This function runs a permutation test on Vst calculation
Arguments
- AD
data frame of total allele depth values of SNPs
- pops
character. A vector of population names for each individual. Must be the same length as the number of samples in AD
- nperm
numeric. Number of permutations to perform
- histogram
logical. plots the distribution histogram of permuted vst values vs. observed values
- stat
numeric. The stat to be plotted in histogram. 1 for Mean Absolute Distance or 2 (
default) for Root Mean Square Distance- qGraph
logical. Plot the network plot based on observed Vst values (see
vst()help page for more details)
Value
Returns a list with observed vst values, an array of permuted vst values and the p-values for the permutation test
Author
Jorge Cortés-Miranda (email:jorge.cortes.m@ug.uchile.cl), Piyal Karunarathne
Examples
if (FALSE) data(alleleINF)
data(ADtable)
DD<-dupGet(alleleINF)
#> categorizing deviant SNPs with
#> excess of heterozygotes z.all & chi.all
ds<-DD[DD$dup.stat=="deviant",]
ad<-ADtable[match(paste0(ds$CHROM,".",ds$POS),paste0(ADtable$CHROM,".",ADtable$POS)),]
vstPermutation(ad,pops=substr(colnames(ad)[-c(1:4)],1,11)) # \dontrun{}
#> Permuting Vst
#>
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#> Calculating ovserved Vst
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#> $observed_vst
#> KKOGR07_000 KKOGR07_001 KKOGR07_002 KKOGR07_003 KKOGR07_004
#> KKOGR07_000 NA NA NA NA NA
#> KKOGR07_001 -0.05122414 NA NA NA NA
#> KKOGR07_002 -0.04371113 -0.042496590 NA NA NA
#> KKOGR07_003 -0.02603668 -0.026878950 -0.022139367 NA NA
#> KKOGR07_004 -0.01252776 -0.005286347 -0.009161007 0.0217061531 NA
#> KKOGR07_005 -0.04848016 0.001521456 0.004962315 0.0151247848 0.032953289
#> KKOGR07_006 -0.05562812 -0.014114825 -0.014535465 0.0077975184 0.015824418
#> KKOKT10_000 0.13616157 0.186596780 0.204152082 0.0869423330 0.256857888
#> KKOKT10_001 -0.05780229 -0.039294302 -0.035640345 -0.0310422447 -0.009366708
#> KKOKT10_002 -0.03738761 -0.016342567 -0.023458249 -0.0148268130 -0.001101267
#> KKOKT10_003 -0.02774479 -0.013764561 -0.012173887 -0.0150586122 0.019466392
#> KKOKT10_004 -0.02774910 -0.010272805 -0.016956333 -0.0193283672 0.027305690
#> KKOKT10_005 -0.01881313 0.008650971 0.009339490 -0.0006875292 0.041958367
#> KKOKT10_006 0.01223390 0.016782762 0.005973111 0.0373721639 -0.027712851
#> KKOKT10_007 -0.04286858 -0.003037995 -0.015330106 0.0092210254 0.000359757
#> KKOGR07_005 KKOGR07_006 KKOKT10_000 KKOKT10_001 KKOKT10_002
#> KKOGR07_000 NA NA NA NA NA
#> KKOGR07_001 NA NA NA NA NA
#> KKOGR07_002 NA NA NA NA NA
#> KKOGR07_003 NA NA NA NA NA
#> KKOGR07_004 NA NA NA NA NA
#> KKOGR07_005 NA NA NA NA NA
#> KKOGR07_006 -0.031420615 NA NA NA NA
#> KKOKT10_000 0.245367293 0.275764500 NA NA NA
#> KKOKT10_001 -0.033006393 -0.032583610 0.07668781 NA NA
#> KKOKT10_002 0.012029077 -0.001113533 0.17827212 -0.053217457 NA
#> KKOKT10_003 0.039989191 0.028427012 0.19380683 -0.051441882 -0.037921936
#> KKOKT10_004 0.033516110 0.018835012 0.14721069 -0.047534596 -0.031878762
#> KKOKT10_005 0.053380978 0.044445648 0.15893253 -0.030200484 -0.005879087
#> KKOKT10_006 0.072861128 0.050073301 0.35024893 -0.006957781 0.003017883
#> KKOKT10_007 0.001646667 -0.029910661 0.30899688 -0.044790561 -0.023194798
#> KKOKT10_003 KKOKT10_004 KKOKT10_005 KKOKT10_006 KKOKT10_007
#> KKOGR07_000 NA NA NA NA NA
#> KKOGR07_001 NA NA NA NA NA
#> KKOGR07_002 NA NA NA NA NA
#> KKOGR07_003 NA NA NA NA NA
#> KKOGR07_004 NA NA NA NA NA
#> KKOGR07_005 NA NA NA NA NA
#> KKOGR07_006 NA NA NA NA NA
#> KKOKT10_000 NA NA NA NA NA
#> KKOKT10_001 NA NA NA NA NA
#> KKOKT10_002 NA NA NA NA NA
#> KKOKT10_003 NA NA NA NA NA
#> KKOKT10_004 -0.0428280300 NA NA NA NA
#> KKOKT10_005 -0.0177511147 -0.018142971 NA NA NA
#> KKOKT10_006 0.0196278521 0.035513265 0.06519210 NA NA
#> KKOKT10_007 -0.0001255767 0.003424613 0.02279381 0.00874942 NA
#>
#> $permuted_vst
#> , , 1
#>
#> KKOGR07_000 KKOGR07_001 KKOGR07_002 KKOGR07_003 KKOGR07_004
#> KKOGR07_000 NA NA NA NA NA
#> KKOGR07_001 0.022514987 NA NA NA NA
#> KKOGR07_002 0.007537305 -0.032868217 NA NA NA
#> KKOGR07_003 -0.030565446 0.022270577 0.003343151 NA NA
#> KKOGR07_004 -0.020477102 0.028886002 0.016394608 -0.03758981 NA
#> KKOGR07_005 -0.021333542 0.021305922 0.005034589 -0.03200479 -0.03034230
#> KKOGR07_006 0.018898434 -0.071526845 -0.036344372 0.02012804 0.02969846
#> KKOKT10_000 0.021144930 -0.039161833 -0.032014126 0.01310399 0.03178393
#> KKOKT10_001 -0.030360575 -0.026317145 -0.044105251 -0.03260905 -0.02220422
#> KKOKT10_002 -0.027576662 -0.019963427 -0.021785385 -0.02933777 -0.02640046
#> KKOKT10_003 0.023559830 -0.053955021 -0.025232375 0.01749730 0.02055311
#> KKOKT10_004 -0.019776305 -0.019085451 -0.014416282 -0.02380415 -0.02833238
#> KKOKT10_005 -0.067954968 0.001770303 -0.001993468 -0.02605694 -0.01997493
#> KKOKT10_006 0.003150310 0.102839722 0.067376321 -0.02757790 -0.02746781
#> KKOKT10_007 -0.054381826 -0.075963123 -0.059068832 -0.02579348 -0.01134545
#> KKOGR07_005 KKOGR07_006 KKOKT10_000 KKOKT10_001 KKOKT10_002
#> KKOGR07_000 NA NA NA NA NA
#> KKOGR07_001 NA NA NA NA NA
#> KKOGR07_002 NA NA NA NA NA
#> KKOGR07_003 NA NA NA NA NA
#> KKOGR07_004 NA NA NA NA NA
#> KKOGR07_005 NA NA NA NA NA
#> KKOGR07_006 2.050457e-02 NA NA NA NA
#> KKOKT10_000 2.086588e-02 -0.05255602 NA NA NA
#> KKOKT10_001 -3.283067e-02 -0.02927815 -0.03049808 NA NA
#> KKOKT10_002 -2.939262e-02 -0.01831683 -0.01603751 -0.042250465 NA
#> KKOKT10_003 1.672327e-02 -0.06797349 -0.04189792 -0.023258236 -0.017927083
#> KKOKT10_004 -2.580985e-02 -0.02294119 -0.01006987 -0.035223496 -0.044654015
#> KKOKT10_005 -1.815077e-02 -0.00186446 0.01010225 -0.033399199 -0.025573420
#> KKOKT10_006 2.754771e-05 0.09791422 0.10447424 -0.001412321 0.007177499
#> KKOKT10_007 -2.958812e-02 -0.08431777 -0.06511980 -0.051475761 -0.047874104
#> KKOKT10_003 KKOKT10_004 KKOKT10_005 KKOKT10_006 KKOKT10_007
#> KKOGR07_000 NA NA NA NA NA
#> KKOGR07_001 NA NA NA NA NA
#> KKOGR07_002 NA NA NA NA NA
#> KKOGR07_003 NA NA NA NA NA
#> KKOGR07_004 NA NA NA NA NA
#> KKOGR07_005 NA NA NA NA NA
#> KKOGR07_006 NA NA NA NA NA
#> KKOKT10_000 NA NA NA NA NA
#> KKOKT10_001 NA NA NA NA NA
#> KKOKT10_002 NA NA NA NA NA
#> KKOKT10_003 NA NA NA NA NA
#> KKOKT10_004 -0.015119227 NA NA NA NA
#> KKOKT10_005 -0.006287417 -0.03419434 NA NA NA
#> KKOKT10_006 0.084381764 0.02014939 -0.005418354 NA NA
#> KKOKT10_007 -0.066631982 -0.06849780 -0.050769581 0.02245387 NA
#>
#> , , 2
#>
#> KKOGR07_000 KKOGR07_001 KKOGR07_002 KKOGR07_003 KKOGR07_004
#> KKOGR07_000 NA NA NA NA NA
#> KKOGR07_001 -0.015646707 NA NA NA NA
#> KKOGR07_002 0.012091441 -0.023756646 NA NA NA
#> KKOGR07_003 0.007302716 -0.018443825 -0.037927554 NA NA
#> KKOGR07_004 0.026399940 -0.013464559 -0.032364267 -0.026505486 NA
#> KKOGR07_005 -0.009328106 -0.029755828 -0.021013444 -0.015813511 -0.008554957
#> KKOGR07_006 -0.033238244 -0.009241657 0.006783779 0.011643214 0.023499095
#> KKOKT10_000 0.001455245 -0.026731749 -0.031060209 -0.023085006 -0.022874302
#> KKOKT10_001 0.079147006 0.043692060 -0.019726367 -0.020404877 0.008881662
#> KKOKT10_002 -0.009779226 -0.037822704 -0.028454457 -0.023456563 -0.023406940
#> KKOKT10_003 0.021659519 -0.029923458 -0.047246301 -0.035688611 -0.047655251
#> KKOKT10_004 0.128883304 0.083763562 0.009742739 0.002874327 0.026058179
#> KKOKT10_005 0.180113168 0.113532126 0.022914007 0.003840748 0.025235289
#> KKOKT10_006 -0.009485687 -0.036026661 -0.027292609 -0.025770458 -0.019242702
#> KKOKT10_007 0.216023838 0.139065021 0.041763481 0.021174849 0.048243695
#> KKOGR07_005 KKOGR07_006 KKOKT10_000 KKOKT10_001 KKOKT10_002
#> KKOGR07_000 NA NA NA NA NA
#> KKOGR07_001 NA NA NA NA NA
#> KKOGR07_002 NA NA NA NA NA
#> KKOGR07_003 NA NA NA NA NA
#> KKOGR07_004 NA NA NA NA NA
#> KKOGR07_005 NA NA NA NA NA
#> KKOGR07_006 0.002793154 NA NA NA NA
#> KKOKT10_000 -0.016958891 0.016957115 NA NA NA
#> KKOKT10_001 0.048446024 0.092284028 0.02854349 NA NA
#> KKOKT10_002 -0.032004003 -0.008960685 -0.02381252 0.03551022 NA
#> KKOKT10_003 -0.023922783 0.019751777 -0.04199103 -0.02717916 -0.03048608
#> KKOKT10_004 0.089830833 0.143510999 0.06387260 -0.04350496 0.07529573
#> KKOKT10_005 0.100802936 0.244106923 0.09402697 -0.03918424 0.09168294
#> KKOKT10_006 -0.025961786 0.005585218 -0.02324971 0.03544027 -0.03208389
#> KKOKT10_007 0.130469133 0.303505223 0.13780724 -0.02977667 0.10725509
#> KKOKT10_003 KKOKT10_004 KKOKT10_005 KKOKT10_006 KKOKT10_007
#> KKOGR07_000 NA NA NA NA NA
#> KKOGR07_001 NA NA NA NA NA
#> KKOGR07_002 NA NA NA NA NA
#> KKOGR07_003 NA NA NA NA NA
#> KKOGR07_004 NA NA NA NA NA
#> KKOGR07_005 NA NA NA NA NA
#> KKOGR07_006 NA NA NA NA NA
#> KKOKT10_000 NA NA NA NA NA
#> KKOKT10_001 NA NA NA NA NA
#> KKOKT10_002 NA NA NA NA NA
#> KKOKT10_003 NA NA NA NA NA
#> KKOKT10_004 -0.010206757 NA NA NA NA
#> KKOKT10_005 -0.007571065 -0.05336121 NA NA NA
#> KKOKT10_006 -0.031966404 0.07701041 0.1038049 NA NA
#> KKOKT10_007 -0.006763031 -0.03964588 -0.0568747 0.1485374 NA
#>
#> , , 3
#>
#> KKOGR07_000 KKOGR07_001 KKOGR07_002 KKOGR07_003 KKOGR07_004
#> KKOGR07_000 NA NA NA NA NA
#> KKOGR07_001 -0.0623948431 NA NA NA NA
#> KKOGR07_002 -0.0169578019 -0.010550836 NA NA NA
#> KKOGR07_003 -0.0469756664 -0.026153811 -0.026389844 NA NA
#> KKOGR07_004 0.0008141133 0.030305273 -0.037937663 0.01212328 NA
#> KKOGR07_005 -0.0328398713 -0.031761628 -0.030483178 -0.02477854 -0.008198918
#> KKOGR07_006 -0.0679225447 -0.064522440 -0.003005947 -0.03140785 0.036654471
#> KKOKT10_000 0.0163737966 0.057494716 -0.025356327 0.02358420 -0.016055212
#> KKOKT10_001 -0.0630133023 -0.050600030 0.002379686 -0.01286464 0.047359852
#> KKOKT10_002 -0.0511727753 -0.040983472 -0.015898245 -0.02787715 0.017865515
#> KKOKT10_003 -0.0353834190 -0.021110768 -0.038006443 -0.03743213 -0.005159422
#> KKOKT10_004 -0.0303611046 -0.007949719 -0.033936615 -0.02298541 -0.013247031
#> KKOKT10_005 -0.0792977130 -0.073295890 0.004195858 -0.03339414 0.046524940
#> KKOKT10_006 -0.0300305978 -0.026916585 -0.049954243 -0.03205203 -0.040618357
#> KKOKT10_007 -0.0339212411 -0.029063375 -0.065480688 -0.04840486 -0.054859729
#> KKOGR07_005 KKOGR07_006 KKOKT10_000 KKOKT10_001 KKOKT10_002
#> KKOGR07_000 NA NA NA NA NA
#> KKOGR07_001 NA NA NA NA NA
#> KKOGR07_002 NA NA NA NA NA
#> KKOGR07_003 NA NA NA NA NA
#> KKOGR07_004 NA NA NA NA NA
#> KKOGR07_005 NA NA NA NA NA
#> KKOGR07_006 -0.03316555 NA NA NA NA
#> KKOKT10_000 0.01124418 0.06761295 NA NA NA
#> KKOKT10_001 -0.02631053 -0.06774073 7.809599e-02 NA NA
#> KKOKT10_002 -0.03329837 -0.05276479 3.849276e-02 -0.037393690 NA
#> KKOKT10_003 -0.03484016 -0.03354545 5.420558e-03 -0.014892845 -0.031791864
#> KKOKT10_004 -0.02274154 -0.01231634 -4.693792e-05 0.002609646 -0.009882837
#> KKOKT10_005 -0.02933459 -0.11603729 7.601291e-02 -0.092262328 -0.051905841
#> KKOKT10_006 -0.04284517 -0.02898135 -2.049725e-02 -0.018291964 -0.031018841
#> KKOKT10_007 -0.04817943 -0.03186367 -6.589833e-02 -0.022237243 -0.038572473
#> KKOKT10_003 KKOKT10_004 KKOKT10_005 KKOKT10_006 KKOKT10_007
#> KKOGR07_000 NA NA NA NA NA
#> KKOGR07_001 NA NA NA NA NA
#> KKOGR07_002 NA NA NA NA NA
#> KKOGR07_003 NA NA NA NA NA
#> KKOGR07_004 NA NA NA NA NA
#> KKOGR07_005 NA NA NA NA NA
#> KKOGR07_006 NA NA NA NA NA
#> KKOKT10_000 NA NA NA NA NA
#> KKOKT10_001 NA NA NA NA NA
#> KKOKT10_002 NA NA NA NA NA
#> KKOKT10_003 NA NA NA NA NA
#> KKOKT10_004 -0.03185612 NA NA NA NA
#> KKOKT10_005 -0.02905074 -0.01185270 NA NA NA
#> KKOKT10_006 -0.04351625 -0.03944723 -0.02053090 NA NA
#> KKOKT10_007 -0.07049867 -0.06711906 -0.02287331 -0.07056291 NA
#>
#> , , 4
#>
#> KKOGR07_000 KKOGR07_001 KKOGR07_002 KKOGR07_003 KKOGR07_004
#> KKOGR07_000 NA NA NA NA NA
#> KKOGR07_001 -0.008896048 NA NA NA NA
#> KKOGR07_002 -0.024812706 0.003427320 NA NA NA
#> KKOGR07_003 -0.010104170 -0.029167863 -0.004135822 NA NA
#> KKOGR07_004 -0.024069305 0.003416512 -0.032904132 -0.011246212 NA
#> KKOGR07_005 -0.027426826 -0.026119549 -0.027501234 -0.031934541 -0.033623720
#> KKOGR07_006 -0.058927064 -0.073109570 -0.027737987 -0.048849145 -0.037797847
#> KKOKT10_000 0.012173300 -0.009966605 0.003012033 -0.026012717 -0.004517671
#> KKOKT10_001 -0.016321520 -0.038887597 -0.007537818 -0.037785695 -0.017098789
#> KKOKT10_002 0.045848801 -0.027878586 0.037182150 -0.030613184 0.033336257
#> KKOKT10_003 -0.046222880 -0.013197447 -0.045674316 -0.021742940 -0.045337114
#> KKOKT10_004 -0.007403911 0.067273333 -0.028723415 0.042903094 -0.008919861
#> KKOKT10_005 0.109231268 -0.007343741 0.048991521 -0.012955305 0.045221206
#> KKOKT10_006 -0.033897380 0.019434678 -0.044400045 0.000687371 -0.029268346
#> KKOKT10_007 0.381334117 0.169618679 0.221969590 0.087269494 0.211937581
#> KKOGR07_005 KKOGR07_006 KKOKT10_000 KKOKT10_001 KKOKT10_002
#> KKOGR07_000 NA NA NA NA NA
#> KKOGR07_001 NA NA NA NA NA
#> KKOGR07_002 NA NA NA NA NA
#> KKOGR07_003 NA NA NA NA NA
#> KKOGR07_004 NA NA NA NA NA
#> KKOGR07_005 NA NA NA NA NA
#> KKOGR07_006 -0.047005171 NA NA NA NA
#> KKOKT10_000 -0.019029754 -0.03950934 NA NA NA
#> KKOKT10_001 -0.036182255 -0.06901322 -0.023905517 NA NA
#> KKOKT10_002 -0.011709593 -0.05122598 -0.010110577 -0.02251839 NA
#> KKOKT10_003 -0.041288591 -0.04941970 -0.023741421 -0.03563701 0.012762024
#> KKOKT10_004 -0.002240825 0.01477124 0.061284814 0.04301556 0.120855349
#> KKOKT10_005 0.001480810 -0.02596548 0.002966885 -0.00215586 -0.008741291
#> KKOKT10_006 -0.026993984 -0.02524031 0.014360521 -0.00308023 0.060180014
#> KKOKT10_007 0.104331971 0.13725110 0.157691647 0.18092852 0.147281016
#> KKOKT10_003 KKOKT10_004 KKOKT10_005 KKOKT10_006 KKOKT10_007
#> KKOGR07_000 NA NA NA NA NA
#> KKOGR07_001 NA NA NA NA NA
#> KKOGR07_002 NA NA NA NA NA
#> KKOGR07_003 NA NA NA NA NA
#> KKOGR07_004 NA NA NA NA NA
#> KKOGR07_005 NA NA NA NA NA
#> KKOGR07_006 NA NA NA NA NA
#> KKOKT10_000 NA NA NA NA NA
#> KKOKT10_001 NA NA NA NA NA
#> KKOKT10_002 NA NA NA NA NA
#> KKOKT10_003 NA NA NA NA NA
#> KKOKT10_004 -0.02826234 NA NA NA NA
#> KKOKT10_005 0.03202169 0.12305911 NA NA NA
#> KKOKT10_006 -0.04644397 -0.03699116 0.08632555 NA NA
#> KKOKT10_007 0.20079113 0.32465171 0.16204766 0.3023007 NA
#>
#> , , 5
#>
#> KKOGR07_000 KKOGR07_001 KKOGR07_002 KKOGR07_003 KKOGR07_004
#> KKOGR07_000 NA NA NA NA NA
#> KKOGR07_001 0.018540336 NA NA NA NA
#> KKOGR07_002 -0.034989711 -0.009676438 NA NA NA
#> KKOGR07_003 0.045041138 -0.028611565 0.0195866892 NA NA
#> KKOGR07_004 0.001000616 -0.030498860 -0.0100099041 -0.026852552 NA
#> KKOGR07_005 0.089449035 -0.013123420 0.0476314122 -0.024104014 -0.01364269
#> KKOGR07_005 KKOGR07_006 KKOKT10_000 KKOKT10_001 KKOKT10_002
#> KKOGR07_000 NA NA NA NA NA
#> KKOGR07_001 NA NA NA NA NA
#> KKOGR07_002 NA NA NA NA NA
#> KKOGR07_003 NA NA NA NA NA
#> KKOGR07_004 NA NA NA NA NA
#> KKOGR07_005 NA NA NA NA NA
#> KKOKT10_003 KKOKT10_004 KKOKT10_005 KKOKT10_006 KKOKT10_007
#> KKOGR07_000 NA NA NA NA NA
#> KKOGR07_001 NA NA NA NA NA
#> KKOGR07_002 NA NA NA NA NA
#> KKOGR07_003 NA NA NA NA NA
#> KKOGR07_004 NA NA NA NA NA
#> KKOGR07_005 NA NA NA NA NA
#>
#> [ reached getOption("max.print") -- omitted 9 row(s) and 95 matrix slice(s) ]
#>
#> $pvalue
#> KKOGR07_000 KKOGR07_001 KKOGR07_002 KKOGR07_003 KKOGR07_004
#> KKOGR07_001 0.90
#> KKOGR07_002 0.81 0.87
#> KKOGR07_003 0.62 0.68 0.55
#> KKOGR07_004 0.50 0.37 0.42 0.18
#> KKOGR07_005 0.89 0.24 0.33 0.19 0.15
#> KKOGR07_006 0.78 0.44 0.43 0.31 0.34
#> KKOKT10_000 0.04 0.01 0.01 0.08 0.00
#> KKOKT10_001 0.94 0.76 0.74 0.77 0.41
#> KKOKT10_002 0.71 0.49 0.61 0.54 0.42
#> KKOKT10_003 0.55 0.41 0.47 0.43 0.25
#> KKOKT10_004 0.63 0.43 0.44 0.58 0.23
#> KKOKT10_005 0.56 0.30 0.38 0.40 0.25
#> KKOKT10_006 0.30 0.21 0.24 0.16 0.77
#> KKOKT10_007 0.67 0.38 0.52 0.36 0.45
#> KKOGR07_005 KKOGR07_006 KKOKT10_000 KKOKT10_001 KKOKT10_002
#> KKOGR07_001
#> KKOGR07_002
#> KKOGR07_003
#> KKOGR07_004
#> KKOGR07_005
#> KKOGR07_006 0.74
#> KKOKT10_000 0.00 0.00
#> KKOKT10_001 0.80 0.64 0.12
#> KKOKT10_002 0.19 0.38 0.01 1.00
#> KKOKT10_003 0.12 0.22 0.01 0.96 0.84
#> KKOKT10_004 0.17 0.23 0.03 0.92 0.70
#> KKOKT10_005 0.19 0.27 0.06 0.57 0.53
#> KKOKT10_006 0.06 0.17 0.00 0.40 0.23
#> KKOKT10_007 0.37 0.44 0.00 0.79 0.58
#> KKOKT10_003 KKOKT10_004 KKOKT10_005 KKOKT10_006
#> KKOGR07_001
#> KKOGR07_002
#> KKOGR07_003
#> KKOGR07_004
#> KKOGR07_005
#> KKOGR07_006
#> KKOKT10_000
#> KKOKT10_001
#> KKOKT10_002
#> KKOKT10_003
#> KKOKT10_004 0.86
#> KKOKT10_005 0.48 0.48
#> KKOKT10_006 0.23 0.17 0.20
#> KKOKT10_007 0.31 0.31 0.39 0.31
#>