Microarray Databases and MIAME (Minimum Information About a Microarray Experiment) PowerPoint PPT Presentation

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Title: Microarray Databases and MIAME (Minimum Information About a Microarray Experiment)


1
Microarray Databases and MIAME (Minimum
Information About a Microarray Experiment)
  • Yong Liu
  • Bioinformatics Unit

2
Outline
  • Review of microarray technology from
    data/database perspective
  • Motivation behind the MIAME standard
  • MIAME whats in it?
  • Current existing microarray databases
  • Future development

3
DNA Microarray Technology
Cy3 550 nm
Cy5 650 nm
4
(No Transcript)
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Context is Everything !
  • An observed phenotype is specific for the
    conditions under study (Pat Brown, Stanford
    University)
  • Information recorded in microarray database
    should be used on standalone basis
  • Any background information
  • Automated data analysis and mining, i.e. not only
    on record-by-record basis
  • Data from different laboratories and different
    technology platforms

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Capturing Data and Meta-data in Microarray
Experiments
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How Much Data?
  • Experiments
  • 100 000 genes in human
  • 320 cell types
  • 2000 compounds
  • 3 time points
  • 2 concentrations
  • 2 replicates
  • Data volume
  • 8 x 1011 data-points
  • 1 x 1015 1 petaB of data

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Gene Expression Matrix
The final gene expression matrix (on the right)
is needed for higher level analysis and mining.
?
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MGED and MIAME
  • A need to establish a public repository or
    repositories for microarray gene expression data
    became apparent in 1998, which requires data
    standards
  • MGED-1 (Microarray Gene Expression Database)
    Group November 14-15, 1999, Cambridge, UK
  • Established five working groups, including the
    microarray data annotation group (MIAME)
  • MGED-2 May 25 - 27, 2000, Heidelberg, Germany
  • Endorsed a MIAME draft
  • MGED-3 March 29-31, 2001, Stanford University
  • Adopted MIAME 1.0
  • MGED-4 Feb. 13-16, 2002, Boston
  • Adopted MIAME 1.1

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MIAME Six Parts
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MIAME Part 1 - Experimental Design the set of
the hybridisation experiments as a whole
  • Author, contact information, citations
  • Type of experiment (e.g., time course, normal vs
    diseased comparison)
  • Experimental factors i.e. tested parameters in
    the experiment (e.g. time, dose, genetic
    variation, response to a compound)
  • List of organisms used in the experiment
  • List of platforms used

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MIAME Part 2 - Array Design each array used and
each element (spot) on the array
  • Array design related information (e.g. platform
    type insitu synthesized or spotted, array
    provider, surface type glass, membrane, other,
    etc)
  • Properties of each type of elements on the array,
    that are generated by similar protocols (e.g.
    synthesized oligos, PCR products, plasmids,
    colonies, others) may be simple or composite
    (Affymetrix)
  • Each element (spot) on the array

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MIAME Part 3 - Samples samples used, the extract
preparation and labeling
  • Sample source and treatment
  • Hybridisation extract preparation
  • Laboratory protocol, including extraction method,
    whether RNA, mRNA, or genomic DNA is extracted,
    amplification method
  • Labelling
  • Laboratory protocol, including amount of nucleic
    acids labelled, label used (e.g. Cy3, Cy5, 33P,
    etc)

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MIAME Part 4 - Hybridizations procedures and
parameters
  • The solution (e.g. concentration of solutes)
  • Blocking agent
  • Wash procedure
  • Quantity of labelled target used
  • Time, concentration, volume, temperature
  • Description of the hybridisation instruments

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MIAME Part 5 - Measurements images,
quantitation, specifications
  • Scanning information
  • Scan parameters, including laser power, spatial
    resolution, pixel space, PMT voltage
  • Laboratory protocol for scanning, including
    scanning hardware and software used
  • Image analysis information
  • Image analysis software specification
  • All parameters
  • Summarised information from possible replicates

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MIAME Part 6 Normalization types, values,
specifications
  • Normalisation strategy (spiking, housekeeping
    genes, total array, other)
  • Normalisation algorithm
  • Control array elements

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Current Existing Microarray Databases
  • Local Installation
  • AMAD, GeneDirector, mAdb, maxdSQL, NOMAD
  • Public Queries only
  • ChipDB, RAD
  • Public Queries and Local Installation
  • SMD
  • Public Data Deposition and Queries
  • ArrayExpress, GEO, GXD
  • GeneX and GeNet

FOR MORE INFO...
Margaret Gardiner-Garden and Timothy G.
Littlejohn, A comparison of micoarray databases,
Briefings in Bioinformatics, May 2001
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MIAME-compliant Systems
  • Different labs have different needs lab-centric
    system is more desirable
  • MIAME-compliant microarray database systems are
    still under development
  • Commerical
  • GeneTraffic (www.iobion.com)
  • PARTISAN arrayLIMS (www.clondiag.com)
  • Rosetta Resolver (www.rosettabio.com)
  • .
  • OpenSource
  • GeneX and NOMAD, among others, are still under
    development to be MIAME-compliant,

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Future Development
  • Establishing MIAME-compliant databases
  • Different labs continue to develop their own
    systems
  • Data exchange format (MAGE-ML) allowing to
    communicate MIAME information
  • Microarray data has no central DB yet
    distributed data queries and data mining?
  • HTTP/XML
  • SOAP (Simple Object Access Protocol)
  • WDSL(Web Services Description Language)
  • UDDI (Universal Description, Discovery, and
    Integration)
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