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estimator.h
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estimator.h
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/* The MIT License
Copyright (c) 2014 Adrian Tan <[email protected]>
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in
all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
THE SOFTWARE.
*/
#ifndef ESTIMATORS_H
#define ESTIMATORS_H
#include "utils.h"
#include "hts_utils.h"
#include "log_tool.h"
#include "Rmath/Rmath.h"
/**
* Class containing estimating methods of common features.
*/
class Estimator
{
public:
/**
* Constructor.
*/
Estimator()
{
// lt = new LogTool();
};
/**
* Constructor.
*/
Estimator(LogTool *lt)
{
// this->lt = lt;
};
/**
* Computes allele frequencies using hard calls.
*
* @gts - genotypes
* @no_samples - number of samples
* @ploidy - ploidy
* @no_alleles - number of alleles
* @AC - alternate allele counts
* @AN - total number of allele counts
* @AF - alternate allele frequency
* @GC - genotype counts
* @GN - total number of genotype counts
* @GF - genotype frequency
* @NS - number of samples with data
*/
static void compute_af(int32_t *gts, int32_t no_samples, int32_t ploidy,
int32_t no_alleles, int32_t *AC, int32_t& AN, float *AF,
int32_t *GC, int32_t& GN, float *GF, int32_t& NS);
/**
* Computes allele frequencies using EM algorithm from genotype likelihoods
* under assumption of Hardy-Weinberg Equilibrium.
*
* @pls - PHRED genotype likelihoods
* @no_samples - number of samples
* @ploidy - ploidy
* @no_alleles - number of alleles
* @MLE_HWE_AF - estimated AF
* @MLE_HWE_GF - estimated GF
* @n - effective sample size
* @e - error
*/
static void compute_gl_af_hwe(int32_t *pls, int32_t no_samples, int32_t ploidy,
int32_t no_alleles, float *MLE_HWE_AF, float *MLE_HWE_GF, int32_t& n,
double e);
/**
* Computes allele frequencies using EM algorithm from genotype likelihoods.
*
* @pls - PHRED genotype likelihoods
* @nsamples - number of samples
* @ploidy - ploidy
* @n_alleles - number of alleles
* @MLE_AF - estimated AF
* @MLE_GF - estimated GF
* @n - effective sample size
* @e - error
*/
static void compute_gl_af(int32_t *pls, int32_t nsamples, int32_t ploidy,
int32_t n_allele, float *MLE_AF, float *MLE_GF, int32_t& n,
double e);
/**
* Computes the Hardy-Weinberg Likelihood Ratio Test Statistic
*
* @pls - PHRED genotype likelihoods
* @no_samples - number of samples
* @ploidy - ploidy
* @no_alleles - number of alleles
* @MLE_HWE_AF - estimated AF assuming HWE
* @MLE_GF - estimated GF
* @n - effective sample size
* @lr - log10 likelihood ratio
* @logp - likelihood ratio test log p-value
* @df - degrees of freedom
*
*/
static void compute_hwe_lrt(int32_t *pls, int32_t no_samples, int32_t ploidy,
int32_t no_alleles, float *MLE_HWE_GF, float *MLE_GF, int32_t& n,
float& lr, float& logp, int32_t& df);
/**
* Computes the Inbreeding Coefficient Statistic from Genotype likelihoods.
*
* @pls - PHRED genotype likelihoods
* @no_samples - number of samples
* @ploidy - ploidy
* @GF - GF
* @HWE_AF - AF under HWE assumption
* @no_alleles - number of alleles
* @F - estimated inbreeding coefficient
* @n - effective sample size
*/
static void compute_gl_fic(int32_t * pls, int32_t no_samples, int32_t ploidy,
float* HWE_AF, int32_t no_alleles, float* GF,
float& F, int32_t& n);
/**
* Computes Allele Balance from genotype likelihoods.
*
* @pls - PHRED genotype likelihoods
* @no_samples - number of samples
* @ploidy - ploidy
* @dps - depths
* @GF - estimated GF
* @no_alleles - number of alleles
* @ab - estimate of allele balance
* @n - effective sample size
*/
static void compute_gl_ab(int32_t *pls, int32_t no_samples, int32_t ploidy,
int32_t *dps,
float* GF, int32_t no_alleles,
float& ab, int32_t& n);
/**
* Computes the phred scaled QUAL for a variant.
*
* @pls - PHRED genotype likelihoods
* @no_samples - number of samples
* @ploidy - ploidy
* @no_alleles - number of alleles
* @n - effective sample size
* @qual - PHRED scaled QUAL
*/
static void compute_qual(int32_t *pls, int32_t no_samples, int32_t ploidy,
int32_t no_alleles, float &qual, int32_t &n);
/**
* Compute correlation from sufficient statistics for integral observations
* @n - number of observations
* @xy - sum of x_i * y_i
* @x1 - sum of x_i
* @x2 - sum of x_i^2
* @y1 - sum of y_i
* @y2 - sum of y_i^2
*/
static float compute_correlation(int32_t n, int32_t xy, int32_t x1, int32_t x2, int32_t y1, int32_t y2, float buffer);
/**
* Compute correlation from sufficient statistics for float observations
* @n - number of observations
* @xy - sum of x_i * y_i
* @x1 - sum of x_i
* @x2 - sum of x_i^2
* @y1 - sum of y_i
* @y2 - sum of y_i^2
*/
static float compute_correlation_f(int32_t n, float xy, float x1, float x2, float y1, float y2, float buffer);
private:
};
#endif