Best-practice pipelines for fully automated high throughput sequencing analysis
Project description
bcbio-nextgen
-------------
A python toolkit providing best-practice pipelines for fully automated
high throughput sequencing analysis. You write a high level
configuration file specifying your inputs and analysis parameters.
This input drives a parallel run that handles distributed
execution, idempotent processing restarts and safe transactional
steps. The goal is to provide a shared community resource that handles
the data processing component of sequencing analysis, providing
researchers with more time to focus on the downstream biology.
Features
--------
- Community developed: We welcome contributors with the goal of
overcoming the biological, algorithmic and computational challenges
that face individual developers working on complex pipelines in
quickly changing research areas. See our `users page`_ for examples
of bcbio-nextgen deployments, and the `developer documentation`_ for
tips on contributing.
- Installation: `A single installer script`_ prepares all
third party software, data libraries and system configuration files.
- `Automated validation`_: Compare variant calls against common reference
materials or sample specific SNP arrays to ensure call correctness.
Incorporation of multiple approaches for alignment, preparation and
variant calling enable unbiased comparisons of algorithms.
- Distributed: Focus on `parallel analysis and scaling`_ to handle
large population studies and whole genome analysis. Runs on single
multicore computers, in compute clusters using `IPython parallel`_,
or on the Amazon cloud. See the `parallel documentation`_ for full
details.
- Multiple analysis algorithms: bcbio-nextgen provides configurable
`variant calling and RNA-seq pipelines`_.
.. _IPython parallel: http://ipython.org/ipython-doc/dev/index.html
.. _parallel documentation: https://bcbio-nextgen.readthedocs.org/en/latest/contents/parallel.html
.. _A single installer script: https://bcbio-nextgen.readthedocs.org/en/latest/contents/installation.html#automated
.. _users page: https://bcbio-nextgen.readthedocs.org/en/latest/contents/introduction.html#users
.. _developer documentation: https://bcbio-nextgen.readthedocs.org/en/latest/contents/code.html
.. _variant calling and RNA-seq pipelines: https://bcbio-nextgen.readthedocs.org/en/latest/contents/pipelines.html
.. _parallel analysis and scaling: http://bcbio.wordpress.com/2013/05/22/scaling-variant-detection-pipelines-for-whole-genome-sequencing-analysis/
.. _Automated validation: http://bcbio.wordpress.com/2013/05/06/framework-for-evaluating-variant-detection-methods-comparison-of-aligners-and-callers/
Quick start
-----------
1. `Install`_ ``bcbio-nextgen`` with all tool dependencies and data files::
wget https://raw.github.com/chapmanb/bcbio-nextgen/master/scripts/bcbio_nextgen_install.py
python bcbio_nextgen_install.py /usr/local/share/bcbio --tooldir=/usr/local \
--genomes GRCh37 --aligners bwa --aligners bowtie2
producing an editable `system configuration file`_ referencing the installed
software, data and system information.
2. `Automatically create a processing description`_ of sample FASTQ and BAM files
from your project, and a CSV file of sample metadata::
bcbio_nextgen.py -w template freebayes-variant project1.csv sample1.bam sample2_1.fq sample2_2.fq
This produces a `sample description file`_ containing pipeline `configuration options`_.
3. Run analysis, distributed across 8 local cores::
cd project1/work
bcbio_nextgen.py ../config/project1.yaml -n 8
.. _system configuration file: https://github.com/chapmanb/bcbio-nextgen/blob/master/config/bcbio_system.yaml
.. _sample description file: https://github.com/chapmanb/bcbio-nextgen/blob/master/config/bcbio_sample.yaml
.. _Automatically create a processing description: https://bcbio-nextgen.readthedocs.org/en/latest/contents/configuration.html#automated-sample-configuration
.. _Install: https://bcbio-nextgen.readthedocs.org/en/latest/contents/installation.html#automated
.. _configuration options: https://bcbio-nextgen.readthedocs.org/en/latest/contents/configuration.html
Documentation
-------------
See the `full documentation at ReadTheDocs`_. We welcome enhancements
or problem reports using `GitHub`_ and discussion on the
`biovalidation mailing list`_.
.. _full documentation at ReadTheDocs: https://bcbio-nextgen.readthedocs.org
.. _GitHub: https://github.com/chapmanb/bcbio-nextgen/issues
.. _biovalidation mailing list: https://groups.google.com/d/forum/biovalidation
Contributors
------------
- `Miika Ahdesmaki`_, AstraZeneca
- `Luca Beltrame`_, IRCCS "Mario Negri" Institute for Pharmacological Research, Milan, Italy
- `Alla Bushoy`_, AstraZeneca
- `Guillermo Carrasco`_, Science for Life Laboratory, Stockholm
- `Nick Carriero <http://www.simonsfoundation.org/about-us/staff/staff-bios/#nick-carriero-ph-d>`_, Simons Foundation
- `Brad Chapman`_, Harvard School of Public Health
- `Peter Cock`_, The James Hutton Institute
- `Mario Giovacchini`_, Science for Life Laboratory, Stockholm
- `Karl Gutwin <https://twitter.com/kgutwin>`_, Biogen
- `Jeff Hammerbacher`_, Icahn School of Medicine at Mount Sinai
- `John Kern <https://github.com/kern3020>`_
- `Rory Kirchner`_, Harvard School of Public Health
- `Jakub Nowacki`_, AstraZeneca
- `Brent Pedersen`_, University of Colorado Denver
- `James Porter`_, The University of Chicago
- `Valentine Svensson`_, Science for Life Laboratory, Stockholm
- `Paul Tang`_, UCSF
- `Roman Valls`_, Science for Life Laboratory, Stockholm
- `Kevin Ying`_, Garvan Institute of Medical Research, Sydney, Australia
- `Matt Edwards`_
.. _Miika Ahdesmaki: https://github.com/mjafin
.. _Luca Beltrame: https://github.com/lbeltrame
.. _Guillermo Carrasco: https://github.com/guillermo-carrasco
.. _Brad Chapman: https://github.com/chapmanb
.. _Peter Cock: https://github.com/peterjc
.. _Mario Giovacchini: https://github.com/mariogiov
.. _Rory Kirchner: https://github.com/roryk
.. _Jakub Nowacki: https://github.com/jsnowacki
.. _Brent Pedersen: https://github.com/brentp
.. _James Porter: https://github.com/porterjamesj
.. _Valentine Svensson: https://github.com/vals
.. _Paul Tang: https://github.com/tanglingfung
.. _Roman Valls: https://github.com/brainstorm
.. _Kevin Ying: https://github.com/kevyin
.. _Jeff Hammerbacher: https://github.com/hammer
.. _Matt Edwards: https://github.com/matted
License
-------
The code is freely available under the `MIT license`_.
.. _MIT license: http://www.opensource.org/licenses/mit-license.html
-------------
A python toolkit providing best-practice pipelines for fully automated
high throughput sequencing analysis. You write a high level
configuration file specifying your inputs and analysis parameters.
This input drives a parallel run that handles distributed
execution, idempotent processing restarts and safe transactional
steps. The goal is to provide a shared community resource that handles
the data processing component of sequencing analysis, providing
researchers with more time to focus on the downstream biology.
Features
--------
- Community developed: We welcome contributors with the goal of
overcoming the biological, algorithmic and computational challenges
that face individual developers working on complex pipelines in
quickly changing research areas. See our `users page`_ for examples
of bcbio-nextgen deployments, and the `developer documentation`_ for
tips on contributing.
- Installation: `A single installer script`_ prepares all
third party software, data libraries and system configuration files.
- `Automated validation`_: Compare variant calls against common reference
materials or sample specific SNP arrays to ensure call correctness.
Incorporation of multiple approaches for alignment, preparation and
variant calling enable unbiased comparisons of algorithms.
- Distributed: Focus on `parallel analysis and scaling`_ to handle
large population studies and whole genome analysis. Runs on single
multicore computers, in compute clusters using `IPython parallel`_,
or on the Amazon cloud. See the `parallel documentation`_ for full
details.
- Multiple analysis algorithms: bcbio-nextgen provides configurable
`variant calling and RNA-seq pipelines`_.
.. _IPython parallel: http://ipython.org/ipython-doc/dev/index.html
.. _parallel documentation: https://bcbio-nextgen.readthedocs.org/en/latest/contents/parallel.html
.. _A single installer script: https://bcbio-nextgen.readthedocs.org/en/latest/contents/installation.html#automated
.. _users page: https://bcbio-nextgen.readthedocs.org/en/latest/contents/introduction.html#users
.. _developer documentation: https://bcbio-nextgen.readthedocs.org/en/latest/contents/code.html
.. _variant calling and RNA-seq pipelines: https://bcbio-nextgen.readthedocs.org/en/latest/contents/pipelines.html
.. _parallel analysis and scaling: http://bcbio.wordpress.com/2013/05/22/scaling-variant-detection-pipelines-for-whole-genome-sequencing-analysis/
.. _Automated validation: http://bcbio.wordpress.com/2013/05/06/framework-for-evaluating-variant-detection-methods-comparison-of-aligners-and-callers/
Quick start
-----------
1. `Install`_ ``bcbio-nextgen`` with all tool dependencies and data files::
wget https://raw.github.com/chapmanb/bcbio-nextgen/master/scripts/bcbio_nextgen_install.py
python bcbio_nextgen_install.py /usr/local/share/bcbio --tooldir=/usr/local \
--genomes GRCh37 --aligners bwa --aligners bowtie2
producing an editable `system configuration file`_ referencing the installed
software, data and system information.
2. `Automatically create a processing description`_ of sample FASTQ and BAM files
from your project, and a CSV file of sample metadata::
bcbio_nextgen.py -w template freebayes-variant project1.csv sample1.bam sample2_1.fq sample2_2.fq
This produces a `sample description file`_ containing pipeline `configuration options`_.
3. Run analysis, distributed across 8 local cores::
cd project1/work
bcbio_nextgen.py ../config/project1.yaml -n 8
.. _system configuration file: https://github.com/chapmanb/bcbio-nextgen/blob/master/config/bcbio_system.yaml
.. _sample description file: https://github.com/chapmanb/bcbio-nextgen/blob/master/config/bcbio_sample.yaml
.. _Automatically create a processing description: https://bcbio-nextgen.readthedocs.org/en/latest/contents/configuration.html#automated-sample-configuration
.. _Install: https://bcbio-nextgen.readthedocs.org/en/latest/contents/installation.html#automated
.. _configuration options: https://bcbio-nextgen.readthedocs.org/en/latest/contents/configuration.html
Documentation
-------------
See the `full documentation at ReadTheDocs`_. We welcome enhancements
or problem reports using `GitHub`_ and discussion on the
`biovalidation mailing list`_.
.. _full documentation at ReadTheDocs: https://bcbio-nextgen.readthedocs.org
.. _GitHub: https://github.com/chapmanb/bcbio-nextgen/issues
.. _biovalidation mailing list: https://groups.google.com/d/forum/biovalidation
Contributors
------------
- `Miika Ahdesmaki`_, AstraZeneca
- `Luca Beltrame`_, IRCCS "Mario Negri" Institute for Pharmacological Research, Milan, Italy
- `Alla Bushoy`_, AstraZeneca
- `Guillermo Carrasco`_, Science for Life Laboratory, Stockholm
- `Nick Carriero <http://www.simonsfoundation.org/about-us/staff/staff-bios/#nick-carriero-ph-d>`_, Simons Foundation
- `Brad Chapman`_, Harvard School of Public Health
- `Peter Cock`_, The James Hutton Institute
- `Mario Giovacchini`_, Science for Life Laboratory, Stockholm
- `Karl Gutwin <https://twitter.com/kgutwin>`_, Biogen
- `Jeff Hammerbacher`_, Icahn School of Medicine at Mount Sinai
- `John Kern <https://github.com/kern3020>`_
- `Rory Kirchner`_, Harvard School of Public Health
- `Jakub Nowacki`_, AstraZeneca
- `Brent Pedersen`_, University of Colorado Denver
- `James Porter`_, The University of Chicago
- `Valentine Svensson`_, Science for Life Laboratory, Stockholm
- `Paul Tang`_, UCSF
- `Roman Valls`_, Science for Life Laboratory, Stockholm
- `Kevin Ying`_, Garvan Institute of Medical Research, Sydney, Australia
- `Matt Edwards`_
.. _Miika Ahdesmaki: https://github.com/mjafin
.. _Luca Beltrame: https://github.com/lbeltrame
.. _Guillermo Carrasco: https://github.com/guillermo-carrasco
.. _Brad Chapman: https://github.com/chapmanb
.. _Peter Cock: https://github.com/peterjc
.. _Mario Giovacchini: https://github.com/mariogiov
.. _Rory Kirchner: https://github.com/roryk
.. _Jakub Nowacki: https://github.com/jsnowacki
.. _Brent Pedersen: https://github.com/brentp
.. _James Porter: https://github.com/porterjamesj
.. _Valentine Svensson: https://github.com/vals
.. _Paul Tang: https://github.com/tanglingfung
.. _Roman Valls: https://github.com/brainstorm
.. _Kevin Ying: https://github.com/kevyin
.. _Jeff Hammerbacher: https://github.com/hammer
.. _Matt Edwards: https://github.com/matted
License
-------
The code is freely available under the `MIT license`_.
.. _MIT license: http://www.opensource.org/licenses/mit-license.html
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