Analysis of nonrandomly censored ordered categorical longitudinal data from analgesic trials

Journal of the American Statistical Association

Volumn 92, Issue 440, 1997, Pages 1235-1244

  Sheiner, Lewis B ^a,b   Beal, Stuart L ^a   Dunne, Adrian ^c  

^a UNIVERSITY OF CALIFORNIA   (United States)

^b UNIVERSITY OF CALIFORNIA   (United States)

^c UNIVERSITY COLLEGE DUBLIN   (Ireland)

Author keywords

Analgesia; Conditional model; Dropout; Longitudinal data; Missingness; Nonignorable nonresponse; Nonlinear regression; Ordered categorical response; Random effects; Selection model

Indexed keywords

EID: 0031319752     PISSN: 01621459     EISSN: 1537274X     Source Type: Journal    
DOI: 10.1080/01621459.1997.10473642     Document Type: Article

References (31)

1. Ashby, M., Neuhaus, J. M., Hauck, W. W., Bacchetti, P., Heilbron, D. C, Jewell, N. P., Segal, M. R., and Fusaro, R E.(1992), "An Annotated Bibliography of Methods for Analyzing Correlated Categorical Data,"Statistics in Medicine, 11, 67-99.
2. Beal, S. L., and Sheiner, L. B. (1992), NONMEM User's Guide-Part VIl, University of California San Francisco NONMEM Project Group.
3. Beal, S. L., and Sheiner, L. B.(1992), NONMEM User's Guides, NONMEM Project Group, UCSF.
4. Brown, C. R, Moodie, J. E., Dickie, G., Wild, V. M., Smith, B. A., Clarke, P. J., Evans, S. A., and Bynum, L. J.(1990), "Analgesic Efficacy and Safety of Single-Dose Oral and Intramuscular Ketorolac Tromethamine for Postoperative Pain,"Pharmacotherapy, 10(Suppl), 59S-70S.
5. Carroll, R J., and Ruppert, D.(1988), Transformation and Weighting in Regression, New York: Chapman and Hall.
6. Conaway, M. R., Waternaux, C., Allred, E., Bellinger, D., and Leviton, A. (1992), "Prenatal Blood Lead Levels and Learning Difficulties in Children: An Analysis of Non-Randomly Missing Categorical Data,"Statistics in Medicine, 11,799-811.
7. Diggle, P., and Kenward, M. G.(1994), "Informative Drop-Out in Longitudinal Data Analysis,"Applied Statistics, 43, 49-93.
8. Filloon, T. G.(1995), "Estimating the Minimum Therapeutically Effective Dose of a Compound Via Regression Modelling and Percentile Estimation."Statistics in Medicine, 14, 952-982.
9. Fitzmaurice, G. M., Molenberghs, G., and Lipsitz, S.R (1995), "Regression Models for Longitudinal Binary Responses With Informative DropOuts," Journal of the Royal Statistical Society, Ser. B, 57, 691-704.
10. Gibaldi, M., and Perrier, D.(1982), Pharmacokinetics, New York: Marcel Dekker.
11. Heyting, A., Tolboom, J. T. B. M., and Essers, J. G. A.(1992), "Statistical Handling of Drop-outs in Longitudinal Clinical Trials,"Statistics in Medicine, 11,2043-2061.
12. Jallad, N. S., Garg, D. C., Martinez, J. J., Mroszczak, E. J., and Weidler, D. J.(1990), "Pharmacokinetics of Single-Dose Oral and Intramuscular Ketorolac Tromethamine in the Young and Elderly,"Journal of Clinical Pharmacology, 30, 76-81.
13. Kenward, M. G., Lesaffre, E., and Molenberghs, G.(1994), "An Application of Maximum Likelihood and Generalized Estimating Equations to the Analysis of Ordinal Data from a Longitudinal Study with Cases Missing at Random,"Biometrics, 50, 945-953.
14. Laird, N. M.(1988), "Missing Data in Longitudinal Studies,"Statistics in Medicine, 7, 305-315.
15. Little, R. J. A.(1993), "Pattern-Mixture Models for Multivariate Incomplete Data,"Journal of the American Statistical Association, 88, 125-134.
16. Little, R J. A., and Rubin, D. B.(1987), Statistical Analysis with Missing Data, Wiley, New York.
17. Max, M. B., Portenov, R. K., and Laska, E. M.(1991), The Design of Analgesic Clinical Trials, Vol. 18. Raven Press, New York, 1991.
18. McCullagh, P. (1980), "Regression Models for Ordinal Data," Journal of the Royal Statistical Society, Sec. B, 42, 109-142.
19. Mroszczak, E., Yee, J., Bynum, L., Sevelius, H., and Massey, I. (1990), "Ketorolac Tromethamine Pharmacokinetics and Metabolism After Intravenous, Intramuscular, and Oral Administration in Humans and Animals."Pharmacotherapy, 10, 33S-39S.
20. Rubin, D. B.(1976), "Inference and Missing Data,"Biometrika, 63, 581-592.
21. Rubin, D. B. (1987), Multiple Imputation for Nonresponse in Surveys, Wiley, New York.
22. Rubin, D. B. (1991), "Practical Implications of Modes of Statistical Inference for Causal Effects and the Critical Role of the Assignment Mechanism,"Biometrics, 47, 1213-1234.
23. Sackett, D. L., and Gent, M.(1979), "Controversy in Counting and Attributing Events in Clinical Trials,"New England Journal of Medicine,301, 1410-1412.
24. Schwartz, D., Flamant, R, and Lellouch, J., ed.(1980), Clinical Trials, Academic Press, London.
25. Sheiner, L. B.(1994), "A New Approach to the Analysis of Analgesic Drug Trials, Illustrated with Bromfenac Data,"Clinical Pharmacology and Therapeutics, 56, 309-322.
26. Sheiner, L. B., and Rubin, D. B.(1995), "Intention to Treat Analysis and the Goals of Clinical Trials,"Clinical Pharmacology and Therapeutics,57, 6-15.
27. Sheiner, L. B., Stanski, D. R., Vozeh, S., and Miller, R D.(1979), "Simultaneous Modeling of Pharmacokinetics and Pharmacodynamics: Application to D-tubocurarine,"Clinical Pharmacology and Therapeutics, 25,358-371.
28. Shih, W. J.(1992), "On Informative and Random Dropouts in Longitudinal Studies,"Biometrics, 48, 970-972.
29. Tierney, L. and Kadane, J. B.(1986), "Accurate Approximations for Posterior Moments and Conditional Densities,"Journal of the American Statistical Association, 81, 82-86.
30. Verotta, D., and Sheiner, L. B.(1992), "Semiparametric Models of the Time Course of Drug Action," in The In Vivo Study of Drug Action, eds. C. J. van Boxtel, N. H. G. Holford, and M. Danhoff, Amsterdam: Elsevier.
31. Zeger, S. L., and Liang, K.-Y.(1992), "An Overview of Methods for the Analysis of Longitudinal Data,"Statistics in Medicine, 11, 1825-1839.