Evidence map›Paper›PMID 22843981›Full record

ArticleBioinformatics (Oxford, England)2012

Bayesian ontology querying for accurate and noise-tolerant semantic searches.

Sebastian Bauer, Sebastian Köhler, Marcel H Schulz, Peter N Robinson

Abstract read
In one paragraph

Article in Bioinformatics (Oxford, England), 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 papers.

0numbers the graph read from it
0cells of the map it votes in
35citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

35 citing papers in PubMed.

  1. Article
  2. Article
  3. A Phenotypic Paradigm for Cerebral Palsy Genetics.medRxiv : the preprint server for health sciences · 2026
    Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Prenatal phenotyping: A community effort to enhance the Human Phenotype Ontology.American journal of medical genetics. Part C, Seminars in medical genetics · 2022
    Article
  12. Review
  13. Review
  14. Article
  15. Article
  16. Article
  17. PEDIA: prioritization of exome data by image analysis.Genetics in medicine : official journal of the American College of Medical Genetics · 2019
    Article
  18. Article
  19. ClinPhen extracts and prioritizes patient phenotypes directly from medical records to expedite genetic disease diagnosis.Genetics in medicine : official journal of the American College of Medical Genetics · 2019
    Article
  20. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Sebastian BauerInstitute for Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Augustenburger Platz 1, 13353 Berlin, Germany. Sebastian.Bauer@charite.de
Sebastian Köhler
Marcel H Schulz
Peter N Robinson

Funding

An Ontology of Qualities for the Annotation of Biomedical DataR01HG004838 · NHGRI · UNIVERSITY OF CALIF-LAWRENC BERKELEY LAB · PI LEWIS, SUZANNA E · 2009 to 2012
$1.9M
NHGRI NIH HHS R01 HG004838-02
6 · The paper itself

Abstract

motivationOntologies provide a structured representation of the concepts of a domain of knowledge as well as the relations between them. Attribute ontologies are used to describe the characteristics of the items of a domain, such as the functions of proteins or the signs and symptoms of disease, which opens the possibility of searching a database of items for the best match to a list of observed or desired attributes. However, naive search methods do not perform well on realistic data because of noise in the data, imprecision in typical queries and because individual items may not display all attributes of the category they belong to.

resultsWe present a method for combining ontological analysis with Bayesian networks to deal with noise, imprecision and attribute frequencies and demonstrate an application of our method as a differential diagnostic support system for human genetics. AVAILABILITY: We provide an implementation for the algorithm and the benchmark at http://compbio.charite.de/boqa/. CONTACT: Sebastian.Bauer@charite.de or Peter.Robinson@charite.de SUPPLEMENTARY INFORMATION: Supplementary Material for this article is available at Bioinformatics online.

Indexed as

AlgorithmsBayes TheoremComputational BiologyDecision Support TechniquesDiagnosis, DifferentialHumansModels, StatisticalSemantics

Identifiers

PMID22843981
PMCPMC3463114

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.