Literature DB >> 21278820

Intelligent Interfaces for Mining Large-Scale RNAi-HCS Image Databases.

Chen Lin1, Wayne Mak, Pengyu Hong, Katharine Sepp, Norbert Perrimon.   

Abstract

Recently, High-content screening (HCS) has been combined with RNA interference (RNAi) to become an essential image-based high-throughput method for studying genes and biological networks through RNAi-induced cellular phenotype analyses. However, a genome-wide RNAi-HCS screen typically generates tens of thousands of images, most of which remain uncategorized due to the inadequacies of existing HCS image analysis tools. Until now, it still requires highly trained scientists to browse a prohibitively large RNAi-HCS image database and produce only a handful of qualitative results regarding cellular morphological phenotypes. For this reason we have developed intelligent interfaces to facilitate the application of the HCS technology in biomedical research. Our new interfaces empower biologists with computational power not only to effectively and efficiently explore large-scale RNAi-HCS image databases, but also to apply their knowledge and experience to interactive mining of cellular phenotypes using Content-Based Image Retrieval (CBIR) with Relevance Feedback (RF) techniques.

Year:  2007        PMID: 21278820      PMCID: PMC3028207          DOI: 10.1109/BIBE.2007.4375742

Source DB:  PubMed          Journal:  Proc IEEE Int Symp Bioinformatics Bioeng


  16 in total

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Journal:  Sci Total Environ       Date:  2001-12-17       Impact factor: 7.963

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Journal:  FEBS Lett       Date:  2003-11-20       Impact factor: 4.124

Review 5.  Small-molecule screening and profiling by using automated microscopy.

Authors:  Timothy J Mitchison
Journal:  Chembiochem       Date:  2005-01       Impact factor: 3.164

Review 6.  Cell microarrays and RNA interference chip away at gene function.

Authors:  Douglas B Wheeler; Anne E Carpenter; David M Sabatini
Journal:  Nat Genet       Date:  2005-06       Impact factor: 38.330

7.  Automated recognition of patterns characteristic of subcellular structures in fluorescence microscopy images.

Authors:  M V Boland; M K Markey; R F Murphy
Journal:  Cytometry       Date:  1998-11-01

8.  Full-genome RNAi profiling of early embryogenesis in Caenorhabditis elegans.

Authors:  B Sönnichsen; L B Koski; A Walsh; P Marschall; B Neumann; M Brehm; A-M Alleaume; J Artelt; P Bettencourt; E Cassin; M Hewitson; C Holz; M Khan; S Lazik; C Martin; B Nitzsche; M Ruer; J Stamford; M Winzi; R Heinkel; M Röder; J Finell; H Häntsch; S J M Jones; M Jones; F Piano; K C Gunsalus; K Oegema; P Gönczy; A Coulson; A A Hyman; C J Echeverri
Journal:  Nature       Date:  2005-03-24       Impact factor: 49.962

9.  The Open Microscopy Environment (OME) Data Model and XML file: open tools for informatics and quantitative analysis in biological imaging.

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Authors:  Ulrike S Eggert; Amy A Kiger; Constance Richter; Zachary E Perlman; Norbert Perrimon; Timothy J Mitchison; Christine M Field
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Authors:  Thouis R Jones; Anne E Carpenter; Michael R Lamprecht; Jason Moffat; Serena J Silver; Jennifer K Grenier; Adam B Castoreno; Ulrike S Eggert; David E Root; Polina Golland; David M Sabatini
Journal:  Proc Natl Acad Sci U S A       Date:  2009-02-02       Impact factor: 11.205

3.  Information management for high content live cell imaging.

Authors:  Daniel Jameson; David A Turner; John Ankers; Stephnie Kennedy; Sheila Ryan; Neil Swainston; Tony Griffiths; David G Spiller; Stephen G Oliver; Michael R H White; Douglas B Kell; Norman W Paton
Journal:  BMC Bioinformatics       Date:  2009-07-21       Impact factor: 3.169

Review 4.  1Click1View: interactive visualization methodology for RNAi cell-based microscopic screening.

Authors:  Lukasz Zwolinski; Marta Kozak; Karol Kozak
Journal:  Biomed Res Int       Date:  2012-12-27       Impact factor: 3.411

Review 5.  Bioimage informatics: a new area of engineering biology.

Authors:  Hanchuan Peng
Journal:  Bioinformatics       Date:  2008-07-04       Impact factor: 6.937

  5 in total

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