Skip to main content

munger for GWAS summary statistics.

Project description

smunger

pypi python

License: MIT

munger for GWAS summary statistics

Features

  • define column properties

    • required columns: CHR, BP, EA, NEA
    • optional columns: BETA, SE, P, EAF, MAF
    • Auxiliary columns: OR, OR_SE, Z
    • Data types
    • Data ranges
    • Allow missing values and default missing values
  • semi-automatically header mapping

    • read first five rows and display in terminal
    • guess header map by common column names
    • manually check if the mapping is correct
    • input the right column number if it is wrong
    • check if OR, OR_SE, Z are present if BETA, SE are absent
    • save the final column map to json for further munging
  • data munging

    • EA ≠ NEA
    • if EAF presents, MAF = min(EAF, 1-EAF)
    • convert OR/ORSE to BETA/SE, if BETA, SE are absent and OR, ORSE are present
    • remove duplicate SNPs with same chr-bp-sorted(EA,NEA), keep the one with lowest P
    • output: \t separated, bgzip compress, tabix index.
    • optional output: significant SNPs, munge report
    CHR BP rsID EA NEA EAF MAF BETA SE P OR OR_SE Z
    type int int str str str float float float float float float float float
    allow null False False True False False False False True False True True False True
    null value 0 0.999 1 0
    range [1,23] (0,inf) only contains ‘ACGT’ only contains ‘ACGT’ [0,1] [0,0.5] (-inf,inf) (0, inf) (0,1) (0, inf) (0, inf) (-inf,inf)
  • liftover

    • guess genome build
    • liftover
  • annotate

    • annotate rsID

Credits

This package was created with Cookiecutter and the waynerv/cookiecutter-pypackage project template.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

smunger-0.0.23.tar.gz (1.4 MB view details)

Uploaded Source

Built Distribution

smunger-0.0.23-py3-none-any.whl (16.8 kB view details)

Uploaded Python 3

File details

Details for the file smunger-0.0.23.tar.gz.

File metadata

  • Download URL: smunger-0.0.23.tar.gz
  • Upload date:
  • Size: 1.4 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.1 CPython/3.11.3

File hashes

Hashes for smunger-0.0.23.tar.gz
Algorithm Hash digest
SHA256 884b38df4523118f16d8460764877320ceb80778037bdb90a442547f18fbddec
MD5 6e6abedfe33e3872115baa4a9bf2a73f
BLAKE2b-256 8e370ee3eba63a5201cfbfa2e9c4f0789c557d723c3f9e0e06b469024b54c469

See more details on using hashes here.

File details

Details for the file smunger-0.0.23-py3-none-any.whl.

File metadata

  • Download URL: smunger-0.0.23-py3-none-any.whl
  • Upload date:
  • Size: 16.8 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.1 CPython/3.11.3

File hashes

Hashes for smunger-0.0.23-py3-none-any.whl
Algorithm Hash digest
SHA256 ac4160bb0e106bb323d38adc2e63be164699eae67e3ac15eae2363cfd813d6f3
MD5 d7d12e074040b4265094b2d19f7cf442
BLAKE2b-256 f1f291c09cdf2c81287d05a907ab58ba941472e4c251a6f0bbf912351be1d5da

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page