ࡱ> <B;  !"#$%&'()*+,-./0123456789:;<=>?@ACDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}~R F}m=<Workbookm_VBA_PROJECT_CUR"ON}m}mVBA}m}m 9\pMichael Sorenson Ba= ThisWorkbook=p\I8@"1WVerdana1WVerdana1WVerdana1WVerdana1WVerdana1WVerdana1 WVerdana1=WVerdana1 WVerdana1WVerdana"$"#,##0_);\("$"#,##0\)!"$"#,##0_);[Red]\("$"#,##0\)""$"#,##0.00_);\("$"#,##0.00\)'""$"#,##0.00_);[Red]\("$"#,##0.00\)7*2_("$"* #,##0_);_("$"* \(#,##0\);_("$"* "-"_);_(@_).))_(* #,##0_);_(* \(#,##0\);_(* "-"_);_(@_)?,:_("$"* #,##0.00_);_("$"* \(#,##0.00\);_("$"* "-"??_);_(@_)6+1_(* #,##0.00_);_(* \(#,##0.00\);_(* "-"??_);_(@_) m/d/yyyy                + ) , *           ( #     ) ! (  8dq:Fc-2NWgFSWc-2NWgFSW̙̙3f3fff3f3f33333f33333\`WHW exact test example SPermutation test example Here, the possible combinations of genotypes have been sorted according to their probability of chance occurrence. Results as extreme as the observed values (33,33,19) or more extreme would be expected in ~7.4% of random draws from a population in HWE. Thus, the data are consistent with the null hypothesis of HWE, although come close to to meeting the typical standard of p < 0.05 for rejecting the null hypothesis.AllelesRand() GenotypesI recorded a macro that 1) copies the count from column D and pastes it "as text" in column E (to get rid of the formula), then 2) inserts that value at the top of column F, and the 3) sorts column A by the new set of random numbers in column B to generate a new set of random genotypes and a new count of heterozygotes. To run the macro, select cell A4 and then hold down option-command- and hit "t" (may be different on a PC). Give it a try!&Calculation of expected values for HWE4 The same values as in J and K but sorted by X2 value (highest to lowest) - the first 71 values have 33 heterozygotes or numbers that were even less likely as measured by X2 (d"33 or e"51), so the estimated p-value is 71/1000 = 0.071, very close to the exact value calculated on the other worsheet in this file.- . This example uses the same data as on the previous page. 99 A's and 71 C's are in column A. Column B has random numbers, which can be sorted to provide a random order of the alleles in A, and then combined to form 85 diploid genotypes randomly formed from 99 A and 71 C alleles."Count of heterozygotes in Column B;1000 counts of heterozygotes generated by running the macroX2 values for each count  Allele FreqsExpectedACAAACCC.Genotypes for 85 big brown bats at a SNP locusobservedColumn E gives the exact probability of observing each possible combination of genotypes assuming random mating - any combination is possible by chance, but some combinations are extremely unlikely - note that these probabilities sum to 1.lThe above lines include all possible combinations of genotypes that add up to 99 A alleles and 71 C alleles. 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ZZZZZZZZZZF  G .H I 0kJ K F G H I J K d >@dd@   5 Sheet2 Module1E__SRP_2 q__SRP_3mThisWorkbook "  !"#$%&'()*+,./0123456789:;<=?@ABCDEFGHIJKLMNPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}~Ur~}   Aa)YAy AiDR h|i,i4i\h|i,ii4boxhfXH |i r h|i,ii4i\. |ir h|i,ii4i\Xff |i r h|i,ii4i\4 |i it h h|i,ii4i\. |ir h|i,ii4i\< |it h$h|i,ii4i\  $ lIUr `apxM#vEM (LSSS<'0{00020819-0000-0000-C000-000000000046}8(3.$HxAttribute VB_Name = "ThisWorkbook" Bas0{00020819-0C$0046} zCreatablAFalse PredeclaDIdTru !E xposeTemplateDeriv#bCus`tomizaxM!#Sheet1 -Sheet2 >_VBA_PROJECTOW dirvEM (LSSS<'0{00020820-0000-0000-C000-000000000046}8( $HxMV$x|EM, 6LLL<0<4<8<<<I2u*\Rffff*e49803275 *\R1*#180*\R1*#c4*\R1*#b5*\R1*#8c*\R1*#99*\R1*#b*\R1*#41 *\R1*#17d*\R1*#b3*\R1*#3d$0ffic$h$$$pael `Hk$t 14BDHLNPael ,Macro recorded 1/28/2009 by Michael Sorensonh,FJR"&4@ @ @( @ @ @@ @ @ @ @X @px @h @X @H  $(*P><X8"   4  & R ^@$r .$r.X$r0 4X&th .$r<&tlp Macro1 Macroffic- Macro recorded 1/28/2009 by Michael Sorensoncati Keyboard Shortcut: Option+Cmd+t @B  " &$(* @B.A1 ,%.%0@BJ 2 %@BJ@8A1:C170 ,%0@BJ@ 4(6@@` @BA A1 ,%.%0@BJ@@llh Macro2 Macro@0- Macro recorded 1/28/2009 by Michael Sorenson Keyboard Shortcut: Option+Cmd+t- @BA1 ,%.%0@BJss  " &$(* @B 4(6 @BA1 ,%.%0@BJ >< @B:A1:C170 ,%.%0@BJ 4(6#A1 ,%.%0B FD JHLN RP @B@ Macro1 Macro- Macro recorded 1/28/2009 by Michael Sorenson Keyboard Shortcut: Option+Cmd+tA1:B170 ,%0@BJߴ#A1 ,%.%0B FD JHLN RP @B@sA1 ,%.%0@BJ @BA1 ,%.%0@BJ  " &$(* @BA1 ,%.%0@BJ 4(6A1 ,%.%0@BJ: @BA1 ,%.%0@BJ >< @B:aQ7A1 ,%.%0@BJt`ca $0(sP8L`Attribute VB_Name = "Module1" Sub Macro1X() H.Descripti onpV recorded 1/28/2009 by Michael Sorenson"Pro cData\Invoke_Func\t\r14" ' '$v?Keyboard Shortc ut: Ob+CPmd+t ActiveCell.Range("A1:B170").Selec\t .mt" -1:=Offset(0, 1)$"), Oer _$&xlAscending, Header:=xlGuessCust@om:=1,tchCase:=@False,$Orientá TopToBot76P3 (9CopyW8SPasteSpecial (Val98perF-Non5SkipBla`nks:=H8stdole %*\H{0002`0430-C 0046}#2.0#0#Macintosh HD:Applications:Microsoft Offiche 27: LE Automp\2#O IMSFor ms>SF_rmsP/; 1*|\G`S``00}#0`#ў0092C78480-A79F-11D0-8ADF0A0C91110EBHB1`B,QBV!B+BThisWor@kbookN2 ThiE VWbWkbo$k~" zSheeVtg2bS e9tq ! 2‡" 2 2)"&e K*dUr~~~~~~~~~j ߾ݏ$s  __SRP_0 __SRP_1PROJECTwmkPROJECT'a  Y A   )!Module1 VBAProjectFVMacintosh HD:Applications:Microsoft Office 2004:Office:Visual Basic for Applications\0VBA   (F[Macintosh HD:Applications:Microsoft Office 2004:Office:Type Libraries:Excel 11 Type LibraryExcel )Q80F QMacintosh HD:Applications:Microsoft Office 2004:Office:Microsoft OLE Automation\2stdole  H9hЊVMacintosh HD:Applications:Microsoft Office 2004:Office:Visual Basic for Applications\3MSForms )yQ X E..`M DŽЊVMacintosh HD:Applications:Microsoft Office 2004:Office:Visual Basic for Applications\2 y h-L[DR\Macintosh HD:Applications:Microsoft Office 2004:Office:Type Libraries:Office 11 Type LibraryOffice  xMacro1  F yF%x FF/ %x  A1:B170 y &| A1SortKey1Order1Header OrderCustom MatchCase OrientationCopy PasteSpecialPaste Operation SkipBlanks TransposeF&|InsertShift ThisWorkbookSheet1Sheet2Sheet3AUr  ,Macro recorded 1/28/2009 by Michael Sorensont 14dModule1Module1ThisWorkbookThisWorkbookSheet1Sheet1Sheet2Sheet2ID="{9D123B16-ED50-11DD-B1E0-00112473D8EC}" Module=Module1 Document=ThisWorkbook/&H00000000 Document=Sheet1/&H00000000 Document=Sheet2/&H00000000 Name="VBAProject" HelpContextID="0" CMG="7072CE34D234D234D234D2" DPB="D0D26E916F916F91" GC="30328EF18FF18F0E" [Host Extender Info] &H00000001={3832D640-CF90-11CF-8E43-00A0C911005A};VBE;&H00000000 [Workspace] Module1=254, 1, 715, 474, C ThisWorkbook=0, 0, 0, 0, C Sheet1=0, 0, 0, 0, C Sheet2=0, 0, 0, 0, C  Oh+'0 @Hd 'Michael SorensonMichael SorensonMicrosofSummaryInformation( DocumentSummaryInformation80CompObjXt Excel@RG PICT U HHU U    "z""""""""y"""""""""{""""""""|"""""" S S  S T"e " " "T "d " " "S " "f " " " "g " " 1"" "" " " "" DDQQ^^, Lucida Grande .+ x1 |* 2 * 3 * 4 * 5 * 6 * 7 * 8 U( <A)LB)JC)RD U""""" zT, #Verdana# (^ Count of * heterozygotes * in Column B U(Alleles)KRand())K Genotypes(A)N 0.04550018)HAA)45(A)N 0.40256607(C)N 0.81068839)HCC(C)N 0.86750766(C)N 0.39135379)HCA z(#This example uses the same data as * $on the previous page. 99 A's and 71 * "C's are in column A. Column B has * $random numbers, which can be sorted * !to provide a random order of the * #alleles in A, and then combined to * #form 85 diploid genotypes randomly * "formed from 99 A and 71 C alleles. U"e" "{e["{[  TT U zzU U U U U U U U T @ ՜.+,0 PXt | 'Boston University HW exact test examplePermutation test example  Worksheets FMicrosoft Excel Worksheet8FIBExcel.Sheet.8