A Comprehensive Package for Exact Statistical Genetic Analysis of Qualitative and Quantitative Traits
The Mendel software program performs likelihood-based statistical analysis to solve a variety of genetic problems. Implementations are included for all common, and several novel, statistical genetic tests. Data sets can consist of qualitative or quantitative traits, pedigree or population samples, limited loci or dense SNPs. Where appropriate, the analysis will use either the Elston-Stewart or Lander-Green-Kruglyak algorithms, whichever is more efficient for each individual pedigree.
Mendel includes options to:
- order and map a set of markers along a chromosome;
- use parametric linkage methods to localize a gene on a fixed marker map;
- use non-parametric linkage (NPL) methods to localize a gene on a fixed marker map;
- estimate pedigree haplotypes;
- identify potential genotyping errors;
- test for allelic association by the TDT or the gamete-competition model;
- estimate kinship coefficients conditional on marker data;
- perform genetic risk calculations;
- test for paternity or other pedigree relationships;
- estimate allele frequencies using either pedigrees or a random sample;1
- estimate trait genotype penetrances;
- estimate ethnic composition using pedigree data;
- identify deviations from Hardy-Weinberg and linkage equilibrium;
- simulate genetic data by gene dropping;
- localize QTLs, including X-linked QTLs, using variance component analysis;
- perform association analysis on quantitative traits;
- test for association given linkage; and
- trim pedigrees to a core group and all necessary connecting relatives.
- dense SNP genotype imputation, including haplotypes.
- GWAS: dense SNP association testing, including rare variants.
- maternal-fetal genotype incompatibility test.
- inbred strain QTL analysis.
- simulate trait values incorporating major loci and various models.
- pedigree-based GWAS (SNP association testing).
Contact and Citation Information
Any comments, suggestions, and questions regarding Mendel are welcome at firstname.lastname@example.org.
Lange K, Papp JC, Sinsheimer JS, Sripracha R, Zhou H, Sobel EM (2013) Mendel: The Swiss army knife of genetic analysis programs. Bioinformatics 29:1568-1570.
New Features in Mendel Version 14.*
In the v14.5 minor revision of Mendel, importing Plink format files is improved.
In version 14.4 of Mendel, the default penalty function used in penalized regression in GWAS (Analysis Option 24) has been changed from the classic lasso to the minimax concave penalty (MCP). The MCP escapes the over-shrinkage of the lasso, and thus should improve model selection by better avoiding false positives. To force Mendel to use the lasso penalty instead of MCP, set the new keyword LASSO_PENALTY to true.
The v14.2 minor revision of Mendel significantly simplified and decreased the computation time for Ped-GWAS (Analysis Option 29) and Kinship Estimation (Analysis Option 10). For the Ped-GWAS Option, when you list several quantitative traits, each is analyzed separately, unless the new keyword MULTIVARIATE_ANALYSIS is set to true. This makes performing many univariate analyses much faster, since the data needs be initialized and the kinship coefficients estimated only once. Also, a new shorthand "all traits" can be used if all variables should be analyzed or a particular predictor should be used for all traits.
New Features in Mendel Version 14
The main change in this version of Mendel is faster computation in many of the analysis options, dramatically faster for GWAS (Analysis Option 24), Ped-GWAS (Analysis Option 29), and Kinship Estimation (Analysis Option 10). This was predominantly obtained through parallelization. If desired, the user can limit or turn off this parallelization by setting the new keyword MAX_ THREADS to the number of processors Mendel should use. The default is to use all available processors.
In addition to making Ped-GWAS and Kinship Estimation much faster, they are also now much easier to use. For example, now simply setting the value of the keyword KINSHIP_ SOURCE in the control file determines if the global kinship coefficients are estimated via (1) only the explicit pedigree structures in the input file, (2) by comparing the SNP genotypes of pairs of individuals within pedigrees, which is the default, or (3) comparing the SNP genotypes of all pairs of individuals in the data set. If the kinship coefficients are set to be derived from SNP genotypes, the number of SNPs used can be set via the keyword SNP_ SAMPLING_ INCREMENT. The default value of 5 implies 20% of the SNPs are used; to use 100% of the SNPS, set this keyword to the value 1. The user can also trivially set overall minimum and maximum numbers of SNPS to use. Finally, the user can use the new keyword KINSHIP_ METHOD to choose between the Method of Moments (MoM) and the Genetic Relationship Matrix (GRM) algorithms for converting SNP genotypes to global kinship coefficients. On a standard laptop computer the association analysis of 1 million SNPs and 1000 related individuals often takes less than 5 minutes and requires about 1 GB of RAM.
Many more minor additions are also included in this new version of Mendel. For example, the new keywords MIN_ MAF and MAX_ MAF allow one to easily set bounds on the minor allele frequencies of the SNPs allowed to be included in the analysis. Also, Pedigree Trimming (Option 21) has a new sub-option that simply combines all individuals into one pedigree, keeping all stated relationships intact.
New Features in Mendel Version 13
This new version has significantly expanded several existing options and add one entirely new analysis option. The new Ped-GWAS analysis option provides extremely fast GWAS analysis on extended pedigrees, nuclear families, unrelated individuals, or any combination thereof. It can handle univariate or multivariate quantitative traits with missing data, and allows for covariate adjustment, including correction for population stratification. Pedigree kinships can either be explicitly provided or automatically estimated from dense markers. SNPs can be analyzed under codominant (additive), dominant, or recessive models.
The Ethnic Admixture analysis option has been expanded to rank markers by their informativeness to distinguish subpopulations. This option can now also perform very efficient principal component analysis (PCA). These two new features can be used with either text-based or binary data files.
The Kinship analysis option has also been expanded to binary files. It can now quickly estimate SNP-based global and local kinship coefficients on dense genomewide data. It can also use the SNP-based global estimates to cluster individuals and thus construct pedigree groupings without pre-existing relationship information.
The input data formats are now more flexible. For example, PLINK binary data sets (.fam, .bin, and .bed files) are now accepted (see the Mendel Documentation for details). The SNP definition file can now include allele names. Analogous to the SNP subset file, there is now a sample subset file to easily change which subset of individuals should be included in an analysis. Also, pedigree files without the twin field or without any pedigree fields can be read directly. These options are set using the new keyword INPUT_ FORMAT.
Many smaller improvements were also implemented. For example, missing SNP genotypes are now replaced with random "average" genotypes when missing data is not allowed in an analysis. Each selection of a random genotype is based on the allele frequencies within the data set. The GWAS output has been expanded and an issue with the Q-Q plot data is fixed. Also in the GWAS analysis option, one can now set specific values for the LASSO tuning constants using the command TUNING_ CONSTANT, if one wishes to override Mendel's automatic adjustments.
In version 13.2 the analysis to rank markers by their informativeness to distinguish subpopulations, has been extended to allow non-uniform population contributions. There are also a few minor bug fixes and other improvements.
Mendel 2015 Software License Agreement
Please read and specify that you agree or disagree at the bottom of this document.
Name of software being licensed: MENDEL
THIS IS A LEGAL AGREEMENT BETWEEN YOU (EITHER AS AN INDIVIDUAL OR ENTITY) AND KENNETH L. LANGE. BY INSTALLING THIS SOFTWARE, YOU ARE CONSENTING TO BE BOUND BY AND ARE BECOMING A PARTY TO THIS AGREEMENT. IF YOU DO NOT AGREE TO ALL OF THE TERMS OF THIS AGREEMENT, DO NOT INSTALL MENDEL.
THIS LICENSE COVERS ONLY THE YEAR 2015 AND THE FIRST SIX MONTHS OF THE FOLLOWING YEAR. AT THE EXPIRATION OF THIS LICENSE, YOU MUST DESTROY ANY COPIES OF MENDEL OBTAINED UNDER THIS LICENSE. IF YOU WISH TO CONTINUE USING MENDEL, THEN YOU MUST DOWNLOAD A NEW COPY AND AGREE TO A NEW LICENSE.
TERMS OF THE LICENSE:
FEES: You may download Mendel as often as necessary, free of charge.
RESTRICTIONS: You may NOT
(a) copy, redistribute, post, or otherwise enable or permit other individuals to obtain the MENDEL software package except via official MENDEL distribution sites, such as http://www.genetics.ucla.edu/software/mendel; or
(b) modify, translate, reverse engineer, decompile, disassemble, or create derivative works based on MENDEL; or
(c) rent, lease, grant a security interest in, or otherwise transfer rights to Mendel; or
(d) remove or put any proprietary notices or labels on MENDEL.
TITLE: Title, ownership rights, and intellectual property rights in MENDEL shall remain with Kenneth Lange. MENDEL is protected by copyright and other intellectual property laws and by international treaties.
DISCLAIMER OF WARRANTY: MENDEL IS PROVIDED AS IS WITHOUT WARRANTY OF ANY KIND. KENNETH LANGE MAKES NO REPRESENTATIONS AND EXTENDS NO WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, AND NONINFRINGEMENT. THE ENTIRE RISK ARISING OUT OF THE USE OR PERFORMANCE OF MENDEL AND ITS DOCUMENTATION REMAINS WITH LICENSEE. IN NO EVENT SHALL KENNETH LANGE BE LIABLE FOR ANY CONSEQUENTIAL, INCIDENTAL, DIRECT, INDIRECT, SPECIAL, PUNITIVE, OR OTHER DAMAGES WHATSOEVER (INCLUDING, WITHOUT LIMITATION, DAMAGES FOR LOSS OF BUSINESS PROFITS, BUSINESS INTERRUPTION, LOSS OF BUSINESS INFORMATION OR OTHER PECUNIARY LOSS) ARISING OUT OF THIS AGREEMENT OR THE USE OF OR INABILITY TO USE MENDEL.
INSTALLATION: LICENSEE warrants and represents that a competent System Administrator will install MENDEL, and that the System Administrator will review all documentation, manual pages, and release notes included with MENDEL prior to installation. Installation is permitted on single-user computers or multi-user computational clusters that the System Administrator manages.
USE: LICENSEE agrees to provide KENNETH LANGE with a report of any errors encountered in LICENSEE'S use of MENDEL.
RISK: The entire risk as to the use and performance of MENDEL is assumed by LICENSEE. LICENSEE shall defend, indemnify and hold harmless KENNETH LANGE AND HIS EMPLOYER, THE UNIVERSITY OF CALIFORNIA, for and against any and all claims, demands, damages, losses, and expenses of any kind (including but not limited to attorneys' fees), relating to or arising from any use or disposition by LICENSEE or its transferees of MENDEL.
MAINTENANCE: Neither KENNETH LANGE nor the UNIVERSITY OF CALIFORNIA is obligated to provide maintenance, technical support, interpretation of results, or updates for MENDEL.
TERMINATION: This license will terminate automatically if you fail to comply with the limitations described herein. On termination, you must destroy all copies of the Software and Documentation.
ACKNOWLEDGEMENT: LICENSEE agrees to reference MENDEL in every publication that employs it. See the bottom of every standard output file generated by MENDEL for the preferred citations to use.