/* Genome-wide Efficient Mixed Model Association (GEMMA) Copyright (C) 2011-2017, Xiang Zhou This program is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version. This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details. You should have received a copy of the GNU General Public License along with this program. If not, see . */ #ifndef __LMM_H__ #define __LMM_H__ #include "gsl/gsl_matrix.h" #include "gsl/gsl_vector.h" #include "io.h" #include "param.h" using namespace std; class FUNC_PARAM { public: bool calc_null; size_t ni_test; size_t n_cvt; const gsl_vector *eval; const gsl_matrix *Uab; const gsl_vector *ab; size_t e_mode; }; class LMM { public: // IO-related parameters int a_mode; // Analysis mode: 1/2/3/4 for Frequentist tests. size_t d_pace; // Display pace. string file_bfile; string file_geno; string file_out; string path_out; string file_gene; // WJA added string file_oxford; // LMM related parameters double l_min; double l_max; size_t n_region; double l_mle_null; double logl_mle_H0; // Summary statistics size_t ni_total, ni_test; // Number of individuals. size_t ns_total, ns_test; // Number of SNPs. size_t ng_total, ng_test; // Number of genes. size_t n_cvt; double time_UtX; // Time spent on optimization iterations. double time_opt; // Time spent on optimization iterations. // Indicator for individuals (phenotypes): 0 missing, 1 // available for analysis. vector indicator_idv; // Sequence indicator for SNPs: 0 ignored because of (a) maf, // (b) miss, (c) non-poly; 1 available for analysis. vector indicator_snp; vector snpInfo; // Record SNP information. // Not included in PARAM. vector sumStat; // Output SNPSummary Data. // Main functions. void CopyFromParam(PARAM &cPar); void CopyToParam(PARAM &cPar); void AnalyzeGene(const gsl_matrix *U, const gsl_vector *eval, const gsl_matrix *UtW, const gsl_vector *Utx, const gsl_matrix *W, const gsl_vector *x); void AnalyzePlink(const gsl_matrix *U, const gsl_vector *eval, const gsl_matrix *UtW, const gsl_vector *Uty, const gsl_matrix *W, const gsl_vector *y); // WJA added. void Analyzebgen(const gsl_matrix *U, const gsl_vector *eval, const gsl_matrix *UtW, const gsl_vector *Uty, const gsl_matrix *W, const gsl_vector *y); void AnalyzeBimbam(const gsl_matrix *U, const gsl_vector *eval, const gsl_matrix *UtW, const gsl_vector *Uty, const gsl_matrix *W, const gsl_vector *y); void AnalyzePlinkGXE(const gsl_matrix *U, const gsl_vector *eval, const gsl_matrix *UtW, const gsl_vector *Uty, const gsl_matrix *W, const gsl_vector *y, const gsl_vector *env); void AnalyzeBimbamGXE(const gsl_matrix *U, const gsl_vector *eval, const gsl_matrix *UtW, const gsl_vector *Uty, const gsl_matrix *W, const gsl_vector *y, const gsl_vector *env); void WriteFiles(); void CalcRLWald(const double &lambda, const FUNC_PARAM ¶ms, double &beta, double &se, double &p_wald); void CalcRLScore(const double &l, const FUNC_PARAM ¶ms, double &beta, double &se, double &p_score); }; void MatrixCalcLR(const gsl_matrix *U, const gsl_matrix *UtX, const gsl_vector *Uty, const gsl_vector *K_eval, const double l_min, const double l_max, const size_t n_region, vector> &pos_loglr); void CalcLambda(const char func_name, FUNC_PARAM ¶ms, const double l_min, const double l_max, const size_t n_region, double &lambda, double &logf); void CalcLambda(const char func_name, const gsl_vector *eval, const gsl_matrix *UtW, const gsl_vector *Uty, const double l_min, const double l_max, const size_t n_region, double &lambda, double &logl_H0); void CalcPve(const gsl_vector *eval, const gsl_matrix *UtW, const gsl_vector *Uty, const double lambda, const double trace_G, double &pve, double &pve_se); void CalcLmmVgVeBeta(const gsl_vector *eval, const gsl_matrix *UtW, const gsl_vector *Uty, const double lambda, double &vg, double &ve, gsl_vector *beta, gsl_vector *se_beta); #endif