2021
DOI: 10.1016/j.jmb.2020.08.014
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CD-NuSS: A Web Server for the Automated Secondary Structural Characterization of the Nucleic Acids from Circular Dichroism Spectra Using Extreme Gradient Boosting Decision-Tree, Neural Network and Kohonen Algorithms

Abstract: Nucleic acids exhibit a repertoire of conformational preference depending on the sequence and environment. Circular dichroism (CD) is an important and valuable tool for monitoring such secondary structural conformations of nucleic acids. Nonetheless, the CD spectral diversity associated with these structures poses a challenge in obtaining the quantitative information about the secondary structural content of a given CD spectrum. To this end, the competence of extreme gradient boosting decision-tree algorithm h… Show more

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Cited by 21 publications
(18 citation statements)
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“…However, there are now sophisticated analysis tools available that allow deconvolution of complex CD spectra from polymorphic G4s. [103,104] Time-resolved CD spectroscopy was used in combination with an laser-induced temperature jump to monitor G4 folding down to a millisecond timescale. [77] UV spectroscopy is suited as a readout in a similar way, but is restricted to a simple "folded/non-folded" monitoring with characteristic changes at 295 nm.…”
Section: Circular Dichroismmentioning
confidence: 99%
See 1 more Smart Citation
“…However, there are now sophisticated analysis tools available that allow deconvolution of complex CD spectra from polymorphic G4s. [103,104] Time-resolved CD spectroscopy was used in combination with an laser-induced temperature jump to monitor G4 folding down to a millisecond timescale. [77] UV spectroscopy is suited as a readout in a similar way, but is restricted to a simple "folded/non-folded" monitoring with characteristic changes at 295 nm.…”
Section: Circular Dichroismmentioning
confidence: 99%
“…[112] This powerful method in combination with advanced computational methods for the deconvolution of CD spectroscopical and mass spectrometric parameters will enable new perspectives on G4 folding. [104,[113][114][115][116]…”
Section: Mass Spectrometrymentioning
confidence: 99%
“…The unit sequence of the control DNA (5´-GGG TCT AAG GGC TCG AGG GTC TGC GGG-3') showed an expected positive peak around 210 nm in the CD spectra (Fig S4A). The negative peak at around 240 nm and the positive peaks at 260 nm and 290 nm further confirmed the formation of hybrid G4s 43,44 . These signature peaks were absent in a control WC sequence (Fig S4B ), indicating that the hybrid quadruplex formation was specific to Scheme-DG and not observed in the Scheme-WC.…”
Section: An Application Of Abc G4-chip Identifies Cggbp1 As An Agent ...mentioning
confidence: 59%
“…For the DNA duplex…hZα ADAR1 titration, the protein (P)/nucleic acids (N) ratios of 0, 0.50, 0.75, 1:1, 1:2, 1:3 and 1:4 were used by keeping the DNA concentration as a constant (40 μM). The CD data was analyzed through spectra manager software (www.jasco inc.com) and verified with the reference dataset of CD-NuSS webserver 56 . www.nature.com/scientificreports/ the range of 0-5 (Schemes WC, DCA1 to DCA5) were used.…”
Section: Simulation Setupmentioning
confidence: 99%