- J N Matthews,
- D G Altman,
- M J Campbell,
- P Royston
Abstract
In medical research data are often collected serially on subjects. The statistical analysis of such data is often inadequate in two ways: it may fail to settle clinically relevant questions and it may be statistically invalid. A commonly used method which compares groups at a series of time points, possibly with t tests, is flawed on both counts. There may, however, be a remedy, which takes the form of a two stage method that uses summary measures. In the first stage a suitable summary of the response in an individual, such as a rate of change or an area under a curve, is identified and calculated for each subject. In the second stage these summary measures are analysed by simple statistical techniques as though they were raw data. The method is statistically valid and likely to be more relevant to the study questions. If this method is borne in mind when the experiment is being planned it should promote studies with enough subjects and sufficient observations at critical times to enable useful conclusions to be drawn. Use of summary measures to analyse serial measurements, though not new, is potentially a useful and simple tool in medical research.
CiteULike
Connotea
Del.icio.us
Digg
Facebook
Reddit
Technorati
Twitter
Stumbleupon
Rapid responses
Latest Responses
Re: How much of a social media profile can doctors have?
Published 13 February 2012
Re: Diagnosis and management of Raynaud’s phenomenon
Published 13 February 2012
Re: Is it unethical for doctors to encourage healthy adults to donate a kidney to a stranger? No
Published 13 February 2012
Re: Report predicts 20 million AIDS orphans in Africa by 2010
Published 13 February 2012
Re: On the impossibility of being expert
Published 13 February 2012
Most responses
Does anyone understand the government’s plan for the NHS? (17 responses)
Published 17 Jan 2012
Bad medicine: medical nutrition (15 responses)
Published 18 Jan 2012
Shared decision making: really putting patients at the centre of healthcare (8 responses)
Published 27 Jan 2012
How much of a social media profile can doctors have? (7 responses)
Published 23 Jan 2012
Why legislation is necessary for my health reforms (7 responses)
Published 1 Feb 2012