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Teratology Study: Test for Trend in Correlated Data

The data table are reprinted from Bradstreet and Liss (1995). There are 96 total litters (clusters), with a total of 1248 fetuses. Summing over the litters, we observe an average malformation rate of 4/288 (1.4%) in the control group, 6/327 (1.8%) in the 8 mg/kg group, 8/305 (2.6%) in the 80 mg/kg group, and 10/328 (3.0%) in the 800 mg/kg dose group.
Does the increasing average empirical malformation rate provide evidence of a dose effect?

To obtain an accurate answer, we must first account for the correlation within litters, as we cannot generally assume that offsprings from the same mother are independent. Moreover, while the number of clusters and the total sample size are relatively large, the number of affected fetuses is relatively small.

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Analysis of the above data in StatXact produce the following results:

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Conclusion: notice that the exact p-value is about half of asymptotic p-value. The p-value indicates that the trend in response for increasing dose levels is not significant at 5% level of significance.

StatXact Example Library

  1. New-Born Behavior Level Study: Friedman Rank Aligned Test
  2. Histological Data: Test for Correlation in Correlated Categorical Data
  3. Teratology Study: Test for trend in Correlated data
  4. Neurotoxicity Study: Test of Trend in Multiple Endpoints Correlated Data
  5. Meta Analysis in StatXact®
  6. Does Type of Reward Influence Reaction to Task Disruption?
  7. FDA Animal Toxicology Data Yields Sky-Scraper Distribution for Stratified Trend Test
  8. Minority Discrimination: An Analysis of Ill-Conditioned Data
  9. Leukemia Deaths Among Hiroshima Atomic Bomb Survivors
  10. Cochran-Armitage Exact Test of Trend for Imbalanced Data
  11. Adverse Reactions in Children Infected with Varicella
  12. Comparison of Five Modes of Therapy for the Treatment of Depression
  13. Did Entrance Exam for Firefighters Discriminate Against Minorities?
  14. StatXact Shows Small Differences in Cardiovascular Outcomes to be Statistically Significant
  15. Do Five Different Chemotherapy Methods Differ Significantly in Treatment Response?
  16. Do Birds with More Immaculate Plumage Frequent the Best Feeding Sites?
  17. How Accurately do Pregnant Women Report Whether They Smoke?
  18. Do Older Employees Get Poorer Job Ratings?
  19. StatXact & LogXact: Is the New Analgesic More Effective than Aspirin?
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