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Volumn 10, Issue 1, 2012, Pages 22-32

Role of statistical random-effects linear models in personalized medicine

Author keywords

Chronic diseases; Dosage individualization; Drug mixed linear models; Effect sizes; Empirical Bayesian feedback; Evidence farms; Pharmacokinetic modeling; Random effects linear models

Indexed keywords

CLOZAPINE; FLUOXETINE; FLUVOXAMINE; LAMOTRIGINE; NORCLOZAPINE; OLANZAPINE; PAROXETINE; PHENOBARBITAL; RISPERIDONE; VALPROIC ACID;

EID: 84860298567     PISSN: 18756921     EISSN: 18756913     Source Type: Journal    
DOI: 10.2174/1875692111201010022     Document Type: Article
Times cited : (32)

References (36)
  • 1
    • 28244473354 scopus 로고    scopus 로고
    • Non-linear mixed effects modeling-from methodology and software development to driving implementation in drug development science
    • Pillai G, Mentré F, Steimer J-L. Non-linear mixed effects modeling-from methodology and software development to driving implementation in drug development science. J Pharmacokinet Pharmacodyn 2005; 32: 161-83.
    • (2005) J Pharmacokinet Pharmacodyn , vol.32 , pp. 161-183
    • Pillai, G.1    Mentré, F.2    Steimer, J.-L.3
  • 2
    • 55349110834 scopus 로고    scopus 로고
    • Harnessing experience: Exploring the gap between evidence-based medicine and clinical practice
    • Hay MC, Weisner TS, Subramanian S, et al. Harnessing experience: exploring the gap between evidence-based medicine and clinical practice. J Eval Clin Pract 2008; 14: 707-13.
    • (2008) J Eval Clin Pract , vol.14 , pp. 707-713
    • Hay, M.C.1    Weisner, T.S.2    Subramanian, S.3
  • 4
    • 0020359255 scopus 로고
    • Bayesian individualization of pharmacokinetics: Simple implementation and comparison with nonbayesian methods
    • Sheiner LB, Beal SL. Bayesian individualization of pharmacokinetics: Simple implementation and comparison with nonbayesian methods. J Pharm Sci 1982; 71: 1344-8.
    • (1982) J Pharm Sci , vol.71 , pp. 1344-1348
    • Sheiner, L.B.1    Beal, S.L.2
  • 5
    • 34047223028 scopus 로고    scopus 로고
    • Individualizing drug dosage by using a random intercept linear model
    • Diaz FJ, Rivera TE, Josiassen, RC, et al. Individualizing drug dosage by using a random intercept linear model. Stat Med 2007; 26: 2052-73.
    • (2007) Stat Med , vol.26 , pp. 2052-2073
    • Diaz, F.J.1    Rivera, T.E.2    Josiassen, R.C.3
  • 6
    • 84859191400 scopus 로고    scopus 로고
    • Drug dosage individualization based on a random-effects linear model
    • (in press). DOI: 10.1080/10543406.2010.547264
    • Diaz FJ, Cogollo M, Spina E, et al. Drug dosage individualization based on a random-effects linear model. J Biopharm Stat 2012; (in press). DOI: 10.1080/10543406.2010.547264.
    • (2012) J Biopharm Stat
    • Diaz, F.J.1    Cogollo, M.2    Spina, E.3
  • 7
    • 44849135619 scopus 로고    scopus 로고
    • Estimating the size of the effects of co-medications on plasma clozapine concentrations using a model that controls for clozapine doses and confounding variables
    • Diaz FJ, Santoro V, Spina E, et al. Estimating the size of the effects of co-medications on plasma clozapine concentrations using a model that controls for clozapine doses and confounding variables. Pharmacopsychiatry 2008; 41: 81-91.
    • (2008) Pharmacopsychiatry , vol.41 , pp. 81-91
    • Diaz, F.J.1    Santoro, V.2    Spina, E.3
  • 8
    • 47749087003 scopus 로고    scopus 로고
    • Estimating the effects of comedications on plasma olanzapine concentrations by using a mixed model
    • Botts S, Diaz FJ, Santoro, V, et al. Estimating the effects of comedications on plasma olanzapine concentrations by using a mixed model. Prog Neuro-Psychopharmacology Biol Psychiatry 2008; 32: 1453-8.
    • (2008) Prog Neuro-Psychopharmacology Biol Psychiatry , vol.32 , pp. 1453-1458
    • Botts, S.1    Diaz, F.J.2    Santoro, V.3
  • 9
    • 45749140874 scopus 로고    scopus 로고
    • An improved approach for confirmatory phase III population pharmacokinetic analysis
    • Hu C, Zhou H. An improved approach for confirmatory phase III population pharmacokinetic analysis. J Clin Pharmacol 2008; 48: 812-22.
    • (2008) J Clin Pharmacol , vol.48 , pp. 812-822
    • Hu, C.1    Zhou, H.2
  • 10
    • 79551537566 scopus 로고    scopus 로고
    • Confirmatory analysis for phase III population pharmacokinetics
    • Hu C, Zhang J, Zhou H. Confirmatory analysis for phase III population pharmacokinetics. Pharm Stat 2011; 10: 14-26.
    • (2011) Pharm Stat , vol.10 , pp. 14-26
    • Hu, C.1    Zhang, J.2    Zhou, H.3
  • 11
    • 34248597277 scopus 로고    scopus 로고
    • A study of genetic (CYP2D6 and ABCB1) and environmental (drug inhibitors and inducers) variables that may influence plasma risperidone levels
    • de Leon J, Susce MT, Pan R-M, et al. A study of genetic (CYP2D6 and ABCB1) and environmental (drug inhibitors and inducers) variables that may influence plasma risperidone levels. Pharmacopsychiatry 2007; 40: 93-102.
    • (2007) Pharmacopsychiatry , vol.40 , pp. 93-102
    • de Leon, J.1    Susce, M.T.2    Pan, R.-M.3
  • 12
    • 0031826288 scopus 로고    scopus 로고
    • Hypothesis: Comparisons of interand intra-individual variations can substitute for twin studies in drug research
    • Kalow W, Tang BK, Endrenyi L. Hypothesis: comparisons of interand intra-individual variations can substitute for twin studies in drug research. Pharmacogenetics 1998; 8: 283-9.
    • (1998) Pharmacogenetics , vol.8 , pp. 283-289
    • Kalow, W.1    Tang, B.K.2    Endrenyi, L.3
  • 13
    • 0033044502 scopus 로고    scopus 로고
    • Repeat administration of drugs as a means to assess the genetic component in pharmacological variability
    • Kalow W, Endrenyi L, Tang BK. Repeat administration of drugs as a means to assess the genetic component in pharmacological variability. Pharmacology 1999; 58: 281-4.
    • (1999) Pharmacology , vol.58 , pp. 281-284
    • Kalow, W.1    Endrenyi, L.2    Tang, B.K.3
  • 14
    • 14844343485 scopus 로고    scopus 로고
    • Multigenic control of drug response and regulatory decision-making in Pharmacogenomics: The need for an upper-bound estimate of genetic contributions
    • Ozdemir V, Kalow W, Tothfalusi L, et al. Multigenic control of drug response and regulatory decision-making in Pharmacogenomics: The need for an upper-bound estimate of genetic contributions. Curr Pharmacogenomics Person Med 2005; 3: 53-71.
    • (2005) Curr Pharmacogenomics Person Med , vol.3 , pp. 53-71
    • Ozdemir, V.1    Kalow, W.2    Tothfalusi, L.3
  • 15
    • 0001421956 scopus 로고
    • Estimation of variance and covariance components
    • Henderson CR. Estimation of variance and covariance components. Biometrics 1953; 9: 226-52.
    • (1953) Biometrics , vol.9 , pp. 226-252
    • Henderson, C.R.1
  • 16
    • 0031867860 scopus 로고    scopus 로고
    • Therapeutic drug monitoring of clozapine treatment. Therapeutic threshold value for serum clozapine concentrations
    • Olesen OV. Therapeutic drug monitoring of clozapine treatment. Therapeutic threshold value for serum clozapine concentrations. Clin Pharmacokinet 1998; 34: 497-502.
    • (1998) Clin Pharmacokinet , vol.34 , pp. 497-502
    • Olesen, O.V.1
  • 17
    • 0037306007 scopus 로고    scopus 로고
    • A pilot study of plasma caffeine concentrations in a US sample of smoker and non-smoker volunteers
    • de Leon J, Diaz FJ, Rogers T, et al. A pilot study of plasma caffeine concentrations in a US sample of smoker and non-smoker volunteers. Prog Neuro-Psychopharmacology Biol Psychiatry 2003; 27: 165-71.
    • (2003) Prog Neuro-Psychopharmacology Biol Psychiatry , vol.27 , pp. 165-171
    • de Leon, J.1    Diaz, F.J.2    Rogers, T.3
  • 18
    • 0141851847 scopus 로고    scopus 로고
    • Serious respiratory infections can increase clozapine levels and contribute to side effects: A case report
    • de Leon J, Diaz FJ. Serious respiratory infections can increase clozapine levels and contribute to side effects: a case report. Prog Neuro-psychoph 2003; 27: 1059-63.
    • (2003) Prog Neuro-psychoph , vol.27 , pp. 1059-1063
    • de Leon, J.1    Diaz, F.J.2
  • 19
    • 0003740837 scopus 로고    scopus 로고
    • 4th Edition. Philadelphia: Lippincott Williams & Wilkins
    • Winter ME. Basic Clinical Pharmacokinetics. 4th Edition. Philadelphia: Lippincott Williams & Wilkins 2004.
    • (2004) Basic Clinical Pharmacokinetics
    • Winter, M.E.1
  • 21
    • 3042728674 scopus 로고    scopus 로고
    • Pharmacogenetics-expectations and reality
    • Tucker G. Pharmacogenetics-expectations and reality. Brit Med J 2004; 329: 4-6.
    • (2004) Brit Med J , vol.329 , pp. 4-6
    • Tucker, G.1
  • 22
    • 78650878764 scopus 로고    scopus 로고
    • Dynamic treatment regimes for managing chronic health conditions: A statistical perspective
    • Chakraborty, B. Dynamic treatment regimes for managing chronic health conditions: a statistical perspective. Am J Public Health 2011; 101: 40-5.
    • (2011) Am J Public Health , vol.101 , pp. 40-45
    • Chakraborty, B.1
  • 23
    • 78650042610 scopus 로고    scopus 로고
    • Regret-regression for optimal dynamic treatment regimes
    • Henderson R, Ansell P, Alshibani D. Regret-regression for optimal dynamic treatment regimes. Biometrics 2010; 66: 1192-201.
    • (2010) Biometrics , vol.66 , pp. 1192-1201
    • Henderson, R.1    Ansell, P.2    Alshibani, D.3
  • 24
  • 25
    • 67649262125 scopus 로고    scopus 로고
    • Pharmacokinetic drug interaction studies must consider pharmacological heterogeneity, use of repeated dosing, and translation into a message understandable to practicing clinicians
    • de Leon J, Spina E, Diaz FJ. Pharmacokinetic drug interaction studies must consider pharmacological heterogeneity, use of repeated dosing, and translation into a message understandable to practicing clinicians. J Clin Psychopharm 2009; 29: 201-5.
    • (2009) J Clin Psychopharm , vol.29 , pp. 201-205
    • de Leon, J.1    Spina, E.2    Diaz, F.J.3
  • 26
    • 34147150577 scopus 로고    scopus 로고
    • A clinical study of the association of antipsychotics with hyperlipidemia
    • de Leon J, Susce MT, Johnson M, et al. A clinical study of the association of antipsychotics with hyperlipidemia. Schizophr Res 2007; 92: 95-102.
    • (2007) Schizophr Res , vol.92 , pp. 95-102
    • de Leon, J.1    Susce, M.T.2    Johnson, M.3
  • 27
    • 0029908926 scopus 로고    scopus 로고
    • Models for the incubation of AIDS and variations according to age and period
    • Muñoz A, Xu J. Models for the incubation of AIDS and variations according to age and period. Stat Med 1996; 15: 2459-73.
    • (1996) Stat Med , vol.15 , pp. 2459-2473
    • Muñoz, A.1    Xu, J.2
  • 29
    • 1642457270 scopus 로고    scopus 로고
    • Influence of dose, cigarette smoking, age, sex, and metabolic activity on plasma clozapine concentrations: A predictive model and nomograms to aid clozapine dose adjustment and to assess compliance in individual patients
    • Rostami-Hodjegan A, Amin AM, Spencer EP, et al. Influence of dose, cigarette smoking, age, sex, and metabolic activity on plasma clozapine concentrations: a predictive model and nomograms to aid clozapine dose adjustment and to assess compliance in individual patients. J Clin Psychopharm 2004; 24: 70-8.
    • (2004) J Clin Psychopharm , vol.24 , pp. 70-78
    • Rostami-Hodjegan, A.1    Amin, A.M.2    Spencer, E.P.3
  • 30
    • 0025104037 scopus 로고
    • Influence of patient-related variables on clozapine plasma levels
    • Haring C, Fleischhacker WW, Schett P. Influence of patient-related variables on clozapine plasma levels. Am J Psychiat 1990; 147: 1471-5.
    • (1990) Am J Psychiat , vol.147 , pp. 1471-1475
    • Haring, C.1    Fleischhacker, W.W.2    Schett, P.3
  • 31
    • 67650938656 scopus 로고    scopus 로고
    • Population pharmacokinetics of sirolimus in de novo Chinese adult renal transplant patients
    • Jiao Z, Shi XJ, Li ZD, et al. Population pharmacokinetics of sirolimus in de novo Chinese adult renal transplant patients. Brit J Clin Pharmaco 2009; 68: 47-60.
    • (2009) Brit J Clin Pharmaco , vol.68 , pp. 47-60
    • Jiao, Z.1    Shi, X.J.2    Li, Z.D.3
  • 32
    • 84857852960 scopus 로고    scopus 로고
    • Evidence-based medicine versus personalized medicine: Are they enemies?
    • (in press)
    • de Leon J. Evidence-based medicine versus personalized medicine: are they enemies? J Clin Psychopharmacol 2012 (in press).
    • (2012) J Clin Psychopharmacol
    • de Leon, J.1
  • 33
    • 77955657343 scopus 로고    scopus 로고
    • Expectations, validity, and reality in omics
    • Ioannidis JP. Expectations, validity, and reality in omics. J Clin Epidemiol 2010; 63: 945-9.
    • (2010) J Clin Epidemiol , vol.63 , pp. 945-949
    • Ioannidis, J.P.1
  • 34
    • 36849095003 scopus 로고    scopus 로고
    • Exploring genetic variations that may be associated with the direct effects of some antipsychotics on lipid levels
    • de Leon J, Correa JC, Ruaño G, et al. Exploring genetic variations that may be associated with the direct effects of some antipsychotics on lipid levels. Schizophr Res 2008; 98: 40-6.
    • (2008) Schizophr Res , vol.98 , pp. 40-46
    • de Leon, J.1    Correa, J.C.2    Ruaño, G.3
  • 35
    • 71949126216 scopus 로고    scopus 로고
    • Acetyl-coenzyme A carboxylase α gene variations may be associated with the direct effects of some antipsychotics on triglyceride levels
    • Diaz FJ, Meary A, Arranz MJ, et al. Acetyl-coenzyme A carboxylase α gene variations may be associated with the direct effects of some antipsychotics on triglyceride levels. Schizophr Res 2009; 115: 136-40.
    • (2009) Schizophr Res , vol.115 , pp. 136-140
    • Diaz, F.J.1    Meary, A.2    Arranz, M.J.3
  • 36
    • 84862694225 scopus 로고    scopus 로고
    • Genetics of schizophrenia and smoking: An approach to studying their comorbidity based on epidemiological findings
    • Dec 22. [Epub ahead of print]
    • de Leon J, Diaz FJ. Genetics of schizophrenia and smoking: an approach to studying their comorbidity based on epidemiological findings. Hum Genet 2011 Dec 22. [Epub ahead of print].
    • (2011) Hum Genet
    • de Leon, J.1    Diaz, F.J.2


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