Related Experiment Videos

Dealing with missing outcomes: lessons from a randomized trial of a prenatal intervention to prevent early childhood

Kamila Plutzer1, Gloria C Mejia, A John Spencer

  • 1Australian Research Centre for Population Oral Health, School of Dentistry, The University of Adelaide, Adelaide, South Australia.

The Open Dentistry Journal
|September 28, 2010
PubMed

Insights

Providing anticipatory guidance to mothers significantly reduces severe early childhood caries (S-ECC). This preventative strategy is effective even with potential follow-up losses in randomized controlled trials (RCTs).

Area of Science:

  • Pediatric Dentistry
  • Public Health
  • Biostatistics

Background:

  • Severe early childhood caries (S-ECC) affects a significant percentage of young children, impacting their overall health.
  • S-ECC is largely preventable through maternal anticipatory guidance.
  • Randomized controlled trials (RCTs) are ideal for testing interventions but face challenges with participant attrition in preventative strategies.

Purpose of the Study:

  • To re-examine the results of an RCT designed to prevent S-ECC.
  • To assess the impact of anticipatory guidance on S-ECC incidence using sensitivity analyses and multiple imputation.
  • To evaluate the robustness of findings despite potential violations of random allocation and loss to follow-up.

Main Methods:

  • Re-analysis of an existing RCT dataset using sensitivity analyses.
  • Application of multiple imputation techniques to handle missing outcome data.
  • Testing various assumptions regarding random allocation violations and participant attrition.

Main Results:

  • Anticipatory guidance significantly reduced S-ECC incidence at 20 months of age, regardless of assumptions about missing data.
  • The relative risk of S-ECC varied between 0.18 and 0.70, with the number needed to treat ranging from 8 to 20.
  • Multiple imputation yielded a best estimate relative risk of 0.25 and a number needed to treat of 14.

Conclusions:

  • Anticipatory guidance is an effective strategy for preventing S-ECC.
  • Sensitivity analyses and multiple imputation can strengthen RCT findings when loss to follow-up is a concern.
  • These statistical methods add value to conclusions from RCTs in preventative healthcare settings.

Related Concept Videos

Development of the Oral Microbiota01:28

Development of the Oral Microbiota

The establishment of the oral microbiome begins before birth, challenging the long-held belief that the fetal oral cavity is sterile. The presence of oral microbes such as Streptococcus and Fusobacterium in amniotic fluid suggests that microbial exposure may occur in utero, potentially through translocation from the maternal oral or gastrointestinal tract. This early colonization primes the neonatal immune system and sets the stage for subsequent microbial succession. Maternal health,...
Study Designs in Epidemiology01:20

Study Designs in Epidemiology

Epidemiological study designs are fundamental tools for investigating the distribution, determinants, and control of health conditions in populations. They help researchers understand the relationships between exposures and outcomes, and they broadly fall into two categories: "observational" and "experimental" studies.
Observational studies are those where the researcher does not intervene but rather observes natural variations. They include cross-sectional, cohort, and case-control studies.
Regression Toward the Mean01:52

Regression Toward the Mean

Regression toward the mean (“RTM”) is a phenomenon in which extremely high or low values—for example, and individual’s blood pressure at a particular moment—appear closer to a group’s average upon remeasuring. Although this statistical peculiarity is the result of random error and chance, it has been problematic across various medical, scientific, financial and psychological applications. In particular, RTM, if not taken into account, can interfere when researchers try to extrapolate results...
Operant Conditioning Intervention01:24

Operant Conditioning Intervention

Operant conditioning serves as a foundational principle in therapeutic interventions aimed at modifying maladaptive behaviors. Central to this approach is the notion that behaviors, both adaptive and maladaptive, are learned through reinforcement. By analyzing the environmental factors that reinforce problematic behaviors, clinicians can design interventions to weaken these reinforcements and replace maladaptive behaviors with healthier alternatives.
In operant conditioning, behaviors that are...