Summary of unmet need guidance and statistical challenges

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Transcription:

Summary of unmet need guidance and statistical challenges Daniel B. Rubin, PhD Statistical Reviewer Division of Biometrics IV Office of Biostatistics, CDER, FDA 1

Disclaimer This presentation reflects the views of the presenter and should not be construed to represent FDA s views or policies. 2

Outline Superiority design Non-inferiority design External controls Lessons from combination trials 3

Superiority design Evaluate whether a new treatment leads to better clinical outcomes than a control regimen 95% CI 0 Difference (Test Control) 4

Superiority design Utility: Answers the most relevant question Provides the most statistically reliable answer Possible inducements: Pooling of infections at different body sites Less stringent statistical significance level 5

Superiority design Challenges: Must hypothesize large effect size over best current therapy Resistance must be prevalent Control failure rate Treatment failure rate Sample size per arm 50% 30% N = 91 50% 35% N = 167 50% 40% N = 385 50% 45% N = 1562 Assumes one-sided α = 0.025 significance level, 80% power 6

Outline Superiority design Non-inferiority design External controls Lessons from combination trials 7

Non-inferiority design Must determine whether the test drug is unacceptably worse than the active control, according to margin Δ 95% CI -Δ 0 Difference (Test Control) 8

Non-inferiority design Utility: Traditional method for developing an antibiotic is to conduct a non-inferiority trial in patients with infections at a specific body site Challenges in design and analysis: Historical evidence of sensitivity to drug effects Constancy assumption Assay sensitivity Preservation of active control effect 9

Non-inferiority design Guidance discussion: Conduct trial in patients with acceptable current options Wider than normal non-inferiority margin Extrapolate efficacy to group with unmet need Challenge of extrapolation: Patient factors differ between those with susceptible pathogens and those with resistant pathogens Patient factors are prognostic of outcomes and can modify treatment effects 10

Non-inferiority design Source: Rosenberger et al. (2012) 11

Outline Superiority designs Non-inferiority designs External controls Lessons from combination trials 12

External controls Conduct a randomized controlled trial, but augment the control group with external data on subjects treated with the control regimen Utility: Increased statistical power when patients are scarce Avoids single arm case series with descriptive statistics 13

External controls Challenges encountered putting idea into practice: Selection of the control group (Chart review? Literature?) Ensuring patient comparability with matching or adjustment Minimizing bias in the analysis with pre-specification Challenges specific to antibacterial setting: Patients do not uniformly die or fail to recover Heterogeneous outcomes across studies Underlying co-morbidities predictive of outcomes 14

External controls Selected summary of literature reports of pandrug-resistant (i.e., resistant to all antibiotics) Gram-negative infections 15

Outline Superiority designs Non-inferiority designs External controls Lessons from combination trials 16

Lessons from combination trials Three recent randomized, pathogen-specific trials comparing colistin monotherapy to combinations for cabapenem-resistant A. baumannii infections Author Country Period Sample size Combination DuranteMangoni Italy (5 centers) 11/2008-7/2011 N = 210 Colistin + Rifampicin Aydmir Turkey (1 center) 03/2011-03/2012 N = 43 Colistin + Rifampicin Sirijatuphat Thailand (1 center) 01/2010-03/2011 N = 94 Colistin + IV Fosfomycin 17

Lessons from combination trials (pooling body sites) Infection DuranteMangoni Aydmir Sirijatuphat Pneumonia 77.5% 100% 76.6% Bacteremia 20.1% 0% 5.4% Intra-abdominal 2.4% 0% 6.4% Urinary tract 0% 0% 5.4% Other 0% 0% 6.4% 18

Lessons from combination trials (mortality results) 19

Lessons from combination trials Bias: It could be misleading to make non-randomized cross-study comparisons, as mortality rates significantly varied over trials Variance: No evidence of mortality benefit for combinations over monotherapy, but benefit cannot be excluded. Absent dramatic treatment effects, large numbers of subjects can be needed for definitive answers. Enrollment: It has been possible to enroll a moderate number of subjects in settings of resistance, unmet need, and pathogen-specific trials 20

References Durante-Mangoni E. et al. Colistin and rifampicin compared with colistin alone for the treatment of serious infections due to extensively drugresistant Acinetobacter baumannii: a multicenter, randomized clinical trial. Clinical Infectious Diseases. Published online May 20, 2013. Aydemir H. et al. Colistin vs. the combination of colistin and rifampicin for the treatment of carbapenem-resistant Acinetobacter baumannii ventilator-associated pneumonia. Epidemiol. Infect. 2013;141:1214-1222. Sirijatuphat R. and Thamlikitkul V. colistin versus colistin plus fosfomycin for treatment of carbapenem-resistant Acinetobacter baumannii infections: a preliminary study. Antimicrob. Agents Chemoth. Published online ahead of print on June 30, 2014. ICH Harmonised Tripartite Guideline. Choice of control group and related issues in clinical trials E10. July, 2000. 21

References Falagas et al. Outcome of infections due to pandrug-resistant (PDR) Gram-negative bacteria. BMC Infectious Diseases, 2005;5:24. Beno et al. Bacteraemia in cancer patients caused by colistin-resistant Gram-negative bacilli after previous exposure to ciprofloxacin and/or colistin. Clin Microbiol Infect, 2006;12:497-498. Mentzelopoulos et al. Prolonged use of carbapenems and colistin predisposes to ventilator-associated pneumonia by pandrug-resistant Pseudomonas aeruginosa. Intensive Care Med, 2007;33:1524-1532. Rosenberger LH et al. Infections caused by multidrug resistant organisms are not associated with overall, all-cause mortality in the surgical intensive care unit: the 20,000 foot view. Journal of the American College of Surgeons, 2012;214(5):747-55. 22

References Falagas et al. Pandrug-resistant Klebsiella pneumoniae, Pseudomonas aeruginosa and Acinetobacter baumannii infections: characteristics and outcome in a series of 28 patients. Int J Antimicrob Agents, 2008;32(5):450-454. Elemam et al. Infection with a panresistant Klebsiella pneumoniae: a report of 2 cases and a brief review of the literature. Clin Infect Dis, 2009;49(2):271-274. Tsioutis et al. Infections by pandrug-resistant gram-negative bacteria: clinical profile, therapeutic management, and outcome in a series of 21 patients. Eur J Clin Microbiol Infect Dis, 2010;29:301-305. Giamarellou et al. Effectiveness of a double-carbapenem regimen for infections in humans due to carbapenemase-producing pandrugresistant klebsiella pneumoniae. Antimicrob. Agents Chemother., 2013. Oliva et al. Synergistic activity and effectiveness of a doublecarbapenem regimen in pandrug-resistant Klebsiella pneumoniae 23 bloodstream infections. J Antimicrob Chemoth, 2014.