Mega2, the Manipulation Environment for Genetic Analysis: Difference between revisions
Adding reference to new 2014 Mega2 paper. |
Fixing the PubMed Central part of the Mega2 2014 paper reference, and citing the Mega2 2014 paper. |
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'''Mega2, the Manipulation Environment for Genetic Analysis''', allows the applied statistical geneticist to convert one's data from several input formats to a large number output formats suitable for analysis by commonly used software packages.<ref group=Mega2 name=Mega2_Abstract>{{cite journal|last=Mukhopadhyay|first=N|author2=Almasy L |author3=Schroeder M |author4=Mulvihill WP |author5=Weeks DE |title=Mega2, a data-handling program for facilitating genetic linkage and association analyses|journal=Am J Hum Genet|date=1999|volume=65|page=A436}}</ref><ref group=Mega2 name=Mega2_paper>{{cite journal|last=Mukhopadhyay|first=N|author2=Almasy L |author3=Schroeder M |author4=Mulvihill WP |author5=Weeks DE |title=Mega2: data-handling for facilitating genetic linkage and association analyses|journal=Bioinformatics|date=2005|volume=21|issue=10|pages=2556–2557|pmid=15746282 |doi=10.1093/bioinformatics/bti364}}</ref><ref group=Mega2 name=Mega2_2013_Abstract>{{cite journal|last=Kollar|first=CP|author2=Baron RV |author3=Mukhopadhyay N |author4=Weeks DE |title=Mega2: enhanced data-handling for facilitating genetic linkage and association analyses|journal=Presented at the 63rd Annual Meeting of The American Society of Human Genetics, Boston|date=October 2013|page=Abstract 1831|url=http://abstracts.ashg.org/cgi-bin/2013/ashg13s.pl?author=kollar&sort=ptimes&sbutton=Detail&absno=130121140&sid=32111}}</ref><ref group=Mega2 name=Mega2_2014_paper>{{cite journal | author=Baron RV, Kollar C, Mukhopadhyay N, Weeks DE | title=Mega2: validated data-reformatting for linkage and association analyses | journal=Source Code Biol Med | date=2014 | volume=9 | issue=1|pages=26 |
'''Mega2, the Manipulation Environment for Genetic Analysis''', allows the applied statistical geneticist to convert one's data from several input formats to a large number output formats suitable for analysis by commonly used software packages.<ref group=Mega2 name=Mega2_Abstract>{{cite journal|last=Mukhopadhyay|first=N|author2=Almasy L |author3=Schroeder M |author4=Mulvihill WP |author5=Weeks DE |title=Mega2, a data-handling program for facilitating genetic linkage and association analyses|journal=Am J Hum Genet|date=1999|volume=65|page=A436}}</ref><ref group=Mega2 name=Mega2_paper>{{cite journal|last=Mukhopadhyay|first=N|author2=Almasy L |author3=Schroeder M |author4=Mulvihill WP |author5=Weeks DE |title=Mega2: data-handling for facilitating genetic linkage and association analyses|journal=Bioinformatics|date=2005|volume=21|issue=10|pages=2556–2557|pmid=15746282 |doi=10.1093/bioinformatics/bti364}}</ref><ref group=Mega2 name=Mega2_2013_Abstract>{{cite journal|last=Kollar|first=CP|author2=Baron RV |author3=Mukhopadhyay N |author4=Weeks DE |title=Mega2: enhanced data-handling for facilitating genetic linkage and association analyses|journal=Presented at the 63rd Annual Meeting of The American Society of Human Genetics, Boston|date=October 2013|page=Abstract 1831|url=http://abstracts.ashg.org/cgi-bin/2013/ashg13s.pl?author=kollar&sort=ptimes&sbutton=Detail&absno=130121140&sid=32111}}</ref><ref group=Mega2 name=Mega2_2014_paper>{{cite journal | author=Baron RV, Kollar C, Mukhopadhyay N, Weeks DE | title=Mega2: validated data-reformatting for linkage and association analyses | journal=Source Code Biol Med | date=2014 | volume=9 | issue=1|pages=26|pmc=4269913}}</ref> In a typical human genetics study, the analyst often needs to use a variety of different software programs to analyze the data, and these programs usually require that the data be formatted to their precise input specifications. Conversion of one's data into these multiple different formats can be tedious, time-consuming, and error-prone. Mega2, by providing validated conversion pipelines, can accelerate the analyses while reducing errors. |
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Mega2 has been used to facilitate genetic analyses of a wide variety of human traits, including hereditary dystonia,<ref>{{cite journal | author=Hersheson J, Mencacci NE, Davis M, Macdonald N, Trabzuni D, Ryten M, Pittman A, Paudel R, Kara E, Fawcett K, Plagnol V, Bhatia KP, Medlar AJ, Stanescu HC, Hardy J, Kleta R, Wood NW, Houlden H | title=Mutations in the autoregulatory domain of beta-tubulin 4a cause hereditary dystonia | journal=Ann Neurol | date=2013 | volume=73 | issue=4|pages=546–553 | doi=10.1002/ana.23832 | pmid=23424103 | pmc=3698699}}</ref> Ehlers-Danlos syndrome,<ref>{{cite journal | author=Baumann M, Giunta C, Krabichler B, Ruschendorf F, Zoppi N, Colombi M, Bittner RE, Quijano-Roy S, Muntoni F, Cirak S, Schreiber G, Zou Y, Hu Y, Romero NB, Carlier RY, Amberger A, Deutschmann A, Straub V, Rohrbach M, Steinmann B, Rostasy K, Karall D, Bonnemann CG, Zschocke J, Fauth C | title=Mutations in FKBP14 cause a variant of Ehlers-Danlos syndrome with progressive kyphoscoliosis, myopathy, and hearing loss | journal=Am J Hum Genet | date=2012 | volume=90 | issue=2|pages=201–216 | doi=10.1016/j.ajhg.2011.12.004}}</ref> multiple sclerosis,<ref>{{cite journal | author=Dyment DA, Cader MZ, Chao MJ, Lincoln MR, Morrison KM, Disanto G, Morahan JM, De Luca GC, Sadovnick AD, Lepage P, Montpetit A, Ebers GC, Ramagopalan SV | title=Exome sequencing identifies a novel multiple sclerosis susceptibility variant in the TYK2 gene | journal=Neurology | date=2012 | volume=79 | issue=5|pages=406–411 | doi=10.1212/wnl.0b013e3182616fc4}}</ref> and gliomas.<ref>{{cite journal | author=Shete S, Lau CC, Houlston RS, Claus EB, Barnholtz-Sloan J, Lai R, Il'yasova D, Schildkraut J, Sadetzki S, Johansen C, Bernstein JL, Olson SH, Jenkins RB, Yang P, Vick NA, Wrensch M, Davis FG, McCarthy BJ, Leung EH, Davis C, Cheng R, Hosking FJ, Armstrong GN, Liu Y, Yu RK, Henriksson R, Gliogene C, Melin BS, Bondy ML | title=Genome-wide high-density SNP linkage search for glioma susceptibility loci: results from the Gliogene Consortium | journal=Cancer Res | date=2011 | volume=71 | issue=24|pages=7568–7575 | doi=10.1158/0008-5472.can-11-0013}}</ref> A list of PubMed Central articles citing Mega2 can be seen [http://www.ncbi.nlm.nih.gov/pubmed?linkname=pubmed_pubmed_citedin&from_uid=15746282 here]. |
Mega2 has been used to facilitate genetic analyses of a wide variety of human traits, including hereditary dystonia,<ref>{{cite journal | author=Hersheson J, Mencacci NE, Davis M, Macdonald N, Trabzuni D, Ryten M, Pittman A, Paudel R, Kara E, Fawcett K, Plagnol V, Bhatia KP, Medlar AJ, Stanescu HC, Hardy J, Kleta R, Wood NW, Houlden H | title=Mutations in the autoregulatory domain of beta-tubulin 4a cause hereditary dystonia | journal=Ann Neurol | date=2013 | volume=73 | issue=4|pages=546–553 | doi=10.1002/ana.23832 | pmid=23424103 | pmc=3698699}}</ref> Ehlers-Danlos syndrome,<ref>{{cite journal | author=Baumann M, Giunta C, Krabichler B, Ruschendorf F, Zoppi N, Colombi M, Bittner RE, Quijano-Roy S, Muntoni F, Cirak S, Schreiber G, Zou Y, Hu Y, Romero NB, Carlier RY, Amberger A, Deutschmann A, Straub V, Rohrbach M, Steinmann B, Rostasy K, Karall D, Bonnemann CG, Zschocke J, Fauth C | title=Mutations in FKBP14 cause a variant of Ehlers-Danlos syndrome with progressive kyphoscoliosis, myopathy, and hearing loss | journal=Am J Hum Genet | date=2012 | volume=90 | issue=2|pages=201–216 | doi=10.1016/j.ajhg.2011.12.004}}</ref> multiple sclerosis,<ref>{{cite journal | author=Dyment DA, Cader MZ, Chao MJ, Lincoln MR, Morrison KM, Disanto G, Morahan JM, De Luca GC, Sadovnick AD, Lepage P, Montpetit A, Ebers GC, Ramagopalan SV | title=Exome sequencing identifies a novel multiple sclerosis susceptibility variant in the TYK2 gene | journal=Neurology | date=2012 | volume=79 | issue=5|pages=406–411 | doi=10.1212/wnl.0b013e3182616fc4}}</ref> and gliomas.<ref>{{cite journal | author=Shete S, Lau CC, Houlston RS, Claus EB, Barnholtz-Sloan J, Lai R, Il'yasova D, Schildkraut J, Sadetzki S, Johansen C, Bernstein JL, Olson SH, Jenkins RB, Yang P, Vick NA, Wrensch M, Davis FG, McCarthy BJ, Leung EH, Davis C, Cheng R, Hosking FJ, Armstrong GN, Liu Y, Yu RK, Henriksson R, Gliogene C, Melin BS, Bondy ML | title=Genome-wide high-density SNP linkage search for glioma susceptibility loci: results from the Gliogene Consortium | journal=Cancer Res | date=2011 | volume=71 | issue=24|pages=7568–7575 | doi=10.1158/0008-5472.can-11-0013}}</ref> A list of PubMed Central articles citing Mega2 can be seen [http://www.ncbi.nlm.nih.gov/pubmed?linkname=pubmed_pubmed_citedin&from_uid=15746282 here]. |
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|| pre-Makeped or post-Makeped formats || [http://www.jurgott.org/linkage/LinkageUser.pdf Linkage User Guide (PDF)], [https://watson.hgen.pitt.edu/docs/mega2_html/mega2_documentation.html#sub:Linkage-file-formats LINKAGE format] |
|| pre-Makeped or post-Makeped formats || [http://www.jurgott.org/linkage/LinkageUser.pdf Linkage User Guide (PDF)], [https://watson.hgen.pitt.edu/docs/mega2_html/mega2_documentation.html#sub:Linkage-file-formats LINKAGE format] |
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| Mega2<ref group=Mega2 name=Mega2_Abstract /><ref group=Mega2 name=Mega2_paper /><ref group=Mega2 name=Mega2_2013_Abstract /> || simplified/augmented LINKAGE-format || [https://watson.hgen.pitt.edu/docs/mega2_html/mega2_documentation.html#sub:Annotated-file-formats Mega2 format] |
| Mega2<ref group=Mega2 name=Mega2_Abstract /><ref group=Mega2 name=Mega2_paper /><ref group=Mega2 name=Mega2_2013_Abstract /><ref group=Mega2 name=Mega2_2014_paper /> || simplified/augmented LINKAGE-format || [https://watson.hgen.pitt.edu/docs/mega2_html/mega2_documentation.html#sub:Annotated-file-formats Mega2 format] |
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| PLINK<ref name=PLINK >{{cite journal | author=Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira MAR, Bender D, Maller J, Sklar P, de Bakker PIW, Daly MJ, Sham PC | title=PLINK: a tool set for whole-genome association and population-based linkage analyses | journal=Am J Hum Genet | date=2007 | volume=81 | issue=3|pages=559–575 | pmid=17701901 | doi=10.1086/519795 | pmc=1950838}}</ref> || ped format or binary bed format || [http://pngu.mgh.harvard.edu/~purcell/plink/ PLINK documentation] |
| PLINK<ref name=PLINK >{{cite journal | author=Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira MAR, Bender D, Maller J, Sklar P, de Bakker PIW, Daly MJ, Sham PC | title=PLINK: a tool set for whole-genome association and population-based linkage analyses | journal=Am J Hum Genet | date=2007 | volume=81 | issue=3|pages=559–575 | pmid=17701901 | doi=10.1086/519795 | pmc=1950838}}</ref> || ped format or binary bed format || [http://pngu.mgh.harvard.edu/~purcell/plink/ PLINK documentation] |
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| Mega2 annotated format<ref group=Mega2 name=Mega2_Abstract /><ref group=Mega2 name=Mega2_paper /><ref group=Mega2 name=Mega2_2013_Abstract /> || [https://watson.hgen.pitt.edu/docs/mega2_html/mega2_documentation.html#sub:Annotated-file-formats Mega2 format] |
| Mega2 annotated format<ref group=Mega2 name=Mega2_Abstract /><ref group=Mega2 name=Mega2_paper /><ref group=Mega2 name=Mega2_2013_Abstract /><ref group=Mega2 name=Mega2_2014_paper /> || [https://watson.hgen.pitt.edu/docs/mega2_html/mega2_documentation.html#sub:Annotated-file-formats Mega2 format] |
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| Mendel format<ref name=MENDEL2013 >{{cite journal | author=Lange K, Papp JC, Sinsheimer JS, Sripracha R, Zhou H, Sobel EM | title=Mendel: the Swiss army knife of genetic analysis programs | journal=Bioinformatics | date=2013 | volume=29 | issue=12|pages=1568–1570 | doi=10.1093/bioinformatics/btt187}}</ref> |
| Mendel format<ref name=MENDEL2013 >{{cite journal | author=Lange K, Papp JC, Sinsheimer JS, Sripracha R, Zhou H, Sobel EM | title=Mendel: the Swiss army knife of genetic analysis programs | journal=Bioinformatics | date=2013 | volume=29 | issue=12|pages=1568–1570 | doi=10.1093/bioinformatics/btt187}}</ref> |
Revision as of 17:02, 26 March 2015
Original author(s) | Previous Programmers: Charles P. Kollar, Nandita Mukhopadhyay, Lee Almasy, Mark Schroeder, William P. Mulvihill. |
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Developer(s) | Daniel E. Weeks, Robert V. Baron. |
Initial release | 2000 |
Stable release | 4.7.1
/ 2014 |
Repository | |
Written in | C++ |
Operating system | Linux, Mac OS X, Microsoft Windows |
Type | Applied statistical genetics, Bioinformatics |
License | GNU General Public License Version 3 |
Website | watson |
Mega2, the Manipulation Environment for Genetic Analysis, allows the applied statistical geneticist to convert one's data from several input formats to a large number output formats suitable for analysis by commonly used software packages.[Mega2 1][Mega2 2][Mega2 3][Mega2 4] In a typical human genetics study, the analyst often needs to use a variety of different software programs to analyze the data, and these programs usually require that the data be formatted to their precise input specifications. Conversion of one's data into these multiple different formats can be tedious, time-consuming, and error-prone. Mega2, by providing validated conversion pipelines, can accelerate the analyses while reducing errors.
Mega2 has been used to facilitate genetic analyses of a wide variety of human traits, including hereditary dystonia,[1] Ehlers-Danlos syndrome,[2] multiple sclerosis,[3] and gliomas.[4] A list of PubMed Central articles citing Mega2 can be seen here.
Mega2, which focusses on data reformatting, should not be confused with the MEGA, Molecular Evolutionary Genetics Analysis program, which focuses on molecular evolution and phylogenetics.
Input file formats
Mega2 accepts input data in a variety of widely used file formats. These contain, at a minimum, data about the phenotypes, the marker genotypes, any family structures, and map positions of the markers.
Input format | Description | Links |
---|---|---|
LINKAGE[5][6][7][8] | pre-Makeped or post-Makeped formats | Linkage User Guide (PDF), LINKAGE format |
Mega2[Mega2 1][Mega2 2][Mega2 3][Mega2 4] | simplified/augmented LINKAGE-format | Mega2 format |
PLINK[9] | ped format or binary bed format | PLINK documentation |
VCF or BCF | Variant Call Format or Binary Variant Call Format | Variant Call Format (Wikipedia entry), BCF documentation |
Output file formats
Mega2 supports conversion to the following output formats.
Output format | Links |
---|---|
ASPEX format | ASPEX |
Allegro format[10] | |
Beagle format[11][12] | BEAGLE |
CRANEFOOT format[13] | CRANEFOOT |
Eigenstrat format[14][15] | EIGENSOFT |
FBAT format[16] | FBAT |
GeneHunter format[17] | GeneHunter |
GeneHunter-Plus format[18] | GeneHunter-Plus |
IQLS/Idcoefs format[19][20] | IQLS,Idcoefs |
Linkage format[5][6][7][8] | Linkage User Guide (PDF), LINKAGE format |
Loki format[21] | Loki |
MLBQTL format[22] | MLB-QTL |
Mega2 annotated format[Mega2 1][Mega2 2][Mega2 3][Mega2 4] | Mega2 format |
Mendel format[23] | Mendel |
Merlin format[24] | Merlin |
Merlin/SimWalk2-NPL format[24][25] | Merlin SimWalk2 |
PANGAEA MORGAN format[26][27] | MORGAN |
PAP format[28] | PAP |
PLINK format[9] (bed, lgen, or ped formats) | PLINK |
PREST format[29][30] | PREST |
PSEQ format | PSEQ |
Pre-makeped LINKAGE format[5][6][7][8] | Linkage User Guide (PDF), LINKAGE format |
SAGE format | SAGE, openSAGE |
SIMULATE format[31] | SIMULATE |
SLINK format[32][33] | FASTSLINK |
SOLAR format[34][35] | SOLAR |
SPLINK format[36] | SPLINK |
SUP format[33][37] | SUP |
SimWalk2 format[25] | SimWalk2 |
Structure format[38][39][40] | Structure |
Vintage Mendel format[23][41] | Vintage Mendel |
Vitesse format[42] | Vitesse |
Mega2 documentation
The Mega2 documentation is available here in HTML format, and here in PDF format.
External links
Download Mega2
Mega2 documentation (HTML)
Mega2 documentation (PDF)
Mega2 users Google Group
Mega2 bitbucket repository
References about Mega2
- ^ a b c Mukhopadhyay, N; Almasy L; Schroeder M; Mulvihill WP; Weeks DE (1999). "Mega2, a data-handling program for facilitating genetic linkage and association analyses". Am J Hum Genet. 65: A436.
- ^ a b c Mukhopadhyay, N; Almasy L; Schroeder M; Mulvihill WP; Weeks DE (2005). "Mega2: data-handling for facilitating genetic linkage and association analyses". Bioinformatics. 21 (10): 2556–2557. doi:10.1093/bioinformatics/bti364. PMID 15746282.
- ^ a b c Kollar, CP; Baron RV; Mukhopadhyay N; Weeks DE (October 2013). "Mega2: enhanced data-handling for facilitating genetic linkage and association analyses". Presented at the 63rd Annual Meeting of The American Society of Human Genetics, Boston: Abstract 1831.
- ^ a b c Baron RV, Kollar C, Mukhopadhyay N, Weeks DE (2014). "Mega2: validated data-reformatting for linkage and association analyses". Source Code Biol Med. 9 (1): 26. PMC 4269913.
{{cite journal}}
: CS1 maint: multiple names: authors list (link)
References
- ^ Hersheson J, Mencacci NE, Davis M, Macdonald N, Trabzuni D, Ryten M, Pittman A, Paudel R, Kara E, Fawcett K, Plagnol V, Bhatia KP, Medlar AJ, Stanescu HC, Hardy J, Kleta R, Wood NW, Houlden H (2013). "Mutations in the autoregulatory domain of beta-tubulin 4a cause hereditary dystonia". Ann Neurol. 73 (4): 546–553. doi:10.1002/ana.23832. PMC 3698699. PMID 23424103.
{{cite journal}}
: CS1 maint: multiple names: authors list (link) - ^ Baumann M, Giunta C, Krabichler B, Ruschendorf F, Zoppi N, Colombi M, Bittner RE, Quijano-Roy S, Muntoni F, Cirak S, Schreiber G, Zou Y, Hu Y, Romero NB, Carlier RY, Amberger A, Deutschmann A, Straub V, Rohrbach M, Steinmann B, Rostasy K, Karall D, Bonnemann CG, Zschocke J, Fauth C (2012). "Mutations in FKBP14 cause a variant of Ehlers-Danlos syndrome with progressive kyphoscoliosis, myopathy, and hearing loss". Am J Hum Genet. 90 (2): 201–216. doi:10.1016/j.ajhg.2011.12.004.
{{cite journal}}
: CS1 maint: multiple names: authors list (link) - ^ Dyment DA, Cader MZ, Chao MJ, Lincoln MR, Morrison KM, Disanto G, Morahan JM, De Luca GC, Sadovnick AD, Lepage P, Montpetit A, Ebers GC, Ramagopalan SV (2012). "Exome sequencing identifies a novel multiple sclerosis susceptibility variant in the TYK2 gene". Neurology. 79 (5): 406–411. doi:10.1212/wnl.0b013e3182616fc4.
{{cite journal}}
: CS1 maint: multiple names: authors list (link) - ^ Shete S, Lau CC, Houlston RS, Claus EB, Barnholtz-Sloan J, Lai R, Il'yasova D, Schildkraut J, Sadetzki S, Johansen C, Bernstein JL, Olson SH, Jenkins RB, Yang P, Vick NA, Wrensch M, Davis FG, McCarthy BJ, Leung EH, Davis C, Cheng R, Hosking FJ, Armstrong GN, Liu Y, Yu RK, Henriksson R, Gliogene C, Melin BS, Bondy ML (2011). "Genome-wide high-density SNP linkage search for glioma susceptibility loci: results from the Gliogene Consortium". Cancer Res. 71 (24): 7568–7575. doi:10.1158/0008-5472.can-11-0013.
{{cite journal}}
: CS1 maint: multiple names: authors list (link) - ^ a b c Lathrop GM, Lalouel J-M (1984). "Easy calculations of lod scores and genetic risks on small computers". Am J Hum Genet. 36: 460–465.
- ^ a b c Lathrop GM, Lalouel JM, Julier C, Ott J (1985). "Multilocus linkage analysis in humans: detection of linkage and estimation of recombination". Am J Hum Genet. 37 (3): 482–498.
{{cite journal}}
: CS1 maint: multiple names: authors list (link) - ^ a b c Lathrop GM, Lalouel JM, White RL (1986). "Construction of human linkage maps: likelihood calculations for multilocus analysis". Genet Epidemiol. 3: 39–52. doi:10.1002/gepi.1370030105.
{{cite journal}}
: CS1 maint: multiple names: authors list (link) - ^ a b c Lathrop GM, Lalouel JM (1988). "Efficient computations in multilocus linkage analysis". Am J Hum Genet. 42: 498–505.
- ^ a b Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira MAR, Bender D, Maller J, Sklar P, de Bakker PIW, Daly MJ, Sham PC (2007). "PLINK: a tool set for whole-genome association and population-based linkage analyses". Am J Hum Genet. 81 (3): 559–575. doi:10.1086/519795. PMC 1950838. PMID 17701901.
{{cite journal}}
: CS1 maint: multiple names: authors list (link) - ^ Gudbjartsson DF, Jonasson K, Frigge ML, Kong A (2000). "Allegro, a new computer program for multipoint linkage analysis". Nat Genet. 25 (1): 12–13. doi:10.1038/75514.
{{cite journal}}
: CS1 maint: multiple names: authors list (link) - ^ Browning SR, Browning BL (2007). "Rapid and accurate haplotype phasing and missing-data inference for whole-genome association studies by use of localized haplotype clustering". Am J Hum Genet. 81 (5): 1084–1097. doi:10.1086/521987. PMC 2265661. PMID 17924348.
- ^ Browning BL, Browning SR (2009). "A unified approach to genotype imputation and haplotype-phase inference for large data sets of trios and unrelated individuals". Am J Hum Genet. 84 (2): 210–223. doi:10.1016/j.ajhg.2009.01.005. PMC 2668004. PMID 19200528.
- ^ Makinen VP, Parkkonen M, Wessman M, Groop PH, Kanninen T, Kaski K (2005). "High-throughput pedigree drawing". Eur J Hum Genet. 13 (8): 987–989. doi:10.1038/sj.ejhg.5201430.
{{cite journal}}
: CS1 maint: multiple names: authors list (link) - ^ Price AL, Patterson NJ, Plenge RM, Weinblatt ME, Shadick NA, Reich D (2006). "Principal components analysis corrects for stratification in genome-wide association studies". Nat Genet. 38 (8): 904–909. doi:10.1038/ng1847. PMID 16862161.
{{cite journal}}
: CS1 maint: multiple names: authors list (link) - ^ Patterson N, Price AL, Reich D (2006). "Population structure and eigenanalysis". PLoS Genet. 2 (12): e190. doi:10.1371/journal.pgen.0020190. PMC 1713260. PMID 17194218.
{{cite journal}}
: CS1 maint: multiple names: authors list (link) CS1 maint: unflagged free DOI (link) - ^ Laird NM, Horvath S, Xu X (2000). "Implementing a unified approach to family-based tests of association". Genet Epidemiol. 19 (Suppl 1): S36-42. doi:10.1002/1098-2272(2000)19:1+<::aid-gepi6>3.3.co;2-d.
{{cite journal}}
: CS1 maint: multiple names: authors list (link) - ^ Kruglyak L, Daly MJ, Reeve-Daly MP, Lander ES (1996). "Parametric and nonparametric linkage analysis: a unified multipoint approach". Am J Hum Genet. 58: 1347–1363.
{{cite journal}}
: CS1 maint: multiple names: authors list (link) - ^ Kong A, Cox NJ (1997). "Allele-sharing models: LOD scores and accurate linkage tests". Am J Hum Genet. 61 (5): 1179–1188. doi:10.1086/301592.
- ^ Wang Z, McPeek MS (2009). "An Incomplete-Data Quasi-likelihood Approach to Haplotype-Based Genetic Association Studies on Related Individuals". J Am Stat Assoc. 104 (487): 1251–1260. doi:10.1198/jasa.2009.tm08507.
- ^ Abney M (2009). "A graphical algorithm for fast computation of identity coefficients and generalized kinship coefficients". Bioinformatics. 25 (12): 1561–1563. doi:10.1093/bioinformatics/btp185.
- ^ Heath SC (1997). "Markov chain Monte Carlo segregation and linkage analysis for oligogenic models". Am J Hum Genet. 61 (3): 748–760. doi:10.1086/515506.
- ^ Alcais A, Philippi A, Abel L (1999). "Genetic model-free linkage analysis using the maximum-likelihood- binomial method for categorical traits". Genet Epidemiol. 17 (Suppl 1): S467-472. doi:10.1002/gepi.1370170775.
{{cite journal}}
: CS1 maint: multiple names: authors list (link) - ^ a b Lange K, Papp JC, Sinsheimer JS, Sripracha R, Zhou H, Sobel EM (2013). "Mendel: the Swiss army knife of genetic analysis programs". Bioinformatics. 29 (12): 1568–1570. doi:10.1093/bioinformatics/btt187.
{{cite journal}}
: CS1 maint: multiple names: authors list (link) - ^ a b Abecasis GR, Cherny SS, Cookson WO, Cardon LR (2002). "Merlin--rapid analysis of dense genetic maps using sparse gene flow trees". Nat Genet. 30 (1): 97–101. doi:10.1038/ng786. PMID 11731797.
{{cite journal}}
: CS1 maint: multiple names: authors list (link) - ^ a b Sobel E, Lange K (1996). "Descent graphs in pedigree analysis: Applications to haplotyping, location scores, and marker-sharing statistics". Am J Hum Genet. 58 (6): 1323–1337.
- ^ Thompson EA (1994). "Monte Carlo likelihood in the genetic mapping of complex traits". Philos Trans R Soc Lond B Biol Sci. 344 (1310): 345–350, discussion 350–341. doi:10.1098/rstb.1994.0073.
- ^ Thompson EA (1994). "Monte Carlo likelihood in genetic mapping". Statistical Science. 9 (3): 355–366. doi:10.1214/ss/1177010381.
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