메뉴 건너뛰기




Volumn 99, Issue 2, 2007, Pages 395-402

Characterizing uncertainty and variability in physiologically based pharmacokinetic models: State of the science and needs for research and implementation

(15)  Barton, Hugh A a   Chiu, Weihsueh A a   Woodrow Setzer, R a   Andersen, Melvin E b   Bailer, A John c   Bois, Frédéric Y d   Dewoskin, Robert S e   Hays, Sean f   Johanson, Gunnar g   Jones, Nancy h   Loizou, George i   Macphail, Robert C a   Portier, Christopher J j   Spendiff, Martin i   Tan, Yu Mei b  


Author keywords

Bayesian models; Nonlinear modeling; Physiologically based pharmacokinetic modeling; Population variability; Risk assessment; Uncertainty

Indexed keywords

ARTICLE; BAYES THEOREM; BIOLOGICAL MODEL; CALIBRATION; CLINICAL RESEARCH; COMPUTER PROGRAM; DATA BASE; DOSIMETRY; HAZARD ASSESSMENT; HUMAN; INFORMATION PROCESSING; INTERDISCIPLINARY RESEARCH; MEDICAL DOCUMENTATION; NONHUMAN; PHYSIOLOGICALLY BASED PHARMACOKINETIC MODEL; PREDICTION; REPRODUCIBILITY; RESEARCH PRIORITY; RISK ASSESSMENT; SENSITIVITY ANALYSIS; STANDARDIZATION; STATISTICAL MODEL; UNCERTAINTY; ANIMAL; PHARMACOKINETICS;

EID: 38449107736     PISSN: 10966080     EISSN: 10960929     Source Type: Journal    
DOI: 10.1093/toxsci/kfm100     Document Type: Article
Times cited : (118)

References (40)
  • 1
    • 0029085760 scopus 로고
    • Applying simulation modeling to problems in toxicology and risk assessment - A short perspective
    • Andersen, M. E., Clewell, H. J., 3rd, and Frederick, C. B. (1995). Applying simulation modeling to problems in toxicology and risk assessment - A short perspective. Toxicol. Appl. Pharmacol. 133 181-187.
    • (1995) Toxicol. Appl. Pharmacol , vol.133 , pp. 181-187
    • Andersen, M.E.1    Clewell 3rd, H.J.2    Frederick, C.B.3
  • 2
    • 0023158895 scopus 로고
    • Physiologically based pharmacokinetics and the risk assessment process for methylene chloride
    • Andersen,M. E., Clewell, H. J., 3rd, Gargas, M. L., Smith, F. A., and Reitz, R. H. (1987). Physiologically based pharmacokinetics and the risk assessment process for methylene chloride. Toxicol. Appl. Pharmacol. 87, 185-205.
    • (1987) Toxicol. Appl. Pharmacol , vol.87 , pp. 185-205
    • Andersen, M.E.1    Clewell 3rd, H.J.2    Gargas, M.L.3    Smith, F.A.4    Reitz, R.H.5
  • 3
    • 0035068731 scopus 로고    scopus 로고
    • Physiological modeling reveals novel pharmacokinetic behavior for inhaled octamethylcyclotetrasiloxane in rats
    • Andersen, M. E., Sarangapani, R., Reitz, R. H., Gallavan, R. H., Dobrev, I. D., and Plotzke, K. P. (2001). Physiological modeling reveals novel pharmacokinetic behavior for inhaled octamethylcyclotetrasiloxane in rats. Toxicol. Sci. 60, 214-231.
    • (2001) Toxicol. Sci , vol.60 , pp. 214-231
    • Andersen, M.E.1    Sarangapani, R.2    Reitz, R.H.3    Gallavan, R.H.4    Dobrev, I.D.5    Plotzke, K.P.6
  • 5
    • 0033001403 scopus 로고    scopus 로고
    • Optimal design for a study of butadiene toxicokinetics in humans
    • Bois, F. Y., Smith, T., Gelman, A., Chang, H.-Y., and Smith, A. (1999). Optimal design for a study of butadiene toxicokinetics in humans. Toxicol. Sci. 49, 213-224.
    • (1999) Toxicol. Sci , vol.49 , pp. 213-224
    • Bois, F.Y.1    Smith, T.2    Gelman, A.3    Chang, H.-Y.4    Smith, A.5
  • 6
    • 0025828265 scopus 로고
    • Mechanisms of benzene carcinogenesis: Application of a physiological model of benzene pharmacokinetics and metabolism
    • Bois, F. Y., Smith, M., and Spear, R. C. (1991). Mechanisms of benzene carcinogenesis: Application of a physiological model of benzene pharmacokinetics and metabolism. Toxicol. Lett. 56, 283-298.
    • (1991) Toxicol. Lett , vol.56 , pp. 283-298
    • Bois, F.Y.1    Smith, M.2    Spear, R.C.3
  • 7
    • 34047183121 scopus 로고    scopus 로고
    • Development of a physiologically based toxicokinetic model for butadiene and four major metabolites in humans: Global sensitivity analysis for experimental design issues
    • doi:10.1016/j.cbi.2007.02.010
    • Brochot, C., Smith, T. J., and Bois, F. Y. Development of a physiologically based toxicokinetic model for butadiene and four major metabolites in humans: Global sensitivity analysis for experimental design issues. Chem. Biol. Interact. 167, 168-183. doi:10.1016/j.cbi.2007.02.010.
    • Chem. Biol. Interact , vol.167 , pp. 168-183
    • Brochot, C.1    Smith, T.J.2    Bois, F.Y.3
  • 8
    • 0020816001 scopus 로고
    • Decision making under risk: A comparison of Bayesian and fuzzy set methods
    • Buckley, J. J. (1983). Decision making under risk: A comparison of Bayesian and fuzzy set methods. Risk Anal. 3, 157-168.
    • (1983) Risk Anal , vol.3 , pp. 157-168
    • Buckley, J.J.1
  • 9
    • 11344264355 scopus 로고    scopus 로고
    • Framework for evaluation of physiologically-based pharmacokinetic models for use in safety or risk assessment
    • Clark, L. H., Setzer, R.W., and Barton, H. A. (2004). Framework for evaluation of physiologically-based pharmacokinetic models for use in safety or risk assessment. Risk Anal. 24, 1697-1717.
    • (2004) Risk Anal , vol.24 , pp. 1697-1717
    • Clark, L.H.1    Setzer, R.W.2    Barton, H.A.3
  • 10
    • 44449091433 scopus 로고    scopus 로고
    • Clewell, H. J., 3rd, and Andersen, M. E. (1987). Dose, species, and route extrapolation using physiologically based pharmacokinetic models. In Drinking Water and Health (J. R. Gillette and D. J. Jollow, Eds.), 8. Pharmacokinetics in Risk Assessment, pp. 159-184. National Academy Press, Washington, DC.
    • Clewell, H. J., 3rd, and Andersen, M. E. (1987). Dose, species, and route extrapolation using physiologically based pharmacokinetic models. In Drinking Water and Health (J. R. Gillette and D. J. Jollow, Eds.), Vol. 8. Pharmacokinetics in Risk Assessment, pp. 159-184. National Academy Press, Washington, DC.
  • 11
    • 1942458255 scopus 로고    scopus 로고
    • Evaluation of the potential impact of age- and gender-specific pharmacokinetic differences on tissue dosimetry
    • Clewell, H. J., Gentry, P. R., Covington, T. R., Sarangapani, R., and Teeguarden, J. G. (2004). Evaluation of the potential impact of age- and gender-specific pharmacokinetic differences on tissue dosimetry. Toxicol. Sci. 79, 381-393.
    • (2004) Toxicol. Sci , vol.79 , pp. 381-393
    • Clewell, H.J.1    Gentry, P.R.2    Covington, T.R.3    Sarangapani, R.4    Teeguarden, J.G.5
  • 12
    • 0028282707 scopus 로고
    • Incorporation of pharmacokinetics in noncancer risk assessment: Example with chloropentafluorobenzene
    • Clewell, H. J., 3rd, and Jarnot, B. M. (1994). Incorporation of pharmacokinetics in noncancer risk assessment: Example with chloropentafluorobenzene. Risk Anal. 14, 265-276.
    • (1994) Risk Anal , vol.14 , pp. 265-276
    • Clewell 3rd, H.J.1    Jarnot, B.M.2
  • 13
    • 33745584148 scopus 로고    scopus 로고
    • Development and evaluation of a generic physiologically based pharmacokinetic model for children
    • Edginton, A. N., Schmitt, W., and Willmann, S. (2006). Development and evaluation of a generic physiologically based pharmacokinetic model for children. Clin. Pharmacokinet. 45, 1013-1034.
    • (2006) Clin. Pharmacokinet , vol.45 , pp. 1013-1034
    • Edginton, A.N.1    Schmitt, W.2    Willmann, S.3
  • 14
    • 0001656675 scopus 로고
    • Gas uptake inhalation techniques and the rates of metabolism of chloromethanes, chloroethanes, and chloroethylenes in the rat
    • Gargas, M. L., Clewell, H. J., 3rd, and Andersen, M. E. (1990). Gas uptake inhalation techniques and the rates of metabolism of chloromethanes, chloroethanes, and chloroethylenes in the rat. Inhal. Toxicol. 2, 295-319.
    • (1990) Inhal. Toxicol , vol.2 , pp. 295-319
    • Gargas, M.L.1    Clewell 3rd, H.J.2    Andersen, M.E.3
  • 15
    • 0030328027 scopus 로고    scopus 로고
    • Physiological pharmacokinetic analysis using population modeling and informative prior distributions
    • Gelman, A., Bois, F. Y., and Jiang, J. (1996). Physiological pharmacokinetic analysis using population modeling and informative prior distributions. J. Am. Stat. Assoc. 91, 1400-1412.
    • (1996) J. Am. Stat. Assoc , vol.91 , pp. 1400-1412
    • Gelman, A.1    Bois, F.Y.2    Jiang, J.3
  • 16
    • 0027943431 scopus 로고
    • Reconstruction of shortter-multi-route exposure to volatile organiccompounds using physiologically based pharmacokineticmodels
    • Georgopoulos, P. G., Roy, A., and Gallo, M. A. (1994). Reconstruction of shortter-multi-route exposure to volatile organiccompounds using physiologically based pharmacokineticmodels. J. Expo. Anal. Environ. Epidemiol. 4, 309-328.
    • (1994) J. Expo. Anal. Environ. Epidemiol , vol.4 , pp. 309-328
    • Georgopoulos, P.G.1    Roy, A.2    Gallo, M.A.3
  • 17
    • 4444333100 scopus 로고    scopus 로고
    • Fuzzy simulation of pharmacokinetic models: Case study of whole body physiologically based model of diazepam
    • Gueorguieva, I., Nestorov, I. A., and Rowland, M. (2004). Fuzzy simulation of pharmacokinetic models: Case study of whole body physiologically based model of diazepam. J. Pharmacokinet. Pharmacodyn. 31, 185-213.
    • (2004) J. Pharmacokinet. Pharmacodyn , vol.31 , pp. 185-213
    • Gueorguieva, I.1    Nestorov, I.A.2    Rowland, M.3
  • 18
    • 33645877095 scopus 로고    scopus 로고
    • Reducing whole body physiologically based pharmacokinetic models using global sensitivity analysis: Diazepam case study
    • Gueorguieva, I., Nestorov, I. A., and Rowland, M. (2006). Reducing whole body physiologically based pharmacokinetic models using global sensitivity analysis: Diazepam case study. J. Pharmacokinet. Pharmacodyn. 33, 1-27.
    • (2006) J. Pharmacokinet. Pharmacodyn , vol.33 , pp. 1-27
    • Gueorguieva, I.1    Nestorov, I.A.2    Rowland, M.3
  • 19
    • 0023822856 scopus 로고
    • An investigation of uncertainty and sensitivity analysis techniques for computer models
    • Iman, R. L., and Helton, J. C. (1988). An investigation of uncertainty and sensitivity analysis techniques for computer models. Risk Anal. 8, 71-90.
    • (1988) Risk Anal , vol.8 , pp. 71-90
    • Iman, R.L.1    Helton, J.C.2
  • 20
    • 0023921356 scopus 로고
    • Spreadsheet programming - A new approach in physiologically based modeling of solvent toxicokinetics
    • Johanson, G., and Naslund, P. H. (1988). Spreadsheet programming - A new approach in physiologically based modeling of solvent toxicokinetics. Toxicol. Lett. 41, 115-127.
    • (1988) Toxicol. Lett , vol.41 , pp. 115-127
    • Johanson, G.1    Naslund, P.H.2
  • 21
    • 0035121426 scopus 로고    scopus 로고
    • Physiologically based pharmacokinetic modeling of inhalation exposure of humans to dichloromethane during moderate to heavy exercise
    • Jonsson, F., Bois, F., and Johanson, G. (2001). Physiologically based pharmacokinetic modeling of inhalation exposure of humans to dichloromethane during moderate to heavy exercise. Toxicol. Sci. 59, 209-218.
    • (2001) Toxicol. Sci , vol.59 , pp. 209-218
    • Jonsson, F.1    Bois, F.2    Johanson, G.3
  • 22
    • 0034992283 scopus 로고    scopus 로고
    • Assessing the reliability of PBPK models using data from methyl chloride-exposed, non-conjugating human subjects
    • Jonsson, F., Bois, F. Y., and Johanson, G. (2001). Assessing the reliability of PBPK models using data from methyl chloride-exposed, non-conjugating human subjects. Arch. Toxicol. 75, 189-199.
    • (2001) Arch. Toxicol , vol.75 , pp. 189-199
    • Jonsson, F.1    Bois, F.Y.2    Johanson, G.3
  • 23
    • 0004033713 scopus 로고
    • Probability and Statistical Inference
    • New York, Springer Verlag
    • Kalbfleisch, J. D. (1985). Probability and Statistical Inference, Vol. 2. Statistical Inference. New York, Springer Verlag.
    • (1985) Statistical Inference , vol.2
    • Kalbfleisch, J.D.1
  • 25
    • 0030605127 scopus 로고    scopus 로고
    • Effects of the structure of a toxicokinetic model of butadiene inhalation exposure on computed production of carcinogenic intermediates
    • Kohn, M. C., and Melnick, R. L. (1996) Effects of the structure of a toxicokinetic model of butadiene inhalation exposure on computed production of carcinogenic intermediates. Toxicology 113, 31-39.
    • (1996) Toxicology , vol.113 , pp. 31-39
    • Kohn, M.C.1    Melnick, R.L.2
  • 26
    • 0020206646 scopus 로고
    • Three algorithms for interpreting models consisting of ordinary differential equations: Sensitivity coefficients, sensitivity functions, global optimization
    • Lehman, S. L., and Stark, L. W. (1982). Three algorithms for interpreting models consisting of ordinary differential equations: Sensitivity coefficients, sensitivity functions, global optimization. Math. Biosci. 62, 107-122.
    • (1982) Math. Biosci , vol.62 , pp. 107-122
    • Lehman, S.L.1    Stark, L.W.2
  • 27
    • 0025212601 scopus 로고
    • A physiological pharmacokinetic description of the tissue distribution and enzyme-inducing properties of 2,3,7,8-tetrachlorodibenzo-p-dioxin in the rat
    • Leung, H. W., Paustenbach, D. J., Murray, F. J., and Andersen, M. E. (1990). A physiological pharmacokinetic description of the tissue distribution and enzyme-inducing properties of 2,3,7,8-tetrachlorodibenzo-p-dioxin in the rat. Toxicol. Appl. Pharmacol. 103, 399-410.
    • (1990) Toxicol. Appl. Pharmacol , vol.103 , pp. 399-410
    • Leung, H.W.1    Paustenbach, D.J.2    Murray, F.J.3    Andersen, M.E.4
  • 29
    • 33646099147 scopus 로고    scopus 로고
    • A human physiological model describing acetone kinetics in blood and breath during various levels of physical exercise
    • Mork, A. K., and Johanson, G. (2006). A human physiological model describing acetone kinetics in blood and breath during various levels of physical exercise. Toxicol. Lett. 164, 6-15.
    • (2006) Toxicol. Lett , vol.164 , pp. 6-15
    • Mork, A.K.1    Johanson, G.2
  • 30
    • 0007190954 scopus 로고    scopus 로고
    • Simulation based optimal design
    • J. M. Bernardo, J. O. Berger, A. P. Dawid and A. F. M. Smith, Eds, Oxford University Press, Oxford pp
    • Müller, P. (1999). Simulation based optimal design. In Bayesian Statistics 6. Proceedings of the Sixth Valencia International Meeting (J. M. Bernardo, J. O. Berger, A. P. Dawid and A. F. M. Smith, Eds.). Oxford University Press, Oxford pp. 323-341.
    • (1999) Bayesian Statistics 6. Proceedings of the Sixth Valencia International Meeting , pp. 323-341
    • Müller, P.1
  • 32
    • 0031172737 scopus 로고    scopus 로고
    • Using structural information to create physiologically based pharmacokinetic models for all polychlorinated biphenyls
    • Parham, F. M., Kohn, M. C., Matthews, H. B., DeRosa, C., and Portier, C. J. (1997) Using structural information to create physiologically based pharmacokinetic models for all polychlorinated biphenyls. Toxicol. Appl. Pharmacol. 144, 340-347
    • (1997) Toxicol. Appl. Pharmacol , vol.144 , pp. 340-347
    • Parham, F.M.1    Kohn, M.C.2    Matthews, H.B.3    DeRosa, C.4    Portier, C.J.5
  • 33
    • 0018887567 scopus 로고
    • Non-linear pharmacokinetic parameters need to be considered in high dose/low dose extrapolation
    • Reitz, R. H., Quast, J. F., Schumann, A. M.,Watanabe, P. G., and Gehring, P. J. (1980). Non-linear pharmacokinetic parameters need to be considered in high dose/low dose extrapolation. Arch. Toxicol. Suppl. 3, 79-94.
    • (1980) Arch. Toxicol. Suppl , vol.3 , pp. 79-94
    • Reitz, R.H.1    Quast, J.F.2    Schumann, A.M.3    Watanabe, P.G.4    Gehring, P.J.5
  • 35
    • 0001244976 scopus 로고    scopus 로고
    • Sensitivity analysis as an ingredient of modeling
    • Saltelli, A., Tarantola, S., and Campolongo, F. (2000). Sensitivity analysis as an ingredient of modeling. Stat. Sci. 15, 377-395.
    • (2000) Stat. Sci , vol.15 , pp. 377-395
    • Saltelli, A.1    Tarantola, S.2    Campolongo, F.3
  • 36
    • 4944249799 scopus 로고    scopus 로고
    • Membership functions and probability measures of fuzzy sets, with discussion
    • Singpurwalla, N. D., and Booker, J. M. (2004). Membership functions and probability measures of fuzzy sets, with discussion. J. Am. Stat. Assoc. 99, 467, 867-889.
    • (2004) J. Am. Stat. Assoc , vol.99 , Issue.467 , pp. 867-889
    • Singpurwalla, N.D.1    Booker, J.M.2
  • 39
    • 0034763336 scopus 로고    scopus 로고
    • A physiologically based pharmacokinetic model for inhalation and intravenous administration of naphthalene in rats and mice
    • Willems, B. A., Melnick, R. L., Kohn, M. C., and Portier, C. J. (2001). A physiologically based pharmacokinetic model for inhalation and intravenous administration of naphthalene in rats and mice. Toxicol. Appl. Pharmacol. 176, 81-91.
    • (2001) Toxicol. Appl. Pharmacol , vol.176 , pp. 81-91
    • Willems, B.A.1    Melnick, R.L.2    Kohn, M.C.3    Portier, C.J.4
  • 40
    • 34249905607 scopus 로고    scopus 로고
    • Development of a physiology-based whole-body population model for assessing the influence of individual variability on the pharmacokinetics of drugs
    • in press, doi: 10.1007/ s10928-007-9053-5
    • Willmann, S., Höhn, K., Edginton, A., Sevestre, M., Solodenko, J., Weiss, W., Lippert, J., and Schmitt, W. Development of a physiology-based whole-body population model for assessing the influence of individual variability on the pharmacokinetics of drugs. J. Pharmacokinet. Pharmacodyn. (in press). doi: 10.1007/ s10928-007-9053-5.
    • J. Pharmacokinet. Pharmacodyn
    • Willmann, S.1    Höhn, K.2    Edginton, A.3    Sevestre, M.4    Solodenko, J.5    Weiss, W.6    Lippert, J.7    Schmitt, W.8


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.