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Dive back in:

We left off looking to modify the selection cutoff for top terms. While various ideas were floated(standard devs, percentiles, flat cutoff), there was not a consistently most useful method for looking at both male and female data. As such, I opted to run a series of flat cutoffs(100, 50, 25) for both complete methods per sex.

I first looked at the top terms ordered to look for patterns in the data. While I’m unsure of the significance, the clustering of correlations for top terms shares a shape within sexes across methods. Notably, female data had a sharper increase(negative slope) for top results

load('snake/data/go/50_tables/enrichment.Rdata')

topGrid <- function(data, sex, psize, custom.title, custom.Xlab, custom.Ylab){
  plothole <- ggplot(data, aes(x=index, y=cor, label=term))+
    geom_point(color=viridis(1, begin=0.5), size=psize)+
    theme_minimal() +
    labs(x=custom.Xlab, y=custom.Ylab, tag=sex, title=custom.title) +
    theme(text=element_text(size=10), plot.tag = element_text(size=15))
  return(plothole)
}

gg[[1]] <- topGrid(blupF, 'F', 1, 'Top Female Results: TBLUP', 'Rank', 'Correlation')
gg[[2]] <- topGrid(blupM, 'M', 1, 'Top Male Results: TBLUP', 'Rank', 'Correlation')
gg[[3]] <- topGrid(bayesF, 'F', 1, 'Top Female Results: BayesC', 'Rank', 'Correlation')
gg[[4]] <- topGrid(bayesM, 'M', 1, 'Top Male Results: BayesC', 'Rank', 'Correlation')

plot_grid(gg[[1]], gg[[2]], gg[[3]], gg[[4]], ncol=2)

Version Author Date
8f35a08 nklimko 2024-01-23

After this, I found the correlation between the two methods to see how similar generated results are.

print(cor(blupF$cor, bayesF$cor))
[1] 0.9490421

Female Overall

print(cor(blupF[1:200,cor], bayesF[1:200, cor]))
[1] 0.9937145

Female Top 200

print(cor(blupM$cor, bayesM$cor))
[1] 0.9598015

Male Overall

print(cor(blupM[1:200,cor], bayesM[1:200, cor]))
[1] 0.9967979

Male Top 100

Moving past this, I wanted to assess the effect of term count on enrichment——000000——000000——000000——000000——000000

load("snake/data/go/50_tables/enrich/kables.Rdata")

percentModder <- function(dataKable){
  
  dataKable[,5] <- dataKable[,5]*2
  dataKable[,8] <- dataKable[,8]*2
  
  colnames(dataKable) <- rep(c('Flybase Gene', 'Percent', 'Gene'), 3)

  return(dataKable)
  
}


bayesF_KableMod <- percentModder(bayesF_Kable)
bayesM_KableMod <- percentModder(bayesM_Kable)
blupF_KableMod <- percentModder(blupF_Kable )
blupM_KableMod <- percentModder(blupM_Kable )

kable(bayesF_KableMod, caption="Female BayesC", "html") %>%
  add_header_above(c('Top 100 GO Terms' = 3, 'Top 50 GO Terms' = 3, 'Top 25 GO Terms' = 3))
Female BayesC
Top 100 GO Terms
Top 50 GO Terms
Top 25 GO Terms
Flybase Gene Percent Gene Flybase Gene Percent Gene Flybase Gene Percent Gene
FBgn0262738 15 norpA FBgn0025595 18 AkhR FBgn0025595 16 AkhR
FBgn0003731 13 Egfr FBgn0003731 18 Egfr FBgn0000575 12 emc
FBgn0004635 13 rho FBgn0003205 18 Ras85D FBgn0004552 8 Akh
FBgn0003205 10 Ras85D FBgn0004635 18 rho FBgn0283499 8 InR
FBgn0025595 9 AkhR FBgn0000575 14 emc FBgn0000490 8 dpp
FBgn0003310 8 NULL FBgn0262738 14 norpA FBgn0010303 6 hep
FBgn0000575 7 emc FBgn0004552 10 Akh FBgn0015279 6 Pi3K92E
FBgn0015795 7 Rab7 FBgn0015279 10 Pi3K92E FBgn0033799 6 GLaz
FBgn0283499 6 InR FBgn0283499 10 InR FBgn0036449 6 bmm
FBgn0039114 6 Lsd-1 FBgn0003310 10 NULL FBgn0003731 6 Egfr
FBgn0004552 5 Akh FBgn0035586 8 CG10671 FBgn0003205 6 Ras85D
FBgn0015279 5 Pi3K92E FBgn0026252 8 msk FBgn0003463 6 sog
FBgn0035586 5 CG10671 FBgn0000490 8 dpp FBgn0003719 6 tld
FBgn0003463 5 sog FBgn0261648 8 salm FBgn0262738 6 norpA
FBgn0003719 5 tld FBgn0010303 6 hep
FBgn0036545 5 GXIVsPLA2 FBgn0036046 6 Ilp2
FBgn0039655 5 CG14507 FBgn0024248 6 chico
FBgn0003118 5 pnt FBgn0033799 6 GLaz
FBgn0005672 5 spi FBgn0036449 6 bmm
FBgn0036046 4 Ilp2 FBgn0036260 6 Rh7
FBgn0003651 4 svp FBgn0003463 6 sog
FBgn0010379 4 Akt1 FBgn0003719 6 tld
FBgn0024248 4 chico FBgn0003984 6 vn
FBgn0036449 4 bmm FBgn0038197 6 foxo
FBgn0026252 4 msk FBgn0039114 6 Lsd-1
FBgn0036260 4 Rh7 FBgn0003218 6 rdgB
FBgn0000490 4 dpp FBgn0026207 6 mbo
FBgn0003984 4 vn FBgn0027537 6 Nup93-1
FBgn0261648 4 salm FBgn0031078 6 Nup205
FBgn0029720 4 CG3009 FBgn0033737 6 Nup54
FBgn0030013 4 GIIIspla2 FBgn0033766 6 CG8771
FBgn0033170 4 sPLA2 FBgn0038274 6 Nup93-2
FBgn0050503 4 CG30503 FBgn0061200 6 Nup153
FBgn0250862 4 CG42237 FBgn0003256 6 rl
FBgn0003218 4 rdgB FBgn0034140 6 Lst
FBgn0030608 4 Lsd-2 FBgn0015795 6 Rab7
FBgn0035206 4 CG9186 FBgn0002940 6 ninaE
FBgn0040336 4 Seipin FBgn0003295 6 ru
FBgn0026207 4 mbo
FBgn0004435 4 Galphaq
FBgn0000257 4 car
FBgn0000482 4 dor
FBgn0003256 4 rl
FBgn0035871 4 BI-1
FBgn0052350 4 Vps11
FBgn0285911 4 NULL
FBgn0015754 4 Lis-1
FBgn0004647 4 NULL
FBgn0002940 4 ninaE
FBgn0003295 4 ru
FBgn0020386 4 Pdk1
FBgn0262451 4 ban
FBgn0004784 4 inaC
FBgn0003169 3 put
FBgn0010303 3 hep
FBgn0028717 3 Lnk
FBgn0010051 3 Itp-r83A
FBgn0030607 3 dob
FBgn0033226 3 CG1882
FBgn0033799 3 GLaz
FBgn0262103 3 Sik3
FBgn0002576 3 lz
FBgn0004885 3 tok
FBgn0050418 3 nord
FBgn0039152 3 Root
FBgn0038197 3 foxo
FBgn0028741 3 fab1
FBgn0029870 3 Marf
FBgn0052703 3 Erk7
FBgn0027537 3 Nup93-1
FBgn0031078 3 Nup205
FBgn0033737 3 Nup54
FBgn0033766 3 CG8771
FBgn0038274 3 Nup93-2
FBgn0061200 3 Nup153
FBgn0261549 3 rdgA
FBgn0002566 3 lt
FBgn0034140 3 Lst
FBgn0038659 3 EndoA
FBgn0086676 3 spin
FBgn0015721 3 ktub
FBgn0086687 3 Desat1
FBgn0014010 3 Rab5
FBgn0025680 3 cry
FBgn0038167 3 Lkb1
FBgn0004611 3 Plc21C
FBgn0001263 3 inaD
FBgn0052699 3 LPCAT
FBgn0265048 3 cv-d 
kable(bayesM_KableMod, caption="Male BayesC", "html") %>%
  add_header_above(c('Top 100 GO Terms' = 3, 'Top 50 GO Terms' = 3, 'Top 25 GO Terms' = 3))
Male BayesC
Top 100 GO Terms
Top 50 GO Terms
Top 25 GO Terms
Flybase Gene Percent Gene Flybase Gene Percent Gene Flybase Gene Percent Gene
FBgn0265778 13 PDZ-GEF FBgn0261873 22 sdt FBgn0261873 16 sdt
FBgn0261873 11 sdt FBgn0265778 20 PDZ-GEF FBgn0261854 12 aPKC
FBgn0283499 10 InR FBgn0283499 16 InR FBgn0265778 10 PDZ-GEF
FBgn0015279 9 Pi3K92E FBgn0261854 16 aPKC FBgn0025595 10 AkhR
FBgn0036046 9 Ilp2 FBgn0025595 14 AkhR FBgn0036046 10 Ilp2
FBgn0261854 9 aPKC FBgn0036046 14 Ilp2 FBgn0283499 10 InR
FBgn0011661 8 Moe FBgn0067864 14 Patj FBgn0067864 10 Patj
FBgn0020386 8 Pdk1 FBgn0026192 14 par-6 FBgn0026192 10 par-6
FBgn0025595 7 AkhR FBgn0015279 12 Pi3K92E FBgn0259685 8 crb
FBgn0003205 7 Ras85D FBgn0011661 12 Moe FBgn0263289 8 scrib
FBgn0041191 7 Rheb FBgn0020386 12 Pdk1 FBgn0003391 8 shg
FBgn0067864 7 Patj FBgn0024248 12 chico FBgn0086687 8 Desat1
FBgn0026192 7 par-6 FBgn0003205 10 Ras85D FBgn0036449 6 bmm
FBgn0010379 7 Akt1 FBgn0041191 10 Rheb FBgn0004552 6 Akh
FBgn0024248 7 chico FBgn0259685 10 crb FBgn0003205 6 Ras85D
FBgn0263289 6 scrib FBgn0263289 10 scrib FBgn0015279 6 Pi3K92E
FBgn0000163 6 baz FBgn0000163 10 baz FBgn0041191 6 Rheb
FBgn0086687 6 Desat1 FBgn0010379 10 Akt1 FBgn0002121 6 l(2)gl
FBgn0262656 6 Myc FBgn0262656 10 Myc FBgn0000163 6 baz
FBgn0025741 6 PlexA FBgn0036449 8 bmm FBgn0024248 6 chico
FBgn0014020 6 Rho1 FBgn0004552 8 Akh
FBgn0023172 6 RhoGEF2 FBgn0003079 8 Raf
FBgn0259685 5 crb FBgn0010269 8 Dsor1
FBgn0003391 5 shg FBgn0003391 8 shg
FBgn0004636 5 Rap1 FBgn0086687 8 Desat1
FBgn0000547 5 ed FBgn0004636 8 Rap1
FBgn0003256 5 rl FBgn0004638 8 drk
FBgn0051217 4 modSP FBgn0015402 8 ksr
FBgn0036449 4 bmm FBgn0003256 8 rl
FBgn0004552 4 Akh FBgn0051217 6 modSP
FBgn0025800 4 Smox FBgn0033205 6 CG2064
FBgn0003079 4 Raf FBgn0030607 6 dob
FBgn0003118 4 pnt FBgn0033226 6 CG1882
FBgn0010269 4 Dsor1 FBgn0028717 6 Lnk
FBgn0028717 4 Lnk FBgn0001624 6 dlg1
FBgn0027108 4 Inx2 FBgn0002121 6 l(2)gl
FBgn0266756 4 btsz FBgn0004167 6 kst
FBgn0003514 4 sqh FBgn0000117 6 arm
FBgn0004647 4 NULL FBgn0024846 6 p38b
FBgn0001965 4 Sos FBgn0037874 6 Tctp
FBgn0004638 4 drk FBgn0266756 6 btsz
FBgn0015402 4 ksr FBgn0000206 6 boss
FBgn0283472 4 S6k FBgn0038167 6 Lkb1
FBgn0003731 4 Egfr FBgn0024836 6 stan
FBgn0026379 4 Pten FBgn0000547 6 ed
FBgn0010333 4 Rac1 FBgn0003285 6 rst
FBgn0010389 4 htl FBgn0034577 6 cpa
FBgn0011259 4 Sema1a FBgn0262614 6 pyd
FBgn0030926 3 psh FBgn0287864 6 NULL
FBgn0030608 3 Lsd-2 FBgn0001965 6 Sos
FBgn0033205 3 CG2064 FBgn0021796 6 Tor
FBgn0035586 3 CG10671 FBgn0283472 6 S6k
FBgn0040336 3 Seipin FBgn0023172 6 RhoGEF2
FBgn0030607 3 dob FBgn0262103 6 Sik3
FBgn0033226 3 CG1882
FBgn0011300 3 babo
FBgn0024913 3 Actbeta
FBgn0000382 3 csw
FBgn0044048 3 Ilp5
FBgn0001624 3 dlg1
FBgn0002121 3 l(2)gl
FBgn0004167 3 kst
FBgn0000117 3 arm
FBgn0027538 3 beta4GalNAcTA
FBgn0039625 3 beta4GalNAcTB
FBgn0005558 3 ey
FBgn0024846 3 p38b
FBgn0037874 3 Tctp
FBgn0044047 3 Ilp6
FBgn0000206 3 boss
FBgn0015721 3 ktub
FBgn0032940 3 Mondo
FBgn0038167 3 Lkb1
FBgn0020388 3 Gcn5
FBgn0028387 3 chm
FBgn0037376 3 Hat1
FBgn0024836 3 stan
FBgn0027509 3 TBCD
FBgn0003285 3 rst
FBgn0004143 3 nullo
FBgn0034577 3 cpa
FBgn0086384 3 Mer
FBgn0259212 3 cno
FBgn0262614 3 pyd
FBgn0287864 3 NULL
FBgn0021796 3 Tor
FBgn0029840 3 raptor
FBgn0085407 3 Pvf3
FBgn0266136 3 Gyc76C
FBgn0010909 3 msn
FBgn0004456 3 mew
FBgn0262103 3 Sik3
FBgn0004956 3 upd1
FBgn0000721 3 for
FBgn0261574 3 kug
FBgn0003254 3 rib
FBgn0004657 3 mys
FBgn0025740 3 PlexB
FBgn0004644 3 hh
FBgn0051935 3 CG31935 
kable(blupF_KableMod, caption="Female TBLUP", "html") %>%
  add_header_above(c('Top 100 GO Terms' = 3, 'Top 50 GO Terms' = 3, 'Top 25 GO Terms' = 3))
Female TBLUP
Top 100 GO Terms
Top 50 GO Terms
Top 25 GO Terms
Flybase Gene Percent Gene Flybase Gene Percent Gene Flybase Gene Percent Gene
FBgn0003731 14 Egfr FBgn0003731 22 Egfr FBgn0003731 14 Egfr
FBgn0003205 11 Ras85D FBgn0283499 16 InR FBgn0010379 12 Akt1
FBgn0003256 11 rl FBgn0025595 14 AkhR FBgn0283499 12 InR
FBgn0262738 11 norpA FBgn0000575 14 emc FBgn0262103 10 Sik3
FBgn0283499 10 InR FBgn0010303 14 hep FBgn0020386 10 Pdk1
FBgn0010379 9 Akt1 FBgn0010379 12 Akt1 FBgn0028484 10 Ack
FBgn0025595 9 AkhR FBgn0004635 12 rho FBgn0003093 10 Pkc98E
FBgn0000575 9 emc FBgn0262103 10 Sik3 FBgn0003256 10 rl
FBgn0004635 9 rho FBgn0283472 10 S6k FBgn0052703 10 Erk7
FBgn0010303 9 hep FBgn0003205 10 Ras85D FBgn0025595 8 AkhR
FBgn0003079 8 Raf FBgn0003169 10 put FBgn0035039 8 Adck
FBgn0283472 7 S6k FBgn0011300 10 babo FBgn0261984 8 Ire1
FBgn0003169 7 put FBgn0260945 10 Atg1 FBgn0283472 8 S6k
FBgn0011300 7 babo FBgn0020386 10 Pdk1 FBgn0000575 8 emc
FBgn0260945 7 Atg1 FBgn0028484 10 Ack FBgn0004635 8 rho
FBgn0004784 7 inaC FBgn0003093 10 Pkc98E FBgn0035142 8 Hipk
FBgn0052703 7 Erk7 FBgn0003256 10 rl FBgn0003169 8 put
FBgn0263395 7 hppy FBgn0003744 10 trc FBgn0011300 8 babo
FBgn0000229 7 bsk FBgn0024846 10 p38b FBgn0260945 8 Atg1
FBgn0013759 7 CASK FBgn0025743 10 mbt FBgn0002413 8 dco
FBgn0086657 7 IKKepsilon FBgn0034568 10 CG3216 FBgn0003091 8 Pkc53E
FBgn0015279 6 Pi3K92E FBgn0051183 10 CG31183 FBgn0003502 8 Btk29A
FBgn0261984 6 Ire1 FBgn0052703 10 Erk7 FBgn0003744 8 trc
FBgn0262103 6 Sik3 FBgn0261456 10 hpo FBgn0004784 8 inaC
FBgn0002413 6 dco FBgn0262738 10 norpA FBgn0004864 8 hop
FBgn0020386 6 Pdk1 FBgn0263395 10 hppy FBgn0010197 8 Gyc32E
FBgn0021796 6 Tor FBgn0010389 10 htl FBgn0010441 8 pll
FBgn0003093 6 Pkc98E FBgn0035039 8 Adck FBgn0011817 8 nmo
FBgn0003744 6 trc FBgn0036449 8 bmm FBgn0013987 8 MAPk-Ak2
FBgn0023169 6 AMPKalpha FBgn0261984 8 Ire1 FBgn0015765 8 p38a
FBgn0024846 6 p38b FBgn0035142 8 Hipk FBgn0017581 8 Lk6
FBgn0025743 6 mbt FBgn0002413 8 dco FBgn0020621 8 Pkn
FBgn0038167 6 Lkb1 FBgn0023076 8 Clk FBgn0023169 8 AMPKalpha
FBgn0261456 6 hpo FBgn0003091 8 Pkc53E FBgn0024846 8 p38b
FBgn0261854 6 aPKC FBgn0003502 8 Btk29A FBgn0025625 8 Sik2
FBgn0262866 6 S6kII FBgn0004784 8 inaC FBgn0025743 8 mbt
FBgn0267390 6 dop FBgn0004864 8 hop FBgn0026063 8 KP78b
FBgn0003317 6 sax FBgn0010197 8 Gyc32E FBgn0026064 8 KP78a
FBgn0003716 6 tkv FBgn0010441 8 pll FBgn0031299 8 CG4629
FBgn0003733 6 tor FBgn0011817 8 nmo FBgn0031784 8 CG9222
FBgn0015402 6 ksr FBgn0013987 8 MAPk-Ak2 FBgn0033915 8 CG8485
FBgn0031030 6 Tao FBgn0015765 8 p38a FBgn0034568 8 CG3216
FBgn0038816 6 Lrrk FBgn0017581 8 Lk6 FBgn0034950 8 Pask
FBgn0014020 6 Rho1 FBgn0020621 8 Pkn FBgn0036368 8 CG10738
FBgn0000463 6 Dl FBgn0023169 8 AMPKalpha FBgn0036544 8 sff
FBgn0002940 6 ninaE FBgn0025625 8 Sik2 FBgn0037098 8 Wnk
FBgn0004647 6 NULL FBgn0026063 8 KP78b FBgn0038167 8 Lkb1
FBgn0263111 6 cac FBgn0026064 8 KP78a FBgn0038630 8 CG14305
FBgn0010051 5 Itp-r83A FBgn0031299 8 CG4629 FBgn0039083 8 CG10177
FBgn0035142 5 Hipk FBgn0031784 8 CG9222 FBgn0040056 8 CG17698
FBgn0004170 5 sc FBgn0033915 8 CG8485 FBgn0044826 8 Pak3
FBgn0005672 5 spi FBgn0034950 8 Pask FBgn0046706 8 Haspin
FBgn0028484 5 Ack FBgn0036368 8 CG10738 FBgn0051183 8 CG31183
FBgn0032006 5 Pvr FBgn0036544 8 sff FBgn0052666 8 Drak
FBgn0003091 5 Pkc53E FBgn0037098 8 Wnk FBgn0052944 8 CG32944
FBgn0003502 5 Btk29A FBgn0038167 8 Lkb1 FBgn0085386 8 CG34357
FBgn0010441 5 pll FBgn0038630 8 CG14305 FBgn0259712 8 CG42366
FBgn0011817 5 nmo FBgn0039083 8 CG10177 FBgn0260399 8 gwl
FBgn0015765 5 p38a FBgn0040056 8 CG17698 FBgn0260934 8 par-1
FBgn0017581 5 Lk6 FBgn0044826 8 Pak3 FBgn0261278 8 grp
FBgn0020621 5 Pkn FBgn0046706 8 Haspin FBgn0261360 8 CG42637
FBgn0025625 5 Sik2 FBgn0052666 8 Drak FBgn0261387 8 CG17528
FBgn0026063 5 KP78b FBgn0052944 8 CG32944 FBgn0261456 8 hpo
FBgn0026064 5 KP78a FBgn0085386 8 CG34357 FBgn0261854 8 aPKC
FBgn0028717 5 Lnk FBgn0259712 8 CG42366 FBgn0262866 8 S6kII
FBgn0031299 5 CG4629 FBgn0260399 8 gwl FBgn0263395 8 hppy
FBgn0031784 5 CG9222 FBgn0260934 8 par-1 FBgn0266136 8 Gyc76C
FBgn0033915 5 CG8485 FBgn0261278 8 grp FBgn0267339 8 p38c
FBgn0034568 5 CG3216 FBgn0261360 8 CG42637 FBgn0267390 8 dop
FBgn0034950 5 Pask FBgn0261387 8 CG17528 FBgn0267698 8 Pak
FBgn0036368 5 CG10738 FBgn0261854 8 aPKC FBgn0283657 8 Tlk
FBgn0036544 5 sff FBgn0262866 8 S6kII FBgn0002466 8 sti
FBgn0037098 5 Wnk FBgn0266136 8 Gyc76C FBgn0010303 8 hep
FBgn0038630 5 CG14305 FBgn0267339 8 p38c FBgn0024227 8 aurB
FBgn0039083 5 CG10177 FBgn0267390 8 dop FBgn0026181 8 Rok
FBgn0040056 5 CG17698 FBgn0267698 8 Pak FBgn0285896 8 btl
FBgn0044826 5 Pak3 FBgn0283657 8 Tlk FBgn0004552 6 Akh
FBgn0051183 5 CG31183 FBgn0000147 8 aurA FBgn0026252 6 msk
FBgn0052666 5 Drak FBgn0000229 8 bsk FBgn0021796 6 Tor
FBgn0052944 5 CG32944 FBgn0000274 8 Pka-C2 FBgn0032006 6 Pvr
FBgn0259712 5 CG42366 FBgn0002466 8 sti FBgn0027497 6 Madm
FBgn0260399 5 gwl FBgn0003317 8 sax FBgn0028741 6 fab1
FBgn0260934 5 par-1 FBgn0003366 8 sev FBgn0262738 6 norpA
FBgn0261278 5 grp FBgn0003716 8 tkv FBgn0000017 6 Abl
FBgn0261387 5 CG17528 FBgn0003733 8 tor FBgn0000063 6 Mps1
FBgn0267339 5 p38c FBgn0004839 8 otk FBgn0000147 6 aurA
FBgn0267698 5 Pak FBgn0005666 8 bt FBgn0000229 6 bsk
FBgn0283657 5 Tlk FBgn0010407 8 Ror FBgn0000273 6 Pka-C1
FBgn0000147 5 aurA FBgn0013759 8 CASK FBgn0000274 6 Pka-C2
FBgn0000274 5 Pka-C2 FBgn0013762 8 Cdk5 FBgn0000442 6 Pkg21D
FBgn0001079 5 fu FBgn0015618 8 Cdk8 FBgn0000489 6 Pka-C3
FBgn0002466 5 sti FBgn0022800 8 Cad96Ca FBgn0000721 6 for
FBgn0002938 5 ninaC FBgn0024179 8 wit FBgn0000723 6 FER
FBgn0003371 5 sgg FBgn0024222 8 IKKbeta FBgn0000826 6 png
FBgn0005640 5 Eip63E FBgn0024227 8 aurB FBgn0001079 6 fu
FBgn0005666 5 bt FBgn0025936 8 Eph FBgn0002938 6 ninaC
FBgn0010269 5 Dsor1 FBgn0026181 8 Rok FBgn0003079 6 Raf
FBgn0010389 5 htl FBgn0031030 8 Tao FBgn0003124 6 polo
FBgn0013762 5 Cdk5 FBgn0037327 8 PEK FBgn0003317 6 sax
FBgn0015024 5 CkIalpha FBgn0038816 8 Lrrk FBgn0003366 6 sev
FBgn0015618 5 Cdk8 FBgn0040298 8 Myt1 FBgn0003371 6 sgg
FBgn0024179 5 wit FBgn0040505 8 Alk FBgn0003716 6 tkv
FBgn0024222 5 IKKbeta FBgn0053531 8 Ddr FBgn0003733 6 tor
FBgn0024227 5 aurB FBgn0086657 8 IKKepsilon FBgn0004106 6 Cdk1
FBgn0026181 5 Rok FBgn0265998 8 Doa FBgn0004107 6 Cdk2
FBgn0040298 5 Myt1 FBgn0285896 8 btl FBgn0004839 6 otk
FBgn0264607 5 CaMKII FBgn0286813 8 NULL FBgn0004876 6 cdi
FBgn0265998 5 Doa FBgn0004552 6 Akh FBgn0005640 6 Eip63E
FBgn0286813 5 NULL FBgn0030607 6 dob FBgn0005666 6 bt
FBgn0013343 5 Syx1A FBgn0035586 6 CG10671 FBgn0010269 6 Dsor1
FBgn0003310 5 NULL FBgn0041191 6 Rheb FBgn0010389 6 htl
FBgn0003218 5 rdgB FBgn0000212 6 brm FBgn0010407 6 Ror
FBgn0000022 5 ac FBgn0026252 6 msk FBgn0010909 6 msn
FBgn0000206 4 boss FBgn0036741 6 CG7510 FBgn0011737 6 Wee1
FBgn0003651 4 svp FBgn0261648 6 salm FBgn0011739 6 wts
FBgn0004552 4 Akh FBgn0261983 6 l(2)gd1 FBgn0011754 6 PhKgamma
FBgn0035039 4 Adck FBgn0004170 6 sc FBgn0011829 6 Ret
FBgn0035586 4 CG10671 FBgn0021796 6 Tor FBgn0013435 6 Cdc2rk
FBgn0036449 4 bmm FBgn0032006 6 Pvr FBgn0013759 6 CASK
FBgn0041191 4 Rheb FBgn0027497 6 Madm FBgn0013762 6 Cdk5
FBgn0000317 4 ck FBgn0028717 6 Lnk FBgn0014006 6 Ask1
FBgn0000490 4 dpp FBgn0028741 6 fab1 FBgn0014073 6 Tie
FBgn0003463 4 sog FBgn0000017 6 Abl FBgn0015024 6 CkIalpha
FBgn0003984 4 vn FBgn0000063 6 Mps1 FBgn0015295 6 Shark
FBgn0036741 4 CG7510 FBgn0000241 6 bw FBgn0015380 6 drl
FBgn0261648 4 salm FBgn0000273 6 Pka-C1 FBgn0015402 6 ksr
FBgn0261983 4 l(2)gd1 FBgn0000442 6 Pkg21D FBgn0015618 6 Cdk8
FBgn0023076 4 Clk FBgn0000489 6 Pka-C3 FBgn0015772 6 Nak
FBgn0004864 4 hop FBgn0000721 6 for FBgn0016126 6 CaMKI
FBgn0010197 4 Gyc32E FBgn0000723 6 FER FBgn0016131 6 Cdk4
FBgn0013987 4 MAPk-Ak2 FBgn0000826 6 png FBgn0016696 6 Pitslre
FBgn0015296 4 Shc FBgn0001079 6 fu FBgn0016930 6 Dyrk2
FBgn0027497 4 Madm FBgn0002921 6 Atpalpha FBgn0019686 6 lok
FBgn0046706 4 Haspin FBgn0002938 6 ninaC FBgn0019949 6 Cdk9
FBgn0085386 4 CG34357 FBgn0003079 6 Raf FBgn0019990 6 Gcn2
FBgn0261360 4 CG42637 FBgn0003124 6 polo FBgn0020391 6 Nrk
FBgn0266136 4 Gyc76C FBgn0003371 6 sgg FBgn0020412 6 JIL-1
FBgn0000063 4 Mps1 FBgn0003515 6 st FBgn0020440 6 Fak
FBgn0000241 4 bw FBgn0003996 6 NULL FBgn0022800 6 Cad96Ca
FBgn0000273 4 Pka-C1 FBgn0004106 6 Cdk1 FBgn0023081 6 gek
FBgn0000442 4 Pkg21D FBgn0004107 6 Cdk2 FBgn0023083 6 fray
FBgn0000489 4 Pka-C3 FBgn0004512 6 Mdr49 FBgn0024179 6 wit
FBgn0000721 4 for FBgn0004513 6 Mdr65 FBgn0024222 6 IKKbeta
FBgn0000826 4 png FBgn0004876 6 cdi FBgn0024245 6 dnt
FBgn0003124 4 polo FBgn0005640 6 Eip63E FBgn0024326 6 Mkk4
FBgn0003366 4 sev FBgn0010241 6 Mdr50 FBgn0024329 6 Mekk1
FBgn0003515 4 st FBgn0010269 6 Dsor1 FBgn0025702 6 Srpk79D
FBgn0003996 4 NULL FBgn0010549 6 l(2)03659 FBgn0025936 6 Eph
FBgn0004106 4 Cdk1 FBgn0010909 6 msn FBgn0026323 6 Tak1
FBgn0004512 4 Mdr49 FBgn0011737 6 Wee1 FBgn0026371 6 SAK
FBgn0004513 4 Mdr65 FBgn0011739 6 wts FBgn0027101 6 Dyrk3
FBgn0004839 4 otk FBgn0011754 6 PhKgamma FBgn0027504 6 CG8878
FBgn0004876 4 cdi FBgn0011829 6 Ret FBgn0027587 6 CG7028
FBgn0010241 4 Mdr50 FBgn0013435 6 Cdc2rk FBgn0027889 6 ball
FBgn0010407 4 Ror FBgn0014006 6 Ask1 FBgn0028360 6 Cdc7
FBgn0010549 4 l(2)03659 FBgn0014073 6 Tie FBgn0028410 6 Pk34A
FBgn0010909 4 msn FBgn0015024 6 CkIalpha FBgn0028427 6 Ilk
FBgn0011739 4 wts FBgn0015295 6 Shark FBgn0028978 6 trbl
FBgn0011754 4 PhKgamma FBgn0015380 6 drl FBgn0029736 6 CG4041
FBgn0013435 4 Cdc2rk FBgn0015402 6 ksr FBgn0029891 6 Pink1
FBgn0015772 4 Nak FBgn0015772 6 Nak FBgn0029970 6 Nek2
FBgn0016131 4 Cdk4 FBgn0016126 6 CaMKI FBgn0030018 6 slpr
FBgn0016696 4 Pitslre FBgn0016131 6 Cdk4 FBgn0030384 6 CG2577
FBgn0016930 4 Dyrk2 FBgn0016696 6 Pitslre FBgn0030697 6 CG8565
FBgn0019686 4 lok FBgn0016930 6 Dyrk2 FBgn0030864 6 CG8173
FBgn0020412 4 JIL-1 FBgn0019686 6 lok FBgn0031030 6 Tao
FBgn0020445 4 E23 FBgn0019949 6 Cdk9 FBgn0031441 6 CG9962
FBgn0020762 4 Atet FBgn0019990 6 Gcn2 FBgn0031518 6 CG3277
FBgn0022800 4 Cad96Ca FBgn0020391 6 Nrk FBgn0031643 6 CG3008
FBgn0023081 4 gek FBgn0020412 6 JIL-1 FBgn0031696 6 Bub1
FBgn0023083 4 fray FBgn0020440 6 Fak FBgn0031730 6 CG7236
FBgn0023536 4 CG3156 FBgn0020445 6 E23 FBgn0031855 6 CG11221
FBgn0025702 4 Srpk79D FBgn0020762 6 Atet FBgn0032187 6 CG4839
FBgn0025936 4 Eph FBgn0023081 6 gek FBgn0032650 6 CG7094
FBgn0026323 4 Tak1 FBgn0023083 6 fray FBgn0032677 6 CG5790
FBgn0026371 4 SAK FBgn0023536 6 CG3156 FBgn0033244 6 CG8726
FBgn0027101 4 Dyrk3 FBgn0024245 6 dnt FBgn0033773 6 Mos
FBgn0027504 4 CG8878 FBgn0024326 6 Mkk4 FBgn0034137 6 CG4945
FBgn0027587 4 CG7028 FBgn0024329 6 Mekk1 FBgn0035001 6 Slik
FBgn0027889 4 ball FBgn0025702 6 Srpk79D FBgn0035590 6 Prpk
FBgn0028360 4 Cdc7 FBgn0026323 6 Tak1 FBgn0036187 6 RIOK1
FBgn0028410 4 Pk34A FBgn0026371 6 SAK FBgn0036896 6 wnd
FBgn0028539 4 CG31731 FBgn0027101 6 Dyrk3 FBgn0037093 6 Cdk12
FBgn0028675 4 Sur FBgn0027504 6 CG8878 FBgn0037218 6 aux
FBgn0028978 4 trbl FBgn0027587 6 CG7028 FBgn0037325 6 CG12147
FBgn0029891 4 Pink1 FBgn0027889 6 ball FBgn0037327 6 PEK
FBgn0029970 4 Nek2 FBgn0028360 6 Cdc7 FBgn0037491 6 CG1227
FBgn0030018 4 slpr FBgn0028410 6 Pk34A FBgn0037679 6 CG8866
FBgn0030384 4 CG2577 FBgn0028427 6 Ilk FBgn0038588 6 CG7156
FBgn0030403 4 CG1824 FBgn0028539 6 CG31731 FBgn0038603 6 PKD
FBgn0030697 4 CG8565 FBgn0028675 6 Sur FBgn0038816 6 Lrrk
FBgn0030864 4 CG8173 FBgn0028978 6 trbl FBgn0038902 6 CG6800
FBgn0031069 4 Pmp70 FBgn0029736 6 CG4041 FBgn0039015 6 Takl2
FBgn0031169 4 CG1494 FBgn0029891 6 Pink1 FBgn0039306 6 RIOK2
FBgn0031170 4 CG1718 FBgn0029970 6 Nek2 FBgn0039796 6 CG12069
FBgn0031171 4 CG1801 FBgn0030018 6 slpr FBgn0039908 6 Asator
FBgn0031220 4 CG4822 FBgn0030384 6 CG2577 FBgn0040298 6 Myt1
FBgn0031441 4 CG9962 FBgn0030403 6 CG1824 FBgn0040505 6 Alk
FBgn0031449 4 CG31689 FBgn0030697 6 CG8565 FBgn0045980 6 niki
FBgn0031515 4 CG9664 FBgn0030864 6 CG8173 FBgn0046332 6 gskt
FBgn0031516 4 CG9663 FBgn0031069 6 Pmp70 FBgn0046685 6 Wsck
FBgn0031643 4 CG3008 FBgn0031169 6 CG1494 FBgn0046689 6 Takl1
FBgn0031730 4 CG7236 FBgn0031170 6 CG1718 FBgn0046692 6 Stlk
FBgn0031855 4 CG11221 FBgn0031171 6 CG1801 FBgn0053519 6 Unc-89
FBgn0032018 4 CG7806 FBgn0031220 6 CG4822 FBgn0053531 6 Ddr
FBgn0032026 4 CG7627 FBgn0031441 6 CG9962 FBgn0085385 6 bma
FBgn0032167 4 CG5853 FBgn0031449 6 CG31689 FBgn0086657 6 IKKepsilon
FBgn0032187 4 CG4839 FBgn0031515 6 CG9664 FBgn0250823 6 gish
FBgn0032456 4 MRP FBgn0031516 6 CG9663 FBgn0259168 6 mnb
FBgn0032650 4 CG7094 FBgn0031518 6 CG3277 FBgn0259678 6 sqa
FBgn0032677 4 CG5790 FBgn0031643 6 CG3008 FBgn0260798 6 Gprk1
FBgn0032908 4 CG9270 FBgn0031696 6 Bub1 FBgn0260935 6 Vps15
FBgn0034137 4 CG4945 FBgn0031730 6 CG7236 FBgn0260990 6 yata
FBgn0034493 4 CG8908 FBgn0031734 6 CG11147 FBgn0261524 6 lic
FBgn0034612 4 CG10505 FBgn0031855 6 CG11221 FBgn0261988 6 Gprk2
FBgn0035001 4 Slik FBgn0032018 6 CG7806 FBgn0262081 6 Csk
FBgn0035244 4 ABCB7 FBgn0032026 6 CG7627 FBgn0262617 6 CG43143
FBgn0035590 4 Prpk FBgn0032167 6 CG5853 FBgn0262733 6 Src64B
FBgn0035695 4 CG10226 FBgn0032187 6 CG4839 FBgn0263237 6 Cdk7
FBgn0036187 4 RIOK1 FBgn0032456 6 MRP FBgn0263855 6 BubR1
FBgn0036747 4 CG6052 FBgn0032650 6 CG7094 FBgn0263998 6 Ack-like
FBgn0037218 4 aux FBgn0032677 6 CG5790 FBgn0264492 6 CkIIalpha
FBgn0037325 4 CG12147 FBgn0032908 6 CG9270 FBgn0264607 6 CaMKII
FBgn0037327 4 PEK FBgn0033244 6 CG8726 FBgn0264959 6 Src42A
FBgn0037491 4 CG1227 FBgn0033773 6 Mos FBgn0265045 6 Strn-Mlck
FBgn0037679 4 CG8866 FBgn0034137 6 CG4945 FBgn0265998 6 Doa
FBgn0038588 4 CG7156 FBgn0034493 6 CG8908 FBgn0266465 6 GckIII
FBgn0038603 4 PKD FBgn0034612 6 CG10505 FBgn0283473 6 S6KL
FBgn0038740 4 CG4562 FBgn0035001 6 Slik FBgn0283712 6 LIMK1
FBgn0038902 4 CG6800 FBgn0035244 6 ABCB7 FBgn0286813 6 NULL
FBgn0039207 4 CG5789 FBgn0035590 6 Prpk FBgn0287828 6 NULL
FBgn0039306 4 RIOK2 FBgn0035632 6 Ppat-Dpck FBgn0014020 6 Rho1
FBgn0039644 4 CG11897 FBgn0035695 6 CG10226
FBgn0039645 4 CG11898 FBgn0036187 6 RIOK1
FBgn0039796 4 CG12069 FBgn0036747 6 CG6052
FBgn0039890 4 CG2316 FBgn0036896 6 wnd
FBgn0039908 4 Asator FBgn0037093 6 Cdk12
FBgn0040505 4 Alk FBgn0037218 6 aux
FBgn0045980 4 niki FBgn0037325 6 CG12147
FBgn0046332 4 gskt FBgn0037491 6 CG1227
FBgn0051121 4 CG31121 FBgn0037679 6 CG8866
FBgn0051213 4 CG31213 FBgn0038279 6 Sdr
FBgn0051792 4 CG31792 FBgn0038376 6 Hmt-1
FBgn0051793 4 CG31793 FBgn0038588 6 CG7156
FBgn0052091 4 CG32091 FBgn0038603 6 PKD
FBgn0052451 4 SPoCk FBgn0038740 6 CG4562
FBgn0053531 4 Ddr FBgn0038902 6 CG6800
FBgn0083956 4 CG34120 FBgn0039015 6 Takl2
FBgn0250823 4 gish FBgn0039207 6 CG5789
FBgn0259168 4 mnb FBgn0039306 6 RIOK2
FBgn0259678 4 sqa FBgn0039594 6 CG9990
FBgn0260798 4 Gprk1 FBgn0039644 6 CG11897
FBgn0260935 4 Vps15 FBgn0039645 6 CG11898
FBgn0261524 4 lic FBgn0039796 6 CG12069
FBgn0261988 4 Gprk2 FBgn0039890 6 CG2316
FBgn0261998 4 CG42816 FBgn0039908 6 Asator
FBgn0262617 4 CG43143 FBgn0045980 6 niki
FBgn0262733 4 Src64B FBgn0046332 6 gskt
FBgn0263237 4 Cdk7 FBgn0046685 6 Wsck
FBgn0263316 4 Mrp4 FBgn0046689 6 Takl1
FBgn0263747 4 CG43672 FBgn0046692 6 Stlk
FBgn0264492 4 CkIIalpha FBgn0051121 6 CG31121
FBgn0264494 4 CG17646 FBgn0051213 6 CG31213
FBgn0265045 4 Strn-Mlck FBgn0051792 6 CG31792
FBgn0266465 4 GckIII FBgn0051793 6 CG31793
FBgn0283473 4 S6KL FBgn0052091 6 CG32091
FBgn0283712 4 LIMK1 FBgn0053519 6 Unc-89
FBgn0285896 4 btl FBgn0053970 6 CG33970
FBgn0287828 4 NULL FBgn0083956 6 CG34120
FBgn0288229 4 NULL FBgn0085385 6 bma
FBgn0036046 4 Ilp2 FBgn0250823 6 gish
FBgn0037163 4 laza FBgn0259168 6 mnb
FBgn0037166 4 CG11426 FBgn0259678 6 sqa
FBgn0003392 4 shi FBgn0260798 6 Gprk1
FBgn0014010 4 Rab5 FBgn0260935 6 Vps15
FBgn0004367 4 mei-41 FBgn0260990 6 yata
FBgn0000137 4 ase FBgn0261524 6 lic
FBgn0002561 4 l(1)sc FBgn0261988 6 Gprk2
FBgn0032940 4 Mondo FBgn0261998 6 CG42816
FBgn0267821 4 da FBgn0262081 6 Csk
FBgn0028734 4 Fmr1 FBgn0262617 6 CG43143
FBgn0036260 4 Rh7 FBgn0262733 6 Src64B
FBgn0037671 4 VhaM8.9 FBgn0263237 6 Cdk7
FBgn0266671 4 Sec6 FBgn0263316 6 Mrp4
FBgn0266672 4 Sec8 FBgn0263747 6 CG43672
FBgn0261617 4 nej FBgn0263855 6 BubR1
FBgn0025680 4 cry FBgn0263998 6 Ack-like
FBgn0284084 4 wg FBgn0264492 6 CkIIalpha
FBgn0266670 4 Sec5 FBgn0264494 6 CG17646
FBgn0004638 4 drk FBgn0264607 6 CaMKII
FBgn0003892 3 ptc FBgn0264959 6 Src42A
FBgn0024248 3 chico FBgn0265045 6 Strn-Mlck
FBgn0026379 3 Pten FBgn0266465 6 GckIII
FBgn0027572 3 CG5009 FBgn0283473 6 S6KL
FBgn0029924 3 CG4586 FBgn0283712 6 LIMK1
FBgn0030607 3 dob FBgn0287828 6 NULL
FBgn0031813 3 CG9527 FBgn0288229 6 NULL
FBgn0032775 3 CG17544 FBgn0014020 6 Rho1
FBgn0033799 3 GLaz FBgn0003310 6 NULL
FBgn0034628 3 Acox57D-p FBgn0037163 6 laza
FBgn0034629 3 Acox57D-d FBgn0037165 6 CG11437
FBgn0086712 3 Egm FBgn0037166 6 CG11426
FBgn0263593 3 Lpin FBgn0037167 6 CG11425
FBgn0000212 3 brm FBgn0037341 6 CG12746
FBgn0024234 3 gbb FBgn0261794 6 kcc
FBgn0026252 3 msk FBgn0029870 6 Marf
FBgn0037657 3 hyx FBgn0023094 6 cyc
FBgn0050418 3 nord FBgn0032940 6 Mondo
FBgn0025800 3 Smox FBgn0262139 6 trh
FBgn0002573 3 sens FBgn0266411 6 sima
FBgn0034368 3 CG5482 FBgn0002778 6 mnd
FBgn0035871 3 BI-1 FBgn0002940 6 ninaE
FBgn0262451 3 ban FBgn0031064 6 CG12531
FBgn0263107 3 bft FBgn0036984 6 CG13248
FBgn0284421 3 Psn FBgn0261617 6 nej
FBgn0027537 3 Nup93-1
FBgn0038274 3 Nup93-2
FBgn0039004 3 Nup133
FBgn0002576 3 lz
FBgn0028741 3 fab1
FBgn0030869 3 Socs16D
FBgn0261549 3 rdgA
FBgn0033247 3 Nup44A
FBgn0000017 3 Abl
FBgn0000723 3 FER
FBgn0001218 3 Hsc70-3
FBgn0002921 3 Atpalpha
FBgn0004107 3 Cdk2
FBgn0011737 3 Wee1
FBgn0011829 3 Ret
FBgn0014006 3 Ask1
FBgn0014073 3 Tie
FBgn0015295 3 Shark
FBgn0015380 3 drl
FBgn0016126 3 CaMKI
FBgn0019949 3 Cdk9
FBgn0019990 3 Gcn2
FBgn0020391 3 Nrk
FBgn0020440 3 Fak
FBgn0024245 3 dnt
FBgn0024326 3 Mkk4
FBgn0024329 3 Mekk1
FBgn0027582 3 CG6230
FBgn0028427 3 Ilk
FBgn0029736 3 CG4041
FBgn0030343 3 ATP7
FBgn0031518 3 CG3277
FBgn0031696 3 Bub1
FBgn0031734 3 CG11147
FBgn0033244 3 CG8726
FBgn0033773 3 Mos
FBgn0035632 3 Ppat-Dpck
FBgn0036896 3 wnd
FBgn0037093 3 Cdk12
FBgn0038279 3 Sdr
FBgn0038376 3 Hmt-1
FBgn0039015 3 Takl2
FBgn0039594 3 CG9990
FBgn0046685 3 Wsck
FBgn0046689 3 Takl1
FBgn0046692 3 Stlk
FBgn0053519 3 Unc-89
FBgn0053970 3 CG33970
FBgn0085385 3 bma
FBgn0260990 3 yata
FBgn0262081 3 Csk
FBgn0263006 3 SERCA
FBgn0263855 3 BubR1
FBgn0263864 3 Dark
FBgn0263998 3 Ack-like
FBgn0264959 3 Src42A
FBgn0283469 3 Vps4
FBgn0031090 3 Rab35
FBgn0250791 3 alphaSnap
FBgn0261385 3 scra
FBgn0285937 3 NULL
FBgn0037165 3 CG11437
FBgn0037167 3 CG11425
FBgn0037341 3 CG12746
FBgn0051145 3 CG31145
FBgn0263112 3 Mitf
FBgn0029687 3 Vap33
FBgn0283500 3 Sac1
FBgn0015795 3 Rab7
FBgn0010355 3 Taf1
FBgn0035934 3 TrpA1
FBgn0261794 3 kcc
FBgn0029870 3 Marf
FBgn0004666 3 sim
FBgn0023094 3 cyc
FBgn0262139 3 trh
FBgn0266411 3 sima
FBgn0035187 3 Trh
FBgn0038197 3 foxo
FBgn0000257 3 car
FBgn0002778 3 mnd
FBgn0003249 3 Rh3
FBgn0003250 3 Rh4
FBgn0003295 3 ru
FBgn0004197 3 Ser
FBgn0010350 3 CdsA
FBgn0011708 3 Syx5
FBgn0014019 3 Rh5
FBgn0019940 3 Rh6
FBgn0025742 3 mtm
FBgn0030670 3 Pis
FBgn0030964 3 Pvf1
FBgn0031064 3 CG12531
FBgn0031106 3 Syx16
FBgn0033483 3 egr
FBgn0035540 3 Syx17
FBgn0036984 3 CG13248
FBgn0038659 3 EndoA
FBgn0038984 3 AdipoR
FBgn0045495 3 Gr28b
FBgn0062413 3 Ctr1A
FBgn0086676 3 spin
FBgn0086687 3 Desat1
FBgn0004435 3 Galphaq
FBgn0034140 3 Lst
FBgn0000482 3 dor
FBgn0052350 3 Vps11
FBgn0263968 3 nonC
FBgn0015790 3 Rab11
FBgn0015791 3 Rab14
FBgn0266668 3 Exo84
FBgn0003118 3 pnt
FBgn0026404 3 Dronc
FBgn0266673 3 Sec10 
kable(blupM_KableMod, caption="Male TBLUP", "html") %>%
  add_header_above(c('Top 100 GO Terms' = 3, 'Top 50 GO Terms' = 3, 'Top 25 GO Terms' = 3))
Male TBLUP
Top 100 GO Terms
Top 50 GO Terms
Top 25 GO Terms
Flybase Gene Percent Gene Flybase Gene Percent Gene Flybase Gene Percent Gene
FBgn0261854 11 aPKC FBgn0261854 14 aPKC FBgn0261873 10 sdt
FBgn0261873 11 sdt FBgn0265778 14 PDZ-GEF FBgn0036046 8 Ilp2
FBgn0026192 9 par-6 FBgn0283499 12 InR FBgn0086687 8 Desat1
FBgn0036046 8 Ilp2 FBgn0261873 12 sdt FBgn0283499 8 InR
FBgn0283499 8 InR FBgn0003205 12 Ras85D FBgn0261854 8 aPKC
FBgn0265778 8 PDZ-GEF FBgn0036046 10 Ilp2 FBgn0020386 8 Pdk1
FBgn0020386 8 Pdk1 FBgn0086687 10 Desat1 FBgn0010333 8 Rac1
FBgn0003205 8 Ras85D FBgn0026192 10 par-6 FBgn0024248 6 chico
FBgn0011661 8 Moe FBgn0020386 10 Pdk1 FBgn0024836 6 stan
FBgn0067864 7 Patj FBgn0041191 10 Rheb FBgn0026192 6 par-6
FBgn0041191 7 Rheb FBgn0024836 8 stan FBgn0265778 6 PDZ-GEF
FBgn0263289 6 scrib FBgn0067864 8 Patj FBgn0067864 6 Patj
FBgn0259685 6 crb FBgn0003079 8 Raf FBgn0037874 6 Tctp
FBgn0003256 6 rl FBgn0010333 8 Rac1 FBgn0011661 6 Moe
FBgn0014020 6 Rho1 FBgn0015402 8 ksr
FBgn0015279 5 Pi3K92E FBgn0001965 8 Sos
FBgn0024248 5 chico FBgn0003256 8 rl
FBgn0086687 5 Desat1 FBgn0011661 8 Moe
FBgn0001624 5 dlg1 FBgn0004636 8 Rap1
FBgn0010379 5 Akt1 FBgn0014020 8 Rho1
FBgn0262656 5 Myc FBgn0005558 6 ey
FBgn0003079 5 Raf FBgn0015279 6 Pi3K92E
FBgn0010269 5 Dsor1 FBgn0024248 6 chico
FBgn0010333 5 Rac1 FBgn0025595 6 AkhR
FBgn0023172 5 RhoGEF2 FBgn0014135 6 bnl
FBgn0003514 5 sqh FBgn0051217 6 modSP
FBgn0000163 5 baz FBgn0259685 6 crb
FBgn0011300 4 babo FBgn0010379 6 Akt1
FBgn0025595 4 AkhR FBgn0037874 6 Tctp
FBgn0025800 4 Smox FBgn0262656 6 Myc
FBgn0014135 4 bnl FBgn0266756 6 btsz
FBgn0051217 4 modSP FBgn0010269 6 Dsor1
FBgn0003391 4 shg FBgn0033205 6 CG2064
FBgn0024836 4 stan FBgn0266136 6 Gyc76C
FBgn0033205 4 CG2064 FBgn0004638 6 drk
FBgn0015402 4 ksr FBgn0020224 6 Cbl
FBgn0001965 4 Sos FBgn0025741 6 PlexA
FBgn0004638 4 drk FBgn0020388 6 Gcn5
FBgn0021796 4 Tor FBgn0028387 6 chm
FBgn0000017 4 Abl FBgn0037376 6 Hat1
FBgn0013733 4 shot FBgn0023172 6 RhoGEF2
FBgn0026181 4 Rok FBgn0003514 6 sqh
FBgn0025741 4 PlexA
FBgn0000547 4 ed
FBgn0020388 4 Gcn5
FBgn0028387 4 chm
FBgn0034975 4 enok
FBgn0004636 4 Rap1
FBgn0011202 4 dia
FBgn0011674 4 insc
FBgn0003169 3 put
FBgn0005558 3 ey
FBgn0024913 3 Actbeta
FBgn0038167 3 Lkb1
FBgn0030926 3 psh
FBgn0040321 3 GNBP3
FBgn0285896 3 btl
FBgn0000504 3 dsx
FBgn0002121 3 l(2)gl
FBgn0004167 3 kst
FBgn0024846 3 p38b
FBgn0037874 3 Tctp
FBgn0266756 3 btsz
FBgn0003118 3 pnt
FBgn0040336 3 Seipin
FBgn0023388 3 Dap160
FBgn0040323 3 GNBP1
FBgn0266136 3 Gyc76C
FBgn0028717 3 Lnk
FBgn0036449 3 bmm
FBgn0029840 3 raptor
FBgn0283472 3 S6k
FBgn0020224 3 Cbl
FBgn0002543 3 robo2
FBgn0010389 3 htl
FBgn0021776 3 mira
FBgn0023081 3 gek
FBgn0027596 3 Kank
FBgn0085408 3 Shroom
FBgn0086384 3 Mer
FBgn0027598 3 cindr
FBgn0011642 3 Zyx
FBgn0014340 3 mof
FBgn0026080 3 Tip60
FBgn0032691 3 Atac2
FBgn0036039 3 Naa60
FBgn0037376 3 Hat1
FBgn0039585 3 CG1894
FBgn0261617 3 nej
FBgn0002577 3 NULL
FBgn0004956 3 upd1
FBgn0010909 3 msn
FBgn0036985 3 zye
FBgn0066365 3 dyl
FBgn0284435 3 tyn
FBgn0004595 3 pros
FBgn0028734 3 Fmr1
FBgn0029866 3 CG3842
FBgn0033203 3 CG2070
FBgn0033204 3 CG2065
FBgn0050491 3 CG30491
FBgn0050495 3 CG30495
FBgn0000117 3 arm
FBgn0003520 3 stau
FBgn0003731 3 Egfr
FBgn0035142 3 Hipk 

sessionInfo()
R version 4.1.2 (2021-11-01)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: Rocky Linux 8.5 (Green Obsidian)

Matrix products: default
BLAS/LAPACK: /opt/ohpc/pub/libs/gnu9/openblas/0.3.7/lib/libopenblasp-r0.3.7.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] DT_0.31            kableExtra_1.3.4   knitr_1.43         reshape2_1.4.4    
 [5] melt_1.10.0        ggcorrplot_0.1.4.1 lubridate_1.9.3    forcats_1.0.0     
 [9] stringr_1.5.0      purrr_1.0.1        readr_2.1.4        tidyr_1.3.0       
[13] tibble_3.2.1       tidyverse_2.0.0    scales_1.2.1       viridis_0.6.4     
[17] viridisLite_0.4.2  qqman_0.1.9        cowplot_1.1.1      ggplot2_3.4.4     
[21] data.table_1.14.8  dplyr_1.1.3        workflowr_1.7.1   

loaded via a namespace (and not attached):
 [1] httr_1.4.7        sass_0.4.7        jsonlite_1.8.7    bslib_0.5.0      
 [5] getPass_0.2-2     highr_0.10        yaml_2.3.7        pillar_1.9.0     
 [9] glue_1.6.2        digest_0.6.33     promises_1.2.0.1  rvest_1.0.3      
[13] colorspace_2.1-0  htmltools_0.5.5   httpuv_1.6.12     plyr_1.8.9       
[17] pkgconfig_2.0.3   calibrate_1.7.7   webshot_0.5.5     processx_3.8.2   
[21] svglite_2.1.2     whisker_0.4.1     later_1.3.1       tzdb_0.4.0       
[25] timechange_0.2.0  git2r_0.32.0      generics_0.1.3    farver_2.1.1     
[29] cachem_1.0.8      withr_2.5.0       cli_3.6.1         magrittr_2.0.3   
[33] evaluate_0.21     ps_1.7.5          fs_1.6.3          fansi_1.0.4      
[37] MASS_7.3-60       xml2_1.3.3        tools_4.1.2       hms_1.1.3        
[41] lifecycle_1.0.3   munsell_0.5.0     callr_3.7.3       compiler_4.1.2   
[45] jquerylib_0.1.4   systemfonts_1.0.5 rlang_1.1.1       grid_4.1.2       
[49] rstudioapi_0.15.0 htmlwidgets_1.6.2 labeling_0.4.3    rmarkdown_2.23   
[53] gtable_0.3.4      R6_2.5.1          gridExtra_2.3     fastmap_1.1.1    
[57] utf8_1.2.3        rprojroot_2.0.3   stringi_1.7.12    Rcpp_1.0.11      
[61] vctrs_0.6.4       tidyselect_1.2.0  xfun_0.39