Literature DB >> 27000052

Directed Acyclic Graphs for Oral Disease Research.

A A Akinkugbe1, S Sharma2, R Ohrbach2, G D Slade3, C Poole4.   

Abstract

Directed acyclic graphs (DAGs) are nonparametric graphical tools used to depict causal relations in the epidemiologic assessment of exposure-outcome associations. Although their use in dental research was first advocated in 2002, DAGs have yet to be widely adopted in this field. DAGs help identify threats to causal inference such as confounders, bias due to subject selection, and inappropriate handling of missing data. DAGs can also inform the data analysis strategy based on relations among variables depicted on it. This article uses the example of a study of temporomandibular disorders (TMDs), investigating causal effects of facial injury on subsequent risk of TMD. We illustrate how DAGs can be used to identify 1) potential confounders, 2) mediators and the consequences of attempt to estimate direct causal effects, 3) colliders and the consequences of conditioning on colliders, and 4) variables that are simultaneously mediators and confounders and the consequences of adjustment for such variables. For example, one DAG shows that statistical adjustment for the pressure pain threshold would necessarily bias the causal relation between facial injury and TMD. Finally, we discuss the usefulness of DAGs during study design, subject selection, and choosing variables to be measured in a study. © International & American Associations for Dental Research 2016.

Entities:  

Keywords:  bias; causation; confounders; epidemiologic methods; mediators; observational study design

Mesh:

Year:  2016        PMID: 27000052      PMCID: PMC4935832          DOI: 10.1177/0022034516639920

Source DB:  PubMed          Journal:  J Dent Res        ISSN: 0022-0345            Impact factor:   6.116


  29 in total

1.  Fallibility in estimating direct effects.

Authors:  Stephen R Cole; Miguel A Hernán
Journal:  Int J Epidemiol       Date:  2002-02       Impact factor: 7.196

2.  Data, design, and background knowledge in etiologic inference.

Authors:  J M Robins
Journal:  Epidemiology       Date:  2001-05       Impact factor: 4.822

3.  Directed acyclic graphs (DAGs): an aid to assess confounding in dental research.

Authors:  Anwar T Merchant; Waranuch Pitiphat
Journal:  Community Dent Oral Epidemiol       Date:  2002-12       Impact factor: 3.383

4.  Marginal structural models for the estimation of direct and indirect effects.

Authors:  Tyler J VanderWeele
Journal:  Epidemiology       Date:  2009-01       Impact factor: 4.822

5.  DAGitty: a graphical tool for analyzing causal diagrams.

Authors:  Johannes Textor; Juliane Hardt; Sven Knüppel
Journal:  Epidemiology       Date:  2011-09       Impact factor: 4.822

6.  Claims that periodontal treatment reduces costs of treating five systemic conditions are questionable.

Authors:  Aubrey Sheiham
Journal:  J Evid Based Dent Pract       Date:  2015-01-07       Impact factor: 5.267

7.  Response to a letter from Dr. Timothy A. DeRouen.

Authors:  Marjorie Jeffcoat
Journal:  Am J Prev Med       Date:  2015-03       Impact factor: 5.043

8.  The parametric g-formula to estimate the effect of highly active antiretroviral therapy on incident AIDS or death.

Authors:  Daniel Westreich; Stephen R Cole; Jessica G Young; Frank Palella; Phyllis C Tien; Lawrence Kingsley; Stephen J Gange; Miguel A Hernán
Journal:  Stat Med       Date:  2012-04-11       Impact factor: 2.373

9.  Constructing inverse probability weights for marginal structural models.

Authors:  Stephen R Cole; Miguel A Hernán
Journal:  Am J Epidemiol       Date:  2008-08-05       Impact factor: 4.897

10.  Perceived intensity and unpleasantness of cutaneous and auditory stimuli: an evaluation of the generalized hypervigilance hypothesis.

Authors:  Mark Hollins; Daniel Harper; Shannon Gallagher; Eric W Owings; Pei Feng Lim; Vanessa Miller; Muhammad Q Siddiqi; William Maixner
Journal:  Pain       Date:  2009-01-01       Impact factor: 6.961

View more
  10 in total

1.  Causal inference and directed acyclic graph: An epidemiological concept much needed for oral submucous fibrosis.

Authors:  Naman R Rao; Chandramani B More; Rahi M Brahmbhatt; Youbai Chen; Wai-Kit Ming
Journal:  J Oral Biol Craniofac Res       Date:  2020-07-03

2.  Letter to the Editor: "Directed Acyclic Graphs for Oral Disease Research".

Authors:  C Schwahn; T Mundt; R Biffar
Journal:  J Dent Res       Date:  2016-10       Impact factor: 6.116

3.  Response to Letter to the Editor, "Directed Acyclic Graphs for Oral Disease Research".

Authors:  A A Akinkugbe; S Sharma; R Ohrbach; G D Slade; C Poole
Journal:  J Dent Res       Date:  2016-10       Impact factor: 6.116

4.  Interdental Cleaning and Oral Health Status in an Adult Cohort, 2015 to 2018.

Authors:  B W Chaffee; D Persai; M V Vora
Journal:  J Dent Res       Date:  2020-05-28       Impact factor: 6.116

5.  Does the Trimester of Smoking Matter in the Association between Prenatal Smoking and the Risk of Early Childhood Caries?

Authors:  Aderonke A Akinkugbe
Journal:  Caries Res       Date:  2021-01-28       Impact factor: 4.056

6.  Causal Inference: Onward and Upward!

Authors:  S Listl; Y Matsuyama; H Jürges
Journal:  J Dent Res       Date:  2022-03-20       Impact factor: 8.924

7.  Normative prosthodontic care need: does it impact the daily life of young Saudis with high level of oral diseases? A cross sectional study.

Authors:  Fahad Al-Harbi; Maha El Tantawi
Journal:  BMC Oral Health       Date:  2017-10-23       Impact factor: 2.757

8.  Assessing a possible vulnerability to dental caries in individuals with rare genetic diseases that affect the skeletal development.

Authors:  Heloisa Vieira Prado; Natália Cristina Ruy Carneiro; Matheus França Perazzo; Mauro Henrique Nogueira Guimarães de Abreu; Carolina de Castro Martins; Ana Cristina Borges-Oliveira
Journal:  Orphanet J Rare Dis       Date:  2019-06-18       Impact factor: 4.123

9.  Is Continuous Eruption Related to Periodontal Changes? A 16-Year Follow-up.

Authors:  C Wiedemann; C Pink; A Daboul; S Samietz; H Völzke; E Schulz-Kornas; K F Krey; B Holtfreter; T Kocher
Journal:  J Dent Res       Date:  2021-03-03       Impact factor: 6.116

10.  Prenatal smoking and the risk of early childhood caries: A prospective cohort study.

Authors:  Aderonke A Akinkugbe; Tegwyn H Brickhouse; Marcelle M Nascimento; Gary D Slade
Journal:  Prev Med Rep       Date:  2020-09-22
  10 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.