deletions | additions       diff --git a/section_Search_Pharmit_provides_two__.tex b/section_Search_Pharmit_provides_two__.tex  index 4588f76..907cd00 100644  --- a/section_Search_Pharmit_provides_two__.tex  +++ b/section_Search_Pharmit_provides_two__.tex 
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\subsection{Pharmacophore/Shape Search}  If the primary query is the pharmacophore query, the selected database searched for compounds that match the specified pharmacophore using the Pharmer \cite{Koes_2011} search technology. Results are aligned to the pharmacophore to minimize the root mean squared deviation (RMSD) between the query features and the hit compound features. Results are sorted with respect to this pharmacophore RMSD. An example of a pharmacophore-oriented search using tyrosine-protein kinase c-src (PDB ID: 2SRC)  is shown in Figure~\ref{pharmfig}. If a shape query is also present, then the shape constraints are applied to the pharmacophore aligned pose. Search In this modality, only heavy atom centers are compared to the shape constraints. That is, the pharmacophore-aligned results are filtered to ensure that hits have at least one heavy atom center that falls within the inclusive shape and no heavy atom center that falls within the exclusive shape. With this modality, the exclusive shape is generally the most useful, as it provides a way to eliminate compounds that match the pharmacophore but have significant steric clashes with the receptor.  Due to the importance and increased specificity of the interactions specified by a pharmacophore, pharmacophore search followed by shape filtering is the default and recommend search modality. If desired, the complete result set may be save as a compressed SDF structure file that contains the query-aligned poses. 
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\subsection{Shape/Pharmacophore Search}  If the primary query is the shape query, VAMS \cite{vams} is used to search a shape index \cite{matchpack} for matches. In this case, all molecules are pre-aligned to their moments of inertia and hits are aligned to the moments of inertia of the query. Molecular shapes are computed using the solvent excluded volume and are stored at a 0.5{\AA} resolution. A shape matches the query if, in its aligned position, the entirety of the inclusive shape constraint is contained within the shape while no part of the shape overlaps the exclusive shape. This is a more stringent requirement than that which is imposed when the shape query is used as a filter to a pharmacophore search.  Matching compounds are sorted with respect to their Tanimoto shape similarity with of the query ligand. An example of a shape-oriented search using tyrosine-protein kinase c-src (PDB ID: 2SRC)  is shown in Figure~\ref{shapefig}. If a pharmacophore query is present, it is used to filter the shape-aligned results. In this case, the pharmacophore features of the hit compound must fall within the tolerance spheres of the pharamacophore query with the compound in the shape-aligned pose. That is, a compound that would match a pharmacophore query if the query were the primary query may still be filtered out.