue CY.pdf | 116.03 kB | Adobe PDF | OPEN | None | View/Download |
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