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: 1.7941866590731
## 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)
![](data:image/png;base64,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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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/+eTVSrIiLi4uLizt8+PBnn302fPjwmTNnVqxY0X5V7VzcNVes5xnh9GnQPvvnMefP4apevXrt3r07Ozt78+bNStQSAIASovVgKy2dP38+70+HXM983N3dcy0Raj0fjfWcCB4eHnXq1FEH/yv69++fa7rTBQsWKJuee+65AwcOqOklSQoNDd28ebOdClt3Vrc/a8mVK1fUlOnp6QcPHnz88cfbtWvn5+fn6+tbr169sWPHrly50v66ktZTcu7fv199/+7du7P+j83pYFU3btxQS1CXWDabzWqrf/nll2L6ctX7DVHE8eTq0rM2p+10su35KeQ3W8p3nUt2kbZt/Oijj9T3k5OT7ZSg3iuKf09ncOPGDfVOJr9FlJ977jk1r/VEPGoXfZHPFAmqLVu2qCkjIiIK2Wr7x7aTu64kBQQE2N/DLnH58mX1cvDSSy+p7+fk5KgVCA4Ozm/CC7ko89HcuHEjJCRESZzfIkoOzEezbt06NcsPP/xQrI11yUXHvrt37yq7NCwszE4yx67siujo6LwDtfL2BGnYsOGNGzdy5XXm4l6Sivs8Izt3GiyQ/fOY8+dw1YYNG5St48aNc+H+BwCgQOU3RpOZmdmkSRP1Cj1kyJBVq1bFxsbevXs3IiLitddeU39eV6xYMSkpSc2oxmg8PDyUeRn69et39OhRZWkAk8m0ZMmSatWqqSVv2rTJ+nPVn3FjxoxRHjb27t376NGjWVlZBda58DEa9adVhQoVhg0bJvLRvHlzO7+N8ovRFN4bb7yhZNfpdOfOnVPeVPvDi/97dBwdHT116tR27doFBQW5ublVrVr1gQce+P7779PT0x34ULPZbL2a9dChQwufd//+/crP8eDg4LS0NAc+3X7b81PIb7Y07zpX7SJt26j+ewohdu3aZaccdUZJIcRXX31lvUntdyCE6NOnz+HDh5Vpjy0Wy6lTp6z/H999913rjNajIf7++287n249fcOKFSsK03Dnj+0SPjzyk5SUpLb9s88+K74Psr7Zy3UCtJ7uOtcZ3lqBMZqMjIxz5859+OGH6gP/oKCg/OIvRY3RWPdfCA8Pt///4nxjXXLRsU/9iGHDhuWXxuEruyzLJpPJuodjgwYN5s2bd/r06aysrIiIiNmzZ9euXVvdev/99+f3AMaBi3tJKtbzjMrh06B9BZ7HXHIOVyQlJSmfVb169eL7OgAAyKv8xmisL88ff/xx3gSbNm1SZ5uzXnQg18DsN954I++DwePHj3t6eioJPvroI+tN6g8IJb4zffr0wte58DGamTNnisLx8vJav359cezhzZs3q0/SRo0apb5vvazy6dOnf/75Z/WuL5fg4OBly5YV5rM2btz4n//856mnnurVq5c6xYkQYuDAgXfv3i1khS0Wi9qT//vvvy+OtuenkN9sqd11LtxF2rYxLi5OfWY+cODA/AqMi4uznspk6tSpuRLMmzfPepIUd3f3WrVqqecE5Z0vvvgiVy7rZXTsL6RiHaew/yRc4fCxrdXhYUdkZKRajYULFxbfBzVq1Ej5lNq1a+faZD2Ixs4aRmo4oJB69ep1/vz5/EqzjtFs3br1gi3nz5/ft2/fkiVLJk6cqPbjCA4OtlOsqxpbAhedKVOmKCV8/vnn+aVx+Mouy/KPP/6o5n3kkUfyhgBSUlIGDhyoplmwYIH1Vmcu7iWp+M4zuTh2GrSjMOcxV53DFQ0aNFASFPgfBACAC5XTGE1mZqb63PLBBx/ML9kzzzyjpGnTpo36pnWMpm7dukr3mbzU0fKPPfaY9fvWD3maNm2a37rCNhU+RvPqq6+qKSVJeuqpp/7+++/ExMT09PRDhw7NmjXLek5QPz8/l//+WLx4sXpr7e/vb12+9S9+tSdFfiRJ+vrrrwv8OHUeDZXBYJg3b16R6jx//nwlb61atbKzs4uj7fkp5DdbanedC3eR5m1UJ0kVQsyYMSNvgoSEhF69elmX9uabb+ZNZn/NoJ9++ilvFutzi/1hYtYzXM6cObPAPeDwsa3J4WGf9R2mzeEqqs8//1wUJL8egtZTw77zzju5tmZnZ6vTkfj6+uYXripSjMZoNH7wwQe3b9/OrznWMZrCe+SRR2JiYuzvUpc0tgQuOl26dFGyb9261WYCZ67sstUNedWqVTMzM23mTUtLU+eYa9u2rfUmZy7uJan4zjN5OXAatKOQ5zFXncNlWVanoSlwwDIAAC5UTmM0a9euLfA3uizLW7duDQkJCQkJqV69ujoO3/r3jZ0nSy+//LKS5tFHH7V+3/pn3NKlS4tU7cLHaB566CElWYUKFbZs2ZI3QUZGxrPPPquWNmTIEFft2ytXrgwZMkQt2dvbe+/evdYJcs3FKITw9PR8++23d+zYkZCQEBMTs2nTJnXAuRBCp9Nt27bN/ofmvZMUQnh5eU2YMCE1NbUw1c7JyVH7sS9atKiY2p6fQn6zpXPXuXYXad7Gs2fPWk9gPGDAgHXr1l27di01NXX//v1ffvmlOj2HKtdtbVZW1quvvprfmq8KSZKefvrpXA/qrZeAtX9fbTab1ZQFPq535tgu4cOjMNRJIoQQq1evtpPSmRiNdcTBZl8D64Mwv/5cRe1HI4QICAj4888/bZbmQIymSpUqO3bsKHCXuqSxJXDRUWeWPXXqlM0EzlzZz5w5o+a1HzuYNm2amtJ6VhpnLu6q5OTkwQ75/fffC/kRxXSeycXh02B+Cn8ec/4crlIXjcqvow0AAMWhnMZo3nzzTeW6W6tWraLmtY7RXLx4Mb9kkydPVtLYidFERUUV6aMLH6NZs2bN3Llz586de+LEifzS5OTkNGvWTC3Q/vO0wrh9+/aUKVOsb0uqVauWd7i79Q9EIUSjRo1s7sY1a9aoP+9atGhhf6bJ1NTU69evX7hwYdu2bbNmzbKeSadFixZxcXEFVn7WrFlK+ubNmzswq2Uh256fQn6zpXPXuXYXlYY2rlixosAVTKZMmaKMaBBCfPrpp2re7OzsQYMGqck6duy4dOnSyMjIO3funDt37q+//urTp4+6tUuXLtazhKjLFQkhrly5YqdF1otef/vtt/b3vDPHdokdHoV35MgRtQ72H247HKMxm83q+uItW7a0Wbh1OCC/cIN6tI8YMeJsPo4ePfr777+/+OKLRqNRSazX63/77be8pTnWj0YUNGOxqxpbAhcddZhMbGyszQTOXNl/+eUXtWL244/R0dFqSutYjDMXd1VcXJxj3/L//ve/Qn5EMZ1nrDlzGsxPkc5jzpzDranzNE2YMMGxLxQAAAeU0xiN+uuhZ8+eRc2rxmiMRqOdRS4KjNHodLqiTiVY+BhNIVmv2mB/1Q/7LBbLnDlzgoODrX8AjR8/3uYvXesgl9FoPHr0aH7FvvTSS2rKok5abL3k1uOPP15g/dUHdEVdS6hIbc9PIb9ZbXfd7t278/uxGxIS4qpdVEoOj127dtWqVctmYz08PD7//HPrUQDWMyMoi8IqbHazl2V5yZIl6nqxI0eOVN/fvHmzmvfs2bN26m89T8ScOXPs73yHj23Hdl1+HD5+crl69aqa8b333rOTMjExMb/IiL+/v50jx3o4VX7dB7Kysvz8/JQ07u7uKSkpedMUfl0nWZYjIyOrVKmipPf29r5161auBIWcMzgzMzMyMvLXX39VF4oSQnz55Zf5pXdVYwvJ4YtOamqqmjG/S6czV/b//ve/St7AwED7KS0WizrXj/Ws1c5c3FUlEKMpjvNMLs6cBvPb50U9jzl8DremTlGk1RTpAIDyqZzGaDp37qxcd5966qmi5lXvIe1P9V9gjCY0NLSoH+3yGE1GRob6I2nixImOFXL69Gnrp+tCiM6dO+/Zsye/9NY/EHPtnFxiYmLUlA6sFjx+/Hglr8FgyLtOqrWNGzcqKb28vIoUWylq2/NTyG9W213n2D122T08srOzf/vtt4cffrh69eoeHh7+/v5NmzZ98803ldvj69evq5++fPlyJcv169fVm7cnn3zSzqe/9dZbSjJJkk6ePKm8eeDAAbVM+0fR+fPn1ZT2J052+Nh2ZtfZ5KoYjclkUiMs3bt3d6D+FotF7bRiM0bz5JNPiiKy2aOnSDEa+d8ByrfffjvX1qKu65SQkKDOnFKnTp38krmqsYXk8EXn3LlzSi4fH5/80jhzZVeXgm7fvn2BievXr68knjx5svqmMxf3klQc5xlrTp4GbXLsPObAOTwXdextp06diu0LAQAgN11Rf5zdG7Kzs5UXDswXoFJ/aDpG/RGjIU9Pz/DwcOX1rVu3HChh1qxZbdq02b9/v/Jno0aNVq5cuWvXro4dO+aXxXooeOvWre0UHhoaWqlSJeW19cPzQhoxYoTywmQyWa8Fk5e6SuiwYcOsF69xedudpO2u8/X17ZyPdu3auWoXlZ7Dw2g0jhkz5s8//7x69erdu3eTk5NPnjw5bdo05XGu9aq0jRs3Vl5s2LAhKytLea1OZGDTpEmTlBeyLK9evVp5bb2yr/V4iryst1rnysuxY9vJXWeTA8ePTXq9vlu3bsrrffv2paWlFbX+N27cyMnJyW9rZmam/YlObco1Rs8xDz30kLrWjPWNtGMCAgLURwUXLly4ePFiaWiswxcddW4UO1OcuOTKXhjqOBqbB1JpuLjbURznGWtOngZtcuw85sA5PBf1YLNzxgAAwOUMWldAG+qt3ZUrV7Sui8bU37LWa2QW0nvvvffBBx8or728vKZOnfryyy/bnyNQCFG/fn2dTmexWIQQVatWtZ+4evXqSnfrO3fuKO/MmTPn0qVLQojmzZsPGzbMTt4mTZqor+38Er158+aqVauU14V/pOxY252k7a5r2rTprl27Cl/be+PwyM+JEyeUF25uburdi/rY2dPTs2HDhnayV6pUqXbt2spts5orICAgMDAwPj5eCHH27Fk72dW7C51Opz7Sz6tIx3Zx77qiHj929OnTZ+XKlUKIrKysn3/+2XrK28KwXjssrzVr1lgPqymkbdu2xcbGhoaGOtm0xo0b79ixQwhx+fJl53eUuhCSEOLChQt5b7M1aaxjFx116FZqaqrJZFJnErHmzJVdzav8F9inpsk7+2zp5/LzTC5OngbzcuwaXSCb5/BcEhMTlRfWIwcBAChu5bQfTY0aNZQXBf4aW79+/dq1a9euXZuQkKB1rQsrMjJy69atW7duPXz4sP2UOTk56g8jddrIQvrpp5/UO/A2bdpERERMmjSpMEEKLy8vdZS4/Yfwsiyrz37V2Uz+/vvvDz/88MMPP5w+fbr9D7K+97DzWHX27NnKI7JatWp17dq1WNvupNK264pjF5WVNqqrC/Xs2TPv7aIkSQWWYL1miqpVq1bKi71799rJu2/fPuVFgwYN1IlU8yrSsV2Sh4eTRo8erU6P8uWXX6anpxc+r8Vi+eGHH+wkWLhwofq6wHmOxo0bpxb7xx9/ON809X/EZDI5X5p6pRP//tZc3tgSuOhUrFhR6b0iy3JycrL99jpwZVd798THx9vvnBUbG6sGha33cBni2vNMfhw+DebiwDW6MOyfwxXq4eF8+BUAgMIrpzEa9eliVFSUOso9r4iIiP79+w8cOHDgwIFq393Sb9WqVb169erVq1eXLl2s5/zL6/jx42oPXnX4QGHcunVLXVy8V69e27dvz29yPpsGDhyovFB/Atp07tw59bdy8+bNlRcNGjRQXpw8edL+bUxERIT6unr16jbTyFarRYwdO7YwvymdbLuTSs+uK75dpG0bBw4c2LBhw4YNG37yySf55Y2Ojt62bZvy2rrLiXrDlpGRYb2Ub15JSUnqo37r27wHH3xQefH333/ndyNqMpnUuwt1weO8inpsl9jh4TxfX98JEyYor2NiYp566qnC5/3666+PHz+e39bk5OR169Ypr+vVq9e+fXv7pY0ePVp97ZLhTqdOnVJeqPMHO8O6o4r1DKkub2wJXHSEVV8GtXdDLs5c2Tt16qQmsB9uW7p0qfpanQHHVW7evCk55P333y/8p7jwPJOX86dBaw5co505h+dCPxoAgDa0nhBHG/Hx8erjXzvzkqoLedavX199U53WMTw83M5HFDhnsP3sNhVyZtmjR4+qyezMpWqxWNRHUkFBQUVah0LtIhEcHJyYmFjUhhw8eFCt4erVq/NLpv4uNBgM6iq/6uQmIv+1GHK1zs/PLzs7u8CaHDhwoATablPhZ4MuPbuu+HaRtm18/fXXlferVq2ak5NjM7saFKhcubL1BJbW41PGjRtnp43vvPOOzQMvOjpa7UmR3yI7ixcvVvMeOXKkMLuxMMd2iR0eLpGSklKzZk21wi+//LKdVfZUv/76a655xHJ1Hvnpp5/UTR999FGBBVovXC2EOH/+vPXWos4ZrEZMhBBTpkzJtbWocwbL/z6x5F1ex4WNLYGLjizLahTp77//tpnAmSu7xWKpV6+e8n716tXzq1t6enpQUJCSLNdS5c5c3FUlsK6T7NLzTF7OnwatOXCNduYcnsvYsWOVZD/++GPh9wAAAE4qpzEaWZafffZZ5dIrSZLNG5I9e/ao3V9feukl9f3SH6ORZVl9JKjX61etWpU3QXZ29pQpU9TSvvrqq8JXIzs7W+33+/nnnzu2/9XneFWqVMn7+89isVgPuHjmmWest6qdJnx8fCIiIvIWbrFY3nvvPTX7pEmT8quG+hvRy8srvx9zLm97XkVasauU7Lpi3UUattG68/+ECRPyZre+s/32229zbR0wYIC6Nb9Ix59//qlGCtq1a2exWKy3qiNKfHx88t6K37p1S929/fr1s7MPi3psO7/rStjBgwfVqVuFEF26dNm7d29+iU+fPt2jRw8lpbe3t5eXl/I6V4xGjSBIknT16tXCVEO9IRR5whNFitGcP3++WrVq6qfn3f8OxGisu0hMmzYt11bXNrZYLzoKtXeenRiiw1d2WZatB8GNHDnyzp07ufKmpqYOHjxYTbNgwQLrrS6J0SQnJw90yKJFi4r0Qa46z9jk/GlQ5cB5zMlzuDV1UNjx48eLuhMAAHBY+Y3RJCQkWD8SHD58+IYNG27dupWTkxMVFfXee++pP+KrVq1q3RegTMRojh07pi4uq9frx4wZs2fPnlu3bt29e/fEiRMLFiywnvWzc+fONh+Gd+rUyfB/rO9ktm/frub9+uuv1xTO5cuXrQu/ePGi2g/fYDC8+eabf//99+3bt6Ojo1etWtWzZ0/1I8LCwtReEootW7aov+2MRuMrr7yya9eumJiYrKyss2fPLlu2rE2bNmr2qlWrJiUl5bejWrRooSTr2bNnYb4Cl7TdmW+29Oy6Yt1F2rZx6NChaoIBAwbs2rUrJSUlPT193759jz32mLqpR48eef9xoqKi1KlShBBdunRZsWLFhQsXsrKyLl68uGbNGuu7Fw8Pj8OHD+cq4cqVK+rCJaGhoWvWrFHvXrZu3arObenu7m7/tqGox3bJHB6u9eeff+aaEKddu3bvvvvumjVrDh06FBkZuWvXrlmzZo0YMUK9La9cufKBAwf69u2r/Gl9Zrt69ao6kuL+++8vZB3UmUfFv/tlyFYxmpEjR17Ix8mTJ5cvX/7qq69aLwY0evTovB/kQIzGYrGoDc8VJ3J5Y11y0bFPnTjW5v5ROHxll2U5JyfnvvvuU/M2adJk0aJFUVFRJpPp7Nmzv/32W506ddStvXv3zhVWcEmMpsQ4eZ4ZPny4+vMg78LVzp8GVQ6cx2TnzuGqO3fuKP8+lStXzi+EBABAcSi/MRpZlvfv31+xYkXxb7mmNdXr9Tt37rTOVSZiNLIsr1y5Uv3FbEfLli1v3rxpswTrX6vWdzJfffVVgcXmlfdh2rp16wqcRDYwMNBmL+sPP/ywMB8aGBhoszuAIj4+Xr1LKWRHcVe13ZlvtjTsuhLYRRq2MTU1tW7duvbzNm3aNDk52eYe2LFjR2EWrPHw8Mjvu87V9kqVKjVp0iTXCjK5nuHn4sCxXTKHh8vt3r278FNFNG3a9OzZs7Isf/zxx8o71mc269kr5s6dW/g6NG3aVM149OhR9X3HJlRu0qTJ7du3836KAzEaWZbV3hBNmjSxft/ljZVdcdGxLzU1VblnrlOnjp1kjl3ZFVevXrUOxChyjY8TQjRr1ixvE8pWjEZ27jxjPYfLsmXL8iZw/jQoO3Eec/Icrvj777+VlCNGjND6uwIAlC/lOkYjy3JkZKR1JCKX1q1b5+08X1ZiNLIs79+/3/q5dy5Go/GFF17I251blV+M5sUXXyzwh1deNuMUW7ZssTPnaM+ePe30wF+yZEneH+LWBg4cGBMTY2f/LFu2TE28devWwnwFLmy7M9+s5ruuZHaRhm28evWqnWkyn3/+eTv/OLIsnz9/3v76I23atDlx4oSdEjZt2pTfSiIBAQF5H1zn4sCxXTKHR3FIS0t766237K874+fn99VXX6ljJdRVwK3PbGpHD29v77S0tMJX4NNPP1U/6LXXXlPfdyBG079///zuGx2L0ajDBsW/p6RxeWMVTl50CtSxY0elqPj4eDvJHLiyq27duvXwww/nl1eSpNGjR9ucwaTMxWhkJ84zBcZoZFecBp05jzl5Dpdl+bPPPlMS//zzz5p9QwCAcqm8x2gUq1evHjt2bN26dX18fNzd3cPCwh588MG5c+eazea8ictQjEaWZYvFsnHjxueff75Zs2aVK1c2Go2hoaGdOnX64IMPLl68aD9vfjGaESNGFO22QwiRf5wiLS1t9uzZ/fr1q1mzpoeHh7+/f6NGjV544QWbDzlzSU1NnTdv3qBBgxo2bKiszBoSEtKxY8fJkyfb/+WnmDhxolI3g8FQyNsG17bdmW9W211XYrtI2zauX79+7Nixbdu2rVChQlBQUNu2badMmRIVFVXIXbFnz55XXnmlZcuWgYGBRqMxICCgWbNmEyZM2LJlS2GyJycnz5gxo1u3blWrVnVzc1P+c7/88kv7d6cKB45t1+66kpeamvr777+PGjWqZcuWISEhSp1btmw5evToP//8MyMjwzpxdnb2hg0bNmzYkJKSorxjPYpnzJgxRfro6OhotatFWFiYeuEoTIxGkiQ/P7/69es/9dRT27Zts/MpjsVoZs6caf1xSnChOBqrcuaiU6CpU6cqH7106dICExfpyp7LwYMHX3311RYtWij/vEFBQa1bt37zzTftHP9lMUYjO3qeKUyMRuHMadDJ85js3Dm8f//+QgidTlfI2ZoAAHAVSZZlB26oAAAASlJsbGyNGjVycnIGDx68YsUKrauDe1Z8fHyVKlVMJtODDz6oToQEAEDJ0DlfBAAAQHELDQ0dPny4EGLdunWJiYlaVwf3rMWLF5tMJiGEupoYAAAlhhgNAAAoG5R75uzs7CVLlmhdF9yz5s+fL4Ro3Lix9TKCAACUDGI0AACgbGjbtm2HDh2EEL/99pvWdcG96cyZM4cPHxZ0ogEAaIQYDQAAKDM++ugjIcSBAwd27typdV1wD1IWL6tfv/7jjz+udV0AAOURcwYDAICy5Kmnnpo9e3aHDh327t2rdV1wT4mMjGzatKksyzt27LC/djgAAMWEfjQAAKAsmT59elBQ0L59+1avXq11XXBPefvtty0Wy9NPP02ABgCgFfrRAACAMub3338fOXJk06ZNjx8/rtPxwAkucPDgwfbt24eEhJw5c8bf31/r6gAAyiliNAAAoOy5ePGiEKJGjRoGg0HruuBekJSUlJyc7OvrGxgYqHVdAADlFzEaAAAAAAAA7dE9GAAAAAAAQHvEaAAAAAAAALRHjAYAAAAAAEB7xGgAAAAAAAC0R4wGAAAAAABAe8RoAAAAAAAAtEeMBgAAAAAAQHvEaAAAAAAAALRHjAYAAAAAAEB7xGgAAAAAAAC0R4wGAAAAAABAe8RoAAAAAAAAtEeMBgAAAAAAQHvEaAAAAAAAALRHjAYAAAAAAEB7xGgAAAAAAAC0R4wGAAAAAABAe8RoAAAAAAAAtEeMBgAAAAAAQHvEaAAAAAAAALRHjAYAAAAAAEB7xGgAAAAAAAC0R4wGAAAAAABAe8RoAAAAAAAAtEeMBgAAAAAAQHvEaAAAAAAAALRHjAYAAAAAAEB7xGgAAAAAAAC0R4wGAAAAAABAe8RoAAAAAAAAtEeMBgAAAAAAQHvEaAAAAAAAALRHjAYAAAAAAEB7xGgAAAAAAAC0R4wGAAAAAABAe8RoAAAAAAAAtEeMBgAAAAAAQHvEaAAAAAAAALRHjAYAAAAAAEB7xGgAAAAAAAC0Z9C6AgAAlAImkxx/U05NkdPTJDd34esnBVSWfHy1rhZcyWTOjE87czsz5k7WTXejn497SECFut7uQVrXC66UYbaczciIyc6+mZ1T0WAIcXOr5+VR2WjUul7ljiVb3I0X2Wki544weAqjj/CsLAyeWlcLAEo9YjQAgHJMli2nT5pPHLWcixRZWf/aJElSlar6xs107TtKFXy0rigcJ8uWUzeWnrrxx4WbG7PNd6w3SUIKq9i2YZXBbcKf8XIL0LqmcJxZln+/lbA0PmFzckqG2WK9SSfEfX4+gysHPB0a7G/gp2/xks0i4aRIOi1SLwqL6V+bJJ2oUE1UaiiC2gi9u9YVBYDSSpJlWes6AEApsmvXrt9///3ixYsXL168fv16xYoVQ0NDGzduPHz48D59+ri5ubnkUzZu3Ni3b18hxNy5c5944gmtG11OWS5GmdaulG9EF5DO3d3Qrae+6/3C6JpvHyXpws2NG0+/EZd60n4yD6Nfl3qTO9Z+xaD30LrKKLLViUmTL12NvJNhP1klo+Gt6tUmhoW66SStq3xvSooU1zaLzIQCkhm9RVh3EdxOSEy6AAB5EKMBgH8cOXJkypQpmzdvzi9BtWrVFixY0LVrV+c/ixiNxmTZvHWjact6UeiLoBRWzfj4eMm/otZVR2HJsmVL5Nu7oqbJorDfcrVK941s/6ePR6jWdUdhmWX59YtXvroeU/gsXf19lzVuEMjoJ5eSzeLKWnHzUBGy+NUWdUcw+gkAciN8DQBCCLFly5bOnTsrARq9Xt+9e/cnn3zyzTfffOKJJ7p37+7u7i6EiI6O7tGjx4IFC7SuLJwjy6YlC0yb1xU+QCOEkG9E53z/hXwztsSquW7dunHjxnXu3DkoKMjf379169YjRoxYvHixxWJxvvB7nkU2Lzk04u+oTwofoBFCRCft/3FHu8T08yVWz3v4WzabzcXdihxZHnzqbJECNEKIv1Nutz9y8mpmVpFyOSYhIeHtt9/u3bt3zZo1PTw8qlat2rFjx2nTpt24cSNv4mrVqkmS9P7779spMDQ0VJKkTz/91MlcrmUxibPzixagEUKkXhSnfhLZacVUKfHXX39JkiRJ0rJly/Ju3bZtm7J10qRJebdmZWW5u7tLkjRmzBghRGpqqpK4ZcuWJpMpv0/s3bu3JEnvvPOOEOLTTz+VCu306dPFtRcAlEHEaABA3L59e8yYMZmZmUKIYcOGXbhwYfv27b/++uu0adPmzp27ffv2K1euvPLKK0IIi8Xy/PPPR0VFaV1lOM60aa35WBFvJoQQQshpt3Pm/ixn3HEgb5EcP368R48eAwYMmDt37p49e+Lj41NTU48ePfrHH3+MGjWqcePG27Zt02DHOermzZsTJ07s0KGDMnKwe/fu06ZNU/7dis/GU6+fvrHMgYy3715fuH9QZk5qce+We+xbzmXmzJkGg+HZZ58t1k958fylNYlJDmS8nJn50Kkz6WZzsVbv559/rlWr1kcffbRly5YrV65kZWXduHFj3759U6ZMadSo0ZIlS4r100vSpZUi9aIjGTMTRdRCYckpllp169ZNp9MJIfbu3Zt3q9pndtOmTXm3HjlyJDs7WwjRvXt36/ePHz/+9ddfF0t1AeD/EKMBALFo0aK4uDghRM+ePRcvXhweHp4rQUhIyFdfffXSSy8JIdLT0//3v/9pXWU4yBIZYd6+2eHsclKiafFvxVrDffv2denSZceOHZIkjR07dtWqVZGRkadOnVq9evVzzz3n4eFx9uzZBx988ODBgyW97xyyadOmBg0azJgxY//+/SkpKXFxcTt37pwyZUqDBg2iowuaCchREdeX7L3wlcPZ49POrjg6rlh3yz32Ledy9uzZV199tbg/ZU7crZ9i4hzOfiL9znNRDsUVCmfr1q0vvPBCWlpa586dV65cef369YyMjKioqIULFzZr1uz27dujRo3atWtXce+lEhB3QCQcdzx7+g1xZV2xVKxixYrNmjUTBcVoTp8+ff369Vxb9+3bp7zIFaMRQrz33ntXr14t8NNfeOGF6//2008/KZvOnTuXa1P9+vWLZRcAKJuI0QCA2LFjh/Ji3LhxhvxX/Zg6daryUO6vv/66BybzysjISExM1LYOJpPpzp07JbczzWbT2pVFGuKUlyXqjOVscfVLj4mJ6devX3p6emho6KZNm+bMmfPggw82bNiwcePGAwcOnDlz5tmzZ2vWrJmRkTFgwIC0tGIbJOAi6enpTz31VEpKSuPGjdeuXZuQkJCQkLBw4cKgoKCrV6+OGTOmOL56kzlz0+k3nSwkMmbF5fjtxbRb7rFvOZfs7OxRo0bdvXu3WD/ljtn830tXizKOzYZFN+MP3C6u3fvKK6+Yzea+ffvu2LFj0KBBYWFhnp6edevWHTVq1KFDh+677z6LxVLc/YxKgClTXHe6v9etIyLD8WibPT169BBCHD16NFfHvcTExGPHjgkhQkJChFW8RqXEaMLCwmrXrm39vo+PT0ZGxgsvvFDgR/v4+IT9W0DAPyvHheVhYLkxAFaI0QCASEj4ZxWKoKAgO8l8fX27dOlStWrVgICAjIz/v4BIYGCgJEm9e/e2mWvPnj3KgPMZM2bkV/LOnTuHDx9erVo1d3f3kJCQ3r17//LLL3YGvWdmZn755Zft2rXz8/Pz9/dv3779N998k52dnZiYqHzWr7/+ap2+bdu2kiSNHDlSCJGRkfHOO++Eh4dXqFDh+PHjahqz2bxgwYKHHnpIqUZAQECrVq3efPPNK1eu2KyDA63euHGj8uaJEyeSk5PHjx9fuXLlChUqGI3GsLCw/v37L1y4sFjjNebDB+SEW86XY1q/2slAT34mT56cmprq6em5d+/eXr165U1Qo0aN9evX63S6hISE5cuX2ykqKysrPT29OCqZy927d/ObdmT27NnXr1+vXr36zp07+/fvHxAQEBAQMGrUqDlz5gghdu7cefGi6zsyHLz8Y0pGwU+5C7Tp9ORi2mP32Lecy9tvv33s2DElnF18vrkeG5edLZxbnUkWYvIlFxwqeaWnp0dGRgohXn75Zb1en2urm5vbxx9/LIQ4c+bMuXPninVHFbfY3cKU4XQpsrjmeO9Ge5ReMDk5OYcPH7Z+f+vWrRaLpUmTJo888ogQYuPGjbky7t+/X9jqRDN16lQhxLp165YuXVosNQYAYjQAIISoUaOG8mLRokX2U+7YsSM6Ojo6Otrb29tVn/7OO+/06NFj6dKl169fz87Ovnnz5pYtW5555plWrVrZ7FB94cKF5s2bv/rqq4cOHbp9+3ZqaurBgwdfeeWVdu3aFTh4JCMjo3///h9++OHVq1etoyFXrlxp3br1mDFjVq1apVQjKSnp2LFjn332WYMGDb76yvFhIzbFxsa2bNny119/TU1NFUKYzeaYmJj169ePHj26S5cuasjM5SxHXTNyRI6LkWNvOF9OLtHR0cqM1K+++mreAXeq+vXrjxkzpk6dOtYDJZSgmBIyW7t2bbNmzby9vdXbv6ysrI8++qhfv37BwcFhYWEDBgyYNm1aTs6/JoFYsmSJJEkdOnTI+4lKjE8NFowbN06SpCVLluzcubNly5ZeXl5GozE0NHTEiBFnzpyxznjixAkhxODBg9UHyIo+ffoo83BbRwld5Xi0awajXU8+mJDu+vvne+9btrZ9+/YvvviiXr16Dz30kMt3nbX5N10QbBVC7ExJvVYMkwdfuXJFCWnld6Vo3br1o48++uijj0pSWV4FXHZqlJO11Asipxhm+uratavNKWmUjjO9e/d+4IEHhBBbtmyxDkFeu3ZNmdQ5b4yme/fu48aNE0K8/PLLyvULAFyOnnUAIHr06DF79mwhxNy5czMyMt5///0GDRqUzEf/8ssve/bsEULUq1evY8eObm5uBw4cOHnypCzLERER3bt3j4yM9PT8/2uTpqam3n///Uosplq1at26datSpcrhw4d379594sSJ/v372/+4CRMm7Ny5s3bt2n379g0PD2/UqJEQ4vbt2126dFEG5FeoUKFDhw6tWrWKjY3dv39/VFRUVlbWpEmT3N3dC9O7u5Cefvpp5ePq1KnTsWNHT09PpdUWi2XPnj29e/c+fPhw3ofPTpLT0yzXrriqNPPpCEOVqq6t4apVq2RZ9vLymjy5gB4cc+fOzW/TihUrHnnkEbPZLEmScnMSFRU1fPhwJVyiiImJWbdu3bJly5YsWZKrJ3/h7dixY9asWUpvL4vFEhcX98cff6xfv37u3LlDhgxR0oSEhAwePLhLly658t69e1fJ6PJvOSXjalzKcVeVdiZ2ZZe6b7i2hvfet6xKTk5+/PHHdTrdggULvv32W9fuN2tnMu6ezXDNWCpZiFWJSRPDXLzaeo0aNSRJkmX5ww8/XL58eYUKFXIl8PX1Xbx4cfHtopJxJ1ZkuShMIVtE8jkR1MrFNfT392/RosXRo0dtxmh69erVrVs3Nze3xMTEI0eOtG3bVtlqZzIaIcT06dNXr14dGxs7ZcqUH374wcU1BgD60QCAEOKxxx7r3Lmz8vqPP/5o2LBh06ZN33jjjXXr1t2+fbtYP3rPnj16vf6rr746d+7cnDlzfvrpp+PHj69Zs8bf318IceXKlW+++cY6/RdffKEEaIYPHx4VFTV//vxPP/1069at27dvDwwMjI21tzL0zp07586d+9prr506der7779/7bXXQkNDhRDTpk1TIiYtWrQ4efLkpk2bpk2bNm/evLNnz6pT8Lz77rsufGZ4/fp1nU43bdq08+fPz5s378cffzx27NjatWuVVh8/fvy331w/L6985bJw3UrA8uULLq+hMi9S/fr1He6lFRsb+9RTT/Xv3//kyZMZGRktW7a0WCyPPPLIiRMnKleurMyNHRMTM3/+fH9//yNHjjz22GMO1/bHH380mUwvvvjiyZMnk5KS1q1b17Bhw7S0tEcfffTy5ctKmo8++mjFihXDhg3LlXfWrFlms9nLy0v9v3OVq4m7i7TYdgGlJfzt2uqJe/FbVj377LPXr19/55131HvdYrI71ZWn5b9TXH+S9/HxUdZs3rRpU7169SZPnrx37147w1fLqDSXDhRLu1IslVTiLNYxmvPnz1+9etVoNHbt2tXb27tTp07i36s7KTGaKlWq1KlTJ2+BAQEBX3zxhRDixx9/VKM5AOBCxGgAQEiStGnTpvHjx6tzKJw6dWr69OkDBgyoVKlSmzZtXnvttdWrVxfTLJhTp05VFvZW9e/ff82aNcrradOmJSX9s7hsYmKisupnw4YNf//9dw8PDzVLx44dlTk+7IiNje3QocP06dOtM0ZHRytDmfz9/bdv316zZk3r3fL2229PmjRJ+ehp06a5sNVvv/32m2/+a2LXvn37qq3+3//+l5Xl4gEIcpor+6XLxdDLPSYmRghhsw9XamrqTVvM/148+PTp023btl21alXTpk2Vb3nBggUnT550d3fft2/fyJEjg4ODQ0NDR48evWvXLr1ef+DAgb/++svhCk+ePPnbb79t2rRpxYoV+/Xrt2/fvnr16uXk5ChTNuRy5cqVX3/99dNPPx0wYMCkSZOMRuOsWbMCAwNduw/TMmNcWNrtu64f0Xavfsvz5s1bunRp+/bt33rrLZfvtNz7MCvbhaXdyHb9WCchxHfffacM+IqNjf300087depUqVKlgQMHfvXVV9bdnfL63//+J+VPWYLQVbmclO3SCZezi+eBiDJtcHx8/IUL/wTWlU40HTp0UPo39enTR/x7Shol8qJktOnxxx+///77ZVl+5plncg0nBADnEaMBACGE8PT0/OWXX6Kjoz///PNevXp5eXkp75vN5iNHjnzxxReDBg0KDQ194YUXlGHqrhIQEPDiiy/mfb9Tp079+vUTQqSmpu7cuVN5c/HixcoiL5MmTco7i0H//v0LXL/znXfeyfXOokWLlAUvXnnlFaUbSy6vvfaaMthKGQ7mEn5+fv/5z39stloZrnXt2rX169e7cD8LIeTbLo3RuDTio4iPjxdWsyNZmzhxYogteWd0fvvtt63/VMbLjB07NtcDYXWyTDsDauzz9fXNFWXz8/NTPn3+/PnZ2bnvovfs2TN+/PjJkyevW7dOkqRvv/1WmcTatdIyY50vpJhKU9yT3/KlS5defPFFb2/v+fPnu3z8Wl6x2a6M0cRmFcs9tq+v719//XXw4MGXXnpJGVWalpa2du3aSZMmtWjRQlmQvqyvD+jiGE3xLLHVpUsX5ZhUu9KoA52UP5Upafbt26dcXjMzM5V5srp162an2B9//NHd3f3UqVNKnxoAcCFiNADw/1WpUuXVV1/dvHlzSkrK3r17P/nkk759+/r4+ChbU1NTZ86c2apVKzVo4ry+ffvmnapAMXr0aOXF+fPnlRdnz55VXijP/XKRJMnmGjHWWrRokesdZfUKIcTDDz9sM0twcHDHjh2FELdu3co7usExvXr1shkPEkKo4zJc3odccunipq4tTaEcCU4u09O8eXPrP5VHxzYPGOVNh1dW6tChQ94vUek4YDKZ8oYV2rVrN3PmzKlTp44YMUKv1z///PODBg1yed80g87dhaXp9a4sTXHvfctms3n06NFpaWlffvll3bp1Xb7H8nLXuXKeXdeWlkvbtm2/+eab06dP37x5c8mSJc8//7wyUfS5c+cmTpw4bNiwvKtlTZo06Xr+8ut65lguJ+lcGo7TFc8kmX5+fi1bthT/F6Mxm83bt28XQqiLErZo0SIoKMhkMm3btk0IceTIESX4aHMyGlXdunWVLmMffPDBpUuXiqXqAMorYjQAYIPRaOzQocPkyZPXr1+fmJi4adOmJ598UnkWd+vWraFDhyYmJrrkg+zM5aluioqKUl4owRqdTlelShWbWapVq2bns5SFvXO9qXYLsh7llIu6SRmmUTKtLnCNqiLz8XNlab7+Lq6eEMq3o4bkrM2fP1+2YjKZDLaCRH5+fr6+vuqfWVlZykxDNnttKG86fHdh84Dx9fVVlnDKGxSoW7fuc8899/bbb//+++9Hjx719vZevXq1yx9BV/Bw5eSvvh5hrq2euBe/5alTp+7bt2/AgAHPPPOMy3eXTaFubi4sLczdlaXlJygoaPjw4T/88MPly5f37NnTvn17IcSff/6Zt3+ir69vWP7y66bkWC4nufk6X0ZxlWbNekqagwcPpqam+vn5qbMmqWulKVPSqJPRFBhwfPPNNxs0aHD37t3nn3++uKoOoFwiRgMABTAajb179/7111+PHTsWFBQkhEhMTPz8889dUrgya69N1atXV16oMwErN1qVKlUy5NOJI28IxlrlypXzjpBSend7e3ur3YXyCgv75041JSWlxFrtqs9SSRUrldrSFEp/pT179hQ4F8+ZM2dszj9qvQSYEEIdSWFzfV/lKDKZTLmmO8mrSCMyjEajEEIZQJefpk2bPv3000IIdaVnV6noFe6ScpQG+3vVcLKcvO6xb/nUqVMffvhhQEDATz/9ZLaidA+xWCzKn64d1BNuNaOW82q4tDTF5s2bFy5cGBERYXNrx44dt2/frsxJ9Mcff7j800uMm78rS3N3aRTdmjKzzOnTp1NTU5WBTj169LCOW1lPSaPEaOx3ovmn+W5uP/30kzKf3aJFi4qr9gDKH2I0AMq7VatW9e7du3fv3uvWrbOfsmnTpsr0ukKIw4cPF7J8+7dGdqZyVEMz6lgDNzc3IURycnJ+ZSYkJNj5LJu3cEpo5s6dO3YGX6iVzG9YVnG02uFVb/Kjq1lbuLts6IqufkPXVk8IMWDAACFEenr6ggUL7KfMtY5sfjw8PKpWrSqEyDvySAihjFyrVatWgc/Yb926lfdNm2XeuXNH+XLr1q178+bNRx555JFHHlFmYMlFuUG1WbIzagXeb9C74JZb+VepF9zPtdUT99y3fPXqVbPZnJiYWLVqVYMV5ZZ19uzZyp8Fnl2LpHdFf4PksgFK/SpVdGHdFL/88svo0aPtLMzs6enZt29fkc8eLiv86/7fv4pLSqtXXPXs3LmzXq+3WCwHDhzYsmWLsJqMRqEOCbx48aIy/rcwMRohRNeuXceNGyeE+M9//pOcnFxcDQBQzhCjAVDeSZK0ZcuWLVu27Nq1q8DEzZo1U17YvO20yf4cLnbmiVCHOCnzFwghgoODhRBmszm/MUdXrxZ5KVS1S4udeqqVtNP/xVWtVseA5Deey3EGg66eiwIrkqRr2NTF1ROiZcuWyvPed9555+bNm/klu3XrVt65n/OjTCKrPDrOZevWrUKIXP358871m5iYqAylyWXfvn15V6Zfu3atEEKSpNq1a1esWHHFihXLli2zGdBUbk1tLm/kDDdDhZqVezhfjhBCJ+nrhfR3bfXEPfctu3z/FEaA0dDJzzUDY9x1ugcq+bu8hsoO37Bhg50OZZGRkaKgAaqlnJuPqOCi87TeTfjWKq56+vr6tmrVSgixceNGJQSTK0YTEhKiXNx/+eUX5fJqf8Jga9OnTw8MDLx169Ybb7xRXA0AUM4QowFQ3tWr98/Du2XLltkfoCGsZtjNtX6KECK/kQvHjh2zU+DGjRvv3Lljc9OSJUuUF506dVJeKKMkxP/dd+W1Y8eOojb/vvvuU16sWrXKZoLExESl1ZUqVco7Pt+xVm/dujXvjZ9C7fnfoUOHoralQPqOXV1Sjq5Jc8mvWPrlf/PNNx4eHrGxsT169FAPNmtXrlwZOnRo4bufjBkzRggxZ86cXDOSnD59WunpoE5NraxlFhUVleuA/OSTT2wOVElNTc014i89Pf1///ufEGLYsGGenp5ubm5dunQRQnz77be58qakpMyfP18IoU4J4ULta01wSTnNqo3ycqvs8uqJe+tbHjBggGyL8onjx49X/lR6D7nQhLD/G9fp3CCqsSFBPsUwV8tTTz1lMBiuXLnywgsv2JwYe+PGjcoMtY8++qjLP70kBbd3TTlBbYprzmCFEhj9+eefc3JyqlatmncNRGV1pxkzZgghQkND1R8GBapUqdKXX34phPj1119PnjxZjG0AUG4QowFQ3tWvX195YnbhwoXXXnvNziCdlJSUr7/+WnmtrGirUIYgnTlzJu8KHTExMbNmzbLz6fHx8cqPwlz27dv3119/CSHq1aunLtcyfPhw5cUXX3yR94Zqw4YN+U1/YMfIkSPd3d2VMm3GTT777DNlGNQTTzxhPVrKmVYnJyere9LawYMH//zzTyFEYGCgsgi3a+lq1dHVb+R0KTrDAwNdXjdF06ZNleEhZ86c6dSp09ixY3/99ddDhw6dO3duxYoVb7zxRqNGjXbv3j1x4kS1d5V9TzzxRNOmTbOysjp06LB8+fKkpKSEhITFixd37drVbDa3b99ePaiUNb/S09PHjh2blJQkhEhJSXn77beV2w+bpk6d+tprr507dy4tLW3Lli0dO3Y8c+aMwWCYOnWqkmDy5MlCiA0bNjz66KPHjx/PyMhISkpav359t27dbty4ERYWVhxPnuuHDAivXNhn4Pkx6Nx7NvzA5XVT3GPfsiaGBVZu51tBCKfG2njr9e+FF0s3llq1ak2ZMkUIMWfOnObNm//www9bt269dOnSmTNntmzZMmHChIcffthkMg0aNGj8+PGa7EBXCWwhvIKdLUTvIcKc/ZctgDJ2SbmWqSs6WVOus0qCQg50Uo0ePbpnz56yLLt88CaA8okYDQCITz/9VJmsYcaMGe3atTt69GjeND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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 4.4.0 RC (2024-04-16 r86468)
## Platform: x86_64-pc-linux-gnu
## Running under: Ubuntu 22.04.4 LTS
##
## Matrix products: default
## BLAS: /home/biocbuild/bbs-3.20-bioc/R/lib/libRblas.so
## LAPACK: /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3.10.0
##
## 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
##
## time zone: America/New_York
## tzcode source: system (glibc)
##
## attached base packages:
## [1] stats4 stats graphics grDevices utils datasets methods
## [8] base
##
## other attached packages:
## [1] InTAD_1.25.0 MultiAssayExperiment_1.31.0
## [3] SummarizedExperiment_1.35.0 Biobase_2.65.0
## [5] MatrixGenerics_1.17.0 matrixStats_1.3.0
## [7] GenomicRanges_1.57.0 GenomeInfoDb_1.41.0
## [9] IRanges_2.39.0 S4Vectors_0.43.0
## [11] BiocGenerics_0.51.0 BiocStyle_2.33.0
##
## loaded via a namespace (and not attached):
## [1] tidyselect_1.2.1 farver_2.1.1 dplyr_1.1.4
## [4] Biostrings_2.73.0 bitops_1.0-7 fastmap_1.1.1
## [7] RCurl_1.98-1.14 GenomicAlignments_1.41.0 XML_3.99-0.16.1
## [10] digest_0.6.35 lifecycle_1.0.4 magrittr_2.0.3
## [13] compiler_4.4.0 rlang_1.1.3 sass_0.4.9
## [16] tools_4.4.0 utf8_1.2.4 yaml_2.3.8
## [19] rtracklayer_1.65.0 knitr_1.46 ggsignif_0.6.4
## [22] labeling_0.4.3 S4Arrays_1.5.0 mclust_6.1.1
## [25] curl_5.2.1 DelayedArray_0.31.0 plyr_1.8.9
## [28] BiocParallel_1.39.0 abind_1.4-5 withr_3.0.0
## [31] purrr_1.0.2 grid_4.4.0 fansi_1.0.6
## [34] ggpubr_0.6.0 colorspace_2.1-0 ggplot2_3.5.1
## [37] scales_1.3.0 tinytex_0.50 cli_3.6.2
## [40] rmarkdown_2.26 crayon_1.5.2 generics_0.1.3
## [43] httr_1.4.7 reshape2_1.4.4 rjson_0.2.21
## [46] BiocBaseUtils_1.7.0 qvalue_2.37.0 cachem_1.0.8
## [49] stringr_1.5.1 zlibbioc_1.51.0 splines_4.4.0
## [52] parallel_4.4.0 BiocManager_1.30.22 XVector_0.45.0
## [55] restfulr_0.0.15 vctrs_0.6.5 Matrix_1.7-0
## [58] jsonlite_1.8.8 carData_3.0-5 bookdown_0.39
## [61] car_3.1-2 rstatix_0.7.2 magick_2.8.3
## [64] tidyr_1.3.1 jquerylib_0.1.4 glue_1.7.0
## [67] codetools_0.2-20 stringi_1.8.3 gtable_0.3.5
## [70] BiocIO_1.15.0 UCSC.utils_1.1.0 munsell_0.5.1
## [73] tibble_3.2.1 pillar_1.9.0 htmltools_0.5.8.1
## [76] GenomeInfoDbData_1.2.12 R6_2.5.1 evaluate_0.23
## [79] lattice_0.22-6 highr_0.10 backports_1.4.1
## [82] Rsamtools_2.21.0 broom_1.0.5 bslib_0.7.0
## [85] Rcpp_1.0.12 SparseArray_1.5.0 xfun_0.43
## [88] pkgconfig_2.0.3
Appendix
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