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Jensen JH, Swain CJ, Olsen L. Prediction of pK a Values for Druglike Molecules Using Semiempirical Quantum Chemical Methods. J Phys Chem A 2017; 121:699-707. [PMID: 28054775 DOI: 10.1021/acs.jpca.6b10990] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Rapid yet accurate pKa prediction for druglike molecules is a key challenge in computational chemistry. This study uses PM6-DH+/COSMO, PM6/COSMO, PM7/COSMO, PM3/COSMO, AM1/COSMO, PM3/SMD, AM1/SMD, and DFTB3/SMD to predict the pKa values of 53 amine groups in 48 druglike compounds. The approach uses an isodesmic reaction where the pKa value is computed relative to a chemically related reference compound for which the pKa value has been measured experimentally or estimated using a standard empirical approach. The AM1- and PM3-based methods perform best with RMSE values of 1.4-1.6 pH units that have uncertainties of ±0.2-0.3 pH units, which make them statistically equivalent. However, for all but PM3/SMD and AM1/SMD the RMSEs are dominated by a single outlier, cefadroxil, caused by proton transfer in the zwitterionic protonation state. If this outlier is removed, the RMSE values for PM3/COSMO and AM1/COSMO drop to 1.0 ± 0.2 and 1.1 ± 0.3, whereas PM3/SMD and AM1/SMD remain at 1.5 ± 0.3 and 1.6 ± 0.3/0.4 pH units, making the COSMO-based predictions statistically better than the SMD-based predictions. For pKa calculations where a zwitterionic state is not involved or proton transfer in a zwitterionic state is not observed, PM3/COSMO or AM1/COSMO is the best pKa prediction method; otherwise PM3/SMD or AM1/SMD should be used. Thus, fast and relatively accurate pKa prediction for 100-1000s of druglike amines is feasible with the current setup and relatively modest computational resources.
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Affiliation(s)
- Jan H Jensen
- Department of Chemistry, University of Copenhagen , 1165 Copenhagen, Denmark
| | | | - Lars Olsen
- Section of Biostructural Research, Department of Drug Design and Pharmacology, University of Copenhagen , 1165 Copenhagen, Denmark
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Abstract
A brief review of pKa values and their uses in pharmacy practice is presented. Tables of pKa values for 400 medicinal compounds, of pH values of 18 body fluid sites, and of electron-inducing chemical substituents are provided. Adequate literature sources are included to permit further reference to the more detailed aspects of conditions associated with pKa value determinations or uses.
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Nichols JW, Du B, Berninger JP, Connors KA, Chambliss CK, Erickson RJ, Hoffman AD, Brooks BW. Observed and modeled effects of pH on bioconcentration of diphenhydramine, a weakly basic pharmaceutical, in fathead minnows. ENVIRONMENTAL TOXICOLOGY AND CHEMISTRY 2015; 34:1425-35. [PMID: 25920411 DOI: 10.1002/etc.2948] [Citation(s) in RCA: 87] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/17/2014] [Revised: 12/01/2014] [Accepted: 02/18/2015] [Indexed: 05/18/2023]
Abstract
A need exists to better understand the influence of pH on the uptake and accumulation of ionizable pharmaceuticals in fish. In the present study, fathead minnows were exposed to diphenhydramine (DPH; disassociation constant = 9.1) in water for up to 96 h at 3 nominal pH levels: 6.7, 7.7, and 8.7. In each case, an apparent steady state was reached by 24 h, allowing for direct determination of the bioconcentration factor (BCF), blood-water partitioning (PBW,TOT), and apparent volume of distribution (approximated from the whole-body-plasma concentration ratio). The BCFs and measured PBW,TOT values increased in a nonlinear manner with pH, whereas the volume of distribution remained constant, averaging 3.0 L/kg. The data were then simulated using a model that accounts for acidification of the gill surface caused by elimination of metabolically produced acid. Good agreement between model simulations and measured data was obtained for all tests by assuming that plasma binding of ionized DPH is 16% that of the neutral form. A simpler model, which ignores elimination of metabolically produced acid, performed less well. These findings suggest that pH effects on accumulation of ionizable compounds in fish are best described using a model that accounts for acidification of the gill surface. Moreover, measured plasma binding and volume of distribution data for humans, determined during drug development, may have considerable value for predicting chemical binding behavior in fish.
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Affiliation(s)
- John W Nichols
- Office of Research and Development, National Health and Environmental Effects Research Laboratory, Mid-Continent Ecology Division, US Environmental Protection Agency, Duluth, Minnesota, USA
| | - Bowen Du
- Department of Environmental Science, Baylor University, Waco, Texas, USA
- Center for Reservoir and Aquatic Systems Research, Baylor University, Waco, Texas, USA
- The Institute of Ecological, Earth and Environmental Sciences, Baylor University, Waco, Texas, USA
| | - Jason P Berninger
- Department of Environmental Science, Baylor University, Waco, Texas, USA
- Center for Reservoir and Aquatic Systems Research, Baylor University, Waco, Texas, USA
- Institute of Biomedical Studies, Baylor University, Waco, Texas, USA
| | - Kristin A Connors
- Department of Environmental Science, Baylor University, Waco, Texas, USA
- Center for Reservoir and Aquatic Systems Research, Baylor University, Waco, Texas, USA
- Institute of Biomedical Studies, Baylor University, Waco, Texas, USA
| | - C Kevin Chambliss
- Center for Reservoir and Aquatic Systems Research, Baylor University, Waco, Texas, USA
- The Institute of Ecological, Earth and Environmental Sciences, Baylor University, Waco, Texas, USA
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas, USA
| | - Russell J Erickson
- Office of Research and Development, National Health and Environmental Effects Research Laboratory, Mid-Continent Ecology Division, US Environmental Protection Agency, Duluth, Minnesota, USA
| | - Alex D Hoffman
- Office of Research and Development, National Health and Environmental Effects Research Laboratory, Mid-Continent Ecology Division, US Environmental Protection Agency, Duluth, Minnesota, USA
| | - Bryan W Brooks
- Department of Environmental Science, Baylor University, Waco, Texas, USA
- Center for Reservoir and Aquatic Systems Research, Baylor University, Waco, Texas, USA
- The Institute of Ecological, Earth and Environmental Sciences, Baylor University, Waco, Texas, USA
- Institute of Biomedical Studies, Baylor University, Waco, Texas, USA
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Neue UD, Wheat TE, Mazzeo JR, Mazza CB, Cavanaugh JY, Xia F, Diehl DM. Differences in preparative loadability between the charged and uncharged forms of ionizable compounds. J Chromatogr A 2004; 1030:123-34. [PMID: 15043262 DOI: 10.1016/j.chroma.2003.11.048] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Ionizable compounds experience a drastic difference in preparative loadability as a function of pH. It can be shown that the preparative loadability of a compound in the ionic form is by a factor of 20 or more inferior to the loadability of the same compound in the unionized form. In this paper, we demonstrate the reason for this behavior, and show practical applications of the principle.
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Affiliation(s)
- Uwe Dieter Neue
- Waters Corporation, 34 Maple Street, Milford, MA 01757, USA.
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Newton DW, Murray WJ, Lovell MW. pKa determination of benzhydrylpiperazine antihistamines in aqueous and aqueous methanol solutions. J Pharm Sci 1982; 71:1363-6. [PMID: 6130141 DOI: 10.1002/jps.2600711213] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
The pKa1 and pKa2 values of three benzhydrylpiperazine antihistamines, cyclizine (I), chlorcyclizine (II), and hydroxyzine (III), were determined at 24.5 +/- 0.5 degrees by potentiometric titration in aqueous solution to be 2.16 +/- 0.02 and 8.05 +/- 0.03, 2.12 +/- 0.04 and 7.65 +/- 0.04, and 1.96 +/- 0.05 and 7.40 +/- 0.03, respectively. The pKa2 values were also determined by titration in seven aqueous methanol solutions in the range of 11.5-52.9% (w/w) methanol. The apparent dissociation constants of I-III in the aqueous methanol solutions, psKa2, were plotted according to two linear regression equations from which the values in water, p omega Ka2, were extrapolated. The plotted variables were psKa2 versus methanol concentration (%w/w) and psKa2 + log (water concentration, M) versus 1000/epsilon, where epsilon is the dielectric constant of the aqueous methanol solution. The maximum difference between pKa2 and p omega Ka2 was observed in the case of II where p omega Ka2 was 5.23% higher. Statistical analysis of the linear regression data obtained from the plots showed that slightly better accuracy (p less than 0.13) and correlation (p less than 0.16) were obtained, but the precision was essentially equal with both methods. The observed ratio of Ka1/Ka2 in I-III, 2.75 X 10(5)-7.76 X 10(5), was attributed to solven- and space-mediated field effects and electrostatic induction between nitrogen atoms in the piperazine ring.
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