Title: Pitfalls in Research
1Pitfalls in Research
- Professor Alastair Chambers
- University of Aberdeen
-
2Declarations of Interest
- Editor of Anaesthesia
- Reviewer for BJA, Pain, EJP, Palliative Care
Journals - Reviewer of grant applications - AAGBI, NIAA,
HTA, various RD - Currently researching chronic post mastectomy
pain and community PMPs - Example problems have been anonymised and
disguised
3Issues to consider
- Get things in the right order!
- Why are you doing this?
- What are you doing?
- Protocol
- Pilot
- Statistics
- Ethics
- Finishing it off
4Issues to consider
- Get things in the right order!
- Why are you doing this?
- What are you doing?
- Protocol
- Pilot
- Statistics
- Ethics
- Finishing it off
5Issues to consider
- Get things in the right order!
- Why are you doing this?
- What are you doing?
- Protocol
- Pilot
- Statistics
- Ethics
- Finishing it off
6Research?
7Research - why do it?
- Why not just do an audit project
- Less problem with ethics
- Anyone can do an audit project (and many do)
- Finished more quickly
- More difficult to get published
- May improve local practice - but not more
8Research - why do it?
- Commercial Research
-
- act as clinical technician and get paid for it
- work with company to design and run project
-
9Issues to consider
- Get things in the right order!
- Why are you doing this?
- What are you doing?
- Protocol
- Pilot
- Statistics
- Ethics
- Finishing it off
10Research in Pain - Where do you start?
- Initial thoughts
- Literature Review
- Be very wary of reports of animal work
11Problems with animals
12Problems with animal research
- Efficacy - what is being measured in behaviour?
- Many side effects - dizziness?
- Validation is often ignored
- Automated measures
- Irrelevant tests
- Doses and treatments
13Where do you start?
- Initial thoughts
- Literature Review
- Be very wary of reports of animal work
- Formulate RESEARCH QUESTION or HYPOTHESIS TO TEST
- AND WRITE IT DOWN!
14I want to find out whether morphine is more
effective than paracetamol for patients on my
gynae list.
- I wish to compare the effect of 10mg morphine
against 2G paracetamol administered intravenously
30 minutes prior to the end of intermediate
gynaecological surgery.
15Issues to consider
- Get things in the right order!
- Why are you doing this?
- What are you doing?
- Protocol
- Pilot
- Statistics
- Ethics
- Finishing it off
16Difficulties with protocol (1)
- Measuring the subjective
- Difficulty getting homogeneous population
- Ethics
- Time
- Changing practice
17Measurement Issues (1)Visual Analogue Scale
_________________________________
No Pain
Severe Pain
18Visual Analogue Scale
No Pain
Severe Pain
_________________________________
19Visual Analogue Scale
No Pain
Severe Pain
_________________________________
20Measurement Issues (2)
- Unvalidated Instruments
- Inappropriate Instruments
- Lack of blinding
21Difficulties with protocol (2)
- Difficulty getting homogeneous population
- Ethics
- Time - contemporaneous/recall bias
- Changing practice
22Difficulties with protocol (3)
- Recruitment NEVER as good as expected
- Protocol violations
- Research designers need to be familiar with
clinical practice -
23Methodology
- Questionnaires - the easy option?
24Questionnaires
- Usually poorly thought out
- Usually poorly set out
- Usually poor response
- Analysis poor or worse
- Results not robust or reliable
25Questionnaires
- Confidential better than Anonymous
- True random sample better than large sample
- Use of validated instruments vital
- Remember ethics might be essential
26Issues to consider
- Get things in the right order!
- Why are you doing this?
- What are you doing?
- Protocol
- Pilot
- Statistics
- Ethics
- Finishing it off
27Purpose of Statistics
- Provide description
- Make inferences about patterns/differences
between data sets
28Inferential Statistics
- Comment on likelihood of variation NOT arising by
chance - Never use statistics in isolation result must
be plausible - Statistical design must be robust
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31Problems with Statistics
- Power of study
- Usually calculated in terms of primary outcome
- Therefore may be inadequate for other items
32- No serious complications were observed in any of
the 20 patients studiedIt is safe to administer
this treatment. - If nothing goes wrong, is everything all right?
Interpreting zero numerators - Hanley Lippman-Hand JAMA 1983 249 1743-5
- Gambling with ethics? A statistical note on the
Poisson (binomial) distribution - Pandit J, Anaesthesia, 2008 63 1163-6
33Randomisation
- THE most important feature of sampling
- Increasing size will not compensate for poor
randomisation - Every object has an equal chance of inclusion
34Issues to consider
- Get things in the right order!
- Why are you doing this?
- What are you doing?
- Protocol
- Pilot
- Statistics
- Ethics
- Finishing it off
35ETHICAL ISSUES
- Is it really necessary? For a study on
mannikins??? - If the LREC say its ok, then it must be
ethically ok! - Difficult editors or editors with difficulty?
36ANAESTHESIAInstructions to Authors
- Studies of novel treatments, in particular
drug studies where the agent used is given via
unlicensed routes (especially spinal and
epidural), may have received approval from the
Research Ethics Committee or equivalent, but the
Editorial Board is likely to reject such studies
if it considers that the risks posed outweigh the
potential benefits. Such a conclusion is more
likely to be reached if the drug in question is
not widely used in routine practice (as evidenced
by inclusion in standard textbooks), if the study
participants are especially vulnerable (e.g.
children, women in labour), if there are
questions over consent, or if only modest
improvements in outcome are expected where other,
well established methods already exist.
37Other Pitfalls
- Not asking for advice
- Asking for advice
- Not piloting or assessing feasibility
- Not taking statistical advice
- Not having enough help/assistance
- Having too many assistants/helpers
38Issues to consider
- Get things in the right order!
- Why are you doing this?
- What are you doing?
- Protocol
- Pilot
- Statistics
- Ethics
- Finishing it off
39Publications with trainees
- Parris MR Chambers WA Effects of the addition
of potassium to prilocaine or bupivacaine
studies on axillary nerve blockade Br J Anaesth,
1986 58 297-300 - MacLean D, Chambers WA, Tucker GT Wildsmith JAW
Plasma levels of prilocaine following three
techniques of brachial plexus block Br J Anaesth,
1987 60 136-40 - Ronald AL, Ramayya GP Chambers WA An
inexpensive method of capturing oximetry data Br
J Anaesth, 1992 69 105-7 - Ronald AL, Docherty D, Broom J Chambers WA
Morphine absorption following spinal anaesthesia
Anesth Analg (Cleve), 1993 76 778-82 - Byers GF, Parkin DE, Pinion S Chambers WA Fluid
absorption during endometrial resection
Gynaecological Endoscopy, 1993 2 21-3 - Power I, Bowler GMR, Pugh GC Chambers WA
Ketorolac as a component of balanced analgesia
after thoracotomy Br J Anaesth, 1994 72 224-6 - Martin PD Chambers WA Teaching airway
management in anaesthetised patients Scottish Med
J, 1994 39 111-3 - Smith BH, Read JRM, Grimshaw JM, Watt BG
Chambers WA Researching chronic pain
identification of a community based sample The
Pain Clinic, 1996, 73-6
40- Smith BH, Penny KI, Purves AM, Munro C, Grimshaw
J, Chambers WA Smith WC The Chronic Pain Grade
Questionnaire validation and reliability in
postal research Pain, 199771 141-7 - Richards JT, Read JRM Chambers WA Extradural
anaesthesia as a method of pre-emptive analgesia
for abdominal hysterectomy Anaesthesia, 1998
53 296-8 - Hunter JD, Penny KI Chambers WA Minor morbidity
after day case surgery - Scottish Med J, 1998 43 54-6
- Purves A, Munro C, Smith BH, Grimshaw J, Wilson
B, Smith WCS Chambers WA Defining chronic pain
for epidemiological research assessing a
subjective definition. The Pain Clinic, 1998 10
139 47 - Smith WC, Bourne D, Squair J, Phillips DO,
Chambers WA. A retrospective cohort study of
post mastectomy pain syndrome. Pain 1999 83
91-95 - McCartney CJL Chambers WA Review Coeliac
plexus block Current Anaesthesia Critical Care
2000 6 101-105 - McCartney CJ, Cooper G, Smith WCS Chambers WA.
Pain and disability following lower limb
amputation - a quantitative and qualitative
study. The Pain Clinic, 2000 12 36-41
41- McCartney CJL Chambers WA. Central Neuraxial
Techniques for Cancer Pain Current Anaesthesia
Critical Care 2000 11 166 172 - Kumar N, Chambers WA Tunnelling epidural
catheters a worthwhile exercise?Anaesthesia.
200055 625-6. - Chambers WA, Ferguson K, Prescott GJ Continuing
medical education by anaesthetists in scotland
activities, motivation and barriers. Anaesthesia.
200055 1192-7. - Kumar RN, Chambers WA, Pertwee RG Pharmacological
actions and therapeutic uses of cannabis and
cannabinoids. Anaesthesia. 2001 56 1059-68 - Poobalan AS, Bruce J, King PM, Chambers WA,
Krukowski ZH, Smith WCS Chronic pain and quality
of life following open inguinal hernia repair
British J Surgery. 2001 88 1122-1126 - Linklater GT, Leng ME, Tiernan EJ, Lee MA,
Chambers WA Pain management services in
palliative care a national survey. Palliat Med.
2002 16 435-9. - Bruce J, Chambers WA Questionnaire surveys.
Anaesthesia. 2002 57 1049-51 - Poobalan AS, Bruce J, Smith WCS, King PM,
Krukowski ZH, Chambers WA - A review of chronic pain following inguinal
herniorraphy Clin J Pain. 2003 19 48-54
42- Haetzman M, Elliott AM, Smith BH, Hannaford P,
Chambers WA Chronic pain and the use of
conventional and alternative therapy. Fam Pract.
2003 20 147-54 - Bruce J, Drury N, Poobalan AS, Jeffrey RR, Smith
WCS, Chambers WA The prevalence of chronic chest
and leg pain following cardiac surgery a
historical cohort study Pain. 2003
Jul104(1-2)265-73 - Bruce J, Poobalan AS, Smith WCS, Chambers WA
Quantitative assessment of chronic post surgical
pain using the Magill Questionnaire. Clinical J
Pain. 2004 20(2) 70-5 - Macdonald L, Bruce J. Scott NW, Smith WC,
Chambers WA Long-term follow-up of breast cancer
survivors with post-mastectomy pain syndrome. Br
J Cancer. 2005 Jan 3192(2)225-30 - McDermott ME, Smith BH, Elliot AM, Bond CM,
Hannaford PC Chambers WA. The use of medication
for chronic pain in primary care, and the
potential for intervention by a practice-based
pharmacist. Fam Pract. 2006 Feb23(1)46-52. - Saqr L, Chambers WA Preventing excessive
pre-operative fasting national guideline or
local protocol? Anaesthesia. 2006 Jan61(1) 23-5 - McCartney CJL Chambers WA Preoperative
analgesicswhat is wrong with the oral route?
Anaesthesia, 1998 53 607 - McCartney CJL, Herriot R, Chambers WA Bilateral
hand oedema related to Acupuncture Pain, 2000
84429-430 - Lee MA, Leng ME, Tiernan EJ, Chambers WA A simple
method of using epidural analgesia in palliative
medicine. Palliat Med. 2001 15 347-8
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44Why present data?
- Makes the paper longer
- Nice graphs break up boring text
- Everyone will believe what you say
45Why you really should present data
- To allow reader to check what you say
- To put it in context
- To clarify or expand on what you have written
46Errors in presentation
- using standard errors for descriptive
information - presenting means of continuous data without
any indication of variability - presenting results of statistical analysis
solely as a p-value
47Examples of precision
- P 10-54
- P 0.5254
- R 0.99299
- ?2 0.7264
- 86.95 of cases
48Even more precise
- Relationship of birth weight (BWt) to chest
circumference (CC) and mid-arm circumference (AC) - BWt -3.0983527 0.142088CC 0.158039AC
- Predicts birth weight to the nearest 1/10000g!!
49Misleading features on graphs
- Lack of true zero on vertical axis
- Change of scale in the middle of an axis
- Three dimensional effects
- Failure to show coincident points in a scatter
diagram - Showing a fitted regression line without scatter
diagram of raw data - Superimposing graphs with different vertical
scales - Plotting means without any indication of
variability
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