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. Author manuscript; available in PMC: 2017 Jan 6.
Published in final edited form as: J Med Chem. 2016 Aug 17;59(23):10383–10399. doi: 10.1021/acs.jmedchem.6b00399

Table 1.

Cosolvent MD techniques that have been used to identify hotspots and binding sites on protein surfaces (protein abbreviations defined in the text).

Developer (Method) Highlights, Needed Improvements, Published Cosolvents & Proteins
Barril (MDmix) 3336 Highlights: This was the first method of this type, and it laid the foundation for using occupancy grids and calculating free energies from cosolvent populations. MDmix focuses on water-miscible cosolvents.
Needed Improvements: MDmix produces many “extra” hotspots that may be misleading in prospective applications.
Cosolvents: Isopropanol, ethanol, acetonitrile, methanol, acetamide
Proteins: Thermolysin, p53, elastase, MDM2, LFA-1/ICAM-1, PTP1B, p38 MAPK, AR, HEWL, Hsp90, HIVp
MacKerell (SILCS) 3748 Highlights: This method has the most extensive development with significant progress in translating occupancy grids into pharmacophore models and scoring schemes.
Needed Improvements: It uses high concentrations of cosolvent with artificial repulsion terms to prevent aggregation. This may unnaturally perturb any cooperative behavior between the cosolvent and create artifacts in the maps. SILCS also produces many extra hotspots that may be misleading in prospective applications.
Cosolvents: Benzene, propane, water (as a hydrogen-bonding probe), acetonitrile, methanol, formamide, acetaldehyde, methylammonium, acetate, imidazole
Proteins: BCL-6, trypsin, α-thrombin, HIVp, FKBP, FXa, NadD, RNase A, IL-2, p38 MAPK, DHFR, FGFr1 kinase, adenosine deaminase, ERα, AmpC β-lactamase, T4-L99A, AR, PPARγ, mGluR5, β2AR
Carlson (MixMD) 4953 Highlights: Very careful development has lead to clean maps with a significantly reduced number of extra hotspots. MixMD focuses on very low concentrations of miscible solvents to avoid artificial repulsion terms.
Needed Improvements: At this point, MixMD is qualitative in its identification of hotspots, and a quantitative scoring scheme is needed.
Cosolvents: Acetonitrile, isopropanol, pyrimidine, imidazole, N-methylacetamide, acetate, methylammonium
Proteins: HEWL, elastase, p53, RNase A, thermolysin, HIVp, ABL kinase, AR, CHK1 kinase, glucokinase, PDK1 kinase, PTP1B, farnesyl pyrophosphate synthase
Yang and Wang 5458 Highlights: The authors have used more rigorous free energy calculations to estimate binding affinities. Other applications have focused on qualitatively identifying differences in PPI that might help provide specificity for designed ligands.
Needed Improvements: More development is needed.
Cosolvents: Isopropanol, phenol, trimethylamine N-oxide
Proteins: Thermolysin, Bcl-xL, Mcl-1, IL-1R1
GlaxoSmithKline and Bahar 59 Highlights: The method is specifically developed for assessing druggability of individual binding sites. They use their grids in a slightly different way, and they have very interesting rules for combining hotspots into druggability estimates.
Needed Improvements: More development is needed.
Cosolvents: Isopropanol, isopropylamine, acetic acid, acetamide
Proteins: MDM2, PTP1B, LFA-1, kinesin Eg5, p38 MAPK
Caflisch 60,61 Highlights: This method estimates kinetic on/off rates and binding affinities of the cosolvents based on the MD, but only a few applications are published.
Cosolvents: Dimethylsulfoxide, methanol, ethanol Proteins: FKBP, BAZ2B, CREBBP
Tan and Abell 6264 Highlights: This method proposes low concentrations of hyrdrophobic cosolvents to reduce aggregation, but only a few applications are published.
Cosolvents: Benzene, chlorobenzene
Proteins: Polo-box domain of polo-like kinase 1, MDM2, MDMX, IL-2, Mcl-1, Bcl-xL, Aurora-A, RAD51, ERα, ERβ
Fersht 65 Highlights: The application focuses on cryptic binding sites, and more work is needed.
Cosolvent: Isopropanol Protein: p53-Y220C
Gorfe (pMD) 66,67 Highlights: This method is also developed to map proteins embedded in membranes, but more applications are needed.
Cosolvent: Isopropanol Protein: K-ras