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tMDataLoader

tm_etl.jar - Transmart ETL tool Contributed by Clarivate (Formerly the IP & Science business of Thomson Reuters)

src folder contains all sources sample_data folder contains sample public datasets from GEO Documentation is available on wiki: https://github.com/Clarivate-LSPS/tMDataLoader/wiki

WARNING: Since version 1.0.0 tMDataLoader working with own schema tm_dataloader for PostgreSQL version (it also uses its own user tm_dataloader and you should update you connection string). Since version 1.2.4-96 it also has own schema for Oracle. If you are switching from earlier version be sure you run scripts from sql/postgresql folder and remove controlSchema option from Config file and --alt-control-schema from command line arguments if any. The option still takes effect, but it was intended as hack to avoid tm_cz schema conflicts and you shouldn't worry about it anymore.

INSTALLING

Run following command to produce tm_etl.jar from sources:

gradlew deployJar

Gradle will create tm_etl.jar in root directory with all necessary dependencies.

Then, just copy tm_etl.jar to any directory on the server. It can be on the same machine as Transmart or any other one that has direct access to TM_DATALOADER database schema used by tranSMART.

Then, edit Config.groovy file and put it in your ~/.tm_etl directory. Please make sure you edit the configuration file before using the tool.

For Oracle

From sql/oracle/ run following scripts using SQLDeveloper or sqlplus: As dba: @migrations.sql As tm_dataloader: @run_as_tm_dataloader.sql

For PostgreSQL

From sql/postgres directory run following commands (you may need to add host/port information or change "postgres" to your database's superuser name):

psql -d transmart -U postgres -f migrations.sql
psql -d transmart -U postgres -f permissions.sql
psql -d transmart -U tm_dataloader -f procedures.sql

Notes

You should connect to database with user tm_dataloader (default password is tm_dataloader as well, but it is highly recommended to change the default password).

PREPARING DATA FOR UPLOAD

First, you need to put studies you want to upload in the corresponding directory on the machine, that you specified in the configuration file. It should have the following structure (below is just an example):

NEW! Starting with version 0.8, nested folders are supported - see below.

YOUR_ETL_DIRECTORY
	Public Studies <-- put public studies here
		Multiple Sclerosis_Baranzini_GSE13732
			ClinicalData
			ExpressionData
			MetaData
			SNPData
			MetabolomicsData
    MIRNA_QPCRData
    MIRNA_SEQData
    ProteinData
    RBMData
    RNASeqData
		Multiple Sclerosis_Goertsches_GSE24427
			ClinicalDataToUpload <-- both ClinicalData and ClinicalDataToUpload are fine
			ExpressionDataToUpload <-- same for this one
			MetaDataToUpload <-- same for this one
			SNPDataToUpload
			MetabolomicsDataToUpload
			MIRNA_QPCRDataToUpload
			MIRNA_SEQDataToUpload
			ProteinDataToUpload
			RBMDataToUpload
			RNASeqDataToUpload
	Internal Studies <-- put internal studies here
		MyStudyFolder
			MyStudy
				ClinicalData
				ExpressionData
				MetaData
				SNPData
				MetabolomicsData
      MIRNA_QPCRData
      MIRNA_SEQData
      ProteinData
      RBMData
      RNASeqData
	_MetaData <-- you can put metadata here if it contains metadata for several studies. Each .txt file will be processed.

Basically, the first level of the directory defines the top category in the Dataset Explorer tree. The last level (before Clinical/Expression folders) defines the study name that will be used in the tree. All folders in between define intermediate folders in the Dataset Explorer tree.

Please, refer to the data format description for further information. Please, don't use Non UTF-8 characters in the headers of file or data values

For more detailed information go to https://github.com/Clarivate-LSPS/tMDataLoader/wiki .

USING TOOL

To start ETL process, just run the following command:

java -jar tm_etl.jar

You can run it with "-h" option to get a list of all available options:

$ java -jar tm_etl.jar -h
usage: tm_etl [options] [<data_dir>]
    --allow-non-unique-columns             Allow non-unique column names
                                           in clinical data files
    --alt-clinical-proc <proc_name>        Name of alternative clinical   
                                           stored procedure (expert       
                                           option)                        
    --alt-control-schema <schema>          Name of alternative control    
                                           schema (TM_DATALOADER) - expert option
     --always-set-visit-name               Add visit name to concept path
                                           even if only one visit found
 -c,--config <config>                      Configuration filename         
    --data-value-first                     Put VISIT NAME after the data  
                                           value (default behavior, use to
                                           override non-standard config)  
    --delete-study-by-id <delete_id>       Delete study by id             
    --delete-study-by-path <delete_path>   Delete study by path           
    --force-start                          Force TM Data Loader start     
                                           (even if another instance is   
                                           already running)               
 -h,--help                                 Show usage information
    --highlight-clinical-data              Highlight studies with clinical
                                           data
 -i,--interactive                          Interactive (console) mode:    
                                           progress bar                   
 -m,--move-study <old_path new_path>       Move study                     
 -n,--no-rename                            Don't rename folders when      
                                           failed                         
 -s,--stop-on-fail                         Stop when upload is failed     
    --secure-study                         Make study securable           
 -t,--use-t                                Do not use Z datatype for T    
                                           expression data (expert option)
 -v,--version                              Display version information and
                                           exit                           
    --visit-name-first                     Put VISIT_NAME before the data 
                                           value

By default, the configuration file location is ~/.tm_etl/Config.groovy. You can specify the configuration file name using -c option.

If you don't redirect output to the file, you can find -i option useful - it displays progress for some long operations.

IMPORTANT! If your machine doesn't have a direct connection to the internet and requires http proxy, make sure you specify it when running the tool:

$ java -Dhttp.proxyHost=webproxy.host.com -Dhttp.proxyPort=80 -jar ./tm_etl.jar

Refer to JVM documentation for more information on these options.

After processing is complete, the study folders and subfolders will be renamed according to the following principle:

  • If any component (clinical, expression, etc) failed, that particular folder will be marked with _FAIL_ prefix, e.g. _FAIL_ClinicalDataToUpload
  • In addition, the entire study folder will be renamed accordingly
  • In case of success, folders will be prefixed with _DONE_

You can disable any study or study component processing by using _DISABLED_ prefix for a folder name.

NB! If you want to add Expression or SNP data to downloaded study you should only load new data to existing study. Loader does not clear all data in study before adding new one, it merges previously loaded data with new samples to avoid duplicates and loss of information.

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new Groovy-based tranSMART ETL

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