clinical implications of pharmacoepidemiology …¸rensen.pdf · pharmacoepidemiology is the study...

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PROFESSOR HENRIK TOFT SØRENSEN AARHUS UNIVERSITY AU CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY RESEARCH ”PAST EXPERIENCE”

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Page 1: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

Ændr 2. linje i overskriften

PROFESSOR

HENRIK TOFT SØRENSENAARHUSUNIVERSITYAU

CLINICAL IMPLICATIONS OF

PHARMACOEPIDEMIOLOGY

RESEARCH

”PAST EXPERIENCE”

Page 2: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

PROFESSOR

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Pharmacoepidemiology is the study of the use of and the effect of

drugs in large numbers of people. The term ‘pharmaco-

epidemiology’ obviously contains two components, pharmaco- and

epidemiology.

- Brian Strom

DEFINITION OF PHARMACOEPIDEMIOLOGY

Page 3: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Probably the most well-known example of pharmacoepidemiology is based on 16 cases

Page 4: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Ændr 2. linje i overskriften DEFINITION OF CLINICAL IMPLICATION

Page 5: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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1. Which tests/examinations should be used to diagnose a

disease and predict its course, while reducing false positive and

false negative results so far as practical (diagnosis)?

IN MY VIEW, THE FOUR BASIC CLINICAL QUESTIONS ARE:

Modern Epidemiology

Vandenbroucke and Sørensen

In press

Page 6: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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2. What is the expected course of a disease, e.g., spontaneous

cure or progression without clinical intervention (natural history)

or with treatment (clinical course) (prognosis).

Page 7: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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3. To what extent will a specific clinical intervention be beneficial

in terms of curing or preventing a disease, slowing its

progression, or reducing its symptom burden (intervention)?

Page 8: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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4. What are the risks — side effects, unintended adverse effects or

complications — of selected treatments and interventions, and

the safety and quality of clinical care (risk - harm)?

Page 9: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Much pharmacoepidemiology

gets lost in translation into clinical medicine.

LOST IN TRANSLATION

Page 10: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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The young physician starts life with 20 drugs for each disease, and

the old physician ends life with one drug for 20 diseases.

-William Osler

Page 11: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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1. Different views on study design and data collection methods and the

movement of evidence-based medicine

2. Too much focus on statistical significance

3. Ongoing problems with data quality and disease classification

SOME REASONS FOR ”LOST IN TRANSLATION”

Page 12: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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1. DIFFERENT VIEWS ON STUDY DESIGN AND DATA COLLECTION METHODS AND THE MOVEMENT OF EVIDENCE-BASED MEDICINE

Page 13: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Page 14: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Ændr 2. linje i overskriften 1991

Kenneth Rothman

Page 15: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Travels to Boston University and the Framingham Heart Study

Page 16: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Ændr 2. linje i overskriften HERSHEL JICKBoston Collaborative Drug Surveillance Program

Page 17: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Ændr 2. linje i overskriften SLONE EPIDEMIOLOGY CENTER

1 7

Allen A. Mitchell

Dennis Slone

Page 18: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Page 19: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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They used a health insurance

database in Seattle and did

Nested case-control studies

BOSTON COLLABORATIVE DRUG SURVEILLANCE PROGRAM

Page 20: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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AROUND 1990, BOSTON COLLABORATIVE DRUG SURVEILLANCE PROGRAM MOVED TO THE GENERAL PRACTICE DATABASE IN THE UK

Page 21: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Page 22: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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They did ongoing prospective

hospital-based case-control

studies based on interviews.

Much better counfounder control

but problems with recall bias

A total of 521 patients under age 45 with

breast cancer were compared with 521

controls matched for age, time of interview,

and geographic area. Oral contraceptive

use before the first birth was reported by

155 patients and 137 controls

Page 23: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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DEVALUATION OF COHORT AND CONTROLSTUDIES, 1992

Page 24: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Ændr 2. linje i overskriften HIERACHY OF STUDY DESIGN

Page 25: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

PROFESSOR

HENRIK TOFT SØRENSENAARHUSUNIVERSITYAU

Page 26: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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There is controversy about observational studies when the

focus is on the intended benefit due to lack of blinding and

poor control for unmeasured confounding.

We reviewed the reasons for possible discrepancies

between RCTs and observational studies.

Page 27: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Page 28: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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COMPARISON OF POOLED ODDS RATIO FROM OBSERVATIONAL STUDIES AGAINST POOLED ODDS RATIO FROM RANDOMISED CONTROLLED TRIALS ON THE SAME QUESTION

Page 29: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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2. TOO MUCH FOCUS ON STATISTICAL SIGNIFICANCE

Significance testing has led to far more

misunderstanding and misinterpretation

than clarity in interpreting study results

Page 30: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Ændr 2. linje i overskriften APROTININ AND SAFETY

Hiatt WR, N Engl J Med 2006; 355:2171-2173

Page 31: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Ændr 2. linje i overskriften APROTININ AND SAFETY

Hiatt WR, N Engl J Med 2006; 355:2171-2173

Karkouti et al. appear to be so different

from the findings of Mangano et al?

Page 32: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Ændr 2. linje i overskriften APROTININ AND SAFETY

Page 33: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Ændr 2. linje i overskriften WHY RESULTS ARE FALSE

Page 34: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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is a consequence of the convenient, yet ill-founded strategy of

claiming conclusive research findings solely on the basis of a

single study assessed by formal statistical significance, typically

for a p-value less than 0.05. Research is not most appropriately

represented and summarized by p-values, but, unfortunately,

there is a widespread notion that medical research articles

Page 35: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Page 36: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Page 37: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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3. ONGOING PROBLEMS WITH DATA QUALITY AND DISEASE CLASSIFICATION

Page 38: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Page 39: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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The key issue of registry studies is to what extent the data collected

are reliable. Not for those issues that are registered, but mostly for

those that are not (false negatives). Thus, my main concerns affect

data reliability and their classification.

COMMENT, SEPTEMBER 2019

Reviewer, Journal of

Hepatology, 2019

Page 40: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Ændr 2. linje i overskriften EXAMPLE OF DATA QUALITY

Recorded in the electronic medical records in Denmark Central Region

Page 41: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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Many types of problems limit the usefulness of the ICD-10

diagnoses in clinical care.

All codes are abstracts of the clinical care.

PROBLEMS WITH TRANSLATING ICD-10 CODES AND RELEVANT ENDPOINTS INTO CLINICAL PRACTICE

Page 42: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

PROFESSOR

HENRIK TOFT SØRENSENAARHUSUNIVERSITYAU

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➢ Variation in coding between persons doing the coding

➢ Errors in coding

➢ Errors and variations in the clinical diagnosis on which the coding

is based

➢ Limitations in the specificity of available codes

Ima

ge

: Mo

rte

n S

ch

iød

t

Page 43: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

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➢ Laterality in paired organs such as legs is not recorded

➢ Limited classification of disease severity

➢ Some endpoints – such as recurrences and soft endpoints – are

not recorded

➢ Very few data on diagnostic criteria and the outcome of tests

Page 44: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

PROFESSOR

HENRIK TOFT SØRENSENAARHUSUNIVERSITYAU

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på teksten

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Page 45: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

PROFESSOR

HENRIK TOFT SØRENSENAARHUSUNIVERSITYAU

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på teksten

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Page 46: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

PROFESSOR

HENRIK TOFT SØRENSENAARHUSUNIVERSITYAU

For at få punktopstilling

på teksten

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brug ‘Forøg listeniveau’

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1. Research training

a) Scientists

b) Editors

c) Readers

2. Better data quality

3. Better classification systems

THE FUTURE

Page 47: CLINICAL IMPLICATIONS OF PHARMACOEPIDEMIOLOGY …¸rensen.pdf · Pharmacoepidemiology is the study of the use of and the effect of drugs in large numbers of people. The term ‘pharmaco-epidemiology’

PROFESSOR

HENRIK TOFT SØRENSENAARHUSUNIVERSITYAU