causation when do we have enough evidence? sam bracebridge

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Causation When do we have enough evidence? Sam Bracebridge

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Page 1: Causation When do we have enough evidence? Sam Bracebridge

CausationWhen do we have enough evidence?

Sam Bracebridge

Page 2: Causation When do we have enough evidence? Sam Bracebridge

It is not the fall that kills you. It is

the sudden stop at the end.

Douglas Adams

Page 3: Causation When do we have enough evidence? Sam Bracebridge

Learning outcomes

By the end of the lecture you will be able to:

•List the Bradford-Hill criteria for causal

inference

•Advise if radioactivity from the Sellafield

nuclear plant causes childhood leukaemia

Page 4: Causation When do we have enough evidence? Sam Bracebridge

Sellafield nuclear plant

Page 5: Causation When do we have enough evidence? Sam Bracebridge
Page 6: Causation When do we have enough evidence? Sam Bracebridge

Anecdotal evidence

• Journalist: documentary on occupational

exposure

• Local population: higher number of cases

of childhood leukaemia (CL)

• Broadcast: excess CL due to radioactive

environmental contamination

Page 7: Causation When do we have enough evidence? Sam Bracebridge

LOCAL ANGER!!!!

Page 8: Causation When do we have enough evidence? Sam Bracebridge

National Media

Page 9: Causation When do we have enough evidence? Sam Bracebridge

Government Action

Enquiry:

“Do radioactive discharges from

Sellafield cause childhood

leukaemia?”

Page 10: Causation When do we have enough evidence? Sam Bracebridge

Causal inference

Bradford Hill’s criteria (1965)

Page 11: Causation When do we have enough evidence? Sam Bracebridge

Causal Relationship

1. Temporal relationship

2. Strength of the association

3. Biologic plausibility

4. Dose–response relationship

5. Replication of the findings

6. Effect of removing the exposure

7. Alternate explanations considered

8. Specificity of the association

9. Consistency with other knowledge

Page 12: Causation When do we have enough evidence? Sam Bracebridge

Temporal Relationship

Exposure must precede disease

Essential criterion for causality

Knowledge of:

• Latency period

• Incubation period

Page 13: Causation When do we have enough evidence? Sam Bracebridge

Causal Relationship

1. Temporal relationship

2. Strength of the association

3. Biologic plausibility

4. Dose–response relationship

5. Replication of the findings

6. Effect of removing the exposure

7. Alternate explanations considered

8. Specificity of the association

9. Consistency with other knowledge

Page 14: Causation When do we have enough evidence? Sam Bracebridge

Strength of Association

Strong associations are more likely to be causal than weak ones

Smoking > 20 cigarettes/day

laryngeal carcinoma (RR 20)

BUT

• Bias, confounding?

Page 15: Causation When do we have enough evidence? Sam Bracebridge

Criteria for a Causal Relationship

1. Temporal relationship

2. Strength of the association

3. Biologic plausibility

4. Dose–response relationship

5. Replication of the findings

6. Effect of removing the exposure

7. Alternate explanations considered

8. Specificity of the association

9. Consistency with other knowledge

L Gordis: Epidemiology 4th revised edition, W. Saunder publishers July 2008

Page 16: Causation When do we have enough evidence? Sam Bracebridge

Biologic Plausibility

Is consistent with current biological and medical common knowledge.

Smoking

Ingesting of chemicals and known carcinogens

DNA mutations

lung cancer

Page 17: Causation When do we have enough evidence? Sam Bracebridge

Criteria for a Causal Relationship

1. Temporal relationship

2. Strength of the association

3. Biologic plausibility

4. Dose–response relationship

5. Replication of the findings

6. Effect of removing the exposure

7. Alternate explanations considered

8. Specificity of the association

9. Consistency with other knowledge

L Gordis: Epidemiology 4th revised edition, W. Saunder publishers July 2008

Page 18: Causation When do we have enough evidence? Sam Bracebridge

Dose-response Relationship

Risk increases with more intense/more frequent exposure

But:

• Beware threshold doses

Page 19: Causation When do we have enough evidence? Sam Bracebridge

Criteria for a Causal Relationship

1. Temporal relationship

2. Strength of the association

3. Biologic plausibility

4. Dose–response relationship

5. Replication of the findings

6. Effect of removing the exposure

7. Alternate explanations considered

8. Specificity of the association

9. Consistency with other knowledge

L Gordis: Epidemiology 4th revised edition, W. Saunder publishers July 2008

Page 20: Causation When do we have enough evidence? Sam Bracebridge

Criteria for a Causal Relationship

1. Temporal relationship

2. Strength of the association

3. Biologic plausibility

4. Dose–response relationship

5. Replication of the findings

6. Effect of removing the exposure

7. Alternate explanations considered

8. Specificity of the association

9. Consistency with other knowledge

L Gordis: Epidemiology 4th revised edition, W. Saunder publishers July 2008

Page 21: Causation When do we have enough evidence? Sam Bracebridge

Effect of removing the exposure

A decrease in the outcome of interest is seen when the exposure is removed

Page 22: Causation When do we have enough evidence? Sam Bracebridge

Criteria for a Causal Relationship

1. Temporal relationship

2. Strength of the association

3. Biologic plausibility

4. Dose–response relationship

5. Replication of the findings

6. Effect of removing the exposure

7. Alternate explanations considered

8. Specificity of the association

9. Consistency with other knowledge

L Gordis: Epidemiology 4th revised edition, W. Saunder publishers July 2008

Page 23: Causation When do we have enough evidence? Sam Bracebridge

Criteria for a Causal Relationship

1. Temporal relationship

2. Strength of the association

3. Biologic plausibility

4. Dose–response relationship

5. Replication of the findings

6. Effect of removing the exposure

7. Alternate explanations considered

8. Specificity of the association

9. Consistency with other knowledge

L Gordis: Epidemiology 4th revised edition, W. Saunder publishers July 2008

Page 25: Causation When do we have enough evidence? Sam Bracebridge

Criteria for a Causal Relationship

1. Temporal relationship

2. Strength of the association

3. Biologic plausibility

4. Dose–response relationship

5. Replication of the findings

6. Effect of removing the exposure

7. Alternate explanations considered

8. Specificity of the association

9. Consistency with other knowledge

L Gordis: Epidemiology 4th revised edition, W. Saunder publishers July 2008

Page 26: Causation When do we have enough evidence? Sam Bracebridge

YOU ARE ASKED TO GIVE AN EXPERT OPINION

Does radioactivity from Sellafield cause childhood leukaemia?

Page 27: Causation When do we have enough evidence? Sam Bracebridge

Exercise

• Read the paper

• Which criteria are reached?

• What is your conclusion ?

• What is your recommendation?

Page 28: Causation When do we have enough evidence? Sam Bracebridge

Gardner M. Father’s occupational exposure to radiation and the raised level of childhood leukaemia near the Sellafield nuclear plant. Env Health Perspectives. Vol 94, 5-7, 1991.

Rothman KJ; Epidemiology: an introduction. Oxford University Press 2002, 94-101

References