Literature DB >> 25123745

Managing large-scale genomic datasets and translation into clinical practice.

T Lecroq, L F Soualmia.   

Abstract

OBJECTIVE: To summarize excellent current research in the field of Bioinformatics and Translational Informatics with application in the health domain.
METHOD: We provide a synopsis of the articles selected for the IMIA Yearbook 2014, from which we attempt to derive a synthetic overview of current and future activities in the field. A first step of selection was performed by querying MEDLINE with a list of MeSH descriptors completed by a list of terms adapted to the section. Each section editor evaluated independently the set of 1,851 articles and 15 articles were retained for peer-review.
RESULTS: The selection and evaluation process of this Yearbook's section on Bioinformatics and Translational Informatics yielded three excellent articles regarding data management and genome medicine. In the first article, the authors present VEST (Variant Effect Scoring Tool) which is a supervised machine learning tool for prioritizing variants found in exome sequencing projects that are more likely involved in human Mendelian diseases. In the second article, the authors show how to infer surnames of male individuals by crossing anonymous publicly available genomic data from the Y chromosome and public genealogy data banks. The third article presents a statistical framework called iCluster+ that can perform pattern discovery in integrated cancer genomic data. This framework was able to determine different tumor subtypes in colon cancer.
CONCLUSIONS: The current research activities still attest the continuous convergence of Bioinformatics and Medical Informatics, with a focus this year on large-scale biological, genomic, and Electronic Health Records data. Indeed, there is a need for powerful tools for managing and interpreting complex data, but also a need for user-friendly tools developed for the clinicians in their daily practice. All the recent research and development efforts are contributing to the challenge of impacting clinically the results and even going towards a personalized medicine in the near future.

Entities:  

Keywords:  Translational medical research; big data management; computational biology; gene expression; genome; medical informatics

Mesh:

Year:  2014        PMID: 25123745      PMCID: PMC4287066          DOI: 10.15265/IY-2014-0039

Source DB:  PubMed          Journal:  Yearb Med Inform        ISSN: 0943-4747


  15 in total

Review 1.  Systems cancer medicine: towards realization of predictive, preventive, personalized and participatory (P4) medicine.

Authors:  Q Tian; N D Price; L Hood
Journal:  J Intern Med       Date:  2012-02       Impact factor: 8.989

2.  A translational engine at the national scale: informatics for integrating biology and the bedside.

Authors:  Isaac S Kohane; Susanne E Churchill; Shawn N Murphy
Journal:  J Am Med Inform Assoc       Date:  2011-11-10       Impact factor: 4.497

3.  New approaches to molecular diagnosis.

Authors:  Bruce R Korf; Heidi L Rehm
Journal:  JAMA       Date:  2013-04-10       Impact factor: 56.272

4.  Crossing the omic chasm: a time for omic ancillary systems.

Authors:  Justin Starren; Marc S Williams; Erwin P Bottinger
Journal:  JAMA       Date:  2013-03-27       Impact factor: 56.272

Review 5.  From genome sequencing to bedside. Findings from the section on bioinformatics and translational informatics.

Authors:  T Lecroq; L F Soualmia
Journal:  Yearb Med Inform       Date:  2013

6.  Huvariome: a web server resource of whole genome next-generation sequencing allelic frequencies to aid in pathological candidate gene selection.

Authors:  Andrew Stubbs; Elizabeth A McClellan; Sebastiaan Horsman; Saskia D Hiltemann; Ivo Palli; Stephan Nouwens; Anton Hj Koning; Frits Hoogland; Joke Reumers; Daphne Heijsman; Sigrid Swagemakers; Andreas Kremer; Jules Meijerink; Diether Lambrechts; Peter J van der Spek
Journal:  J Clin Bioinforma       Date:  2012-11-19

7.  The characterization of twenty sequenced human genomes.

Authors:  Kimberly Pelak; Kevin V Shianna; Dongliang Ge; Jessica M Maia; Mingfu Zhu; Jason P Smith; Elizabeth T Cirulli; Jacques Fellay; Samuel P Dickson; Curtis E Gumbs; Erin L Heinzen; Anna C Need; Elizabeth K Ruzzo; Abanish Singh; C Ryan Campbell; Linda K Hong; Katharina A Lornsen; Alexander M McKenzie; Nara L M Sobreira; Julie E Hoover-Fong; Joshua D Milner; Ruth Ottman; Barton F Haynes; James J Goedert; David B Goldstein
Journal:  PLoS Genet       Date:  2010-09-09       Impact factor: 5.917

8.  An integrated map of genetic variation from 1,092 human genomes.

Authors:  Goncalo R Abecasis; Adam Auton; Lisa D Brooks; Mark A DePristo; Richard M Durbin; Robert E Handsaker; Hyun Min Kang; Gabor T Marth; Gil A McVean
Journal:  Nature       Date:  2012-11-01       Impact factor: 49.962

9.  Identifying Mendelian disease genes with the variant effect scoring tool.

Authors:  Hannah Carter; Christopher Douville; Peter D Stenson; David N Cooper; Rachel Karchin
Journal:  BMC Genomics       Date:  2013-05-28       Impact factor: 3.969

10.  The BioIntelligence Framework: a new computational platform for biomedical knowledge computing.

Authors:  Toni Farley; Jeff Kiefer; Preston Lee; Daniel Von Hoff; Jeffrey M Trent; Charles Colbourn; Spyro Mousses
Journal:  J Am Med Inform Assoc       Date:  2012-08-02       Impact factor: 4.497

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  5 in total

1.  Efficient Results in Semantic Interoperability for Health Care. Findings from the Section on Knowledge Representation and Management.

Authors:  L F Soualmia; J Charlet
Journal:  Yearb Med Inform       Date:  2016-11-10

Review 2.  Bioinformatics Methods and Tools to Advance Clinical Care. Findings from the Yearbook 2015 Section on Bioinformatics and Translational Informatics.

Authors:  L F Soualmia; T Lecroq
Journal:  Yearb Med Inform       Date:  2015-08-13

3.  Dynamic software design for clinical exome and genome analyses: insights from bioinformaticians, clinical geneticists, and genetic counselors.

Authors:  Casper Shyr; Andre Kushniruk; Clara D M van Karnebeek; Wyeth W Wasserman
Journal:  J Am Med Inform Assoc       Date:  2015-06-27       Impact factor: 4.497

Review 4.  Big Data and Comparative Effectiveness Research in Radiation Oncology: Synergy and Accelerated Discovery.

Authors:  Daniel M Trifiletti; Timothy N Showalter
Journal:  Front Oncol       Date:  2015-12-08       Impact factor: 6.244

5.  RegulationSpotter: annotation and interpretation of extratranscriptic DNA variants.

Authors:  Jana Marie Schwarz; Daniela Hombach; Sebastian Köhler; David N Cooper; Markus Schuelke; Dominik Seelow
Journal:  Nucleic Acids Res       Date:  2019-07-02       Impact factor: 16.971

  5 in total

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