The formula away from model 6 was statistically an informed; ergo, all of the after the talks derive from design 6
In this model, n represents the number of compounds contributed to build the model. The R value is the correlation coefficient; the closer R is to 1, the better the goodness of fit of the equation. 39 The Fcalc/Fdesk value represents the ratio between the variance of the calculated and tabulated values and, therefore, indicates that the regression relationships were statistically significant and did not occur by chance. Q2 serves as a criterion of robustness and predictive ability of the regression equation. The high Q2 value (>0.5) suggests the model’s ability to give an accurate prediction. The low s (the standard error of estimates) and SPRESS values suggest that the model is statistically significant for activity prediction. 39
The newest r value of 0.976 off model 6 shown there are a robust relationship within independent variables (descriptors) and you can cytotoxic points of your own xanthones. We affirmed you to 97.6% of the changed cytotoxic pastime of one’s learnt xanthones try caused by amendment regarding qC1, qC2, qC3, minute dipole, and you can logP. Ergo, structural amendment is suggested into the ring A beneficial or C. 41
The new relationship effect revealed that design 6 you certainly will expect the fresh new cytotoxic activity off ten xanthone ingredients perfectly, having a hill and relationship coefficient (Roentgen 2 ) out-of 0
Model 6 has been used to predict the activity of the compounds to enable comparison with experimental results (observed activity). Observed versus predicted log 1/ICfifty values based on the selected model 6 are presented in Table 6, and its scatter plot is presented in Figure 1. 976 and 0.951, respectively.
The essential build off xanthone (Dining table 1) indicates that phenyl band B can’t be replaced. Adjustment of web fees out-of adjacent atoms (qO11, qC9, qC9a, qC4a, qO10, qC10a, and you will qC8) only be bought BDSM Dating Sex courtesy electronic thickness induction off fees amendment away from atoms in the phenyl rings A and you can C. Using the construction out of material 5 (because met with the better cytotoxic pastime), this alteration might be achieved by modifications from the qC5, qC7, and you can qC8 (ring A great) as well as qC1 and qC2 (band C). Thus, these two phenyl bands need to be experienced in the making a separate xanthone which have finest cytotoxic craft. 41
The best selected QSAR model is used to predict the cytotoxic activities of new synthetic xanthone compounds. The better cytotoxic activities of xanthones as IC50 values are given by the more positive value of log 1/IC50. Modification of new xanthones on the basis of the selected model 6 was performed by using the structure of compound 5 (3,4,6-trihydroxyxanthone) as the model because of the highest value of the cytotoxic activity. The more negative net atomic charge of qC1, qC2, and qC3, along with the more positive value of the dipole moment and logP, was recommended to increase the more positive value of log 1/IC50. Efforts such as substitution of electron-donating groups, such as R, OH, OR, NH2, NR2, NHCOR, OCOR, or CHCR2 groups, at the C1 and C2 positions (C3 position remained unchanged as the previous structure of compound 5) could be made. Structural modifications of compound 5 generated some formulas of new xanthones with better predicted cytotoxic activities, as listed in Table 7.
Table 7 The newly designed xanthone derivatives and their predicted cytotoxic activities calculated by using the best QSAR modelAbbreviations: IC50, inhibitory concentration 50%; QSAR, quantitative structure–activity relationship.
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