# Imputed Stats - imputed-stats¶

Performs statistical analysis on imputed data (either SKAT analysis, or linear, logistic or survival regression).

## Available statistical models¶

Name Description
cox Cox’s proportional hazard model (survival regression).
linear Linear regression (ordinary least squares).
logistic Logistic regression (GLM with binomial distribution).
mixedlm Linear mixed effect model (random intercept).
skat SKAT analysis.

## Common options¶

### General options¶

Option Description
-h, --help Show this help message and exit.
-v, --version Show program’s version number and exit.
--debug Set the logging level to debug.

### Input files¶

Option Description
--impute2 FILE The output from IMPUTE2.
--sample FILE The sample file (the order should be the same as in the IMPUTE2 files).
--pheno FILE The file containing phenotypes and co variables.
--extract-sites FILE A list of sites to extract for analysis (optional).

### Output options¶

Option Description
--out FILE The prefix for the output files. [imputed_stats]

### General options¶

Option Description
--nb-process INT The number of process to use. [1]
--nb-lines INT The number of line to read at a time. [1000]
--chrx The analysis is performed for the non pseudo-autosomal region of the chromosome X (male dosage will be divided by 2 to get values [0, 0.5] instead of [0, 1]) (males are coded as 1 and option ‘--gender-column’ should be used).
--gender-column NAME The name of the gender column (use to exclude samples with unknown gender (i.e. not 1, male, or 2, female). If gender not available, use ‘None’. [Gender]

### Dosage options¶

Option Description
--scale INT Scale dosage so that values are in [0, n] (possible values are 1 (no scaling) or 2). [2]
--prob FLOAT The minimal probability for which a genotype should be considered. [>=0.9]
--maf FLOAT Minor allele frequency threshold for which marker will be skipped. [<0.01]

### Phenotype options¶

Option Description
--covar NAME The co variable names (in the phenotype file), separated by coma.
--categorical NAME The name of the variables that are categorical (note that the gender is always categorical). The variables are separated by coma.
--missing-value NAME The missing value in the phenotype file.
--sample-column NAME The name of the sample ID column (in the phenotype file). [sample_id]
--interaction NAME Add an interaction between the genotype and this variable.

## Cox’s proportional hazard model options¶

Option Description
--time-to-event NAME The time to event variable (in the pheno file).
--event NAME The event variable (1 if observed, 0 if not observed).

## Linear regression options¶

Option Description
--pheno-name NAME The phenotype.

## Logistic regression options¶

Option Description
--pheno-name NAME The phenotype.

## Linear mixed effects options¶

Option Description
--pheno-name NAME The phenotype.
--use-ml Fit the standard likelihood using maximum likelihood (ML) estimation instead of REML (default is REML).
--p-threshold FLOAT The p-value threshold for which the real MixedLM analysis will be performed. [<0.0001]

## SKAT options¶

Option Description
--snp-sets FILE A file indicating a snp_set and an optional weight for every variant.
--outcome-type {continuous,discrete} The variable type for the outcome. This will be passed to SKAT.
--skat-o By default, the regular SKAT is used. Setting this flag will use the SKAT-O algorithm instead.
--pheno-name NAME The phenotype.