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Training courses at the 5th International
Conference on Multiple Comparison Procedures
Several training courses for statisticians
in the biopharmaceutical industry were presented at the
Fifth International Conference on Multiple Comparison Procedures
in Vienna, Austria on July 8, 2007.
Analysis of multiple endpoints
This 4-hour course was taught by Alex
Dmitrienko (Eli Lilly and Company).
Handouts
Textbook
Alex Dmitrienko, Geert Molenberghs, Christy
Chuang-Stein, Walt Offen. Analysis
of Clinical Trials Using SAS: A Practical Guide. SAS Press,
2005.
Module A
References
Dahlöf et al. (2002). Cardiovascular morbidity
and mortality in the Losartan Intervention For Endpoint reduction
in hypertension study (LIFE): a randomised trial against atenolol.
Lancet. 359, 995–1003.
Keystone et al. (2004). Radiographic, clinical,
and functional outcomes of treatment with adalimumab (a human
anti-tumor necrosis factor monoclonal antibody) in patients with
active rheumatoid arthritis receiving concomitant methotrexate
therapy. Arthritis and Rheumatism. 50, 1400-1411.
Petri et al. (2004). Effects of prasterone
on disease activity and symptoms in women with active systemic
lupus erythematosus. Arthritis and Rheumatism. 50, 2858-2868.
Simon et al. (1999). Anti-inflammatory and
upper gastrointestinal effects of celecoxib in rheumatoid arthritis.
Journal of American Medical Association. 282, 1921-1928.
Links
Module B
References
Anderson et al. (1999). Randomized secondary
prevention trial of azithromycin in patients with coronary artery
disease and serological evidence for chlamydia pneumoniae infection:
Azithromycin in coronary artery disease: elimination of myocardial
infection with chlamydia (ACADEMIC) study. Circulation. 99, 1540-1547.
Dahlöf et al. (2002). Cardiovascular morbidity
and mortality in the Losartan Intervention For Endpoint reduction
in hypertension study (LIFE): a randomised trial against atenolol.
Lancet. 359, 995–1003.
Dallow, Leonov, Roger. (2006). O'Brien's
OLS and GLS statistics in clinical trials: multivariate approach.
GlaxoSmithKline BDS Technical Report 2006-03. Download.
Lauter. (1996). Exact t and F tests for analyzing
studies with multiple endpoints. Biometrics. 52, 964-970.
Lehmacher, Wassmer, Reitmeir. (1991). Procedures
for two-sample comparison with multiple endpoints controlling
the experimentwise error rate. Biometrics. 47, 511-521.
Logan, Tamhane. (2004). On O'Brien's OLS
and GLS tests for multiple endpoints. In: Benjamini, Bretz, Sarkar.
(Eds). Recent Developments in Multiple Comparison Procedures.
IMS Lecture Notes - Monograph Series. 47, 76-88.
Marcus, Peritz, Gabriel. (1976). On closed
testing procedure with special reference to ordered analysis of
variance. Biometrika. 63, 655-660.
O'Brien. (1984). Procedures for comparing
samples with multiple endpoints. Biometrics. 40, 1079-1087.
Perlman (1969). One-sided testing problems
in multivariate anal- ysis. Annals of Mathematical Statistics.
40, 549-567.
Tang, Geller, Pocock. (1993). On the design
and analysis of randomized clinical trials with multiple endpoints.
Biometrics. 49, 23-30.
Tang (1994). Uniformly more powerful tests
in a one-sided mul- tivariate problem. Journal of the American
Statistical Association. 89, 380-386.
Wang, McDermott. (1998). Conditional likelihood
ratio test for a non-negative normal mean vector. Journal of the
American Statistical Association. 93, 380-386.
Westfall, Young. (1993). Resampling-Based
Multiple Testing: Examples and Methods for P-Value Adjustment.
New York:John Wiley.
Westfall, Tobias, Rom, Wolfinger, Hochberg.
(1999). Multiple Comparisons and Multiple Tests Using the SAS
System. Cary, NC: SAS Institute, Inc.
Rheumatoid arthritis trial example
For more information about the rheumatoid
arthritis trial example and implementation of popular global tests,
see Analysis
of Clinical Trials Using SAS: A Practical Guide (Section 2.6).
Module C
References
Dmitrienko, Offen, Westfall. (2003). Gatekeeping
strategies for clinical trials that do not require all primary
effects to be significant. Statistics in Medicine. 22, 2387-2400.
Dmitrienko, Wiens, Tamhane, Wang. (2007).
Tree-structured gatekeeping tests in clinical trials with hierarchically
ordered multiple objectives. Statistics in Medicine. 26, 2465-2478.
Dmitrienko, Tamhane, Wiens. (2007). General
multi-stage gatekeeping procedures. Northwestern University. Department
of Industrial Engineering and Management Sciences. Working Paper
No. 07-06. Download.
Maurer, Hothorn, Lehmacher. (1995). Multiple
comparisons in drug clinical trials and preclinical assays: a-priori
ordered hypotheses. In Biometrie in der chemisch-pharmazeutischen
Industrie. Vollmar J (Editor). Stuttgart: Fischer Verlag. 6, 3-18.
Westfall, Krishen. (2001). Optimally weighted,
fixed sequence and gatekeeper multiple testing procedures. Journal
of Statistical Planning and Inference. 99, 25-41.
Rheumatoid arthritis trial example
For more information about the implementation
of parallel gatekeeping procedures, see Analysis
of Clinical Trials Using SAS: A Practical Guide (Section 2.7).
For more information about the implementation of tree gatekeeping
procedures, see BioPharmNet
Code Depot.
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