ICH-E9 - Statistical Principles Flashcards
What does the term bias mean?
the term ‘bias’
describes the systematic tendency of any factors associated with the design, conduct,
analysis and interpretation of the results of clinical trials to make the estimate of a
treatment effect (see Glossary) deviate from its true value
in ICH E9 many of the principles delineated in this guidance deal with minimising bias and maximising precision. True or False?
true
The presence of bias may seriously compromise the ability to draw _______ ______ from clinical trials.
valid conclusions
What is the concept of robustness?
Robustness is a concept that refers to the sensitivity of the overall conclusions to various limitations of the
data, assumptions, and analytic approaches to data analysis.
What does robustness in data imply?
Robustness implies that the treatment effect and primary conclusions of the trial are not substantially affected when analyses are carried out based on alternative assumptions or analytic
approaches.
A ________ _____ is an adequately controlled trial in which the hypotheses are stated in advance and evaluated. As a rule, ______ are necessary to
provide firm evidence of efficacy or safety. In such trials the key hypothesis of interest follows directly from the trial’s primary objective, is always pre-defined, and is the hypothesis that is subsequently tested when the trial is complete. In a ______ trial it is equally important to estimate with due precision the size of the effects attributable to the treatment of interest and to relate these effects to their clinical significance.
confirmatory trial (every word with a ____is confirmatory
Confirmatory trials are intended to provide firm evidence in support of claims and hence adherence to ______ and ______ is particularly important; unavoidable changes should be explained and documented, and their effect
examined. A justification of the design of each such trial, and of other important statistical aspects such as the principal features of the planned analysis, should be set out in the protocol. Each trial should address only a limited number of questions
A. protocols and SOPS
b. protocol and IC
c protocol and IB
d. all of the above
A. protocols and sops
Firm evidence in support of claims requires that the results of the confirmatory trials demonstrate that the investigational product under test has clinical benefits. The confirmatory trials should therefore be sufficient to answer each key clinical question relevant to the efficacy or safety claim clearly and definitively. In addition, it is important that the basis for generalisation (see Glossary) to the intended patient population is understood and explained; this may also influence the number and type (e.g. specialist or general practitioner) of centres and/or trials needed. The results of
the confirmatory trial(s) should be robust. In some circumstances the weight of evidence from a single confirmatory trial may be sufficient.
Just read it and study it
The rationale and design of ______ trials nearly always rests on earlier clinical work carried out in a series of ________studies.
confirmatory
exploratory
What type of trial objectives may not always lead to simple tests of pre-defined hypotheses.?
Exploratory
True or False?
exploratory trials can be the basis of the
formal proof of efficacy, although they may not contribute to the total body of relevant
evidence.
False. Such trials cannot be the basis of the
formal proof of efficacy, although they may contribute to the total body of relevant
evidence.
what type of trial is it best to relax the inclusion and exclusion criteria within the target population of the drug while maintaining sufficient homogenieity to permit precise estimation of representative of future users.
Confirmatory
What is a primary variable (endpoint)?
The primary variable (‘target’ variable, primary endpoint) should be the variable capable of providing the most clinically relevant and convincing evidence directly related to the primary objective of the trial.
There should generally be only one primary variable. This will usually be an efficacy variable, because the primary objective of most confirmatory trials is to provide strong scientific evidence regarding
efficacy.
may need to read more on ICH. Page 5.
define composite variable
If a single primary variable cannot be selected from multiple measurements associated with the primary objective, another useful strategy is to integrate or
combine the multiple measurements into a single or ‘composite’ variable, using a predefined algorithm.
When using a composite variable does the method of combining the multiple measurements need to be specified in the protocol, and an interpretation of the
resulting scale should be provided in terms of the size of a clinically relevant benefit?
Yes
True or False?
When a composite variable is used as a primary variable, the components of this variable may sometimes be analysed separately
True
In a composite variable when a rating scale is used a primary variable what factors are important to address:
content validity (see Glossary), inter- and intra-rater reliability (see Glossary) and responsiveness for detecting changes in the severity of disease.
What is a global assessment variable?
‘global assessment’ variables (see Glossary) are developed to measure the overall safety, overall efficacy, and/or overall usefulness of a treatment. This type of variable integrates objective variables and the investigator’s overall impression about the state or change in the state of the subject, and is usually a scale of ordered categorical ratings.
Global assessments of overall _________ are well established in some therapeutic areas, such as neurology and psychiatry.
efficacy
Are gloabal assessment variables have a subjective component?
T/F?
True
When a global assessment variable is used as a primary or secondary variable, fuller details of the
scale should be included in the protocol with respect to:
1) the relevance of the scale to the primary objective of the trial;
2) the basis for the validity and reliability of the scale;
3) how to utilise the data collected on an individual subject to assign him/her to a unique category of the scale;
4) how to assign subjects with missing data to a unique category of the scale, or otherwise evaluate them.
Global assessment of usefulness integrates components of both
benefit and risk and reflects the decision making process of the treating physician, who must weigh benefit and risk in making product use decisions
problem with global usefulness variables is that their use could in some cases lead to the result of two products being declared __________ despite having very different profiles of beneficial and adverse effects
equivalent
**For example, judging the global usefulness of a treatment as equivalent or superior to an alternative may mask the fact that it has little or no efficacy but fewer adverse effects. Therefore it is not advisable to use a global usefulness variable as a primary variable.
If global usefulness is specified as primary, it is important to consider specific efficacy and safety outcomes separately as additional primary variables
Define Multiple Primary Variables
It may sometimes be desirable to use more than one primary variable, each of which (or a subset of which) could be sufficient to cover the range of effects of the therapies. The planned manner of interpretation of this type of evidence should be carefully spelled out.
Define Surrogate Variables
When direct assessment of the clinical benefit to the subject through observing actual
clinical efficacy is not practical, indirect criteria (surrogate variables - see Glossary)
may be considered. Commonly accepted surrogate variables are used in a number of
indications where they are believed to be reliable predictors of clinical benefit.
Define Categorised Variables
Dichotomisation or other categorisation of continuous or ordinal variables may sometimes be desirable. Criteria of 'success' and 'response' are common examples of dichotomies which require precise specification in terms of, for example, a minimum percentage improvement (relative to baseline) in a continuous variable, or a ranking categorised as at or above some threshold level (e.g., 'good') on an ordinal rating scale
The reduction of diastolic blood pressure below 90mmHg is a common dichotomisation. Categorisations are most useful when they have clear clinical relevance. The criteria for categorisation should be pre-defined and specified in the protocol, as knowledge of trial results could easily bias the choice of such criteria. Because categorisation normally implies a loss of information, a consequence will be a
loss of power in the analysis; this should be accounted for in the sample size calculation.