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A third approach, known as inverse Quantitative Structure Activity Relationship (inverse QSAR), tackles the problem from a different angle: rather than first generating a virtual library and then using a QSAR model to score and search this library, inverse QSAR aims to map a favourable region in terms of predicted activity to the corresponding molecular structures [8 10].
Pathologists often select the least favourable region of a tumour (e.g., differentiation status) to define the whole tumour.
The modelled native RpoS and mutant RpoS structures showed good stereochemical properties, with 92.0% and 85.4% of the residues being within the most favourable region of the Ramachandran plot, respectively, whereas the native and mutant TviE showed 86.5% and 80.0% of the residues in most favourable region of the plot, respectively.
Ramachandran plot analysis of WsCYP98A showed 461 aa (90.6%) residues in the most favourable region, 32 aa (6.3%) residues in the additional allowed region and 16 (3.1%) in the outlier region.
Wolf et al. suggested that the bats may alter the stroke plane to maintain Std within a favourable region across flight speeds when the demands of increased angular velocity changes (Wolf et al., 2010).
Similarly, in case of WsCYP76A, 480 aa (93.6%) residues were in the most favourable region, 20 aa (3.9%) residues in the additional allowed region and 13 (2.5%) in the outlier region (Additional file 3: Figure S3).
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The sweet almond is cultivated extensively in certain favourable regions, though nut crops are uncertain wherever frosts are likely to occur during flowering.
The sedentary population chiefly occupies climatically and topographically favourable regions in southern and northwestern Somalia, where rain-fed agriculture is possible and irrigation agriculture can be practiced along the rivers.
Non-covalent bonds like hydrogen bonds and hydrophobic tethers and phi-psi favourable regions are also modelled as constraints.
All the generated models had more than 97 % of the residues in the favourable regions of the Ramachandran plot and the rest in the allowed regions.
The Ramachandran plot contains 88.5% in the most favourable regions, 10.9% in allowed regions and only a single residue (0.6%) in disallowed regions.
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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