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j2s: Deriving stratified effects from joint models investigating Gene-Environment Interactions
======
The python3 script **j2s.py** allows for the estimation of genetic effect sizes in unexposed and exposed individuals separately from joint models investigating Gene-Environment interactions when the exposure is binary. A pre-print of the publication is available [here](https://www.biorxiv.org/content/10.1101/693218v1).
Prerequisite
------------
To execute the script, python3 must be installed as weel as the following Python packages:
+ pandas (version 0.22.0)
+ numpy (version 1.13.3)
+ scipy (version 0.19.1)
Execution
------------
To use the script, type the following command:
``` bash
python3 INFILE N N_EXPOSED OUTFILE
```
with:
* INFILE is the path to the input file describing the summary statitics in the joint model,
* N is the total sample size,
* N_EXPO is the number of exposed (E = 1) individuals,
* OUTFILE is the path to the outputfile.
Description of the input files
------------
The input file has 7 mandatory columns:
* the identifier of the variant (e.g rs number) labelled 'MarkerName'
* the main genetic effect size labelled 'Effect'
* the standard error of the main genetic effect size labelled 'StdErr'
* the interaction effect size labelled 'IntEffect'
* the standard error of the interaction effect size labelled 'IntStdErr'
* the covariance between the main genetic effect size and the interaction effect size labelled 'IntCov'
* the sample size of the variant labelled 'N'
| MarkerName | Effect |StdErr |IntEffect |IntStdErr |IntCov |N |
| ------------ | -------- | ----------- | ----------- | ------------ | -------------| ------ |
| rs1 | 0.06464 | 0.09853 | 0.03685 | 0.1539 | -0.009603 | 302478 |
| rs2 | 0.1482 | 0.0439 | 0.1071 | 0.05265 | -0.001922 | 551772 |
| rs3 | 0.2428 | 0.06389 | 0.1027 | 0.07648 | -0.004073 | 537523 |
| rs4 | -0.1821 | 0.05173 | -0.06716 | 0.06105 | -0.002671 | 540537 |
| rs4 | -0.1665 | 0.04127 | -0.05506 | 0.0498 | -0.001692 | 527550 |
This format corresponds to the output of the METAL software performing the joint test ([Manning et al, 2011](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3312394/))
Short tutorial
--------------
Bug report / Help
-----------------
Please open an issue if you find a bug.
Code of conduct
---------------
Please note that this project is released with a [Contributor Code of Conduct](https://gitlab.pasteur.fr/statistical-genetics/j2s/blob/master/code-of-conduct.md). By participating in this project you agree to abide by its terms.
License
-------
This project is licensed under the MIT License - see the [LICENSE.md](https://gitlab.pasteur.fr/statistical-genetics/j2s/blob/master/LICENSE) file for details
# Contributor Covenant Code of Conduct
## Our Pledge
In the interest of fostering an open and welcoming environment, we as
contributors and maintainers pledge to making participation in our project and
our community a harassment-free experience for everyone, regardless of age, body
size, disability, ethnicity, gender identity and expression, level of experience,
nationality, personal appearance, race, religion, or sexual identity and
orientation.
## Our Standards
Examples of behavior that contributes to creating a positive environment
include:
* Using welcoming and inclusive language
* Being respectful of differing viewpoints and experiences
* Gracefully accepting constructive criticism
* Focusing on what is best for the community
* Showing empathy towards other community members
Examples of unacceptable behavior by participants include:
* The use of sexualized language or imagery and unwelcome sexual attention or
advances
* Trolling, insulting/derogatory comments, and personal or political attacks
* Public or private harassment
* Publishing others' private information, such as a physical or electronic
address, without explicit permission
* Other conduct which could reasonably be considered inappropriate in a
professional setting
## Our Responsibilities
Project maintainers are responsible for clarifying the standards of acceptable
behavior and are expected to take appropriate and fair corrective action in
response to any instances of unacceptable behavior.
Project maintainers have the right and responsibility to remove, edit, or
reject comments, commits, code, wiki edits, issues, and other contributions
that are not aligned to this Code of Conduct, or to ban temporarily or
permanently any contributor for other behaviors that they deem inappropriate,
threatening, offensive, or harmful.
## Scope
This Code of Conduct applies both within project spaces and in public spaces
when an individual is representing the project or its community. Examples of
representing a project or community include using an official project e-mail
address, posting via an official social media account, or acting as an appointed
representative at an online or offline event. Representation of a project may be
further defined and clarified by project maintainers.
## Enforcement
Instances of abusive, harassing, or otherwise unacceptable behavior may be
reported by contacting the project team at [this adress](vlaville@pasteur.fr). All
complaints will be reviewed and investigated and will result in a response that
is deemed necessary and appropriate to the circumstances. The project team is
obligated to maintain confidentiality with regard to the reporter of an incident.
Further details of specific enforcement policies may be posted separately.
Project maintainers who do not follow or enforce the Code of Conduct in good
faith may face temporary or permanent repercussions as determined by other
members of the project's leadership.
## Attribution
This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4,
available at https://www.contributor-covenant.org/version/1/4/code-of-conduct.html
[homepage]: https://www.contributor-covenant.org
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