scispace - formally typeset
Journal ArticleDOI

Chemography: the art of navigating in chemical space.

Tudor I. Oprea, +1 more
- 15 Feb 2001 - 
- Vol. 3, Iss: 2, pp 157-166
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TLDR
ChemGPS scores are comparable across a large number of chemicals and do not change as new structures are predicted, making this tool a well-suited reference system for comparing multiple libraries and for keeping track of previously explored regions of the chemical space.
Abstract
Combinatorial chemistry needs focused molecular diversity applied to the druglike chemical space (drugspace). A drugspace map can be obtained by systematically applying the same conventions when examining the chemical space, in a manner similar to the Mercator convention in geography:  Rules are equivalent to dimensions (e.g., longitude and latitude), while structures are equivalent to objects (e.g., cities and countries). Selected rules include size, lipophilicity, polarizability, charge, flexibility, rigidity, and hydrogen bond capacity. For these, extreme values were set, e.g., maximum molecular weight 1500, calculated negative logarithm of the octanol/water partition between −10 and 20, and up to 30 nonterminal rotatable bonds. Only S, N, O, P, and halogens were considered as elements besides C and H. Selected objects include a set of “satellite” structures and a set of representative drugs (“core” structures). Satellites, intentionally placed outside drugspace, have extreme values in one or several o...

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Citations
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Journal ArticleDOI

Discovery and resupply of pharmacologically active plant-derived natural products: A review.

TL;DR: While the intrinsic complexity of natural product-based drug discovery necessitates highly integrated interdisciplinary approaches, the reviewed scientific developments, recent technological advances, and research trends clearly indicate that natural products will be among the most important sources of new drugs in the future.
Journal ArticleDOI

Chemometrics in Metabonomics

TL;DR: An overview of how the underlying philosophy of chemometrics is integrated throughout metabonomic studies is provided, including the tools applied for linear modeling, for example, Statistical Experimental Design (SED), Principal Component Analysis (PCA), Partial least-squares (PLS), Orthogonal-PLS, and dynamic extensions thereof.
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Navigating chemical space for biology and medicine

TL;DR: What are the best strategies for identifying small molecules that modulate biological targets?
Journal ArticleDOI

Ultra-large library docking for discovering new chemotypes

TL;DR: Using a make-on-demand library that contains hundreds-of-millions of molecules, structure-based docking was used to identify compounds that, after synthesis and testing, are shown to interact with AmpC β-lactamase and the D4 dopamine receptor with high affinity.
Journal ArticleDOI

The chemical space project.

TL;DR: Beyond enumeration, understanding and exploiting GDBs (generated databases) led us to develop methods for virtual screening and visualization of very large databases in the form of a "periodic system of molecules" comprising six different fingerprint spaces, and the MQN- and SMIfp-Mapplet application for exploring color-coded principal component maps of GDB and other large databases.
References
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Journal ArticleDOI

Iterative partial equalization of orbital electronegativity – a rapid access to atomic charges

TL;DR: In this article, a method for the rapid calculation of atomic charges in σ-bonded and nonconjugated π-systems is presented, where only the connectivities of the atoms are considered.
Book

A User's Guide to Principal Components

TL;DR: In this paper, the authors present a directory of Symbols and Definitions for PCA, as well as some classic examples of PCA applications, such as: linear models, regression PCA of predictor variables, and analysis of variance PCA for Response Variables.
Journal ArticleDOI

How Long Is the Coast of Britain? Statistical Self-Similarity and Fractional Dimension

Benoit B. Mandelbrot
- 05 May 1967 - 
TL;DR: Geographical curves are so involved in their detail that their lengths are often infinite or, rather, undefinable; however, many are statistically "selfsimilar," meaning that each portion can be considered a reduced-scale image of the whole.
Journal ArticleDOI

A computational procedure for determining energetically favorable binding sites on biologically important macromolecules.

TL;DR: The interaction of a probe group with a protein of known structure is computed at sample positions throughout and around the macromolecule, giving an array of energy values.
Journal ArticleDOI

Cross-Validatory Estimation of the Number of Components in Factor and Principal Components Models

TL;DR: In this article, the rank estimation of the rank A of the matrix Y, i.e., the estimation of how much of the data y ik is signal and how much is noise, is considered.
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