The Trials and Tribulations of the CRM: the DFO Experience
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1 The Trials and Tribulations of the CRM: the DFO Experience Yuko Y. Palesch, PhD Professor and Director, Division of Biostatistics and Epidemiology Department of Medicine. Medical University of South Carolina May 6, 2009
2 Outline Overview of Phase I Overview of 3+3 design Overview of CRM the DFO Experience
3 Outline Overview of Phase I Overview of 3+3 design Overview of CRM the DFO Experience
4 Purpose of Phase I To assess safety To find MTD To evaluate PK/PD properties
5 Some Measures of Safety Biological markers (e.g., from serum, urine; blood pressure) Imaging markers Adverse events (e.g., nausea & vomiting, headaches, dizziness; CHF, ICH, death) They define the Dose Limiting Toxicity (DLT)
6 Premise of Phase I In general, a positive dose-toxicresponse relationship exists, e.g., higher the dose, higher the toxicity DLT is a priori specified, e.g., various grades of toxicity in cancer (CTCAE v3) Initial dose is known (e.g., from preclinical studies)
7 An Ideal Phase I Design No DLT No DLT
8 An Ideal Phase I Design Problem difficult to differentiate the cumulative effects of different doses from the acute effects of the current dose Washout won t solve the problem due to possibly changing conditions of the patient
9 Another Ideal Phase I Design Randomize
10 Another Ideal Phase I Design Problem - Unethical to give higher doses without first assessing the safety of lower doses
11 Standard Design Conventional / 3+3 / Up-and- Down A variety of modified versions are implemented, e.g., only Up, different criteria to stop at a dose level All dose levels are fixed and prespecified
12 Advantages of Standard Design Easy to set up and relatively simple (Arguable) No need for a statistician to implement
13 Issues with Standard Design Tend to treat a large number of patients at doses with little potential for efficacy Probability of stopping at an incorrect level may be high Not flexible based on available data
14 Continuous Reassessment Method (CRM) An adaptive design for Phase I Originally, a Bayesian method to estimate MTD Frequentist versions also available Assumes a one- or two-parameter (θ) math model of a monotonic dose-toxic-response curve
15 CRM (cont d) Example 1: {1+ exp[c-(θ x dose)]} -1 each line has a different value of θ prob of DLT dose
16 CRM (cont d) Requires prior opinion about θ After new data are acquired, the dose-toxicity-response curve is updated with a new value of θ Then a new dose is selected for the next patient from the updated curve
17 Target prob of DLT Hypothetical CRM X axis=dose Y axis=toxicity Pt. 1 - Initial dose Pt. 2 Pt. 3 Pt. 4
18 Advantages of CRM May reach the MTD sooner more efficient Only need to specify the initial starting dose and the target probability of toxicity Has good statistical properties and not dependent on the initial dose
19 Issues with CRM Statistician labor-intensive Dependent on the mathematical form of dose-toxic-response model May result in treating a larger proportion of patients at higher doses, especially in early stages of dose-escalation
20 The DFO Experience Study: deferoxamine (DFO) treatment for spontaneous intracerebral hemorrhage (ICH) Initiate dialogue with the PI in Aug 2006 after out-of-funding-range score of his first NIH R01 submission Primary reason: need statistical input Convince the PI of the CRM design Resubmit in Mar 2007
21 The DFO Experience (cont d) Review results: 2.4 percentile Great enthusiasm for CRM by the NIH reviewers In April 2007, FDA clinical reviewers contact the PI questioning the CRM; puts the study on clinical hold The PI requests a statistical review by the FDA upon my urging
22 The DFO Experience (cont d) Official clinical hold letter received in Aug 2007! The main issue: need clarification of the CRM, i.e., the FDA clinical reviewers either did not understand or was uncomfortable with CRM
23 The DFO Experience (cont d) Your dose escalation method and rationale to identify the DLT need to be clearly described in your submission. In addition, since patient safety could be compromised with your current proposed protocol, you should develop a new method with stricter criteria that allows advancement to the next dose. For example, if one of the three patients experiences a DLT at a certain dose, then that dose could be retested in a new cohort to see if another patient from the new cohort experiences a DLT.
24 The DFO Experience (cont d) In defense of the FDA, because of the PI s unease, we did include in the CRM, a DSMB review after each cohort IF 2 or more of the 3 cohort had DLTs May have been a source of confusion But the FDA clinical reviewers clearly was unfamiliar with the CRM
25 The DFO Experience (cont d) Contacted by one of the prominent biostatisticians at the FDA inquiring about other CRM protocols for IND application The response:
26 The DFO Experience (cont d) For scientific exchange, there are published articles where CRM in phase I for MTD-finding is used. Whether it is regulatorily acceptable, though, is a separate question. In general its merits need to be weighed against its downfalls in the specific disease, drug, patient population under investigation. Hope this gives you some perspectives distinguishing between scientific work and regulatory work.
27 The DFO Experience (cont d) PI submitted the response letter in Aug 2007 Talked briefly with Bob O Neill at the FDA during the FDA-Pharma Workshop in DC in Sep 2007 He was not supportive of the hold At the time (may still be), the FDA did not have biostatisticians reviewing Phase I and II clinical trials
28 The DFO Experience (cont d) Late Sep 2007, the clinical hold was lifted (by phone) with official letter received in Nov 2007 NOA received in Jan 2008 Study currently in the 4 th dose tier
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