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2024
DOI: 10.1016/j.dyepig.2023.111918
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Stokes shift prediction of fluorescent organic dyes using machine learning based hybrid cascade models

Kapil Dev Mahato,
S.S. Gourab Kumar Das,
Chandrashekhar Azad
et al.
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Cited by 2 publications
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“…Electron microscopy, transmission electron microscopy techniques, and nuclear magnetic resonance (NMR) spectroscopy have been employed to investigate membrane penetration, but these techniques are not capable of real-time imaging plasma membrane. The fluorescence imaging technique is a useful tool for facilely monitoring the plasma membrane behavior because of its high sensitivity, selectivity, and capacity for real-time in situ detection. Although the plasma membrane indicators using organic dyes as the fluorescence cores have the advantages of high fluorescence quantum yields, large molar extinction coefficients, and adjustable emission wavelengths, their some performances still need to be improved including the following: (1) poor photostability and easy to be photobleached, (2) small Stokes shifts and easy to be interfered by excitation light, and (3) short fluorescence lifetimes and easy to be interfered by self-luminescence biological backgrounds and scattered lights of nearby optical systems . In contrast, transition metal complexes as a kind of excellent luminophores have been widely used in the field of luminescence probes due to their unique properties and versatility. In our previous studies, we have successfully developed some luminescent probes based on Ru­(II)/Ir­(III) complexes, which exhibited excellent features including good biocompatibility, larger Stokes shifts, high photophysicochemical stabilities, and long luminescence lifetimes.…”
Section: Introductionmentioning
confidence: 99%
“…Electron microscopy, transmission electron microscopy techniques, and nuclear magnetic resonance (NMR) spectroscopy have been employed to investigate membrane penetration, but these techniques are not capable of real-time imaging plasma membrane. The fluorescence imaging technique is a useful tool for facilely monitoring the plasma membrane behavior because of its high sensitivity, selectivity, and capacity for real-time in situ detection. Although the plasma membrane indicators using organic dyes as the fluorescence cores have the advantages of high fluorescence quantum yields, large molar extinction coefficients, and adjustable emission wavelengths, their some performances still need to be improved including the following: (1) poor photostability and easy to be photobleached, (2) small Stokes shifts and easy to be interfered by excitation light, and (3) short fluorescence lifetimes and easy to be interfered by self-luminescence biological backgrounds and scattered lights of nearby optical systems . In contrast, transition metal complexes as a kind of excellent luminophores have been widely used in the field of luminescence probes due to their unique properties and versatility. In our previous studies, we have successfully developed some luminescent probes based on Ru­(II)/Ir­(III) complexes, which exhibited excellent features including good biocompatibility, larger Stokes shifts, high photophysicochemical stabilities, and long luminescence lifetimes.…”
Section: Introductionmentioning
confidence: 99%