BioMicroCenter:Microarrays

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Microarray technology is the principle service offered by the MIT BioMicro Center. BMC has extensive experience with several different types of samples and platforms. Microarray labeling and hybridization are typically preformed by BioMicro Center technicians, however our scanners, hybridization ovens and wash stations are available by request.  
+
The MIT BioMicro Center has extensive experience with several different types of microarray samples and platforms. Microarray labeling and hybridization are typically performed by BioMicro Center technicians, however our scanners, hybridization ovens and wash stations are available by request.  
== BioMicro Center Services ==
== BioMicro Center Services ==
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  |-  
  |-  
  | CGH
  | CGH
-
  | 3ug
+
  | 3 μg (DNA)
  | 6 μL
  | 6 μL
  | Agilent
  | Agilent
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  |-  
  | small RNA
  | small RNA
-
  | 1ug
+
  | 1 μg
  | 6 μL
  | 6 μL
  | Agilent
  | Agilent
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<br>
<br>
=== TURN AROUND ===
=== TURN AROUND ===
-
The BioMicro Center will turn around your samples as quickly as possible. We are currently exploring methods of increasing our sample throughput to reduce turn around time. Currently the average turn around time is currently 2-3 weeks.
+
The BioMicro Center will turn around your samples as quickly as possible. Currently the average turn around time is 1-2 weeks.
<br>
<br>
== ARRAY SELECTION ==
== ARRAY SELECTION ==
-
There are several considerations to take into account in selecting your microarray. We provide support for multiple array platforms from two different manufacturers (Agilent and Affymetrix). Additionally, multiple labeling methods are available for each platform. Each labeling method has different sample requirements and multiple labeling methods should NOT be combined in doing post-hybridization analysis.  
+
There are several considerations to take into account in selecting your microarray. We provide support for multiple array platforms from two different manufacturers (Agilent and Affymetrix). Additionally, multiple labeling methods are available for each platform. Each labeling method has different sample requirements and multiple labeling methods should NOT be combined in doing post-hybridization analysis. The BioMicro Center staff is available to discuss the different options available and to assist you in experimental design.
=== Agilent vs. Affymetrix ===
=== Agilent vs. Affymetrix ===
-
[http://www.affymetrix.com AFFYMETRIX] arrays are very high density arrays of 30mer oligonucleotides built by lithography. An Affymetrix probeset is composed of numerous neighboring perfect match and mismatch probes that are combined and used in the calculation of intensity and relative expression. Affymetrix arrays are the most common arrays used in genomics right now and have a rich bioinformatic architecture that allows for a large number of analyses. While expression arrays are the most common, Affymetrix also creates arrays for SNP calling and ChIP-chip. Affymetrix expression arrays come in two flavors: 3' and exon. 3' arrays use oligo dT priming while exon arrays amplify from the whole RNA using random primers. Affymetrix arrays are one-color arrays and use biotinylated nucleotides in the cRNA/cDNA to recruit HRP-peroxidase to the probes. Affymetrix arrays come as single arrays from a broad list of species. The BioMicro Center has a hybridization oven, two 450 fluidics devices and a 7G scanner for handling Affymetrix arrays.
+
[http://www.affymetrix.com AFFYMETRIX] arrays are very high density arrays of 25mer oligonucleotides built by lithography. An Affymetrix probeset is composed of numerous neighboring perfect match and mismatch probes that are combined and used in the calculation of intensity and relative expression. Affymetrix arrays are the most common arrays used in genomics right now and have a rich bioinformatic architecture that allows for a large number of analyses. While expression arrays are the most common, Affymetrix also creates arrays for SNP calling and ChIP-chip. Affymetrix expression arrays come in two flavors: 3' and exon. 3' arrays use oligo dT priming while exon arrays amplify from the whole RNA using random primers. Affymetrix arrays are one-color arrays and use biotinylated nucleotides in the cRNA/cDNA to recruit HRP-peroxidase to the probes. Affymetrix arrays come as single arrays from a broad list of species. The BioMicro Center has a hybridization oven, two 450 fluidics devices and a 7G scanner for handling Affymetrix arrays.
-
[http://www.agilent.com AGILENT] arrays are lower density arrays then Affymetrix, but have much longer oligos (60mers) and are printed on glass slides using dot-matrix printing technologies. Because this method does not require the creation of metal plates, novel microarray designs cost no more then designs created by Agilent. Agilent arrays can be used for a variety of assays including gene expression, ChIP-chip, miRNA hybridization, and CGH. Our Agilent scanner can handle Agilent arrays of up to 250k probes per slide (Donated by the Bell lab). Because of the lower probe density and the longer oligos used, each probe is evaluated separately. Each glass slide can contain multiple identical arrays (2, 4, or 8), reducing the cost per hybridization, often below the level of Affymetrix arrays. Typical mammalian expression arrays are in a 4x44k format where each slide contains four identical arrays that are seperable by a gasket slide. Agilent arrays can be hybridized either as one-color or two-color using Cy5 and Cy3 labeled cRNA/cDNA. We do not currently maintain a stock of Agilent arrays but do have a significant discount on the purchase of arrays.  
+
[http://www.agilent.com AGILENT] arrays are lower density arrays then Affymetrix, but have much longer oligos (60mers) and are printed on glass slides using dot-matrix printing technologies. Because this method does not require the creation of metal plates, novel microarray designs cost no more then designs created by Agilent. Agilent arrays can be used for a variety of assays including gene expression, ChIP-chip, miRNA hybridization, and CGH. Because of the lower probe density and the longer oligos used, each probe is evaluated separately. [[Image:Multiple_arrays.jpg|right]] Each glass slide can contain multiple identically-sized arrays (2, 4, or 8), reducing the cost per hybridization. Our Agilent scanner (Donated by the Bell lab) was recently upgraded (April 2011) and can handle Agilent arrays of up to 1 million probes per slide.  The new scanner is capable of scanning with 2, 3, 5 or 10 micron resolution, identifying weaker signals and preventing feature saturation. Typical mammalian expression arrays are in a 4x44k or 8x60k format where each slide contains four or eight identical arrays that are separable by a gasket slide. Agilent arrays can be hybridized either as one-color or two-color using Cy5 and Cy3 labeled cRNA/cDNA. We do not currently maintain a stock of Agilent arrays but do have a significant discount on the purchase of arrays.  
-
Please note that the BioMicro Center no longer supports self printed arrays. Custom oligonuclotide arrays are available from Agilent at the same cost as their commercial arrays using their [http://www.chem.agilent.com/en-US/products/instruments/dnamicroarrays/pages/gp50660.aspx eArray system] (we can [[BioMicroCenter:Computing#BioInformatics_Services|help you]] through the process of designing arrays). For anyone requiring self printed arrays, we encourage you to contact [http://jura.wi.mit.edu/genomecorewiki/index.php/Tom_Volkert Tom Volkert at the Whitehead Institute CGT].
+
'''As of July 2011, on a per sample basis, Agilent arrays now cost considerably less then Affymetrix Genechips (under $400 per array), but must be processed as whole slides.'''
 +
 
 +
Please note that the BioMicro Center no longer supports printing of microarrays in house. Custom oligonuclotide arrays are available from Agilent at the same cost as their commercial arrays using their [http://www.chem.agilent.com/en-US/products/instruments/dnamicroarrays/pages/gp50660.aspx eArray system] (we can [[BioMicroCenter:Computing#BioInformatics_Services|help you]] through the process of designing arrays). For anyone requiring microarray printing, we encourage you to contact [http://jura.wi.mit.edu/genomecorewiki/index.php/Tom_Volkert Tom Volkert at the Whitehead Institute CGT].
=== Labeling Methods ===
=== Labeling Methods ===
Line 80: Line 82:
==== Labeling Kits ====
==== Labeling Kits ====
[[Image:BMC_NugenKit.png|right]]
[[Image:BMC_NugenKit.png|right]]
-
Affymetrix is retiring their old 3' Array kits in September 2009. In response, BMC has been evaluating new technologies. The newer kits are faster and require less starting material. We have selected the NuGEN technology as the primary labeling method we will be using going forward for eukaryotic arrays because of their ease and the modularity of their system that allows us to combine the processing of Affymetrix 3', Affymetrix Exon, and Agilent arrays. Information on the evaluation can be found '''[[BioMicroCenter:3primeIVT|HERE]].'''. We DO NOT RECOMMEND mixing labeling types within an experiment as we have observed large differences between the absolute intensities of signals between labeling methods. Arrays can still be hybridized using the Affymetrix 3'IVT, Affymetrix Exon and old Affymetrix 3' array by request (please ask for pricing).  
+
Affymetrix retired their old 3' and Exon Array kits in 2009. BMC evaluated several new technologies to replace the kits. The newer kits are faster and require less starting material. Based on the type of protocol, we have chosen different kits for amplifying and labeling the RNA.Information on the evaluation can be found '''[[BioMicroCenter:3primeIVT|HERE]].'''. More information about some of our labeling protocols is below.
-
We have also switched our prokaryotic labeling system from the Affymetrix system to one developed by [http://www.ambion.com/catalog/ProdGrp.html?fkProdGrp=339 Ambion]. The Ambion system requires significantly less input RNA and has a more streamlined protocol. The Affymetrix labeling system is still available by request.
+
* '''Prokaryote arrays''': For both Agilent and Affymetrix, we have had success using the [[http://www.ambion.com/catalog/ProdGrp.html?fkProdGrp=339 Ambion MessageAmp II-Bacteria kits]. These kits require 100ng of total RNA to start with. The RNA is then polyadenylated. The polyA RNA is then reverse transcribed with a T7 containing primer and 2nd strand of DNA is created. The T7 primer is then used to make antisense cRNA incorporating biotinylated or Cy3/Cy5 nucleotides which are hybridized to the arrays. We can use the old Affymetrix labeling system by request.
-
==== Small Cell Numbers ====
+
* '''Agilent Arrays (option 1)''': For Agilent expression, CGH and miRNA arrays our primary labeling kits are purchased directly from Agilent.
-
NuGEN has recently developed kits that allow the analysis of very [http://www.nugeninc.com/nugen/index.cfm/products/amplification-systems/wt-ovation-pico/ small amounts of purified RNA (100pg)] or even [http://www.nugeninc.com/nugen/index.cfm/products/amplification-systems/wt-ovation-one-direct/ single cells]. Please contact [[BioMicroCenter:People|Stuart Levine]] if you are interested in trying out these technologies.
+
* '''Affymetrix arrays | Agilent Arrays (option 2)''': For standard Affymtrix arrays and for some Agilent arrays we have been using the NuGEN Applause and Ovation-WT systems. This system uses 50-100ng of total RNA as input. A unique feature of the NuGEN kits is that they use cDNA for hybridization instead of cRNA. Several studies have found increased specificity with the NuGEN system(eg. Eklund et al., Nat.Biotech. 2006). Preliminary tests were performed using samples from the White lab and analyzed in collaboration with Charlie Whittaker at the Koch Institute Bioinformatics and Computing Core Facility. The NuGEN kits showed significantly higher sensitivity then the Affymetrix kits coupled with decreased levels of background hybridization. All of the kits showed highly similar changes in expression between two samples, however the absolute level of detected transcripts were quite different. NuGEN kits can be adapted for Agilent arrays much the same way the Ambion prokaryote kits can.  
 +
* '''Low Concentration Samples''': For very low concentration samples, the BioMicro Center uses the NuGEN [http://www.nugeninc.com/nugen/index.cfm/products/amplification-systems/wt-ovation-pico/ Pico kit]that can handle inputs down to 500pg (~50 cells). NuGEN also sells a [[http://www.nugeninc.com/nugen/index.cfm/products/amplification-systems/wt-ovation-one-direct/ single cell] preparation kit. The Pico kit can be used on Agilent, Affy 3' and Affy exon microarrays.
 +
 +
We DO NOT RECOMMEND mixing labeling types within an experiment as we have observed large differences between the absolute intensities of signals between labeling methods.
== QUALITY CONTROL ==
== QUALITY CONTROL ==
 +
The BioMicro Center employs several quality controls as part of microarray analysis
=== RNA ===
=== RNA ===
 +
All RNA samples are run on the [[BioMicroCenter:2100BioAnalyzer|Agilent BioAnalyzer]] prior to labeling. The BioAnalyzer results are used to determine the concentration of the RNA and the quality of the RNA based on their [[BioMicroCenter:RIN|RNA Integrity Number (RIN)]] score.
 +
=== Affymetrix Arrays ===
=== Affymetrix Arrays ===
 +
After scanning, 3' Affymetrix arrays are processed through a number of quality control steps to confirm the quality of the array. These steps create quality control plots that we distribute to the user.
 +
 +
==== QC PLOTS ====
 +
In all cases, the plots are guidelines but not absolutes. Differences in the quality of starting RNA or source of the RNA can have a major impact on the plots. Biological replicates should behave similarly and we focus on changes where we find that is not true.
 +
 +
The RNA Degradation plot measure the relative intensity of probes at the 5' and 3' end of the average gene. Differences in the reverse transcription step can hive significant effects on the outcome. The precise slope of the line is not as important as having the lines have similar slopes.
 +
 +
Normalized Unscaled Standard Error (NUSE), provides a measure of relative chip quality derived from the residuals from the RMA model. NUSE scores above 1.05 or disconnected from the others are generally (though not always) considered poor.
 +
 +
The Affy QC pdf contains a number of metrics including box plots and histograms of intensity, QC scores for spike in controls and interarray correlation.
 +
 +
Fianlly, we use gcRMA for normalization. gcRMA normalized data is included in the data we distribute.
 +
 +
==== References ====
 +
These plots are generated using a number of packages from [http://www.bioconductor.org/ bioconductor] including:
 +
 +
*affy:Gautier, L., Cope, L., Bolstad, B. M., and Irizarry, R. A. 2004. affy---analysis of Affymetrix GeneChip data at the probe level. Bioinformatics 20, 3 (Feb. 2004), 307-315.
 +
*affyQCReport
 +
*affyPLM: Brettschneider J, Collin F, Bolstad BM, and Speed TP. (2007) Quality assessment for short oligonucleotide arrays. Technometrics.
 +
*LPE:  Nitin Jain, Michael O'Connell and Jae K. Lee. Includes R source code contributed by HyungJun Cho <hcho@virginia.edu> (). LPE: Methods for analyzing microarray data using Local Pooled Error (LPE) method. R package version 1.20.0. http://www.r-project.org,
 +
 +
 +
Bioconductor reference:  Bioconductor: Open software development for computational biology and bioinformatics R. Gentleman, V. J. Carey, D. M. Bates, B.Bolstad, M. Dettling, S. Dudoit, B. Ellis, L. Gautier, Y. Ge, and others 2004, Genome Biology, Vol. 5, R80
 +
 +
gcRMA:  Jean(ZHIJIN) Wu and Rafael Irizarry with contributions from James MacDonald Jeff Gentry (). gcrma: Background Adjustment Using Sequence Information. R package version 2.18.1.
 +
 +
=== Agilent Arrays ===
=== Agilent Arrays ===
 +
- - To Be Added - -
== DATA ANALYSIS ==
== DATA ANALYSIS ==
Line 98: Line 134:
=== Affymetrix Data Analysis ===
=== Affymetrix Data Analysis ===
-
BioMicro Center will perform the initial data extraction of your samples using Affymetrix GCOS V.1.4. Affymetrix data is scaled to a average intensity of 500 per chip. Six files for each sample will be provided to the user:
+
BioMicro Center uses Affymetrix Expression Console and GCRMA for analysis of Affymetrix data. Several files for each sample will be provided to the user:
* .exp: Experiment information file  
* .exp: Experiment information file  
Line 110: Line 146:
=== Agilent Data Analysis ===
=== Agilent Data Analysis ===
-
Agilent Scanner is available to members of the MIT Community for $50 per scan. If you are the first time user, contact [[BioMicroCenter:People|Stephen Goldman]] to set up a bionet account for your data storage. For questions about equipment, contact [[BioMicroCenter:People|Manlin Luo]]  
+
Agilent Scanner is available to members of the MIT Community for $50 per scan. We are currently running Feature extractor version 10.5. For questions about equipment, contact [[BioMicroCenter:People|Manlin Luo]] After you have completed your scan, please make sure to sign the scanner record form, which is  near the equipment and to remove your files from the computer. CD-Rs are available if needed.
-
 
+
-
After you have completed your scan, please make sure to sign the scanner record form, which is  near the equipment and to remove your files from the computer. CD-Rs are available if needed.
+
-
 
+
== LINKS ==
== LINKS ==

Current revision

Image:BioMicroCenter-header6.jpg

The MIT BioMicro Center has extensive experience with several different types of microarray samples and platforms. Microarray labeling and hybridization are typically performed by BioMicro Center technicians, however our scanners, hybridization ovens and wash stations are available by request.

Contents

BioMicro Center Services

We are currently set up to primarily handle expression analysis. Our service includes:

  • Evaluation of sample quality using the Agilent BioAnalyzer 2100
  • Sample labeling and clean up
  • Array Hybridization
  • Data extraction and normalization

We also have discounts with different vendors and can help you purchase your arrays.

SAMPLE TYPES

The BioMicro Center has extensive experience handling samples for expression analysis.

Eukaryote Min.RNA Min.Vol. Platforms Notes
Prokaryote 1 μg 6 μL Affy or Agilent labeling using Ambion for Affy arrays
3' Array (std) 50ng / 100pg 6 μL Affy or Agilent labeling using NuGEN for Affy arrays.
Exon Array 50ng / 100pg 6 μL Affymetrix labeling using NuGEN for Affy arrays
CGH 3 μg (DNA) 6 μL Agilent labeling using Agilent's CGH kit
small RNA 1 μg 6 μL Agilent labeling using Agilent's miRNA arrays


SAMPLE SUBMISSION

We encourage researchers to contact us several days in advance of sample submission to allow us lead time to purchase any specialized Affymetrix or Agilent arrays. While we keep a few arrays in stock, most arrays are ordered on an as needed basis. A list of some of the available arrays and their prices can be found in this file. Information about Affymetrix arrays is available at http://www.affymetrix.com/products_services/index.affx

All submissions must be accompanied by a Affymetrix or Agilent Submission Form.

TURN AROUND

The BioMicro Center will turn around your samples as quickly as possible. Currently the average turn around time is 1-2 weeks.

ARRAY SELECTION

There are several considerations to take into account in selecting your microarray. We provide support for multiple array platforms from two different manufacturers (Agilent and Affymetrix). Additionally, multiple labeling methods are available for each platform. Each labeling method has different sample requirements and multiple labeling methods should NOT be combined in doing post-hybridization analysis. The BioMicro Center staff is available to discuss the different options available and to assist you in experimental design.

Agilent vs. Affymetrix

AFFYMETRIX arrays are very high density arrays of 25mer oligonucleotides built by lithography. An Affymetrix probeset is composed of numerous neighboring perfect match and mismatch probes that are combined and used in the calculation of intensity and relative expression. Affymetrix arrays are the most common arrays used in genomics right now and have a rich bioinformatic architecture that allows for a large number of analyses. While expression arrays are the most common, Affymetrix also creates arrays for SNP calling and ChIP-chip. Affymetrix expression arrays come in two flavors: 3' and exon. 3' arrays use oligo dT priming while exon arrays amplify from the whole RNA using random primers. Affymetrix arrays are one-color arrays and use biotinylated nucleotides in the cRNA/cDNA to recruit HRP-peroxidase to the probes. Affymetrix arrays come as single arrays from a broad list of species. The BioMicro Center has a hybridization oven, two 450 fluidics devices and a 7G scanner for handling Affymetrix arrays.

AGILENT arrays are lower density arrays then Affymetrix, but have much longer oligos (60mers) and are printed on glass slides using dot-matrix printing technologies. Because this method does not require the creation of metal plates, novel microarray designs cost no more then designs created by Agilent. Agilent arrays can be used for a variety of assays including gene expression, ChIP-chip, miRNA hybridization, and CGH. Because of the lower probe density and the longer oligos used, each probe is evaluated separately.
Each glass slide can contain multiple identically-sized arrays (2, 4, or 8), reducing the cost per hybridization. Our Agilent scanner (Donated by the Bell lab) was recently upgraded (April 2011) and can handle Agilent arrays of up to 1 million probes per slide. The new scanner is capable of scanning with 2, 3, 5 or 10 micron resolution, identifying weaker signals and preventing feature saturation. Typical mammalian expression arrays are in a 4x44k or 8x60k format where each slide contains four or eight identical arrays that are separable by a gasket slide. Agilent arrays can be hybridized either as one-color or two-color using Cy5 and Cy3 labeled cRNA/cDNA. We do not currently maintain a stock of Agilent arrays but do have a significant discount on the purchase of arrays.

As of July 2011, on a per sample basis, Agilent arrays now cost considerably less then Affymetrix Genechips (under $400 per array), but must be processed as whole slides.

Please note that the BioMicro Center no longer supports printing of microarrays in house. Custom oligonuclotide arrays are available from Agilent at the same cost as their commercial arrays using their eArray system (we can help you through the process of designing arrays). For anyone requiring microarray printing, we encourage you to contact Tom Volkert at the Whitehead Institute CGT.

Labeling Methods

Labeling Kits

Affymetrix retired their old 3' and Exon Array kits in 2009. BMC evaluated several new technologies to replace the kits. The newer kits are faster and require less starting material. Based on the type of protocol, we have chosen different kits for amplifying and labeling the RNA.Information on the evaluation can be found HERE.. More information about some of our labeling protocols is below.

  • Prokaryote arrays: For both Agilent and Affymetrix, we have had success using the [Ambion MessageAmp II-Bacteria kits. These kits require 100ng of total RNA to start with. The RNA is then polyadenylated. The polyA RNA is then reverse transcribed with a T7 containing primer and 2nd strand of DNA is created. The T7 primer is then used to make antisense cRNA incorporating biotinylated or Cy3/Cy5 nucleotides which are hybridized to the arrays. We can use the old Affymetrix labeling system by request.
  • Agilent Arrays (option 1): For Agilent expression, CGH and miRNA arrays our primary labeling kits are purchased directly from Agilent.
  • Affymetrix arrays | Agilent Arrays (option 2): For standard Affymtrix arrays and for some Agilent arrays we have been using the NuGEN Applause and Ovation-WT systems. This system uses 50-100ng of total RNA as input. A unique feature of the NuGEN kits is that they use cDNA for hybridization instead of cRNA. Several studies have found increased specificity with the NuGEN system(eg. Eklund et al., Nat.Biotech. 2006). Preliminary tests were performed using samples from the White lab and analyzed in collaboration with Charlie Whittaker at the Koch Institute Bioinformatics and Computing Core Facility. The NuGEN kits showed significantly higher sensitivity then the Affymetrix kits coupled with decreased levels of background hybridization. All of the kits showed highly similar changes in expression between two samples, however the absolute level of detected transcripts were quite different. NuGEN kits can be adapted for Agilent arrays much the same way the Ambion prokaryote kits can.
  • Low Concentration Samples: For very low concentration samples, the BioMicro Center uses the NuGEN Pico kitthat can handle inputs down to 500pg (~50 cells). NuGEN also sells a [single cell preparation kit. The Pico kit can be used on Agilent, Affy 3' and Affy exon microarrays.

We DO NOT RECOMMEND mixing labeling types within an experiment as we have observed large differences between the absolute intensities of signals between labeling methods.

QUALITY CONTROL

The BioMicro Center employs several quality controls as part of microarray analysis

RNA

All RNA samples are run on the Agilent BioAnalyzer prior to labeling. The BioAnalyzer results are used to determine the concentration of the RNA and the quality of the RNA based on their RNA Integrity Number (RIN) score.

Affymetrix Arrays

After scanning, 3' Affymetrix arrays are processed through a number of quality control steps to confirm the quality of the array. These steps create quality control plots that we distribute to the user.

QC PLOTS

In all cases, the plots are guidelines but not absolutes. Differences in the quality of starting RNA or source of the RNA can have a major impact on the plots. Biological replicates should behave similarly and we focus on changes where we find that is not true.

The RNA Degradation plot measure the relative intensity of probes at the 5' and 3' end of the average gene. Differences in the reverse transcription step can hive significant effects on the outcome. The precise slope of the line is not as important as having the lines have similar slopes.

Normalized Unscaled Standard Error (NUSE), provides a measure of relative chip quality derived from the residuals from the RMA model. NUSE scores above 1.05 or disconnected from the others are generally (though not always) considered poor.

The Affy QC pdf contains a number of metrics including box plots and histograms of intensity, QC scores for spike in controls and interarray correlation.

Fianlly, we use gcRMA for normalization. gcRMA normalized data is included in the data we distribute.

References

These plots are generated using a number of packages from bioconductor including:

  • affy:Gautier, L., Cope, L., Bolstad, B. M., and Irizarry, R. A. 2004. affy---analysis of Affymetrix GeneChip data at the probe level. Bioinformatics 20, 3 (Feb. 2004), 307-315.
  • affyQCReport
  • affyPLM: Brettschneider J, Collin F, Bolstad BM, and Speed TP. (2007) Quality assessment for short oligonucleotide arrays. Technometrics.
  • LPE: Nitin Jain, Michael O'Connell and Jae K. Lee. Includes R source code contributed by HyungJun Cho <hcho@virginia.edu> (). LPE: Methods for analyzing microarray data using Local Pooled Error (LPE) method. R package version 1.20.0. http://www.r-project.org,


Bioconductor reference: Bioconductor: Open software development for computational biology and bioinformatics R. Gentleman, V. J. Carey, D. M. Bates, B.Bolstad, M. Dettling, S. Dudoit, B. Ellis, L. Gautier, Y. Ge, and others 2004, Genome Biology, Vol. 5, R80

gcRMA: Jean(ZHIJIN) Wu and Rafael Irizarry with contributions from James MacDonald Jeff Gentry (). gcrma: Background Adjustment Using Sequence Information. R package version 2.18.1.


Agilent Arrays

- - To Be Added - -

DATA ANALYSIS

Affymetrix Data Analysis

BioMicro Center uses Affymetrix Expression Console and GCRMA for analysis of Affymetrix data. Several files for each sample will be provided to the user:

  • .exp: Experiment information file
  • .dat: The image of the scanned probe array.
  • .cel: Cell Intensity File derived from .dat file.
  • .chp: Output file generated from the analysis of a probe array.
  • .rpt: Report File generated.
  • .txt: Text File is the same information as the .chp file in text format.

Additional data analysis help is available on a case by case basis. Please contact Stuart Levine if you need additional help with your analysis.

Agilent Data Analysis

Agilent Scanner is available to members of the MIT Community for $50 per scan. We are currently running Feature extractor version 10.5. For questions about equipment, contact Manlin Luo After you have completed your scan, please make sure to sign the scanner record form, which is near the equipment and to remove your files from the computer. CD-Rs are available if needed.

LINKS

PRICES

Information for non-MIT labs

Obtaining your results

You will be notified by email that your data is ready. At that time please pick up any leftover samples and arrays belonging to you. Samples will be held at the facility at -80C for 60 days after your data is generated. Information on downloading your data is in the link above.

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