| Literature DB >> 27464015 |
Andreas Schüller1,2, Garrett Benjamin Goh3, Hanjo Kim2,3, Jun-Seok Lee4, Young-Tae Chang5,6,7.
Abstract
A quantitative structure-fluorescence property relationship (QSPR) analysis of a large 288-membered library based on a single fluorescent BODIPY scaffold is presented for the first time. BODIPY is a versatile fluorescent scaffold with outstanding photophysical properties. Absorption (λabs ) and fluorescence emission (λem ) wavelength maxima were modeled with help of stepwise multiple linear regression (MLR) and support vector regression (SVR). The models were rigorously validated by 10-times 10-fold cross-validation (CV), y-scrambling CV and with an external validation set. Non-linear SVR models (R(2) =0.92 and Q(2) =0.71 for λabs ; R(2) =0.89 and Q(2) =0.69 for λem ) performed significantly better than linear models. A small root mean squared error (RMSE) of 5.62 nm and 11.07 nm was achieved for λabs and λem , respectively, and confirmed by external validation. A novel intramolecular charge transfer descriptor was developed based on the QSPR analysis and its inclusion in the modeling significantly improved models of λem . We conclude that QSPR is a useful tool for modeling λabs and λem of BODIPY fluorophores and suggest QSPR as an ideal partner for the design of compounds with tailored fluorescence properties in a diversity-oriented fluorescence library approach (DOFLA).Keywords: Absorption/fluorescence emission wavelength (λabs/λem); DOFLA; Multiple linear regression (MLR); QSPR, BODIPY; Support vector regression (SVR)
Year: 2010 PMID: 27464015 DOI: 10.1002/minf.201000089
Source DB: PubMed Journal: Mol Inform ISSN: 1868-1743 Impact factor: 3.353