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Implementing profiling workflows
Shantanu Singh edited this page May 12, 2016
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- We will use this dataset to work on the data analysis pipeline http://www.broadinstitute.org/bbbc/BBBC021/. The webpage describes the data and associated metadata.
- If you would like to work directly on the images, you can download them here: http://www.broadinstitute.org/bbbc/BBBC021/.
- The features at the single cell level are available either as
- tab-separated files: http://www.broadinstitute.org/pubs/ljosa_jbiomolscreen_2013/ (Supplemental Data S2). More instructions to work with this data are at https://gist.github.com/shntnu/63d1b1a80964c7301044, or
- sqlite database: http://www.broadinstitute.org/~shsingh/BBBC021.sqlite
- Create this view to get metadata for each image
CREATE view supplement_Image_withmoa
AS
SELECT TableNumber,
ImageNumber,
Image_Metadata_Plate_DAPI,
Image_Metadata_Well_DAPI,
Image_Metadata_Compound,
Image_Metadata_Concentration,
moa AS Image_Metadata_MOA
FROM supplement_Image AS image
JOIN `supplement_GroundTruth` AS ground
ON image.`Image_Metadata_Compound` = ground.`compound` and
image.`Image_Metadata_Concentration` = ground.`concentration`
- Create this view to data at the per-cell level along with metadata
CREATE view supplement_Object_withmoa
AS
SELECT *
FROM supplement_Object AS object
JOIN `supplement_Image_withmoa` AS image
ON image.`TableNumber` = object.`TableNumber` and
image.`ImageNumber` = object.`ImageNumber`
- The features at the per well and per treatment level are available here:
- Download http://www.broadinstitute.org/pubs/singh_jmicroscopy_2014/reproduce.zip. Go to the directory
analysis_multivariate/AZ_Median500M/outputs
. The filemean.well.profiles.txt
is per-well, andmean.treatment.profiles.txt
is per treatment
Implementing profiling workflows
- IA-Lab (AstraZeneca Cambridge)
- Bakal (Inst. Cancer Research London)
- Borgeson (Recursion)
- Boutros (German Cancer Research Center)
- Carpenter (Broad Imaging Platform)
- Carragher (U Edinburgh)
- Clemons (Broad Comp. Chem. Bio)
- de Boer (Maastricht U)
- Frey (U Toronto)
- Horvath (Hungarian Acad of Sciences)
- Huber (EMBL Heidelberg)
- Jaensch (Janssen)
- Jaffe (Broad Comp. Proteomics)
- Jones (Harvard)
- Linington (Simon Fraser U)
- Pelkmans (U Zurich)
- Qiu (Georgia Tech)
- Ross (Novartis High Throughput Biol.)
- Rees (Swansea U)
- Subramanian (Broad CMap)
- Sundaramurthy (Nat. Center for Biol. Sciences)