Calculate the risk ratios for the association

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Reference no: EM133292037

Between 1993 and 1995, investigators enrolled 1,000 pregnant women who worked outside the home and were seen at an obstetric clinic in New York City into a cohort study. Women currently experiencing depressive symptoms were ineligible for recruitment into the study. The study aim was to examine the association between how soon women returned to work following the birth of their child and post-partum depressive symptoms. Data on demographic, health status, and health behavior variables were collected at baseline.

Women were contacted 12 weeks post-partum to assess whether they were newly experiencing depressive symptoms and the amount of time they took to return to work. A total of 919 women were available for follow-up and were thus included in the analysis. The following data were obtained:

  Depressive Symptoms  

Return to Work

Yes

No

Total

< 5 weeks

172

395

567

5 weeks

60

292

352

Total

232

687

919

1. Calculate and interpret the appropriate measure of association. The 95% confidence interval of this association was: (1.37, 2.31).

The investigators were concerned that household income level (assessed at baseline) might be influencing the observed association between when women returned to work following the birth of their child and post-partum depressive symptoms.

2. Draw a causal diagram to show the possible relationships between household income, return to work, and post-partum depressive symptoms.

The investigators stratified the data by household income level as follows:

 

Lower Income

Depressive Symptoms

Higher Income

Depressive Symptoms

 

Return to Work

 

Yes

 

No

Subtotals

 

Yes

 

No

Subtotals

Total

<5 weeks

160

295

455

12

100

112

567

>  5 weeks

50

164

214

10

128

138

352

Total

210 459 669 22 228 250 919

3. Since a confounder must be associated with the outcome and exposure, calculate an odds ratio to evaluate the association between income level (3rd variable) and amount of time before returning to work (exposure). Interpret this odds ratio.

 

Income

Returning to work  

<5 weeks

>5 weeks

TOTAL

Lower

(160+295)

455

(50+164)

214

669

Higher

(12+100)

112

(10+128)

138

250

TOTAL

567 352

919

4. Now evaluate whether income level is associated with incident post-partum depressive symptoms among those who returned to work >5 weeks using the appropriate measure of association.

Evaluating the association between income level and post-partum depressive symptoms among the non-exposed (returning to work ≥ 5 weeks):

 

 

Depressive Symptoms  
Income Yes No

Total

Lower

50

 

164

 

214

Higher

10

 

128

 

138

Total

60 292

352

5. The next step is to look at the stratum specific risk ratios.

  1. Calculate the risk ratios for the association between returning to work and post-partum depressive symptoms in those with high income and those with low income. How do they compare?
  1. The 95% confidence interval for the risk ratio calculated in question 5 among lower income women was 1.15-1.98. Among higher income women, the 95% confidence interval was 0.663-3.30. What conclusions can you draw with this additional information?

6. Using information from the previous questions, determine whether income confounds the observed association between when women returned to work following the birth of their child and post-partum depressive symptoms. In your answer, comment on the: a) criteria a variable must meet to be considered a confounder; b) the stratum-specific risk ratios; and c) the magnitude (expressed as a percent) of the difference between the crude and the stratum-specific risk ratios.

7. Might there still be residual confounding by income even after controlling for high and low income? Why? How could you improve control for income?

8. Can you think of other factors that might explain the observed association between returning to work and post-partum depression?

9. If women who returned to work in less than five weeks after giving birth were less likely to maintain breast feeding and breast feeding is known to impact post-partum symptoms, is breast feeding a likely confounder between time to returning to work and post-partum depression? draw a diagram!

Reference no: EM133292037

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