Contents
Introduction
The InTAD analysis is focused on the processing of generated object that
combines all input datasets. Required input data is the following:
- epigenetic signals data.frame e.g. enhancers along with their coordinates in
GRanges format
- gene expression counts data.frame along with gene coordinates
in GRanges format
- TAD borders GRanges or loops data.frame e.g. from results of HiC technique application
Further explained example of performing the analysis procedure is based on
H3K27ac data reflecting activity of enhancers in medulloblastoma brain tumour
descrbied in the manuscript from C.Y.Lin, S.Erkek et al., Nature,
2016.
This dataset includes normalized enhancer signals obtained from H3K27ac
ChIP-seq data and RNA-seq gene expression RPKM counts from 25 medulloblastoma
samples. The test subset is extracted from a selected region inside
chromosome 15. Additionally, the coordinates for enhancers and genes along
with specific sample annotation are provided.
The analysis starts from preparing and loading the data. Here is the
overview of integrated input test data, that can serve as a useful example
describing supported input formats:
library(InTAD)
# normalized enhancer signals table
enhSel[1:3,1:3]
## MB176 MB95 MB40
## chr15:25661165-25662833 -0.3041844 -0.7661778 -1.9551413
## chr15:25682177-25685608 4.3015286 5.0409281 5.8519724
## chr15:25709081-25711634 0.5399542 -0.1572336 -0.6773354
# enhancer signal genomic coordinates
as.data.frame(enhSelGR[1:3])
## seqnames start end width strand
## 1 chr15 25661165 25662833 1669 *
## 2 chr15 25682177 25685608 3432 *
## 3 chr15 25709081 25711634 2554 *
# gene expression normalized counts
rpkmCountsSel[1:3,1:3]
## MB176 MB95 MB40
## ENSG00000215567.4 0 0.000000 0
## ENSG00000201241.1 0 0.000000 0
## ENSG00000258463.1 0 4.183154 0
# gene coordiantes
as.data.frame(txsSel[1:3])
## seqnames start end width strand gene_id gene_name
## 1 chr15 20083769 20093074 9306 + ENSG00000215567.4 RP11-79C23.1
## 2 chr15 20088867 20088969 103 + ENSG00000201241.1 RNU6-978P
## 3 chr15 20104587 20104812 226 + ENSG00000258463.1 RP11-173D3.3
## gene_type
## 1 pseudogene
## 2 snRNA
## 3 pseudogene
# additional sample info data.frame
head(mbAnnData)
## Subgroup Age Gender Histology M.Stage
## MB176 WNT 9 F Classic M0
## MB95 Group3 3 M Classic M0
## MB40 Group4 3 M Classic M0
## MB37 SHH 1 F Desmoplastic M0
## MB38 Group4 6 M Desmoplastic M0
## MB28 SHH 1 M Desmoplastic M0
Importantly, there are specific requriements for the input datasets. The names
of samples should match in signals and gene expression datasets.
summary(colnames(rpkmCountsSel) == colnames(enhSel))
## Mode TRUE
## logical 25
Next, the genomic regions should be provided for each signal as well as for
each gene.
# compare number of signal regions and in the input table
length(enhSelGR) == nrow(enhSel)
## [1] TRUE
The genomic regions reflecting the gene coordinates must include “gene_id”
and “gene_name” marks. These are typical GTF format markers. One more mark
“gene_type” is also useful to perform filtering of gene expression matrix.
All the requirements are checked during the generation of the InTADSig
object. Main part of this object is MultiAssayExperiment subset
that combines signals and gene expression. Specific annotation information
about samples can be also included for further control and visualization. In
provided example for medulloblastoma samples annotation contains various
aspects such as tumour subgroup, age, gender, etc.
inTadSig <- newSigInTAD(enhSel, enhSelGR, rpkmCountsSel, txsSel,mbAnnData)
## Created signals and genes object for 25 samples
The created object contains MultiAssayExperiment that includes both signals and
gene expression data.
inTadSig
## S4 InTADSig object
## Num samples: 25
## Num signals: 116
## Num genes: 2080
During the main object generation there are also available special options to
activate parallel computing based on usage of R multi-thread librares and log2 adjustment for gene expression. The generated data subsets can be
accessed using specific call functions on the object i.e. signals or exprs.
Notably, the main object can be also loaded from the text files representing
the input data using function loadSigInTAD. Refer to the documetation of this
function for more details.
Main data analysis using TADs
The usage of input gene expression counts matrix assumes filtering of non- or low expressed genes. However if these counts were not filtered before starting the InTAD analysis it’s possible to adjust gene expression limits using function filterGeneExpr. This function provides parameters to control
minimum gene expression and type. There is additionally a special option to
compute gene expression distribution based on usage of mclust
package in order to find suitable minimum gene expression cut limit.
Here’s example how to use this procedure:
# filter gene expression
inTadSig <- filterGeneExpr(inTadSig, checkExprDistr = TRUE)
## Initial result: 2080 genes
## Gene expression cut value: 1.79443505244126
## Filtered result: 671 genes
The analysis starts from the combination of signals and genes inside the TADs.
Since the TADs are known to be stable across various cell types, it’s possible
to use already known TADs obtained from IMR90 cells using HiC technology
(Dixon et al 2012). The human
IMR90 TADs regions object is integrated into the package.
# IMR90 hg19 TADs
head(tadGR)
## GRanges object with 6 ranges and 0 metadata columns:
## seqnames ranges strand
## <Rle> <IRanges> <Rle>
## chr1:770137-1250137 chr1 770137-1250137 *
## chr1:1250137-1850140 chr1 1250137-1850140 *
## chr1:1850140-2330140 chr1 1850140-2330140 *
## chr1:2330140-3650140 chr1 2330140-3650140 *
## chr1:4660140-6077413 chr1 4660140-6077413 *
## chr1:6077413-6277413 chr1 6077413-6277413 *
## -------
## seqinfo: 23 sequences from an unspecified genome; no seqlengths
However, since the variance is actually observed between TAD calling methods
(i.e. described in detailed review by Rola Dali and Mathieu Blanchette, NAR
2017 ), novel obtained
TADs can be also applied for the analysis. The requried format: GRanges object.
Composition of genes and signals in TADs is performed using function
combineInTAD that has several options. By default, it marks the signal
belonging to the TAD by largest overlap and also takes into account genes that
are not overlaping the TADs by connecting them to the closest TAD. This can be
sensetive strategy since some genomic regions can be missed due to the limits
of input HiC data and variance of existing TAD calling methods.
# combine signals and genes in TADs
inTadSig <- combineInTAD(inTadSig, tadGR)
## Combined 768 signal-gene pairs in TADs
Final step is the correlation analysis. Various options are avialble for this
function i.e. correlation method, computation of q-value to control the
evidence strength and visualization of connection proportions. This last option
allows to show differences in gene and signal regulations.
par(mfrow=c(1,2)) # option to combine plots in the graph
# perform correlation anlaysis
corData <- findCorrelation(inTadSig,plot.proportions = TRUE)
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)
The result data.frame has a special format. It includes each signal, TAD, gene
and correlation information.
head(corData,5)
## peakid tad gene
## 1 chr15:25748892-25750259 chr15:25728907-27128907 ENSG00000114062.13
## 2 chr15:25748892-25750259 chr15:25728907-27128907 ENSG00000261529.1
## 3 chr15:25748892-25750259 chr15:25728907-27128907 ENSG00000206190.7
## 4 chr15:25748892-25750259 chr15:25728907-27128907 ENSG00000166206.9
## 5 chr15:25748892-25750259 chr15:25728907-27128907 ENSG00000235518.2
## name cor pvalue eucDist corRank
## 1 UBE3A 0.37789578 0.06253400 25.748716 3
## 2 RP13-487P22.1 0.21115682 0.31095743 7.360294 5
## 3 ATP10A -0.03977321 0.85028161 7.703550 6
## 4 GABRB3 0.44145787 0.02716195 21.972593 1
## 5 AC011196.3 0.36894539 0.06953544 7.381633 4
Further filtering of this result data can be performed by adjusting p-value and
correlation effect limits (i.e. p-val < 0.01, positive correlation only).
Integration of chromatin loops
Another clear approach to find contacts between genes and epigenetic signals
is to use direct chromatin connections, so called loops. The loops are typically derived from HiC data and there are well-known tools that allow to perform this (e.g. FitHiC or HiCCUPS).
InTAD starting from version 1.9.1 also allows to use HiC loops for the analysis. Main functions to perform this task are combineWithLoops and findCorFromLoops.
To demonstrate this approach InTAD includes an example subset of loops derived from IMR90 cells. This loops data.frame has a specific format where the first 6 columns represent genomic regions for both loop anchors: (chr1,start1,end1,chr2,start2,end2):
loopsDfSel[1:4,1:6]
## chr1 x1 x2 chr2 y1 y2
## 1 chr15 100470000 100480000 chr15 100670000 100680000
## 2 chr15 101170000 101180000 chr15 101410000 101420000
## 3 chr15 101170000 101180000 chr15 101800000 101810000
## 4 chr15 101175000 101180000 chr15 101540000 101545000
The loaded loops are applied to find connections between genes and signals using function combineWithLoops. By default 6-column loops format is expected, but the function also supports 4-column format where for the loop anchors only middle positions are provided (as in FitHiC output): (chr1,middlePos1,chr2,middlePos2) .
Howerer in this case loop fragment length is also required and using the variable fragmentLength allows to activate this format. In addition other parameters (e.g. transcription start site width, extension of the loops) can be controlled to increase the sensitivity.
In result the function reports how many connections are detected to be supported by loops and saves them within the returned InTAD object:
inTadSig <- combineWithLoops(inTadSig, loopsDfSel)
## NOTE: 6-column loops format is assumed.
## Combined 1 signal-gene pairs with loops
In this particular example only 1 connection between gene and enhancer is found. To find if there are correlations between detected connected signal-gene pairs the function fincCorFromLoops is applied. It has a list of options similar to corresponding function findCorrelation for usage of TADs (e.g. correlation method, adjusted p-value):
loopEag <- findCorFromLoops(inTadSig,method = "spearman")
Final result also has format similar to representation of correlations between genes and enhancers within TADs. The only difference is that the loops supporting found connection are included:
loopEag
## peak loopStart loopEnd
## 1 chr15:25748892-25750259 chr15:25750000-25760000 chr15:27110000-27120000
## gene name cor pvalue eucDist
## 1 ENSG00000186297.7 GABRA5 0.6123077 0.001430953 12.80297
In general, the focus on loops allows to increase the specificity of the detected connections between signals and genes in order to find possible perspective targets for further investigation. However, ideally it should be applied on HiC data derived from the same research target materials (e.g. same tumor type), while TADs from other sources could be used due to their stability.
Visualization
The package provides post-analysis visualization function: the specific signal
and gene can be selected for correlation plot generation. Here’s example of
verified medulllobastoma Group3-specifc enhancer assoicated gene GABRA5 lying
in the same TAD as the enhancer, but not close to the gene:
# example enhancer in correlation with GABRA5
cID <- "chr15:26372163-26398073"
selCorData <- corData[corData$peakid == cID, ]
selCorData[ selCorData$name == "GABRA5", ]
## peakid tad gene name
## 430 chr15:26372163-26398073 chr15:25728907-27128907 ENSG00000186297.7 GABRA5
## cor pvalue eucDist corRank
## 430 0.878531 7.724306e-09 10.92154 1
For the plot generation it is required to provide the signal id and gene name:
plotCorrelation(inTadSig, cID, "GABRA5",
xLabel = "RPKM gene expr log2",
yLabel = "H3K27ac enrichment log2",
colByPhenotype = "Subgroup")
## ENSG00000186297.7
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)
Note that in the visualization it’s also possible to mark the colours
representing the samples using option colByPhenotype based on the sample
annotation information included in the generation of the main object. In the
provided example medulloblastma tumour subgroups are marked.
Specific genomic region of interest can be also visualised to observe the
variance and impact of TADs using special function that works on result
data.frame obtained from function findCorrelation. The resulting plot
provides the location of signals in X-axis and genes in Y-axis. Each point
reflects the correlation stength based on p-value: -log10(P-val). This
visualization strategy was introduced in the study by S. Waszak et al, Cell,
2015
focused on investigation of chromatin architecture in human cells.
By default only detected TADs with signals inside are visualized,
but it is also possible to include all avaialble TAD regions using special
option. Here’s the example plot covering the whole chromosome 15 region used
in the test dataset:
plotCorAcrossRef(inTadSig,corData,
targetRegion = GRanges("chr15:25000000-28000000"),
tads = tadGR)
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)
One more option of this function allows to activaite representation of postive
correlation values from 0 to 1 instead of strength.
plotCorAcrossRef(inTadSig,corData,
targetRegion = GRanges("chr15:25000000-28000000"),
showCorVals = TRUE, tads = tadGR)
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)
It’s also possible to focus on the connections by ignoring the signal/gene
locations and focusing only on correlation values by adjusting for symmetery.
This is typical approach used for HiC contact data visualization in such
tools as for example JuiceBox. This can be activate by using the corresponding option:
plotCorAcrossRef(inTadSig,corData,
targetRegion = GRanges("chr15:25000000-28000000"),
showCorVals = TRUE, symmetric = TRUE, tads = tadGR)
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)
These visualization strategies allow to investigate the impact of TADs.
Additional documentation is available for each function via standard R help.
Session info
Here is the output of sessionInfo()
on the system on which this
document was compiled:
## R version 4.1.1 (2021-08-10)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 20.04.3 LTS
##
## Matrix products: default
## BLAS: /home/biocbuild/bbs-3.14-bioc/R/lib/libRblas.so
## LAPACK: /home/biocbuild/bbs-3.14-bioc/R/lib/libRlapack.so
##
## locale:
## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
## [3] LC_TIME=en_GB LC_COLLATE=C
## [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] stats4 stats graphics grDevices utils datasets methods
## [8] base
##
## other attached packages:
## [1] InTAD_1.14.0 MultiAssayExperiment_1.20.0
## [3] SummarizedExperiment_1.24.0 Biobase_2.54.0
## [5] MatrixGenerics_1.6.0 matrixStats_0.61.0
## [7] GenomicRanges_1.46.0 GenomeInfoDb_1.30.0
## [9] IRanges_2.28.0 S4Vectors_0.32.0
## [11] BiocGenerics_0.40.0 BiocStyle_2.22.0
##
## loaded via a namespace (and not attached):
## [1] bitops_1.0-7 tools_4.1.1 backports_1.2.1
## [4] bslib_0.3.1 utf8_1.2.2 R6_2.5.1
## [7] DBI_1.1.1 colorspace_2.0-2 tidyselect_1.1.1
## [10] curl_4.3.2 compiler_4.1.1 DelayedArray_0.20.0
## [13] labeling_0.4.2 rtracklayer_1.54.0 bookdown_0.24
## [16] sass_0.4.0 scales_1.1.1 Rsamtools_2.10.0
## [19] stringr_1.4.0 digest_0.6.28 foreign_0.8-81
## [22] rmarkdown_2.11 rio_0.5.27 XVector_0.34.0
## [25] pkgconfig_2.0.3 htmltools_0.5.2 highr_0.9
## [28] fastmap_1.1.0 rlang_0.4.12 readxl_1.3.1
## [31] farver_2.1.0 BiocIO_1.4.0 jquerylib_0.1.4
## [34] generics_0.1.1 jsonlite_1.7.2 BiocParallel_1.28.0
## [37] mclust_5.4.7 dplyr_1.0.7 zip_2.2.0
## [40] car_3.0-11 RCurl_1.98-1.5 magrittr_2.0.1
## [43] GenomeInfoDbData_1.2.7 Matrix_1.3-4 Rcpp_1.0.7
## [46] munsell_0.5.0 fansi_0.5.0 abind_1.4-5
## [49] lifecycle_1.0.1 stringi_1.7.5 yaml_2.2.1
## [52] carData_3.0-4 zlibbioc_1.40.0 plyr_1.8.6
## [55] qvalue_2.26.0 grid_4.1.1 parallel_4.1.1
## [58] forcats_0.5.1 crayon_1.4.1 lattice_0.20-45
## [61] Biostrings_2.62.0 haven_2.4.3 splines_4.1.1
## [64] hms_1.1.1 magick_2.7.3 knitr_1.36
## [67] pillar_1.6.4 ggpubr_0.4.0 rjson_0.2.20
## [70] ggsignif_0.6.3 reshape2_1.4.4 XML_3.99-0.8
## [73] glue_1.4.2 evaluate_0.14 data.table_1.14.2
## [76] BiocManager_1.30.16 vctrs_0.3.8 cellranger_1.1.0
## [79] gtable_0.3.0 purrr_0.3.4 tidyr_1.1.4
## [82] assertthat_0.2.1 ggplot2_3.3.5 xfun_0.27
## [85] openxlsx_4.2.4 broom_0.7.9 restfulr_0.0.13
## [88] rstatix_0.7.0 tibble_3.1.5 GenomicAlignments_1.30.0
## [91] ellipsis_0.3.2
References
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Dixon, J.R., Selvaraj, S., Yue, F., Kim, A., Li, Y., Shen, Y., Hu, M.,
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Lin, C.Y., Erkek, S., Tong, Y., Yin, L., Federation, A.J., Zapatka, M.,
Haldipur, P., Kawauchi, D., Risch, T., Warnatz, H.J. and Worst, B.C., 2016.
Active medulloblastoma enhancers reveal subgroup-specific cellular origins.
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Waszak, S.M., Delaneau, O., Gschwind, A.R., Kilpinen, H., Raghav, S.K.,
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