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The Rosetta enzyme design protocol starts with minimalist active site descriptions consisting of transition state models surrounded by disembodied side chain and backbone functional groups positioned optimally for catalysis, so called theozymes [5].
These active site descriptions and geometries can be obtained from quantum chemistry saddle point calculations, as in the case of the theozymes pioneered by Ken Houk's group [9], from analogy to active sites of known enzymes, from chemical intuition, or in practice a combination of the above.
The first step in the enzyme design process is to model the reaction transition state(s) and decide on a set of idealized active site descriptions consisting of disembodied side chain and backbone functional groups surrounding the transition state in positions optimal for catalysts.
There are few writers today with more artful gifts for active, authentic description.
In Figure 11, there are three directories: ActiveWorkRepository stores active work description files.
Various features have been mined for active site description and can be roughly divided into several categories.
For each redeemed prescription, the following information is recorded: date of redemption, active substance (description and Anatomical Therapeutic and Chemical ATC classification code [ 31]), brand, quantity, strength, dispensed form, number of units and number of refills.
Moreover, using very fundamental hydrodynamic-based descriptions, active soft matter theory is capable of explaining key aspects of cell migration [ 163] or cell shape [ 164] without considering details from the filament or the molecule level.
Numbering of tebipenem and meropenem common atoms used in Table S1; side chain of meropenem; interactions of tebipenem and meropenem covalent adducts with M. tuberculosis β-lactamase; active site molecular description of BlaC tebipenem Michaelis Menten complex; and active site molecular description of BlaC tebipenem covalent adduct.
Our new recommender system consists of two levels as shown in Fig. 4. The first level, known as multidimensional active profile model description level, handles the analyst preference modeling in our system.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com