Recently we described the Block Relevance (BR) analysis, a new tool that facilitates the mechanistic interpretation of QSAR and QSPR models based on Partial Least Squares (PLS) algorithms and VolSurf+ (VS+) descriptors. [1, 2] Briefly, BR analysis allows a user friendly interpretation of PLS models by organizing the VS+ descriptors into six blocks (Size, Water, DRY, N1, O, and Others) of straightforward significance. An example of the BR analysis graphical output is shown in Figure 1A, whereas the blocks legends are given in Figure 1B. In a very simplistic way, BR analysis gives the relevance of each block to the PLS model. [3] Here, we present some applications of BR analysis to unravel the balance of intermolecular interactions governing descriptors implemented in drug discovery strategies.
BR ANALYSIS: A TOOL TO UNRAVEL MOLECULAR INTERACTIONS BALANCE
ERMONDI, Giuseppe;VALLARO, Maura;CARON, Giulia
2016-01-01
Abstract
Recently we described the Block Relevance (BR) analysis, a new tool that facilitates the mechanistic interpretation of QSAR and QSPR models based on Partial Least Squares (PLS) algorithms and VolSurf+ (VS+) descriptors. [1, 2] Briefly, BR analysis allows a user friendly interpretation of PLS models by organizing the VS+ descriptors into six blocks (Size, Water, DRY, N1, O, and Others) of straightforward significance. An example of the BR analysis graphical output is shown in Figure 1A, whereas the blocks legends are given in Figure 1B. In a very simplistic way, BR analysis gives the relevance of each block to the PLS model. [3] Here, we present some applications of BR analysis to unravel the balance of intermolecular interactions governing descriptors implemented in drug discovery strategies.File | Dimensione | Formato | |
---|---|---|---|
2016_EuroQSAR_P077.pdf
Accesso riservato
Tipo di file:
MATERIALE NON BIBLIOGRAFICO
Dimensione
153.55 kB
Formato
Adobe PDF
|
153.55 kB | Adobe PDF | Visualizza/Apri Richiedi una copia |
I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.