Plink_1.介绍

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背景

Plink是一个免费、开源的全基因组关联分析工具集,用于执行基本范围的、大规模分析计算的有效方式。PLINK的重点是对基因型/表型数据的分析,因此不支持此前的步骤(例如,研究设计和计划,从原始数据生成基因型或CNV调用)。通过与gPLINK和Haploview集成,可以为后续的可视化,注释和结果存储提供支持。
plink的主要功能:数据处理,质量控制的基本统计,群体分层分析,单位点的基本关联分析,家系数据的传递不平衡检验,多点连锁分析,单倍体关联分析,拷贝数变异分析,Meta分析等等。

Data management数据管理

  • Read data in a variety of formats
  • Recode and reorder files
  • Merge two or more files
  • Extracts subsets (SNPs or individuals)
  • Flip strand of SNPs
  • Compress data in a binary file format

Summary statistics for quality control质量控制的摘要统计

  • Allele, genotypes frequencies, HWE tests
  • Missing genotype rates
  • Inbreeding, IBS and IBD statistics for individuals and pairs of individuals
  • non-Mendelian transmission in family data
  • Sex checks based on X chromosome SNPs
  • Tests of non-random genotyping failure

Population stratification detection人口分层检测

  • Complete linkage hierarchical clustering
  • Handles virtually unlimited numbers of SNPs
  • Multidimensional scaling analysis to visualise substructure
  • Significance test for whether two individuals belong to the same population
  • Constrain cluster solution by phenotype, cluster size and/or external matching criteria
  • Perform subsequent association analyses conditional on cluster solution

Basic association testing基本关联测试

  • Case/control

    Standard allelic test
    Fisher's exact test
    Cochran-Armitage trend test
    Mantel-Haenszel and Breslow-Day tests for stratified samples
    Dominant/recessive and general models
    Model comparison tests (e.g. general versus multiplicative)

  • Family-based association (TDT, sibship tests)
  • Quantitative traits, association and interaction
  • Association conditional on one or more SNPs
  • Asymptotic and empirical p-values
  • Flexible clustered permutation scheme
  • Analysis of genotype probability data and fractional allele coounts (post-imputation)

Multimarker predictors, haplotypic tests多标记预测因子,单倍型测试

  • Suite of flexible, conditional haplotype tests
  • Case/control and TDT association on the probabilistic haplotype phase
  • A set of proxy associaiton" methods to study single SNP associations in their local haplotypic context
  • Imputation heuristic, to test untyped SNPs given a reference panel

Copy number variant analysis拷贝数变异分析

  • Joint SNP and CNV tests for common copy number variants
  • Filtering and summary procedures for segmental (rare) CNV data
  • Case/control comparison tests for global CNV properties
  • Permutation-based association procedure for identifying specific loci

Additional tests其他测试

  • Gene-based tests of association
  • Screen for epistasis
  • Gene-environment interaction with continuous and dichotomous environments

Meta-analysisMeta分析

  • Automatically combine several generically-formatted summary files, for millions of SNPs
  • Fixed and random effects models

Result annotation and reporting结果注释和报告

  • Post-analysis annotation of result files
  • LD-based and region-based grouping of results across multiple studies

Additional features附加功能

  • Extensible with via R function plug-ins
  • Web-based SNP and gene annotation lookup feature
  • Simple SNP simulation feature
  • ID helper tools, for tracking and working with project data
  • See the main documentation for full list of features

参考:http://zzz.bwh.harvard.edu/plink/index.shtml

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