are negative findings all down to confounding factors?

36
Are negative findings all down to confounding factors? Irene Petersen, PhD Primary Care & Population Health

Upload: yasir-hameed

Post on 20-May-2015

32 views

Category:

Education


0 download

DESCRIPTION

Presentation from the International Congress of the Royal College of Psychiatrists 24-27 June 2014, London

TRANSCRIPT

Page 1: Are negative findings all down to confounding factors?

Are negative findings all down to

confounding factors?

Irene Petersen, PhD

Primary Care & Population Health

Page 2: Are negative findings all down to confounding factors?

Introduction

• Reader (Statistics and Epidemiology)

• Research team epidemiologists/statisticians/PhD students

• Primary care databases THIN and CPRD - 60+ studies

• Research topics

– Prescribed medicine in pregnancy

– Mental health

– Methodological questions

• Missing data

• Regression Discontinuity Design (RDD)

• Confounding (by indication)

• http://www.ucl.ac.uk/pcph/research-groups-themes/thin-pub/

• Or just google THIN UCL

Page 3: Are negative findings all down to confounding factors?

Acknowledgments and funding

• Serious team work – Irwin Nazareth

– Stephen Evans

– Shuk Li Man

– Rachel McCrea

– and many others….

• Funding: MRC, National School of Primary Care

Research, NIHR, HTA

• No funding from companies producing psychotropic

medication

Page 4: Are negative findings all down to confounding factors?

Today

• Antidepressants and pregnancy – do they cause

autism?

• What are the consequences?

Page 5: Are negative findings all down to confounding factors?

Antidepressants and pregnancy – do they

cause autism?

• It is a good question!

Page 6: Are negative findings all down to confounding factors?

What do we know….

• Number of women in child bearing age on

antidepressants is increasing

However, few women continue antidepressants in

pregnancy (come back to this later)

• Number of children diagnosed with autism is

increasing

Page 7: Are negative findings all down to confounding factors?

Autism

• Spectrum

• Cause is still unclear

• Exposure in childhood

– For many years focus

was on MMR

– No link to MMR

Page 8: Are negative findings all down to confounding factors?

Link between antidepressants in pregnancy

and autism??

Page 9: Are negative findings all down to confounding factors?

Is this another red herring?

Page 10: Are negative findings all down to confounding factors?

Before we start to make causal links between

antidepressants and autism….

• Genetics

• Indication for treatment

– Depression/Anxiety

• Other characteristics of

the women

Page 11: Are negative findings all down to confounding factors?

The genetic link

• Hypothesis:

• Same genes may predispose depression/anxiety

and autism

Page 12: Are negative findings all down to confounding factors?

Children of depressive/anxious mothers

• Hypothesis:

• Pregnancy exposure

– Depression/anxiety has a negative impact on the

unborn child

• Early childhood exposure

– Depression/anxious in mothers may ‘trigger’ autism

Page 13: Are negative findings all down to confounding factors?

Other factors/characteristics

• Hypothesis

• Other factors/characteristics may cause autism

Page 14: Are negative findings all down to confounding factors?

So let’s take a look at antidepressant prescribing

in pregnancy

• The Health Improvement Network (THIN)

• Primary care database

• 5% of UK population

• Drugs prescribed in primary care

• Diagnosis and symptoms (Read codes)

• Cohort of pregnant women and their children

– Household Id

– Child birth and delivery date

Page 15: Are negative findings all down to confounding factors?

Antidepressants in pregnancy

• Identified women who were on antidepressants

• Time to last prescription

– Pregnant women

– Non-pregnant women

Page 16: Are negative findings all down to confounding factors?

Time to last antidepressant prescription

0.0

00

.25

0.5

00

.75

1.0

0

start six weeks 2nd trimester 3rd trimester

non-pregnant pregnant

Time to last prescription

• Many women stop antidepressants once they are

aware of the pregnancy

• Before pregnancy

HR 1.70 (95% CI: 1.62 to 1.70)

• First six weeks

HR 5.19 (95% CI: 4.85 to 5.56)

• Rest of pregnancy

HR 1.57 (95% CI: 1.45 to 1.71)

35%

10%

65%

Petersen et al (2011) Pregnancy - a major determinant for discontinuation of antidepressants. Journal

Clinical Psychiatry

Page 17: Are negative findings all down to confounding factors?

This suggests

• Pregnant women more likely to discontinue

antidepressants and they do so early in pregnancy

• There are serious concerns about safety of

antidepressant prescribing in pregnancy

• Women who continue antidepressants in

pregnancy may be different from those who stop

Page 18: Are negative findings all down to confounding factors?

Factors associated with discontinuation of

antidepressants in pregnancy – who stop?

• Those with limited prior experience

– HR 1.73 (95% CI: 1.63 to 1.84) for 0-1 Rx vs. 2+ Rx

• Younger women more likely to stop

– HR 1.31 (95% CI 1.19 to 1.43) for 15-24 year vs. 35+

– HR 1.15 (95% CI 1.06 to 1.24) for 25-35 vs. 35+

Page 19: Are negative findings all down to confounding factors?

Later we examined this in more detail…

• Cohorts of women

• Women who received Rx of SSRIs in 1st trimester

• Women who received Rx before pregnancy

• Women NOT on SSRI before or in pregnancy

Page 20: Are negative findings all down to confounding factors?

Characteristics of women on antidepressant

treatment in pregnancy in more detail

Three cohorts:

Not on antidepressants (N = 200,213)

On SSRI in before pregnancy (N= 5,154)

On SSRI in 1st trimester (N = 2,776)

Page 21: Are negative findings all down to confounding factors?

Characteristics of pregnant women

Not on SSRI

(%)

On SSRI

before

(%)

On SSRI in

pregnancy

(%)

N 200,213 5,154 2,776

Diabetics 5,188 (2.6) 178 (3.5) 127 (4.6)

Alcohol problems 735 (0.4) 80 (1.6) 114 (4.1)

Illicit drug 867 (0.4) 83 (1.6) 118 (4.3)

Smoking 39,358 (19.7) 1,625 (31.5) 984 (35.5)

Obese 9,782 (4.9) 426 (8.3) 296 (10.7)

Page 22: Are negative findings all down to confounding factors?

Women who continued antidepressant

treatment in pregnancy

• Also more likely to be prescribed other

psychotropic medication

– Anxiolytics

– Hypnotics

– Antipsychotics

– AED

• Although it is a small proportion of women on

multiple drugs in pregnancy

Page 23: Are negative findings all down to confounding factors?

Link between antidepressants in pregnancy

and autism??

Page 24: Are negative findings all down to confounding factors?

Link between antidepressants in pregnancy

and autism??

Page 25: Are negative findings all down to confounding factors?

Link between antidepressants in pregnancy

and autism??

Page 26: Are negative findings all down to confounding factors?

Before we can make link….

Other factors

Genetics

Antidepressants Autism

in pregnancy

Page 27: Are negative findings all down to confounding factors?

Before we can make link we have to exclude

the indication for treatment Other factors

Genetics

Depression

Antidepressants Autism

in pregnancy

Page 28: Are negative findings all down to confounding factors?

Before we can make link we have to exclude

the genetic component Other factors

Genetics

Depression

Antidepressants Autism

in pregnancy

Page 29: Are negative findings all down to confounding factors?

Before we can make link we have to exclude

other factors Other factors

Genetics

Depression

Antidepressants Autism

in pregnancy

Page 30: Are negative findings all down to confounding factors?

Is it all down to confounding factors?

• I don’t know

• Need to be much more cautious about making a

link

• Confounding is a serious issue in observational

data

Page 31: Are negative findings all down to confounding factors?

The risk of communicating risk….

• Just a few words about communication of risk

Page 32: Are negative findings all down to confounding factors?

Think about the message we communicate to

pregnant women

• What does a relative risk of 1.5 mean?

• 50% increased risk

• In absolute terms:

• 10 out of 10 000 children (9990 without) versus

• 15 out of 10 000 children (9985 without)

Page 33: Are negative findings all down to confounding factors?

Need to think about how women perceive the

risk?

Page 34: Are negative findings all down to confounding factors?

Need to think about the consequences of

stopping antidepressants in pregnancy

• Some women may be fine without antidepressants

• Others may not….

Page 35: Are negative findings all down to confounding factors?

How do we weigh up risks and benefits?

Guilt

Depression

Autism

Anxiety

Self medication

Antidepressants