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<meta name="author" content="Simona Aufiero" />
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<title>circRNAprofiler: An R-based computational framework for the downstream analysis of circular RNAs</title>
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|
...
|
@@ -637,20 +685,13 @@ head(gtf)
|
637
|
685
|
# in the heart generated running the command above.
|
638
|
686
|
data("backSplicedJunctions")
|
639
|
687
|
head(backSplicedJunctions)
|
640
|
|
-## id gene strand chrom startUpBSE endDownBSE tool C1 C2 C3 D1 D2 D3 H1
|
641
|
|
-## 1 ABHD2:+:chr15:89656956:89659752 ABHD2 + chr15 89656956 89659752 ms 35 11 38 48 38 12 34
|
642
|
|
-## 2 ACVR2A:+:chr2:148653870:148657467 ACVR2A + chr2 148653870 148657467 ms 56 11 76 56 121 10 37
|
643
|
|
-## 3 AFF1:+:chr4:87967318:87968746 AFF1 + chr4 87967318 87968746 ms 47 5 34 48 47 5 54
|
644
|
|
-## 4 AGTPBP1:-:chr9:88248289:88190230 AGTPBP1 - chr9 88248289 88190230 ms 40 23 63 56 65 18 95
|
645
|
|
-## 5 AGTPBP1:-:chr9:88248289:88200378 AGTPBP1 - chr9 88248289 88200378 ms 13 3 19 26 43 7 20
|
646
|
|
-## 6 AGTPBP1:-:chr9:88248289:88211277 AGTPBP1 - chr9 88248289 88211277 ms 5 11 24 27 38 5 54
|
647
|
|
-## H2 H3
|
648
|
|
-## 1 44 41
|
649
|
|
-## 2 85 112
|
650
|
|
-## 3 10 30
|
651
|
|
-## 4 67 53
|
652
|
|
-## 5 32 23
|
653
|
|
-## 6 28 41</code></pre>
|
|
688
|
+## id gene strand chrom startUpBSE endDownBSE tool C1 C2 C3 D1 D2 D3 H1 H2 H3
|
|
689
|
+## 1 ABHD2:+:chr15:89656956:89659752 ABHD2 + chr15 89656956 89659752 ms 35 11 38 48 38 12 34 44 41
|
|
690
|
+## 2 ACVR2A:+:chr2:148653870:148657467 ACVR2A + chr2 148653870 148657467 ms 56 11 76 56 121 10 37 85 112
|
|
691
|
+## 3 AFF1:+:chr4:87967318:87968746 AFF1 + chr4 87967318 87968746 ms 47 5 34 48 47 5 54 10 30
|
|
692
|
+## 4 AGTPBP1:-:chr9:88248289:88190230 AGTPBP1 - chr9 88248289 88190230 ms 40 23 63 56 65 18 95 67 53
|
|
693
|
+## 5 AGTPBP1:-:chr9:88248289:88200378 AGTPBP1 - chr9 88248289 88200378 ms 13 3 19 26 43 7 20 32 23
|
|
694
|
+## 6 AGTPBP1:-:chr9:88248289:88211277 AGTPBP1 - chr9 88248289 88211277 ms 5 11 24 27 38 5 54 28 41</code></pre>
|
654
|
695
|
<p>Plot the number of circRNAs identified by each detection tool.</p>
|
655
|
696
|
<pre class="r"><code># Plot
|
656
|
697
|
p <- ggplot(backSplicedJunctions, aes(x = tool)) +
|
...
|
...
|
@@ -687,20 +728,20 @@ See param fixBSJsWithGTF.</p>
|
687
|
728
|
# detected in the heart merged using the code above.
|
688
|
729
|
data("mergedBSJunctions")
|
689
|
730
|
head(mergedBSJunctions)
|
690
|
|
-## id gene strand chrom startUpBSE endDownBSE tool C1 C2
|
691
|
|
-## 1 SYCP2:-:chr20:58497514:58497445 SYCP2 - chr20 58497514 58497445 cm 4858 577
|
692
|
|
-## 2 AL132709.8:+:chr14:101432017:101432103 AL132709.8 + chr14 101432017 101432103 cm 4310 502
|
693
|
|
-## 3 SLC8A1:-:chr2:40657441:40655613 SLC8A1 - chr2 40657441 40655613 cm,ms 2687 539
|
694
|
|
-## 4 SLC8A1:-:chr2:40657444:40655613 SLC8A1 - chr2 40657444 40655613 cm,ms,ns 2064 389
|
695
|
|
-## 5 LGMN:-:chr14:93207524:93200027 LGMN - chr14 93207524 93200027 cm 1367 194
|
696
|
|
-## 6 EXOC6B:-:chr2:72960247:72945232 EXOC6B - chr2 72960247 72945232 cm,ms,ns 641 89
|
697
|
|
-## C3 D1 D2 D3 H1 H2 H3
|
698
|
|
-## 1 4256 6561 6347 253 11050 8792 5804
|
699
|
|
-## 2 3824 5870 5609 203 10094 7953 5256
|
700
|
|
-## 3 2718 2862 5623 428 2527 4446 6113
|
701
|
|
-## 4 2357 2263 4677 324 2196 3894 5291
|
702
|
|
-## 5 1114 1652 2164 195 1428 1551 1579
|
703
|
|
-## 6 764 741 1186 277 1974 1154 1649</code></pre>
|
|
731
|
+## id gene strand chrom startUpBSE endDownBSE tool C1 C2 C3 D1 D2
|
|
732
|
+## 1 SYCP2:-:chr20:58497514:58497445 SYCP2 - chr20 58497514 58497445 cm 4858 577 4256 6561 6347
|
|
733
|
+## 2 AL132709.8:+:chr14:101432017:101432103 AL132709.8 + chr14 101432017 101432103 cm 4310 502 3824 5870 5609
|
|
734
|
+## 3 SLC8A1:-:chr2:40657441:40655613 SLC8A1 - chr2 40657441 40655613 cm,ms 2687 539 2718 2862 5623
|
|
735
|
+## 4 SLC8A1:-:chr2:40657444:40655613 SLC8A1 - chr2 40657444 40655613 cm,ms,ns 2064 389 2357 2263 4677
|
|
736
|
+## 5 LGMN:-:chr14:93207524:93200027 LGMN - chr14 93207524 93200027 cm 1367 194 1114 1652 2164
|
|
737
|
+## 6 EXOC6B:-:chr2:72960247:72945232 EXOC6B - chr2 72960247 72945232 cm,ms,ns 641 89 764 741 1186
|
|
738
|
+## D3 H1 H2 H3
|
|
739
|
+## 1 253 11050 8792 5804
|
|
740
|
+## 2 203 10094 7953 5256
|
|
741
|
+## 3 428 2527 4446 6113
|
|
742
|
+## 4 324 2196 3894 5291
|
|
743
|
+## 5 195 1428 1551 1579
|
|
744
|
+## 6 277 1974 1154 1649</code></pre>
|
704
|
745
|
<p>Plot commonly identified circRNAs.</p>
|
705
|
746
|
<pre class="r"><code># Plot
|
706
|
747
|
p <- ggplot(mergedBSJunctions, aes(x = tool)) +
|
...
|
...
|
@@ -769,20 +810,20 @@ deseqResBvsA <-
|
769
|
810
|
pAdjustMethod = "BH"
|
770
|
811
|
)
|
771
|
812
|
head(deseqResBvsA)
|
772
|
|
-## id gene log2FC pvalue padj C1 C2
|
773
|
|
-## 1 SYCP2:-:chr20:58497514:58497445 SYCP2 -0.21872628 0.6882730 0.9984061 3359.6544 1895.7608
|
774
|
|
-## 2 AL132709.8:+:chr14:101432017:101432103 AL132709.8 -0.23032811 0.6743555 0.9984061 2980.6732 1649.3448
|
775
|
|
-## 3 SLC8A1:-:chr2:40657441:40655613 SLC8A1 -0.06724610 0.8141522 0.9984061 1858.2526 1770.9100
|
776
|
|
-## 4 SLC8A1:-:chr2:40657444:40655613 SLC8A1 -0.04007647 0.8877923 0.9984061 1427.4036 1278.0779
|
777
|
|
-## 5 LGMN:-:chr14:93207524:93200027 LGMN 0.04748208 0.8536426 0.9984061 945.3782 637.3962
|
778
|
|
-## 6 EXOC6B:-:chr2:72960247:72945232 EXOC6B 0.51441043 0.1338385 0.9984061 443.2973 292.4137
|
779
|
|
-## C3 D1 D2 D3
|
780
|
|
-## 1 2591.0545 3555.2959 2357.5131 824.6553
|
781
|
|
-## 2 2328.0528 3180.8546 2083.3923 661.6800
|
782
|
|
-## 3 1654.7195 1550.8698 2088.5924 1395.0691
|
783
|
|
-## 4 1434.9426 1226.2818 1737.2127 1056.0803
|
784
|
|
-## 5 678.2037 895.1911 803.7905 635.6039
|
785
|
|
-## 6 465.1235 401.5355 440.5247 902.8835</code></pre>
|
|
813
|
+## id gene log2FC pvalue padj C1 C2 C3
|
|
814
|
+## 1 SYCP2:-:chr20:58497514:58497445 SYCP2 -0.21872628 0.6882730 0.9984061 3359.6544 1895.7608 2591.0545
|
|
815
|
+## 2 AL132709.8:+:chr14:101432017:101432103 AL132709.8 -0.23032811 0.6743555 0.9984061 2980.6732 1649.3448 2328.0528
|
|
816
|
+## 3 SLC8A1:-:chr2:40657441:40655613 SLC8A1 -0.06724610 0.8141522 0.9984061 1858.2526 1770.9100 1654.7195
|
|
817
|
+## 4 SLC8A1:-:chr2:40657444:40655613 SLC8A1 -0.04007647 0.8877923 0.9984061 1427.4036 1278.0779 1434.9426
|
|
818
|
+## 5 LGMN:-:chr14:93207524:93200027 LGMN 0.04748208 0.8536426 0.9984061 945.3782 637.3962 678.2037
|
|
819
|
+## 6 EXOC6B:-:chr2:72960247:72945232 EXOC6B 0.51441043 0.1338385 0.9984061 443.2973 292.4137 465.1235
|
|
820
|
+## D1 D2 D3
|
|
821
|
+## 1 3555.2959 2357.5131 824.6553
|
|
822
|
+## 2 3180.8546 2083.3923 661.6800
|
|
823
|
+## 3 1550.8698 2088.5924 1395.0691
|
|
824
|
+## 4 1226.2818 1737.2127 1056.0803
|
|
825
|
+## 5 895.1911 803.7905 635.6039
|
|
826
|
+## 6 401.5355 440.5247 902.8835</code></pre>
|
786
|
827
|
<pre class="r"><code># Compare condition C Vs A
|
787
|
828
|
deseqResCvsA <-
|
788
|
829
|
getDeseqRes(
|
...
|
...
|
@@ -792,20 +833,20 @@ deseqResCvsA <-
|
792
|
833
|
pAdjustMethod = "BH"
|
793
|
834
|
)
|
794
|
835
|
head(deseqResCvsA)
|
795
|
|
-## id gene log2FC pvalue padj C1 C2
|
796
|
|
-## 1 SYCP2:-:chr20:58497514:58497445 SYCP2 0.66419598 0.136048385 0.52337347 4634.2050 2498.0706
|
797
|
|
-## 2 AL132709.8:+:chr14:101432017:101432103 AL132709.8 0.69952766 0.110824859 0.46971699 4111.4499 2173.3647
|
798
|
|
-## 3 SLC8A1:-:chr2:40657441:40655613 SLC8A1 0.16723172 0.556461506 0.88083258 2563.2172 2333.5529
|
799
|
|
-## 4 SLC8A1:-:chr2:40657444:40655613 SLC8A1 0.31640317 0.251497581 0.66669722 1968.9171 1684.1412
|
800
|
|
-## 5 LGMN:-:chr14:93207524:93200027 LGMN -0.08792522 0.700433109 0.93530126 1304.0260 839.9059
|
801
|
|
-## 6 EXOC6B:-:chr2:72960247:72945232 EXOC6B 0.90322591 0.002513725 0.03898947 611.4709 385.3176
|
802
|
|
-## C3 H1 H2 H3
|
803
|
|
-## 1 3487.7840 7990.915 5750.6484 3099.3849
|
804
|
|
-## 2 3133.7608 7299.574 5201.8775 2806.7483
|
805
|
|
-## 3 2227.3959 1827.425 2908.0281 3264.3935
|
806
|
|
-## 4 1931.5571 1588.059 2546.9774 2825.4386
|
807
|
|
-## 5 912.9209 1032.672 1014.4740 843.1993
|
808
|
|
-## 6 626.0966 1427.517 754.8053 880.5799</code></pre>
|
|
836
|
+## id gene log2FC pvalue padj C1 C2 C3
|
|
837
|
+## 1 SYCP2:-:chr20:58497514:58497445 SYCP2 0.66419598 0.136048385 0.52337347 4634.2050 2498.0706 3487.7840
|
|
838
|
+## 2 AL132709.8:+:chr14:101432017:101432103 AL132709.8 0.69952766 0.110824859 0.46971699 4111.4499 2173.3647 3133.7608
|
|
839
|
+## 3 SLC8A1:-:chr2:40657441:40655613 SLC8A1 0.16723172 0.556461506 0.88083258 2563.2172 2333.5529 2227.3959
|
|
840
|
+## 4 SLC8A1:-:chr2:40657444:40655613 SLC8A1 0.31640317 0.251497581 0.66669722 1968.9171 1684.1412 1931.5571
|
|
841
|
+## 5 LGMN:-:chr14:93207524:93200027 LGMN -0.08792522 0.700433109 0.93530126 1304.0260 839.9059 912.9209
|
|
842
|
+## 6 EXOC6B:-:chr2:72960247:72945232 EXOC6B 0.90322591 0.002513725 0.03898947 611.4709 385.3176 626.0966
|
|
843
|
+## H1 H2 H3
|
|
844
|
+## 1 7990.915 5750.6484 3099.3849
|
|
845
|
+## 2 7299.574 5201.8775 2806.7483
|
|
846
|
+## 3 1827.425 2908.0281 3264.3935
|
|
847
|
+## 4 1588.059 2546.9774 2825.4386
|
|
848
|
+## 5 1032.672 1014.4740 843.1993
|
|
849
|
+## 6 1427.517 754.8053 880.5799</code></pre>
|
809
|
850
|
<p>Use volcanoPlot() function.</p>
|
810
|
851
|
<p>Type ?volcanoPlot for more information about the arguments of the function and its example.</p>
|
811
|
852
|
<pre class="r"><code># We set the xlim and ylim to the same values for both plots to make them
|
...
|
...
|
@@ -939,27 +980,27 @@ head(annotatedBSJs)
|
939
|
980
|
## 4 ENST00000406785.2,ENST00000542756.1,ENST00000403092.1,ENST00000405901.3,ENST00000402441.1,ENST00000405269.1
|
940
|
981
|
## 5 ENST00000554080.1
|
941
|
982
|
## 6 ENST00000272427.6,ENST00000410104.1,ENST00000410112.2
|
942
|
|
-## transcript totExons strand chrom startUpIntron endUpIntron startUpBSE endUpBSE startDownBSE
|
943
|
|
-## 1 ENST00000357552.3 45 - chr20 58507116 58497515 58497514 58497445 58497514
|
944
|
|
-## 2 ENST00000423708.3 2 + chr14 101427582 101432016 101432017 101432103 101432017
|
945
|
|
-## 3 ENST00000406785.2 8 - chr2 40679043 40657445 40657444 40655613 40657444
|
946
|
|
-## 4 ENST00000406785.2 8 - chr2 40679043 40657445 40657444 40655613 40657444
|
947
|
|
-## 5 ENST00000554080.1 5 - chr14 93214833 93207525 93207524 93207407 93200155
|
948
|
|
-## 6 ENST00000272427.6 22 - chr2 72968432 72960248 72960247 72960200 72945436
|
949
|
|
-## endDownBSE startDownIntron endDownIntron exNumUpBSE exNumDownBSE numOfExons lenUpIntron lenUpBSE
|
950
|
|
-## 1 58497445 58497444 58496509 3 3 1 9601 69
|
951
|
|
-## 2 101432103 NA NA 2 2 1 4434 86
|
952
|
|
-## 3 40655613 40655612 40404996 2 2 1 21598 1831
|
953
|
|
-## 4 40655613 40655612 40404996 2 2 1 21598 1831
|
954
|
|
-## 5 93200027 93200026 93199161 2 3 2 7308 117
|
955
|
|
-## 6 72945232 72945231 72802798 3 6 4 8184 47
|
956
|
|
-## lenDownBSE lenDownIntron meanLengthBSEs meanLengthIntrons lenCircRNA
|
957
|
|
-## 1 69 935 69 5268 70
|
958
|
|
-## 2 86 <NA> 86 4434 87
|
959
|
|
-## 3 1831 250616 1831 136107 1832
|
960
|
|
-## 4 1831 250616 1831 136107 1832
|
961
|
|
-## 5 128 865 122.5 4086.5 247
|
962
|
|
-## 6 204 142433 125.5 75308.5 390</code></pre>
|
|
983
|
+## transcript totExons strand chrom startUpIntron endUpIntron startUpBSE endUpBSE startDownBSE endDownBSE
|
|
984
|
+## 1 ENST00000357552.3 45 - chr20 58507116 58497515 58497514 58497445 58497514 58497445
|
|
985
|
+## 2 ENST00000423708.3 2 + chr14 101427582 101432016 101432017 101432103 101432017 101432103
|
|
986
|
+## 3 ENST00000406785.2 8 - chr2 40679043 40657445 40657444 40655613 40657444 40655613
|
|
987
|
+## 4 ENST00000406785.2 8 - chr2 40679043 40657445 40657444 40655613 40657444 40655613
|
|
988
|
+## 5 ENST00000554080.1 5 - chr14 93214833 93207525 93207524 93207407 93200155 93200027
|
|
989
|
+## 6 ENST00000272427.6 22 - chr2 72968432 72960248 72960247 72960200 72945436 72945232
|
|
990
|
+## startDownIntron endDownIntron exNumUpBSE exNumDownBSE numOfExons lenUpIntron lenUpBSE lenDownBSE lenDownIntron
|
|
991
|
+## 1 58497444 58496509 3 3 1 9601 69 69 935
|
|
992
|
+## 2 NA NA 2 2 1 4434 86 86 <NA>
|
|
993
|
+## 3 40655612 40404996 2 2 1 21598 1831 1831 250616
|
|
994
|
+## 4 40655612 40404996 2 2 1 21598 1831 1831 250616
|
|
995
|
+## 5 93200026 93199161 2 3 2 7308 117 128 865
|
|
996
|
+## 6 72945231 72802798 3 6 4 8184 47 204 142433
|
|
997
|
+## meanLengthBSEs meanLengthIntrons lenCircRNA
|
|
998
|
+## 1 69 5268 70
|
|
999
|
+## 2 86 4434 87
|
|
1000
|
+## 3 1831 136107 1832
|
|
1001
|
+## 4 1831 136107 1832
|
|
1002
|
+## 5 122.5 4086.5 247
|
|
1003
|
+## 6 125.5 75308.5 390</code></pre>
|
963
|
1004
|
</div>
|
964
|
1005
|
</div>
|
965
|
1006
|
<div id="module-8---generate-random-bsjs" class="section level3">
|
...
|
...
|
@@ -1394,76 +1435,72 @@ p</code></pre>
|
1394
|
1435
|
<div id="note" class="section level2">
|
1395
|
1436
|
<h2>Note</h2>
|
1396
|
1437
|
<pre class="r"><code>sessionInfo()
|
1397
|
|
-## R version 4.0.2 (2020-06-22)
|
|
1438
|
+## R Under development (unstable) (2020-11-23 r79474)
|
1398
|
1439
|
## Platform: x86_64-w64-mingw32/x64 (64-bit)
|
1399
|
|
-## Running under: Windows 10 x64 (build 18362)
|
|
1440
|
+## Running under: Windows 10 x64 (build 18363)
|
1400
|
1441
|
##
|
1401
|
1442
|
## Matrix products: default
|
1402
|
1443
|
##
|
1403
|
1444
|
## locale:
|
1404
|
|
-## [1] LC_COLLATE=English_United States.1252 LC_CTYPE=English_United States.1252
|
1405
|
|
-## [3] LC_MONETARY=English_United States.1252 LC_NUMERIC=C
|
1406
|
|
-## [5] LC_TIME=English_United States.1252
|
|
1445
|
+## [1] LC_COLLATE=English_United States.1252 LC_CTYPE=English_United States.1252 LC_MONETARY=English_United States.1252
|
|
1446
|
+## [4] LC_NUMERIC=C LC_TIME=English_United States.1252
|
1407
|
1447
|
##
|
1408
|
1448
|
## attached base packages:
|
1409
|
1449
|
## [1] stats4 parallel grid stats graphics grDevices utils datasets methods base
|
1410
|
1450
|
##
|
1411
|
1451
|
## other attached packages:
|
1412
|
|
-## [1] BSgenome.Hsapiens.UCSC.hg19_1.4.3 BSgenome_1.57.4 rtracklayer_1.49.3
|
1413
|
|
-## [4] Biostrings_2.57.2 XVector_0.29.3 GenomicRanges_1.41.5
|
1414
|
|
-## [7] GenomeInfoDb_1.25.8 IRanges_2.23.10 S4Vectors_0.27.12
|
1415
|
|
-## [10] BiocGenerics_0.35.4 gridExtra_2.3 VennDiagram_1.6.20
|
|
1452
|
+## [1] BSgenome.Hsapiens.UCSC.hg19_1.4.3 BSgenome_1.59.1 rtracklayer_1.51.0
|
|
1453
|
+## [4] Biostrings_2.59.0 XVector_0.31.0 GenomicRanges_1.43.0
|
|
1454
|
+## [7] GenomeInfoDb_1.27.1 IRanges_2.25.2 S4Vectors_0.29.3
|
|
1455
|
+## [10] BiocGenerics_0.37.0 gridExtra_2.3 VennDiagram_1.6.20
|
1416
|
1456
|
## [13] futile.logger_1.4.3 ggpubr_0.4.0 ggplot2_3.3.2
|
1417
|
|
-## [16] citr_0.3.2 knitr_1.29 circRNAprofiler_1.3.8
|
|
1457
|
+## [16] knitr_1.30 circRNAprofiler_1.5.2
|
1418
|
1458
|
##
|
1419
|
1459
|
## loaded via a namespace (and not attached):
|
1420
|
|
-## [1] readxl_1.3.1 backports_1.1.8 AnnotationHub_2.21.1
|
1421
|
|
-## [4] BiocFileCache_1.13.0 plyr_1.8.6 lazyeval_0.2.2
|
1422
|
|
-## [7] splines_4.0.2 BiocParallel_1.23.2 gwascat_2.21.5
|
1423
|
|
-## [10] digest_0.6.25 htmltools_0.5.0 magrittr_1.5
|
1424
|
|
-## [13] memoise_1.1.0 openxlsx_4.1.5 limma_3.45.9
|
1425
|
|
-## [16] readr_1.3.1 annotate_1.67.0 matrixStats_0.56.0
|
1426
|
|
-## [19] R.utils_2.9.2 askpass_1.1 prettyunits_1.1.1
|
1427
|
|
-## [22] colorspace_1.4-1 blob_1.2.1 rappdirs_0.3.1
|
1428
|
|
-## [25] haven_2.3.1 xfun_0.15 dplyr_1.0.0
|
1429
|
|
-## [28] crayon_1.3.4 RCurl_1.98-1.2 jsonlite_1.7.0
|
1430
|
|
-## [31] genefilter_1.71.0 survival_3.1-12 ape_5.4
|
1431
|
|
-## [34] glue_1.4.1 universalmotif_1.7.14 gtable_0.3.0
|
1432
|
|
-## [37] zlibbioc_1.35.0 seqinr_3.6-1 DelayedArray_0.15.7
|
1433
|
|
-## [40] car_3.0-8 abind_1.4-5 scales_1.1.1
|
1434
|
|
-## [43] futile.options_1.0.1 DBI_1.1.0 edgeR_3.31.4
|
1435
|
|
-## [46] bibtex_0.4.2.2 rstatix_0.6.0 miniUI_0.1.1.1
|
1436
|
|
-## [49] Rcpp_1.0.5 xtable_1.8-4 progress_1.2.2
|
1437
|
|
-## [52] tidytree_0.3.3 foreign_0.8-80 bit_1.1-15.2
|
1438
|
|
-## [55] httr_1.4.2 RColorBrewer_1.1-2 ellipsis_0.3.1
|
1439
|
|
-## [58] farver_2.0.3 pkgconfig_2.0.3 XML_3.99-0.4
|
1440
|
|
-## [61] R.methodsS3_1.8.0 ggseqlogo_0.1 dbplyr_1.4.4
|
1441
|
|
-## [64] locfit_1.5-9.4 labeling_0.3 tidyselect_1.1.0
|
1442
|
|
-## [67] rlang_0.4.7 reshape2_1.4.4 later_1.1.0.1
|
1443
|
|
-## [70] AnnotationDbi_1.51.1 cellranger_1.1.0 munsell_0.5.0
|
1444
|
|
-## [73] BiocVersion_3.12.0 tools_4.0.2 generics_0.0.2
|
1445
|
|
-## [76] RSQLite_2.2.0 ade4_1.7-15 broom_0.7.0
|
1446
|
|
-## [79] evaluate_0.14 stringr_1.4.0 fastmap_1.0.1
|
1447
|
|
-## [82] yaml_2.2.1 ggtree_2.3.2 processx_3.4.3
|
1448
|
|
-## [85] bit64_0.9-7.1 zip_2.0.4 purrr_0.3.4
|
1449
|
|
-## [88] nlme_3.1-148 mime_0.9 formatR_1.7
|
1450
|
|
-## [91] R.oo_1.23.0 aplot_0.0.4 biomaRt_2.45.2
|
1451
|
|
-## [94] compiler_4.0.2 rstudioapi_0.11 curl_4.3
|
1452
|
|
-## [97] interactiveDisplayBase_1.27.5 ggsignif_0.6.0 treeio_1.13.1
|
1453
|
|
-## [100] tibble_3.0.3 geneplotter_1.67.0 stringi_1.4.6
|
1454
|
|
-## [103] highr_0.8 ps_1.3.3 GenomicFeatures_1.41.2
|
1455
|
|
-## [106] forcats_0.5.0 lattice_0.20-41 Matrix_1.2-18
|
1456
|
|
-## [109] vctrs_0.3.2 pillar_1.4.6 lifecycle_0.2.0
|
1457
|
|
-## [112] BiocManager_1.30.10 Rdpack_1.0.0 cowplot_1.0.0
|
1458
|
|
-## [115] data.table_1.12.8 bitops_1.0-6 gbRd_0.4-11
|
1459
|
|
-## [118] httpuv_1.5.4 patchwork_1.0.1 R6_2.4.1
|
1460
|
|
-## [121] promises_1.1.1 rio_0.5.16 lambda.r_1.2.4
|
1461
|
|
-## [124] MASS_7.3-51.6 assertthat_0.2.1 SummarizedExperiment_1.19.6
|
1462
|
|
-## [127] openssl_1.4.2 DESeq2_1.29.7 withr_2.2.0
|
1463
|
|
-## [130] GenomicAlignments_1.25.3 Rsamtools_2.5.3 GenomeInfoDbData_1.2.3
|
1464
|
|
-## [133] hms_0.5.3 tidyr_1.1.0 rmarkdown_2.3
|
1465
|
|
-## [136] rvcheck_0.1.8 carData_3.0-4 Biobase_2.49.0
|
1466
|
|
-## [139] shiny_1.5.0</code></pre>
|
|
1460
|
+## [1] readxl_1.3.1 backports_1.2.0 AnnotationHub_2.23.0
|
|
1461
|
+## [4] BiocFileCache_1.15.1 plyr_1.8.6 splines_4.1.0
|
|
1462
|
+## [7] BiocParallel_1.25.1 gwascat_2.23.0 digest_0.6.27
|
|
1463
|
+## [10] htmltools_0.5.0 magrittr_2.0.1 memoise_1.1.0
|
|
1464
|
+## [13] openxlsx_4.2.3 limma_3.47.1 readr_1.4.0
|
|
1465
|
+## [16] annotate_1.69.0 matrixStats_0.57.0 R.utils_2.10.1
|
|
1466
|
+## [19] askpass_1.1 prettyunits_1.1.1 colorspace_2.0-0
|
|
1467
|
+## [22] blob_1.2.1 rappdirs_0.3.1 haven_2.3.1
|
|
1468
|
+## [25] rbibutils_2.0 xfun_0.19 dplyr_1.0.2
|
|
1469
|
+## [28] crayon_1.3.4 RCurl_1.98-1.2 genefilter_1.73.0
|
|
1470
|
+## [31] survival_3.2-7 VariantAnnotation_1.37.0 glue_1.4.2
|
|
1471
|
+## [34] universalmotif_1.9.5 gtable_0.3.0 zlibbioc_1.37.0
|
|
1472
|
+## [37] seqinr_4.2-4 DelayedArray_0.17.3 car_3.0-10
|
|
1473
|
+## [40] abind_1.4-5 scales_1.1.1 futile.options_1.0.1
|
|
1474
|
+## [43] DBI_1.1.0 edgeR_3.33.0 rstatix_0.6.0
|
|
1475
|
+## [46] Rcpp_1.0.5 xtable_1.8-4 progress_1.2.2
|
|
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|
+## [49] foreign_0.8-80 bit_4.0.4 httr_1.4.2
|
|
1477
|
+## [52] RColorBrewer_1.1-2 ellipsis_0.3.1 farver_2.0.3
|
|
1478
|
+## [55] pkgconfig_2.0.3 XML_3.99-0.5 R.methodsS3_1.8.1
|
|
1479
|
+## [58] ggseqlogo_0.1 dbplyr_2.0.0 locfit_1.5-9.4
|
|
1480
|
+## [61] labeling_0.4.2 tidyselect_1.1.0 rlang_0.4.9
|
|
1481
|
+## [64] reshape2_1.4.4 later_1.1.0.1 AnnotationDbi_1.53.0
|
|
1482
|
+## [67] munsell_0.5.0 BiocVersion_3.13.1 cellranger_1.1.0
|
|
1483
|
+## [70] tools_4.1.0 generics_0.1.0 RSQLite_2.2.1
|
|
1484
|
+## [73] ade4_1.7-16 broom_0.7.2 evaluate_0.14
|
|
1485
|
+## [76] stringr_1.4.0 fastmap_1.0.1 yaml_2.2.1
|
|
1486
|
+## [79] bit64_4.0.5 zip_2.1.1 purrr_0.3.4
|
|
1487
|
+## [82] mime_0.9 formatR_1.7 R.oo_1.24.0
|
|
1488
|
+## [85] xml2_1.3.2 biomaRt_2.47.1 compiler_4.1.0
|
|
1489
|
+## [88] rstudioapi_0.13 filelock_1.0.2 curl_4.3
|
|
1490
|
+## [91] interactiveDisplayBase_1.29.0 ggsignif_0.6.0 tibble_3.0.4
|
|
1491
|
+## [94] geneplotter_1.69.0 stringi_1.5.3 highr_0.8
|
|
1492
|
+## [97] GenomicFeatures_1.43.2 forcats_0.5.0 lattice_0.20-41
|
|
1493
|
+## [100] Matrix_1.2-18 vctrs_0.3.5 pillar_1.4.7
|
|
1494
|
+## [103] lifecycle_0.2.0 BiocManager_1.30.10 Rdpack_2.1
|
|
1495
|
+## [106] snpStats_1.41.1 cowplot_1.1.0 data.table_1.13.2
|
|
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|
+## [109] bitops_1.0-6 gbRd_0.4-11 httpuv_1.5.4
|
|
1497
|
+## [112] R6_2.5.0 promises_1.1.1 rio_0.5.16
|
|
1498
|
+## [115] lambda.r_1.2.4 MASS_7.3-53 assertthat_0.2.1
|
|
1499
|
+## [118] SummarizedExperiment_1.21.0 openssl_1.4.3 DESeq2_1.31.3
|
|
1500
|
+## [121] withr_2.3.0 GenomicAlignments_1.27.1 Rsamtools_2.7.0
|
|
1501
|
+## [124] GenomeInfoDbData_1.2.4 hms_0.5.3 tidyr_1.1.2
|
|
1502
|
+## [127] rmarkdown_2.5 MatrixGenerics_1.3.0 carData_3.0-4
|
|
1503
|
+## [130] Biobase_2.51.0 shiny_1.5.0</code></pre>
|
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|
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|
</div>
|
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|
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|
<div id="references" class="section level2 unnumbered">
|
1469
|
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|
<h2>References</h2>
|
...
|
...
|
@@ -1495,7 +1532,7 @@ p</code></pre>
|
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|
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|
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|
// add bootstrap table styles to pandoc tables
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|
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|
function bootstrapStylePandocTables() {
|
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|
|
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|
|
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|
+ $('tr.odd').parent('tbody').parent('table').addClass('table table-condensed');
|
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|
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|
}
|
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|
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|
$(document).ready(function () {
|
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|
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|
bootstrapStylePandocTables();
|