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 i.e. enhancers along with their coordinates in
GRanges format
- gene expression counts data.frame along with gene coordinates
in GRanges format
- TAD borders GRanges i.e. result 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
## chr15:26003055-26004347 0.1936792 0.8005544 -0.4829619
## chr15:26007354-26009802 0.6658638 1.3044401 0.7630649
## chr15:26012427-26015263 -1.3077170 1.0948566 -0.6673826
# enhancer signal genomic coordinates
as.data.frame(enhSelGR[1:3])
## seqnames start end width strand
## 1 chr15 26003055 26004347 1293 *
## 2 chr15 26007354 26009802 2449 *
## 3 chr15 26012427 26015263 2837 *
# 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: 65
## 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
Before starting the 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 activate this:
# filter gene expression
inTadSig <- filterGeneExpr(inTadSig, checkExprDistr = TRUE)
## Initial result: 2080 genes
## Gene expression cut value: 1.79447359093208
## 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 520 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 chr15:26003055-26004347 chr15:25728907-27128907 ENSG00000114062.13
## 2 chr15:26003055-26004347 chr15:25728907-27128907 ENSG00000261529.1
## 3 chr15:26003055-26004347 chr15:25728907-27128907 ENSG00000206190.7
## 4 chr15:26003055-26004347 chr15:25728907-27128907 ENSG00000166206.9
## 5 chr15:26003055-26004347 chr15:25728907-27128907 ENSG00000235518.2
## name cor pvalue corRank
## 1 UBE3A -0.04096321 0.8458537 8
## 2 RP13-487P22.1 0.04206502 0.8417581 6
## 3 ATP10A 0.09644601 0.6465118 5
## 4 GABRB3 0.02421908 0.9085147 7
## 5 AC011196.3 0.13491773 0.5202224 3
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).
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
## 230 chr15:26372163-26398073 chr15:25728907-27128907 ENSG00000186297.7 GABRA5
## cor pvalue corRank
## 230 0.878531 7.724306e-09 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")
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vXrlVHbudw586d9u3bHz9+PPehU6dOde/efc6cOTa+R2ZmZvbu3VudZDEHDw+PHL/xpqam2tkus9msrq9h+V3ZbDZLkmT/Ny2rMjIylPkahRCPPfaY7ZQxMTHKdlhYmLr/6NGjykbz5s0L+urVqlVTHyb9/f3zSnbr1q07d+7kful8Xbx4UfnBMCQkJPdKt863XTh3ZYvyqXPVKdKwjcqjuxBCp9PZ7gdnWfjZs2fV7/cNGzZUNsxm86ZNm5544onceU+dOqX0QxFCWIaZjEaj+t9WnavVKvVV7t27FxcXFxwcbM/Jsf3evj9vD5fYvHmzsuHr66suWm8/qxfFqnnz5ikbHTp0qFKlirLdv3//N954Q3l6nz9/vgtjNMpjp6JXr14uKVOW5aioKGU7NDS0UNtbqJ87uc+S5do9uTn84T5t2rSXXnrJbDbnzmg0GlesWLF69epp06Y9//zzNl7d9oe7tgr7PiOcuw3my/Z9zPl7uKpDhw7bt283Go0bNmyw/+cxAAAKQOvBVkXR5MmTLU9Rq1atXnvttddee61z586WHaH79etnmUudj6ZChQpKT1pJktq3b//ee+9NmzZt7Nix6ldbIUSpUqUuX75sNfvw4cPffvvtHJdp6dKlNiqckpKiprQ9k4LSN0GRkpKya9euAQMG1K9f39PT083NrXLlyv379587d252dnZeJQwYMMDO17LBcnmFdevWKTuzsrLU0/vTTz9ZpjebzTamL7Gf2Wx+4403lJfw8fG5e/eu/Xl79+6tZJw+fbozdbDa9rzYeWWL+KlzySnSto3ffPONWiXb02RaTp07ZcoUdX9GRkZISIiyv1KlSvHx8TkypqamNm7cWEng6ekZFxenHlL7IAghZs+ebePVt2/frqbcvn27nQ13/r19P98eNuqg9gfp0qVL4b2Q5V00x5zEnTt3VvYHBgbannjY/vloDh06pI6j6datm9U0DsxHYzk3qu3pOZxvr/OfO/lKTU1Vuk0FBwfbWNHJsQ93+b//r4UQoaGhw4cPHzt27PPPP1+1alXLQ7mnqXbmw/1+Kuz7jOzcbTBftu9jzt/DVRs3blSOPvvss4VwHQAAYM7gXE6fPq32kK9Ro0aOafPOnTvXrFkz9fN769at6iH1e5jCz89v1apVlnnT09MtO9/m+BqhZg8PD1d+V+zZs+fixYtPnDiR19R6KvtjNFu3blWSeXt79+zZU+QhLCxs165dVktwPkZz+/Zt9Wfb6tWrq9/L1R91xf+tC3P58uUPP/ywXr163t7eQghfX99HH330008/vXnzZoFeMTMzMzY2dtasWZbdN6x+98rL7t27lVx16tRx5kEir7bnxc4rW5RPnatOkbZttFx8evHixTZKGzVqlJpy4sSJlof27t3r6empHAoICPjpp59OnjyZmpp69uzZWbNmqTFcSZKWLFlimdFyJoWVK1faePWTJ0+qKRcsWGBP8515b9//t4cN6m/vQojx48cX3gtNmDBBeRVfX9979+5ZHrJ8uluzZo2NQtQYTc+ePQ/msnfv3qVLl/7000+Wa5zVq1fvzp07VksraIzmwoULlSpVUtKHhoba/ohxvr3Of+7kSw059e3bN680Dn+4X758We1W4+npOXPmTMswkMlkmj59unpB/fz8YmNjLUt25sP9firU+4zK4dugbfnex1xyD1ckJiYq1zEkJIQl3gEAhYEYTU79+/dXPpt9fHxydHVR3LhxQ13b1fJXlBwxGqtz/qempqq9gl966SXLQzmy//LLL/bX2f4YzfTp04V93NzcrH6PSU9PT/k/DkQr7t6926JFC/VVpk6dqh5SR8ILIbZv3z516tS85hT08fH57bff7Hm5iRMn5u6y7uvrW6DHSLPZrNZ52bJlBW2yPW138soW2VPnwlOkbRuTkpLUKSoiIiKMRqPVAk+ePGn5a/xHH32U+0pZ9qfLLTAwMEdsV5Zly5ERth9i1TFiQojff/893zPg8Htbk7eHbZbLgf3xxx82Ut64ceNgfpKTk/PKro6/GDFiRI5DiYmJ6rO67QWM1GT20Ol0b731lo0qWcZoli9fftSaI0eObNiw4ffff3/++efVN3NQUFC+MR3n2+v8506+1AWhbazW7PCH++uvv255eq0WbrkiUo710Z35cL+fCu8+k4Njt0Eb7LmPueoerlDnrImMjCy8KwIAeGARo/mP69evq5/iNlaZ/eijj5Q0FStWVHdafg+z8VOe+jXxySeftNxvZ3ar7I/RvPvuu5bfhJ566qnNmzffvn07OTl53759v/32m2W3bW9v79OnT7vw9O7YscPym1mfPn0svydt2LBBPWT5nTgvH3/8cb6v+MEHH+TIpdPp5s6dW6DfvtRL07JlS4d/NLPd9rzYeWWL7Klz4SnSvI3PPfecmuzDDz80mUw5EkRHR6uzLSjeeeed3OUoS8/k5fvvv8/96kuWLFETnDlzxkaL0tLS1JQ5Vna3yuH39v1/e+RLnYxG5Bdvshz1kJedO3dazXvixAk1jdXn2CeffFI5WqpUqRy9TiwVKEYjhHjyySdPnTqVV2m5Z9+wx8CBA69fv277rLqkvffhc0ftArNhwwarCRz+cM/IyFBnKLfx38RsNquDdMqVK2d573Lmw93S5s2bBxSQ1VtQXgrvPpObA7dBG+y8j7nqHi7LsjqfoJNjnwEAsIoYzX/MnTtX+dzV6/VXrlzJK9nhw4db/p+MjAxlp+X3MMtu0jm899576nduy/2W2devX1+gatsfo1G/T+v1+vnz5+dOkJycPHToULW0nj17uuTEXr9+PcfUeq1bt05LS7NMY/kFUeHu7v7+++9v3br15s2bsbGx69atU5cUUaxevdr26+Z+klQ0bdrU9oh0VXZ2dq1atZRcyhoWhdH2vNh5ZYvmqXPtKdK8jdHR0ZaLSbVt23bp0qXR0dF3797duXPn559/nrtfz6effmpZwt27d/v27ZsjTWBgYI45Uzt06JBjrIS6kpoQIjo62kaLsrOz1ZQ2OhSoiR1+b9/Pt4edLCfWtT1Sw5kYjRpuCAsLs/o0+M8//6iF/PXXX3nVoaAxGiGEJElffvml1dIciNEEBwdv3Lgx37Pqkvbeh88dNbx77Ngxqwkc/nC37MFne/ya5ak4efKkut+ZD3dL9ndHUjVs2ND+8gvpPpODw7dBG5Wx8z7m/D1c9dZbbykJCnVYJQDggUWM5j9eeeUV5XO3du3aBc1r+T3MxkR36rONjRiNnV9NVPbHaKZMmfLuu+8qS1fklSYjI8Ny6Q0nn7gyMzNzD4t47bXXcv/iatlXXAhRs2bNc+fOWT3P6pe5unXr2tMbJS0t7cyZM8uXL1dnuBRChISEREVF5Zv3999/V9K3b9++8NqeFzuvbNE8da49RUWhjStXrrTsBm/V2LFj1Qp89913lpfScjmqXr167dmzRxm9cu/evSNHjlguB1O7dm3L2TRXrlypHjpy5IiNtty+fVtN+fPPP9tuuDPv7YKeuvtg7969ah1sz3jqcIzGZDJVrlxZSfDZZ5/ldU58fX3Vq5xXHeyZMzg1NfXAgQOTJ0+2XAvcagcxx/rRCCGef/55G/0OXNXewv7cMZvN6kQzMTExVtM4/OFuOc2w7di6uj66EGLGjBnqfmc+3C0VdoymkO4zlpy5DealQPcxZ+7hlr788kslwahRoxy+oAAA5IUYzX+oEzR27ty5oHnV72E+Pj42vvXmG6PR6/X2PFhasj9GYyfL72rODJ4/ceJEjp7D1atX37x5s9XElj+D63S6vXv35lXsCy+8oKYs6O//6q+puS9BbmazWV2CdN68eYXX9rzYeWW1PXVHjhxpmAfbX5qL49tj+/btec2k4OHh8c0331jOXGvZDd6yVnPmzLH66lu2bFEXhX388cct96t5bb+Fzp8/r6acNWuWjZTOvLcdO3V5cfj9Y6PtBf1tXxUQEKCUYDVGs23bNlEQbm5uec3ya/+6TrIs37hxIzw8XP2AyB2/sHPO4PT09FOnTk2bNk2ddUUI8c033+SV3oXttYfDnzvqou9CiPT0dKtpHP5wV3sSVahQwXZKs9mshpstQ1rOfLjfT4Vxn8nBmdugVQ7cxxy+h1uaOnWqkqB3796FelEAAA8mYjT/oU47Z8/35hzU72FVqlSxkSzfGE1wcHBBX9rlMZrk5GS1wJdfftmBEoxG48SJE9XfNoUQ/v7+kyZNUoeG5aau/SGE6NOnj43Cr1y5oqZ0oKexOihdkqSrV6/aSKn2cvfz87NzdJJjbc+LnVdW21O3c+fOvJ7ZgoKCXHWKis7bIyMjY+rUqd26dStXrpwkSZ6enjVr1nzzzTfPnj0ry/KRI0fUV9+0aZOSJSYmRv3x9vnnn7fx6uPHj1ezqz9lHzp0SN35zz//2Mh+4MABO1M69t528tRZ5cD7x6rU1FT10S732sn2MBqNaglWYzQjR44UBZTXM16BYjTyf8Mlr732Wo6jBV3X6datW4GBgUr6vAYxuba99nD4c+fMmTNKLm9v77zSOPzh/uKLLyoZH3300XwTq1PJWk5548yH+/1UGPcZS07eBq1y7D7mwD08B3VcW7NmzQrtggAAHly6gn4DK9mysrKUDS8vL4cLyTGsuqAsH1y14uvrq67MevPmzYJmT05O7tix47vvvqucT71eP3r06AsXLowZM8bGLAxly5ZVt9XJF62qXLmy2rv+8uXLBa3e4MGDlQ3Z4su9Vb/99puyMWjQIDvfEo613UlF8NS5/BQVnTZ6eHi88MILa9asuXnzZnZ2dlpaWlRU1HfffafMiRAXF6emrF27trKxefNmdQaH0aNH23j1V199Vd1evXq1sqEuRi6ESExMtJH97t276rZlrtwceG87f+oKValSpZo0aaJs79y502QyFbSEuLg4G7kyMzMXLVpU0DLnz5/vkta1adNGnVjXch5fxwQGBr7//vvK9oULFy5evFgU2uvw5476mSvLcl5pXPLhni/149tyxpbcR4umwrjPWHLyNmiVY/cxB+7hOahvObPZXLCzDACAHQxaV6BoUYf9X716Veu6aCwoKEhZXzPfwds5pKWlderUSf2drW7durNmzVKfnWwICwuTJEn5kl2jRg0bKSVJqlmzpvJjl/pVcuHChcpVq127ttqt3Sp1KVlh80InJCSocyhaDpIvjLY7SdtT16pVKxuPRq46RUXt7aFQu12o1F48vr6+ISEhyrb6DOzm5qYOWrEqICCgatWqSiFqrrJly5YtW1aZ7cJ21On69evqtuXsHjkU6L1dSKdOVaD3j23t2rXbv3+/ECI+Pn7t2rW2a5ub5ViP3NasWaO+ndavX//YY4/ZSPzcc88pZ3jbtm2xsbEVK1Z0vnV16tRR3hiXLl1yvrTWrVur2zExMWFhYUWhvY597lSoUEHZSE9PT09Pt/qs7vCHu7+/v7Jh2UEvL+qlsYwpFxcuv8/k4ORtMDcHPqNzs/MenvullY3g4GDHXhcAABuI0fxHUFCQsuHAz+9FX2JiYkZGhhDC3d1dnXbBKlmWL1y4oGyXK1euQK/y6quvqk/gzz777LRp0+zsP+Ll5RUaGqp8x83327D6K6vakGXLli1YsEAI0axZM9vPZpmZmeq2uhprbn/++aeSsn79+rY7bjjfdicVtVNXGKeouLRRHZPVoUMH9bdWdalaLy+vfB8+1ZVH7t27p+6sW7fujh07hBAbNmz47LPP8sqrjlaoUqWK2pkotwK9t+/n28NJAwYMmDBhgrI9adKk7t27F6hX45w5c2wcnTdvnrJRrly5Dh065H60s9SvXz/l6VGW5b///ltdBcYZak8Qnc4FHWDVyYCFEJbzubi8vffhc8fPz8/d3V05PwkJCWpnHEsOf7irAaC4uLi8AkCKu3fvqlEt9eVcaOvWrTNmzChQlipVqqiz29rDtfeZHJy/DebgwGe0Pazew3NQZ00mRgMAKAyMdfqPpk2bKhtRUVFWv7YqkpKSgoKCAgMDAwMD9+3bp3Wt7TV58uTg4ODg4OCaNWsqX5rzEhcXl5SUpGw//PDD9r/E3r17Z86cqWy/8MILM2fOLFCQQv1p9+TJkzaS3b17V/mtVVh0tFb7Vpw8edJ29+PTp0+r2+r37xxkWZ42bZqyPXjwYHue9Jxsu5OKzqkrvFOkbRuHDRvWtWvXrl27qsuI5Jaamrp+/Xpl+4knnshdTnJysu0AU2ZmZmRkpLJt+e1fXTjp4MGDlouqWJItZu3p0qVLXi9R0Pf2fXt7OC8iIqJTp07K9vbt29V5Pe2xYcOGjRs35nU0MTFRnbW6b9++tgMWQoiuXbt6enoq2y4Z7mQ5fMwlvXIsF1OzHLri8vbeh88dSZLU95vl4kqWHP5wVzMKIWzMnSSEUKIbOV7OhS5evDivgNasWVOgl3DhfSY352+DOapR0M9oZ+7hOahvM01udACAEo8YzX+0a9dO2cjIyLCxmum6detu3ryZkJCQkJCQu4t4kaU+vdy5c8dyNdDc1DHelrnsof6IXbNmzcmTJxf0996ePXsqG8uWLbPRI3327Nm5q9emTRtl4969exs2bLDxKuqzh16vb9asmdU0UVFR586dU7bVd0Whtt1JRefUFd4p0raNOp1u/fr169ev//777/PKO336dOUh09PT0/L7vWU5tp+aNm7caDQac+d6/PHHlQ1ZltetW2c175EjR9TH+O7du+f1EgV9b9+3t4dLfPTRR+r2W2+9tWnTJntyXbp0aciQITYSLF68WO0l1L9//3wL9PHxUR9fDx8+HBUV5WS7FixYoE6T0bZtW+dPlOXMO2oHh8Jo73343BEWcau8JrJx+MO9UaNGalcRG31SZFn+/PPPlW1/f391saHixYX3mdycvw1acuAz2pl7eA7q28wlAVMAAHLSetLiIqd58+bKmfH3979x40buBBkZGWqv2ubNm6v71W+fVatWtVF+vus62c5ulZ2r/5hMJnXoeEhISGxsrNVkkZGR6tSGffv2zXE0PT095f9kZ2dbHkpKSlIz/vzzzw6c/NTUVLWLe48ePawuU3rlyhX1F+DatWuradLT0/38/JT9tWrVyszMtPoS+/btU39w69KlS141Ub/DeXt7Z2Vl5Vtz59tulf0rdhWdU1d4p0jbNi5ZskS9FlYXeY2KilJf2nJVF1mWjUaj+lXex8cnOjra6qsnJCSo0x94e3vfvXtXPWQ2m9Vf5sPDw3PX32w2q4+1VapUyauBcsHf2/fn7eFC6mLJQgg3N7fffvvN9oLHO3fuzP1bfY51ndSHwLJly+a47+Xlzz//VEsbN25cjqMFWtdp37596tgZSZLOnDmTI0FB13WSZVntsSKE+Oqrr3IcdWF7XfK5k6+3335byTtx4sS80jj84f7KK6+oTVu9erXVwpXxgIr//e9/loec+XC/z5y/z9j4huD8bdBSQe9jsnP38Bzq1aunJMv9nxEAAOcRo8nJ8rej2rVrHzt2zPLo7du3Bw0apCaYP3++eqjox2hkWVZHmggh6tWrt2vXLsujJpNp2rRp6vOYh4fHyZMnc5QwYMCAvF5r+/bt6qEPP/xwun1yvMTkyZPVQtq0aXP58mXLoytWrLAc559j1U/Ln9BbtGhx6tSpHK377bff1AkghRD79+/P60Spvwl36NDBnkvgkrY7c2WLzqkr1FOkYRtTU1PLly+vPmAsXrzYcsXiHTt2qM8VZcqUyf0E+Mcff6glV6xYcdGiRTkWPF6zZo2yqogi91O95S/PQ4YMsXz+MZvN77zzjnp06tSpNi5EQd/b9+ft4UJZWVk5flePiIiYOXPmzZs3cyTbsWPHU089pYaWXnzxRXXtZMsYzbVr19Q0I0aMsLMaCQkJ6qQ8Dz30UI7LrcZoevfufTQPu3fv/v3334cPH27Z48xqTMeBGI3ZbFZHML344ouWh1zeXuc/d/KlfnD36dMn3zSigB/uFy9e9Pb2VvZ7e3vPmzfPsnUmk2nq1KlqgMnPzy8mJsay5GIUo5Gdvs/Y+IYgu+I2qHLgPubkPVyVlJSk/AcJDg7Oa916AACcQYzGCst1HyVJat269euvvz5mzJi+ffuq3yOFEJ07d7b8eC4WMRqz2dytWzfLp5fGjRsPHjz4lVde6dSpU44fk//444/cJdj4BjZr1ixRcN9//71lIZmZmZYLiLi5uTVp0mTkyJFPPfVUzZo1LTOOGjUqR92SkpLq1KmjJjAYDI0bNx44cOArr7zStWvXHH2Sv/jii7zOUlpamjq3wieffGLPJXBJ2525skXk1BX2KdK2jTkm2oiIiHj++edffPFFy7kn9Hr9xo0bc+c1mUyWT4BCiGrVqvXs2XP06NG9evXKUfm2bdtmZGTkKMFsNg8bNkxNU7Nmzc8++2zmzJlffPGF+qOuEKJbt242uo048N6+P28P10pPT+/bt2+O95JOp6tevXrz5s07duz48MMP55jrdMyYMWaz+YUXXlD+tIzRfP3112qy9evX218NywE7hw4dsjzk2GRVTZo0uXfvXu4XciBGI8uyGtAMDw+3/CxzeXud/9zJV2pqqhIlsf3Y7NiHuyzLOWYwCQsLe+GFF8aOHTt8+HB1TXTFggULcrxo8YrROHmfsR2jcf42qHDsPiY7dw9XqSMon3nmGa0vFwCgZCJGY4XRaBw1apTt78qtW7dOSkqyzFUsYjRK4o4dO9punYeHh9WewLLNb2CffPKJKLjccYqEhIR8F2N+4403rPbAv3DhguWvcFbpdLqvvvrKxvf4tWvXqok3bdpkzyVwVdudubJF4dTdh1OkbRttL5Li4+Pz999/53UGMjMzX3rppXyb3Ldv38TERKslpKen53jWzaF58+Z55VU48N6+P28PlzMajd988426OowNwcHBf/31l1JtNZJoGaNp2LChsrNMmTJ2jqpQ/Prrr+qr5Bg64UCM5plnnklNTbX6Qo7FaCzfSz/88EOhttfJzx17qNP0XLlyxca7woEPd8WUKVNsT0xrMBj+/PPP3BmLV4xGdu4+YztGI7viNig7cR+TnbuHK9SJh6xebgAAnEeMxjqz2bx69eqIiIjcH+EhISHffvtt7ifA4hKjkWXZZDL98ssvVmc79vT0HDp0aF4DxWWb38CGDh2a7xev3KzGKbKysr744gurKya0bNnS9ney5OTkDz74wOoirwaDoV+/fkeOHLF9fl5//XUlvV6vz+uhKAcXtt2ZK6v5qbs/p0jbNq5Zs8by92SFm5tbv379oqKi8j0PmzZt6tChg9XGNm3a9J9//rEd4zCZTN99953aJ18VGBg4bty4fJ+oHXhv35+3RyG5efPme++9p86HkkPdunU//fRTywdydbJbNUZz6tQpNf2wYcMK9Oo3btxQn+pDQkIs+x3YGaPx9/evX7/+G2+8cfToURsv5FiMZsqUKZavdfv27cJrr+zc5449Jk2apJQ2Y8YMG8kc+HBXHTt27PHHH8892bnBYOjTp09kZKTVXMUuRiM7cZ/JN0ajcPI26Mx9THb6Hq4MpTQYDDbGQwEA4AxJlmV7vik+sKKjo/fu3RsXF5eVlRUYGNioUaOIiIh8FyItFmRZvnjx4uXLly9fvnzz5s2AgIDq1au3bt3ay8tL66r9y2Qy7d279/z583FxcZ6ensHBwY899ljub41WGY3GY8eOHT9+/M6dO9nZ2QEBAdWqVWvZsqXlirMl2INw6jRsoyzLJ0+e3L9//61bt/z8/CpXrtyiRYvAwED7K5+QkLBz586YmJjExMTSpUsHBwe3bNnSzsorbd+1a9eFCxfi4+MDAwOrVavWpk0bdUaMQlVc3h45nDt3LjIyMi4uLiEhISAgIDg4ODw8PK/YDQpP4X3u3Llzp1KlSunp6e3atduyZUu+6R3+cL979+727dtjY2MTExPLlClTqVKlNm3aWA6VKjEK+z7j5G3QGQ7fw69evRoaGirL8sCBAy0nigYAwIWI0QAAgGJv1KhRU6dOFUJcuXKlSpUqWlcHJdBXX331/vvvCyH27t2b17rgAAA4Sed8EQAAANoaPXq0sjFv3jyt64ISSJbl2bNnCyGaNm1KgAYAUHiI0QAAgGKvbt26yszEs2fPpo8wXO7gwYNnz54VQqgT4gAAUBiI0QAAgJJg4sSJer3+7Nmzixcv1rouKGmUFZ0eeeQRy6mRAQBwOWI0AACgJGjUqNFbb70lhPjoo4+MRqPW1UHJsWfPnpUrV+r1+unTp5eMhSMAAEUWMRoAAFBCjBs3rnr16mfPnlWmDgGcJ8vye++9J4R4++23GzZsqHV1AAAlHOs6AQCAkmPTpk2dOnWqXLlyVFSUp6en1tVBsbd27drHH3+8evXqJ0+e9Pb21ro6AIASjhgNAAAAAACA9hjrBAAAAAAAoD1iNAAAAAAAANojRgMAAAAAAKA9YjQAAAAAAADaI0YDAAAAAACgPWI0AAAAAAAA2iNGAwAAAAAAoD1iNAAAAAAAANojRgMAAAAAAKA9YjQAAAAAAADaI0YDAAAAAACgPWI0AAAAAAAA2iNGAwAAAAAAoD1iNAAAAAAAANojRgMAAAAAAKA9YjQAAAAAAADaI0YDAAAAAACgPWI0AAAAAAAA2iNGAwAAAAAAoD1iNAAAAAAAANojRgMAAAAAAKA9YjQAAAAAAADaI0YDAAAAAACgPWI0AAAAAAAA2iNGAwAAAAAAoD1iNAAAAAAAANojRgMAAAAAAKA9YjQAAAAAAADaI0YDAAAAAACgPWI0AAAAAAAA2iNGAwAAAAAAoD1iNAAAAAAAANojRgMAAAAAAKA9YjQAAAAAAADaI0YDAAAAAACgPWI0AAAAAAAA2iNGAwAAAAAAoD1iNAAAAAAAANojRgMAAAAAAKA9YjQAAAAAAADaI0YDAAAAAACgPWI0AABox2zWugawl1k2aV0F2MUky1pXoeSQuUUBwP1l0LoCAAA8SLIyzecizWdOmmNj5JQkkZYm3NwlP38psJwuvJ4uvL7kW1rrKuJfd+5dOHN92fn4tXfuRadmxhlNGT4eQT6eFaoEtKgT0rtaYFu9zl3rOkIIIbJleXti0vLbd3YlJcdlZcdnZbnrdBXc3ap5enYLKNMrMKCWt5fWdSw2su+Ju2fF3bMi47bITBbmLGHwFG6lRakKokwd4V9T6D20riIAlGiSzE8NAFA03LhxY9++fTExMUlJST4+PkFBQY0bNw4LC9Pp6PNYImRlmXZuMe7YIjIy8kyj0+kbN9V3elzy89e6ug+0+OSTG0+/dy5utY00vp4h7et80qjq8zqJX7w0Y5Ll2fG3Prl09Vpmpo1knQP8J1YPjfAppXV9i7TsFBGzVdw8bKvvjM5dhLQUwS2J1ABAYSFGAwDaW7NmzYQJE3bu3Jn7UPXq1V9++eXRo0e7u7vgF/tNmzZ16tRJCDF9+vQRI0Zo3e4HiPlytHHeTDk5SQghCyHZTu3mZnjiSf2jLbSu9YNIls0bz7y/6/w3sn1jPIJK1x/UbElAqTCtK/4gupyR2fdU5NHUe/Yk1gnxeqWQr2uEGiTJnvQPmltHxaVVwpwlhB33KDcfUfMpUbqa1pUGgJKI32YBQEtms/mll17q3r271QCNECI6Ovrtt99+5JFH4uLitK4sHGQ6fCB7+s9KgEbkG6ARQmRnG5f8ZVz+D7PV3GdZxtR5+3rtjJpoZ4BGCBGffPK3bY9G39qidd0fOLuTkpsePm5ngEYIYRbi+5jr3U+eSTIyr9B/yeLqenFxyb8BGmHHPSo7VUT+KeIPal1zACiJiNEAgJY++OCD3377Tdnu3bv3xo0br127ZjQaY2Njd+3aNXr0aA8PDyHEiRMnunXrlp2drXV9UWDm0yeMi+YJo7GgGU17dhjXrnBNHczm5cuXDx06tHbt2n5+fn5+fk2aNBk4cODff/9tLoZhoNu3b7/22mvNmzf39/evUKFCmzZtJk6cmGFjBJl9ZNm86OCgc3GrCpoxPevO3L09Yu8ecknrStjFyuH27du//fbb1q1bnSznbFp695NnbhX8lrjhTmK/02eNruhFnpiYOG7cuM6dO1evXt3Ly6tmzZpdunQZP3783bt3cycODQ2VJGncuHE2CqxUqZIkSZ9//rmTuQrq2hZxfVeBc8kmcWmluH3CwRddtmyZJEmSJC1atCj30c2bNytHR48enftoRkaGu7u7JEkDBw4UQiQmJiqJ69evb+NTsmvXrpIkjR07VggxYcIEyW6nTp1y+NwCgAOI0QCAZs6fP//NN98o2/Pnz1+6dGnHjh0rVaqk1+tDQkJatmz5448/nj17tnz58kKIY8eOTZs2Tesqo2DkG9ez/5ojHH0gNO3YYjp8wMk6HDt2rGnTpr179549e/a5c+eSk5OTk5MPHz78999/Dxw4sEGDBjt27ND6PBXAzp0769Sp89NPP+3bty8pKSk+Pn7Hjh1jx46tW7fu9evXnSl545n3z8atdCxvtil9wYEn72XedLJ1Jexi5SDL8qhRo1566aU///zTmXLuZBud6Q6z6W7i2xcvO9mWuXPnVq9effz48Rs3brx06VJGRsaFCxc2bNgwbty4atWqqZH3oi/hlIjd7mhmWUQvE/cc+m/32GOPSZIkhNizZ0/uoxs3blQ21q9fn/vokSNHlFhM27ZtLfefOnVq0qRJ9+3UAUAhIUYDAJpZsGCByWQSQjz//PNPP/201TShoaGzZ89WtufNm6d1lVEwxmULRVamUyWsXCLS0xzOvm3bttatWx8+fFiSpP79+8+fP//QoUMHDx5csGDB4MGD9Xr96dOnu3fvfvToUa1PlV2ysrJGjBhx+/btOnXqrF+/PiEhITY2durUqX5+ftHR0S+++KLDs+zFJ5/cfd6pp7uktKubznzkTAkl7GLlNm/evMWLFztfzvgrV6PTneo29WPM9UMpqQ5n37dv37Bhw+7evVu7du0///zz7NmzCQkJJ06c+OOPP+rUqZOUlPTSSy+5pKWFzZQpLq8SQhbC0X5F5mwRvcKR7AEBAQ0aNBBC7N69O/dRNUZz/vz5S5cu5Ti6d+9eZSNHjEYI8emnn168eDHfV3/xxRfP/9cvv/yiHDp8+HCOQzVr1nTR+QYAu7ASAQBoRn3W6tKli41kHTt29PLySk9PP3z4sCzLEhNeFhPm0yfMl6OdLSU9zbhlg6F7bweyXr9+/cknn0xNTQ0JCVm2bNkjjzyiHlKGz7z33nsdOnSIj49//PHHz58/7+Pjo/U5y8eCBQuioqI8PT03bdoUEhKi7HzhhRd8fHwGDx68atWqa9euValSxYGSN5wea5adnabkyJUZzWu8Vr50XQfylryLlcO1a9deffVV58u5lJEx9Xq8k4XIQrx98fK2iHqOZR89erTRaIyIiNi1a1epUv+uFRUQEFC/fv1Bgwa1bdt23759n3766ZNPPunSU+h613eJbGU+Hyc+Ve7FioRTomz9Amds167d8ePHjx49mpaW5u3tre6/ffu28uFYoUKFuLi4DRs2vPjii5YZlRhNUFBQrVq1LPf7+Pikpqa+9NJL69evt/1BWaZMmTJlyljuUQc0Va9e3d/fvxBONgDYi340AKCZlJQUZcPT09NGMr1e//7777/44ovDhg3LtFhfNjAwUJKkjh07Ws21a9cuZSz9zz//nFfJW7Zs6devX6VKldzd3YOCgtq3bz9lypTMvJewvXPnzqefftqoUSM/Pz9fX9+HH37466+/TktLE0JERERIkjRkyBDL9K1atZIkqV+/fkKI1NTU9957r0qVKpIkbdq0yTJZdnb2H3/80aNHj4oVK7q7uwcEBERERIwZM+bChQtWq+FAw9Wdx44dE0Ls2bNn0KBBoaGhHh4eFSpU6Ny584wZM4wFnzLGNtNuh4cQ/LecfbuF0ZGpiN588807d+6UKlVq69atls/8qrp1665Zs0YIERcXt2TJEtc2vzAoT25PPPGEGqBRPPnkk8oS9SdPnnSg2ITU81Fxa5yvnlk27Y+e4ljeknex/nNmzObnn38+KSlJjWg4bEpsXKYr5uXZnph03O75hi2lp6crt5GxY8fmbo6Hh8fXX38thDh16pRybyyyZLOI3++aom7scSSX0gvGaDQeOvSfuZy2bNkiy3LdunX79+8vhNiwYcN/qi3LSoymTZs2OQIxn376qRBi48aN8+fPv2+nEQBcjhgNAGimWrV/Vy6dP3++7TEaH3744W+//fbbb7/ZjubYT5bld999t0OHDosXL46Njc3Ozr558+bWrVtfffXVevXqnTt3LneWrVu31qpV65NPPjl69GhycnJqauqxY8fefffdpk2bXrlyxfbLJSUlde7cecKECdeuXctxKCoqqkGDBsOHD1+9evX169ezs7Pv3r17/Pjx7777rk6dOl9++aXDo1fyaviHH37YsmXLBQsWXLlyJSsrKz4+fuPGjSNGjGjSpElMTIzLXiktzXwp/y73dsnKNF+IKmimy5cv//PPP0KI8ePHP/TQQ3kla9SoUa9evcqWLbty5f+fiuXQoUNqFGz16tUNGjTQ6/X79u1TE9y+ffujjz7q3Llz+fLlfXx8GjRo8MEHH9y5c8ey5L/++kuSpGbNmuV+0WbNmkmS9Ndffyl/jho1SpKkuXPn3rt375NPPqlVq5anp2f58uX79u2bYxyE8s4MC8u50LW7u7vSryRHHewUeWOZSy6UECLyxnK54AM/SuTFsvTLL79s2rSpZcuWffr0cfIMr7jtyCW2arlDRV26dEmJ51aqVMlqgocffnjAgAH9+/e/edPZ+YkKVcplYUx3TVGpsSIrucC51ClpcrxzlIFOnTp16ty5sxBi8+bNlgH0mJgYZeap3AOdWrduPWLECPF/Ec/7eC4BwJUY6wQAmmnbtu3vv/8uhPj7778lSfrqq69CQ0Pvz0tPnTr18OHDQogWLVq0atXKw8Nj375927Zty87OvnDhwmOPPXbixImgoCA1/aFDhx5//HFl6Zxq1aq1adOmatWqR48e3bZtmzJHho1VdWRZHjlypDqDQMWKFX19fZXt2NjYVq1a3bp1Swjh5+fXpk2biIiI+Pj4vXv3njhxwmg0fvDBByaT6aOPnJrmw9L3338/Z84cIUStWrVatWrl6+u7f//+AwcOmEym48ePt2nT5ujRo6VLl3b+hcznz7pw5Wzz2TO62gUbQbN8+XKz2ezh4fHCCy/YTrls2TIbh5588skcywkdPXq0a9euls+fJ0+ePHny5B9//LF+/XpljgkHJCUltWjR4sSJf9eJuXXr1tKlS5cuXfrdd9+9+eabys7FixebzWZ3d/cceaOiopKTk4UQ9eo5MnolKn6tY3XOLSXjenzSiQp+DQuUq0RerP9/eqOi3nnnHW9v71mzZjmz/JAQ4nx6+vl0F8UVhFhz5+7HoZULmqty5X+zzJo1q0WLFrnH1Pj4+KghraLs7nnXlSWLxAuifKOCZSpTpkxERMTRo0ctpw2WZVmJ0XTs2LFNmzZubm5JSUkHDhxo0aKFksDGZDRCiIkTJy5fvvzWrVvvvPOO8vEKAMUO/WgAQDNPP/20Oqjhr7/+qlatWtOmTcePH79nz57CXmb78OHDbm5uf/zxx+7duydOnPjpp59u2LBh+/btwcHBQoibN29aPmgZjcahQ4cqUZiRI0eePXt25syZ48aNW758+dGjR8PDw0+fPm1jmsYtW7YsWrSoefPmO3bsSE9Pj4mJefTRR5VDL730khKgeeSRR06ePLl8+fLx48f/9ttvx44d++677/R6vRBi/Pjxjg1gsUoJ0Hz55ZeRkZG///77999/v2fPni1btiiLZ0VHR3/44YcueSE54bYLr5d8p8Cl7dy5UwhRq1YtNSJWUDdu3Bg2bFhAQIDytKNM/ZCcnNy7d++bN28GBATMmTMnJibm2rVrf/75p7+/f1xcXJ8+fe7dc2T8iBDi448/PnHixLBhw/bt2xcbG7t06VLlFceMGXPmzBkljbe3t4+PjxqjkWU5KSlp6dKlffv2FUJ069bt4YcfduCl795zetogC3fuFbj/VIm8WAqj0fjss8+mp6dPmjQpdweogrro3FTBOTg28bCvr+9TTz0lhPj999/btm27YMGCxMREF9bqvsl0aUcTx0pT4ix79uxR+0tevHjxypUrBoPhscce8/HxadWqlfjv6k5KjKZ8+fK1a9fOXWBAQMD3338vhJgxY0axXgQNwIOMGA0AaEan061fv75bt27qnoMHD44bN65ly5Zly5Z94oknfvjhh1OnTrl2sI/qs88+GzZsmOWe5s2br1u3TtleuHChOvBn1apVynNXu3btpk6datmLoXr16uvXr3dzc7PxQomJiTVq1Ni6dWvr1q0tx2pFRkYqQzb8/f03btyo/jothJAk6c0333z33XeFECaTafLkyS5s+Lvvvvvee+9Z/vr92GOPqQ2fMWOGS5645JSCd/23UVpyUkGzXL16VQiRY05Nxa1bty5bkyMyeObMmcqVK58+fXrixInDhw9Xptj8/fffr1696ubmtnfv3iFDhlSsWLFSpUrPPvvs7t279Xp9dHS0EgVzwJ07d1599dUZM2Y8+uijISEhvXv33r9//0MPPSTL8rhx43KnX7x4sbu7u7+/f9++fSMjI1988cWFCxc6cm6FnJoR5/w1UqVkFHgt4hJ8sSZOnLh///5OnTqNGjXK+XMbl+XK4PXt7OwssyN3159//rlNmzZCiB07dgwaNKhs2bKPPvroe++9t3HjRttz0IwfP17KW2xsrAtz5Ss7xYXnUmQ5VFq7du2EEHfu3FEH2CqdaJo3b67EK5UJ9S2npFFiNG3bts1rVuBBgwYpQ/9efPFFG9OrAUCRRYwGALRUpkyZ1atX7969e+TIkUofFkVKSsqqVaveeOON+vXrN2zYcMqUKTYGEzkgICDg5Zdfzr2/QYMGAwcOFEKYTCb1p0u13/6HH36Y+2txpUqVBg8ebPvlPvroIw8Pjxw7ly9frmy89dZbfn5+uXO9+eabypScy5cvd1Wgytvbe8yYMbn3P/zww8oiLGlpaZa/2TouO8slFf5XVoFLu3v3rhDC6ui5N998s5o1uecVGj9+vNLDSLV27VohxLBhw3JMmxIeHq6sH6/Ma+sAb2/vjz/+2PIN5ufnpwxzW7RoUe4eH9nZ2eosFbIsR0ZGRkUVeNYeIYTZbDSZXXmxskwFnim2pF6so0ePjhs3zs/Pb8aMGS5ZkC7N5OzaW5ZkIdIdGpBYrly5zZs3r1mzZtCgQUFBQWaz+cCBAxMmTOjcubO/v3+/fv22b3fNfOGFyuTSzpqO/R9q3bq1Mtu3OtxJHeik/KlMSXPgwAHl/0hGRsaRI0eEEEqMzCpJkn799VdPT8+zZ89OmDDhPpxJAHAtYjQAoDFJklq0aDFt2rTY2NjTp0//+OOPvXr1soxZnDx58tVXX23Tpo0yUaJLdOrUKa9RFcoyTEKIgwcPKhvKt2dPT0/lN8/cHn/8cdsv17Vr19w79+//d02R7t27W80VGBioTGKakJAQHe2a0Sjt27cvV66c1UPK+AUhxIEDB1zwSr6lhRAFnz3WOsm3wFPkKOEtJ98zua+4sthWp06dcidWdtoY9WZb8+bNc1+aJ554Qtm4dOlSjkMDBw40m83x8fEbNmxo2bLljh072rRpo86QYj+9zs3LvawzZykHX4/ggmYpkRcrIyPjmWeeMRqNP/30k2UvOWdUyDUVkTO89To/g96xvHq9vlu3bvPmzbtx48bp06d//vnnfv36+fv7Z2dnL168uG3btlY7f73++uuX8mY5BZjzufLl7tLV290cGqXn7++vjE9UPmWMRuOWLVuExZu2YcOG5cuXN5vNymqAR48eVXqQWZ2MRhUWFqZEDL/88kurU+ADQFFGjAYAigpJksLDw0ePHr1s2bKEhIR9+/a9/fbb6tIhBw4c6Nq1q6vWh65evXpeh9Q5I5SZYkwmkzLoqWrVqnn9El61alUbr2UwGKyGRW7cuKFsqOtb5ab2LFATF17Da9SooWw4PHbAklTaTwghXNB1QAghhJ9/QXMoXSqsdi2ZO3eubMFkMrlbe/T19PTM0b8pKytLGZVjtceH8jaIjo52rNOT1beBn59f2bJllWJzH5UkqXz58p06ddq4cWPt2rVTU1O/+uorB166tFeIA7lcWFqJvFgfffTR6dOn+/TpM2TIEFed2xAPV8ZoQlwR8VHu26+88sqiRYvi4+PVqXnGjx+v9GOy5O/vH5o3g8H6Uh6O5cqXmwvmRv//3B2cSenfaIuytNPhw4eTkpJKly6tztSm0+mUrjTKcCdloFO5cuXq1Klju9i33347PDw8Kytr1KhRhTReGAAKCTEaACiK9Hr9o48++s0335w/f179PfbkyZMzZsxwSfmW46ryOqRMrJCSkqJ8wa1QoYIDpQkhypUrp/RmzyE1NVUI4eHhocydYVXFihWVDVfNypnXcrnCYrmWpKQCT/6Sm65qNecLsSitekGzKF2QIiMj852RISoqKsvaWKpSpUoVaHyK8qxoMpnM+Y0fsToldl6zGinF2h7r5+XlpYzRc6wPVOWAFg7kskqvcwvxb1zQXCXvYp04ceLbb78tU6bMpEmT7t27l/p/lNKys7OVPwsadG7oU6qU3sGeL7m19HMkSrFu3bpZs2YpI25ycHd3V6bmUWJYv/zyi6uqWhh8q7i0tKoOZlT6f509ezYhIUEZ6NSuXTvLwJMSo1m/fr0sy/lORqNyd3efOnWqEGLbtm2zZs0qvNMIAC5HjAYAtLFnz55x48aNGzfu0KFDNpJ5enp+8skn6ipLllMn2qYsRZyXuLg8J0lVfnsXQiihE29vb+XP+Pj4vLLcvm1r1SGrARohhI+PjxAiMzPTRvxFXTNYSex8w21UVe2qoww8cZIUXFHyL+N8OQpdeIGXlFbmok5NTV2wYIHtlMov2PZwd3dXIlm5J0MR/9d7onr16vr8nqKtZre6MzU1VXnj1axZMy4uzmAwGAyGyMjI3CmVvlrpDi3MXCe4lwO5rKoW2M7Tzb+guUrexbp+/bosy3fv3q1Ro4avhfnz5wsh5s+fr/y5atWqAp0oL52uU5kCn9689Cwb4ECuX3/9ddiwYd9++21eCfz8/Hr37i2EOH/ehatbu16ZWi7r6OdWSvg6OpqtVatWymfE3r17c0xGo1BiNNeuXTt37pwao7Gz5JEjRwoh3n77baVbKAAUC8RoAEAbZ8+eHT9+/Pjx4+1ZjGbQoEFqLjvLt/14YGMeCjWjMkTC3d09ICBACHHlypW8eoxfvnzZgTOgdszJPdVI7nra6MVToIbbmNdGzejw/A7/IUm6iCZOlqGcbl1odalMgR8mmzVrpqxx/s4779gYKXb79u0CLTeujAhT5obIYfPmzUKImjVrWu7M3f/l0qVLCQkJubPv379f6VplSZ3UNiwsrEKFCuXLlzeZTMeOHcudXQnc1K9f34HzXK1cO1/PAk8iY1XDyoMdyFXyLpZLTqZVg4ICXVJOWTdDlwB/BzLWrVtXCLFt27aUlDyXMlKmFspxeosaNx/hV+D+edaVbeB4uMfPz69Ro0ZCiA0bNighmBwxmqCgoIiICCHEjBkzlIGoNiYMzmHixInly5e/c+eO1aniAaBoIkYDANpQJ4mw3Y9GofYOyN3FI6/BEbaL3bRpU14PGHPnzlU2WrT4dwBI8+bNlTrs2rXLahZllseCUh5Kxf+tPpPb3bt3lXmF/fz8cixM43DDd+7cmdfiuMuWLVM2lIEnzjO06SC8vJwpQXnq0Xft4UheSfrhhx8MBsOtW7fatm1rNbp3+fLlJ5980kanqtyUHh9//PGHMh+t6vTp08o7Z8CAAcoepetTVFRUjrFjn332mdWSExIScvRNSEpK+vjjj4UQPXr0UKa4Vi7NpEmTTP9d3ycmJubPP/8Ujl47g86jXe1PHMiYQ/nSdRs4FKMpeRera9eusjVDhw4VQgwdOlT5U+lvUi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AQQpg2rxPZWc6WYjYbN6zWuikAAAAPBNbeBpA/b73u/aqVxlQO2ZKYtOL2ndP30q5nZd3JNpZzd6vg7hbhU6pn2YDH/P0KOioKQCEymUwnjrqkJHPkaZGeLpxe6w0AAAC2EaMBYC8Pna5bQJluAWW0rgiA/JkvXRTpLlo822Qynzuji2isdZsAAABKOMY6AQBQAslXol1YmvmyK0sDAACAVVb60Vy+fFkIUbFiRTc3N9uZk5OT79y54+7uHhISonVDAADA/ycnJ7u0tCStGwQAAFDyWelHU61atWrVql28eDHfzMuXL69WrVr79u21bgUAAPgPF0dVUojRAAAAFDqnxjplZGQIIa5fv651KwAAwH/l1xm2YAzuWrcHAACg5DMIIY4dO3bs2LEcB5YuXRocHGwj582bN//44w8hhMRKLgAAFDFSaT9XFufn0tIAAABgjUEIsWzZsvHjx+c48P7779tZREREhNatAAAA/yEFlC2ypQEAAMAqZ9d18vf3/+qrr7RuBQAA+A9drfAiWxoAAACsMgghhgwZ0qxZM3VXt27dhBDTpk2rXLmy7cze3t4NGzb0o/8zAABFjFQ2UKoQLMfdcEFRPr66KqFaNwgAAKDkMwghwsLCwsLCchxo3bp17dq1ta4eAABwkL5lG+Piv1xSjmDuOQAAgMJnyL1rzJgxQoiAgACt6wYAABynb9LMtHOrfDPemUKk0n76Vm21bgoAAMADwUqMZtKkSVrXCgAAOE2nM/QZkP37FGEyOViCJBl69RfuLLwNAABwPzg7ZzAAACiydNXDDH0GFDyfrPxj6NhVV6+B1o0AAAB4UBjyOnDt2rUtW7YcP348Kysr31J+/vlnrRsCAACs0D/STKSlGteuFLJsdyZJCKF/rL2+Q1etqw8AAPAAsR6jWbhw4fDhw1NTU+0shRgNAABFlr5NR6l8hey/54j0dLsyuLsb+gzQN3pE64oDAAA8WKzEaC5cuDB48GCj0ah13QAAgGvo6tRzf+dj05YNpr07hY2PeJ1O36SZvlM3qbSf1lUGAAB44FiJ0XzxxRdKgKZp06bjx4+vV6+ep6en1vUEAABOkbxLGXr00bfrZD5zynzmpHwjVk5JFkaj0Osl39JSULAuvJ6uTn3Jj+gMAACANqzEaA4dOiSEqFGjxvbt24nOAABQkkilfPSPNNM/0uzfv9PThZeX1pUCAACAEFbXdbp48aIQYuTIkQRoAAAo4QjQAAAAFBlWYjTe3t5CiKpVq2pdNwAAAAAAgAeFlRhNrVq1hBCRkZFa1w0AAAAAAOBBYSVGM3ToUCHEypUrs7Ozta4eAAAAAADAA8FKjGbYsGFt27Y9evToW2+9ZTabta4hAAAAAABAyWclRuPm5rZ48eIuXbr8/PPPTZs2XblyZXx8vCzLWlcVAAAAAACgxLKy9naPHj2EEDqdzs3N7fDhwz179hRC+Pj4+Pn55VVKTEyM1g0BAAAAAAAoxqzEaFavXp17Z2pqampqqta1BQAAAAAAKJmsxGhatmypda0AAAAAAAAeLFZiNLt27dK6VgAAAAAAAA8WnfNFAAAAAAAAwEnEaAAAAAAAALRnyDfF9evXT5w4kZycnJSUNHLkSCGE2WzW6QjuAAAAAAAAuEyeoRZZlufNm1e7du2KFSt269ZtwIABL7zwgnLoq6++6tu375o1a7SuPAAAAAAAQAlhPUaTnZ3du3fvIUOGnDt3zurRpUuXdu/efcyYMWazWesmAAAAAAAAFHvWYzSvv/76ihUrhBA6na5bt26DBw+2PBoaGqrX64UQ33333ZgxY7RuAgAAAAAAQLFnJUZz6tSpX3/9VQhRsWLFnTt3rlmzZsSIEZYJnnvuubNnz9apU0cI8fPPP0dHR2vdCgAAAAAAgOLNSozml19+UTbmzJnTokULq9nCwsI2btzo4eFhNBq///57rVsBAAAAAABQvFlZ12nv3r1CiLZt27Zr185GzooVK/bt23fBggXHjh3TuhUAAABFRka6+VykOeaqSEmR76UITy/Jt7RUrryuTj3Jv4zWlSs06Wmms2fkm3EiKVFOT5e8vYVfGV1QBV2tcOHpqXXlAAAoHqzEaC5fviyEaNKkSb6Zw8PDhRBRUVFatwIAAEB7cuw148a15qhIYTJZObxskVSxsqFtR139CCFJWlfWZczRF0xbNpgvRolcS0mYhBB6va5mbX2HrroqVbWuKQAARZ2VGE1mZqYQwtOOXzyUlMnJyVq3AgAAQFPp6dnLFpmPHxaybLFXFuI/sRg59lr2vJlS5apu/QZJFYK1rrSz5KQk45K/zGdP591iIUwm89nT5nNndPUjDL2fkkqV0rrWAAAUXVbmo6lQoYIQ4vTp0/lmPnnypBAiKChI61YAAABoRk64nfXLd+Zjh/4boBG5whX/l/7alawp35lPn9C64s61+tqV7J8n/SdAk2eLhZBl84mj2T9PkuNuaF1xAACKLisxmjZt2ggh1q5de+nSJRs5IyMj161bJ4TIa15hAACAEk++k5A95Vv5ZnzBsmVlZs+ZYT55TOvqO8h89XLW1B/l5KQC5ZLvJGT9+r0cd13r6gMAUERZidE899xzQoiMjIyhQ4cmJCRYzXblypUhQ4YoY52efvpprVsBAACghYyM7FlT5Xv3HMkry9kL58rXY7VuQ8ErnnjXOPt3kZ3tSOaMjOw/pzt4xgAAKOms96N56qmnhBA7d+6MiIj45ptvTp06pRw6f/78ihUrxo4dW6dOnSNHjggh2rZt26NHD61bAQAAoAHjmmVyfJzj+bOyshfMyj3VbhFnXDhPTnF8OkL5ToJx2UKtGwEAQFFksLp35syZt27d2rp1a0xMzDvvvKPuf+ihhyyThYeHL1y4UCpBCxMAAADYSb4Vbzq4z9lCbsabDu3TNy02I8fN5yLNF51d09N88pj56hVWegIAIAed1b3e3t4bNmz46quvAgMDrSbw8vJ6/fXXDxw4UK5cOa2bAAAAoAHTlg0u6QJj2rw+12TDRZdp01oXlCLLrikHAICSxZDnAYNh7Nixr7/++ubNm3fv3n316tWkpKRSpUpVqFChWbNmnTt3Llu2rNaVBwAA0IjJZIo85YqCZDnxrhxzVapcDDqVyEmJ5mtXXFKU+cI5kZ4uvLy0bhMAAEWIwfZhLy+vHj16FNkZZ1JTUy9cuBAVFZWSkhIcHNysWbOAgACtKwUAAEo+c/QFkZ7uipIkIYTpzElDcYjRmM+cdFmXH5PJfO6MLqKx1m0CAKAIMThfhCZ27979wQcfbN++3XKnJEndu3f//PPPGzZsqHUFAQBASSbH33BlaXGuLK0QW33Dlctmm2/EEqMBAMCSzvki7r/Zs2e3adMmR4BGCCHL8qpVq5o2bTpv3jyt6wgAAEoyOTnJlaUlJWrdIA1aLVxbGgAAxV+e/WhMJtPly5ejoqIyMzPzLaV37973rcYnT54cOXKkyWQSQrRv3/7DDz+sV6+eyWQ6cuTI559/vnfv3qysrOeee6569erNmze/b7UCAAAPlrR7Rbe0YtJq+V6q1u0BAKBosR6jWbdu3ahRo65csXdOOPk+LkbwxRdfZGVlCSEGDx48e/Zsne7frkCPP/54165dhw8fPmvWLKPR+NZbb+3du/e+1QoAADxYvEsV3dIKj5f3g9hqAADuFytjnU6cONGjRw/7AzT3U2Zm5vLly4UQnp6eEydOVAM0/zZGp/vpp5/Kly8vhNi3b9/ly5e1ri8AACiZJN/SriyttJ/WDbKzng9iqwEAuG+s9KMZP368MpIoKCho+PDhNWvW9PT01Lqe/zp69GhGRoYQomXLlhUrVsydwMfHp2XLlkuXLhVCnDlzJjQ0VOsqAwCAEkgKCnZlaRVcWVohtrp8hSJbGgAAJYCVGM3x48eFEFWqVDl27FiZMmW0ruF/xMTEKBt169bNK02FCv9+3huNRq3rCwAASiZdjZrC00tkuGT5baELr6+20OcYAAB160lEQVR1g+yu56qlLipLp6tT1/liAAAoSazEaK5duyaEePXVV4tagEYIERERMWfOHCFEo0aN8kpz9OhRZaN27dpa1xcAAJRQer2udl3zsUPOlyT5+ekqV9W6PfZVtWygFBzikhW4daHVpVI+WjcIAICixUqMpnTp0rdv37Y6kkhzYWFhYWFhNhJs27Zt3759SsoaNWpYTbNq1arr1//z3eLq1atatwwAABQzhvadsk4cEWazk+Xo23cRkqR1a+xvdZfseTOdL0ffvrPWTQEAoMixEqN55JFH1q5de+zYsUGDBmldvYI5ffp0//79le2PPvpIr9dbTfb9999v2bJF68oCAIDiTQoK1jduajq4z6lCAsvrH2mudVMKQFc/QqpURY5x6vct3UN1dDXp7wwAQE5W1nV6+eWXhRC///57Mepdkp2dPXny5CZNmty+fVsIMWzYsCFDhmhdKQAAUMIZuveWAss7nt/Nze3pZ0UevyoVUZLkNuAZ4enleAE+voYnB2rdDAAAiiJJluXce1944YXp06fXqVPnjz/+aNasmdaVtEWW5VWrVv3vf/87d+6csmfYsGHTpk0zGAx5Zfnrr79yrCweGxv7008/CSEGDRo0b948rdsEAACKDfnWzawp34n0tALnlCS3gc/qIhpr3QJHmM+dyZ41zZFxXgaD28hXdaHVtW4BAABFkfUYjclkatWqlTKxS3h4eN26db29vW2UMmvWLE1qf/HixRdffHHz5s3KnxUqVPjtt9969epV0HKOHDnSuHFjQYwGAAAUnHz7ZvasafKtmwXIY3Az9Hta/3ATrevuOHNUZPb8WSK9ACtbSd6lDEOe19WoqXXdAQAooqzEaGRZfvHFF6dPn25/KVYDPYXKZDJNmTLlvffeS0tLE0L4+PiMGTNmzJgxvr6+DpRGjAYAADhDTrtnXPK3+dRxYceXIimkklv/wVJIUVyfoWCtvhmf/fccO+em0VWrYRjwjFQmQOtaAwBQdFkZED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59+/YzZ87k5uYGBwcPHjzY1dVVu3Ty5Mm5c+du2rRJ22PbYDD07Nnz2WefHTRokE5nn927AQComa7dOmzHaFdvHVJdEAAAAErpvz2aJUuW/Otf/0pKSrJe8PX1Xbt2be/evU+ePHnPPfckJiZaL5lMph07duzYsWPSpEn/+c9/jEZjSZ8KAAA0qdnX7Rkt85rqggAAAFBKehGZN2/e1KlTb2/QiEh8fPzgwYNjYmKmTZumNWjc3Ny6du3arVs3T09PbcyyZctefPFF1SUAAFCFpWfF2TFaWrY9owEAAKAi6c+cOTN37lzthx49erz88ssfffTR008/7eLikpGRMWLEiF27donIM888c/PmzfDw8H379iUlJX388cdap2b+/PnR0dGqqwAAoKpycvCyYzRnu0YDAABARTJ+8sknJpNJRF599dU5c+ZY15cZO3Zsly5dDh48KCIDBw5csGCB9R69Xj9lyhQfH5+HHnrIbDYvXbp03rx5qgsBAKBK8nSub9doAaoLAgAAQCnpjx07JiLt2rWbPXv27QsAd+7cuWfPntrxzJkzC975wAMPdOrUSUS2b9+uugoAAKoqH/fmImKxazQAAABURfqoqCgR6dOnj8FgyHetT58+2kGLFi0K3qnT6Tp06CAizHUCAKDUAn16uDrWsdcuiSH1hqkuCAAAAKWkj4uLExF/f/+C13x8fLSDgADbL07Xr19fRFJTU1VXAQBAVaXXGVr4D7ZLKAeDS3Dd/qoLAgAAQCnpmzRpIiIXLlwoeM3f39/Hx8fHx6fgKzaaixcvikhgYKDqKgAAqMJ6Nn9OrzOWPU7XoKccDW6qqwEAAEAp6bV5TFu3bs3MzMx3beTIkTdv3rx586bNO00m0/79+0WkWbNmqqsAAKAK8/Vo2a7huDIGcXGo3bPZP1WXAgAAgNLTa+v+RkdHP/nkkxkZGcW/88MPP4yMjBSR0NBQ1VUAAFC1DWj9Vi3XxqW+XSe6Ye0/dnH0Vl0HAAAASk8/ZcoULy8vEVm+fHmzZs1mzJjx0UcfxcfHF3ZDbm7u8ePHx48f/8wzz4iIXq9/9NFHVVcBAEDV5ubk+3D3H5yMniW6y7obVO+QF1sHjFBdBAAAAMpE7+vr+9VXXzk7O4vItWvXFi5c+MQTT5w8edLm6G3btrm7u7dt2/azzz7Tzrz88sshISGqqwAAoMrz82j1SI+fPZzrFf8WnYhOdH1bvtyn5Uuq0wcAAEBZ6UVk4MCB+/fv79//zjtBZGZm5uTkaMeurq7vvffe3LlzVZcAAEA10dC76+O9DzTy6VnM8W5OvqPvWtcn5CWd2GvzbgAAACjz310k2rVr9/PPP9+6dSsyMjIyMlLb7MnGaKMxLCysU6dOnTp1+utf/+rn56c6f6C6ycxNior98XLi/tSsq6lZsY5Gdw/net5uTZvXHVy/dkd+DQOqPU+XBpPu2XXq2rfbIl+4kXKysGFORo+uQU/1bP7Pkk6PAgAAQKWls1gsZY9S1R0+fLhjx44iMmbMmDVr1qhOBzVUbPKxbafmnr2xxWTOtTnA0yWgW9AzXZtONxqcVScLoCLEpRw/fX3zlcTfU7Ovp2bFOhs9PVzq+7g1a+E/pKlvX/5TAAAAUM0YVScAQHJM6T8cfSri0kqLxVzEsJTMqz+feHZ/9KLhYR83qztQddYAyl1dzzZ1PduozgIAAAAVRK86AaCmS8m8umJ378MXVxTdoLFKzri0OnzI7qj5qhMHAAAAANiTcdKkSWWPsmzZMtWFAFVSWnbcJ7t63Mq4WKK7zBbTLyefN1lye7eouYt2p2fHn4n9Ljb5aErWtYzsm84OXh4uAXXcW7SsN6yWa2PV2QEAAABAidln/dGqvqgN69FAiTxz9qe7+15K3Fe623WiG33X+lb1/6q6jooWc3PX9tMvX7y5y2wx2RxQr1b7e5rPDg14iCWWAQAAAFQhzHUClNkdNb/UDRoRsYjl28MTM3ISVNdRcdKy49aED1u+u9eF+N8Ka9CIyPVbEV8fGLl0R9cbqadUpwwAAAAAxWX89NNPi7g8YcIEEendu/cjjzyiOlWgWknPvrH37DtlDJKVe2vXmTcGtnlXdTUVITb52Jr9w29lxBRz/JWkA0t3dH2w06qW9Yarzh0AAAAA7sw4fvz4Ii5rPZoWLVoUPQxASYWffz87L7XscX6PXtyrxRwXR2/VBZWvuJTjy3bdXdJPLDsv9avfH/zbXRtC6g1TXQEAAAAA3AFznQA1Tl5db5c4eebsqLgfVVdTvtKz49eEDy9dS8tsMa07OC4u5YTqIgAAAADgDujRAAokpJ29mXbGXtFOX9+suqDy9cOxJ5MyLpT69uy81HUHxxVza3MAAAAAUIUeDaDAjdST9oyWYs9olc3VpIMnrqwtY5DY5KNHL69WXQoAAAAAFIUeDaBAatZ1O0ZLybqmuqBytPPMaxaxlD3OjjOvqS4FAAAAAIpCjwZQIDMn0Y7RsnOTi9iIukrLMaWfu/GLXUIlpJ2NSzmuuiAAAAAAKBQ9GkABV8c6dozm7FhbrzOorqlcnIv7JdeUaa9o1X7hHgAAAABVGj0aQAEP53p2jObpXF91QeXFvgv3sLsTAAAAgMqMHg2ggL9XWztGq2vXaJWKfRfuSa3WC/cAAAAAqOro0QAK1HJtbMc2Tct6w1UXVF4ycxLsGC0j+6bqggAAAACgUPRoADVa1X/QLnEcDK7N6g5UXU15cXH0sWM0Vyd7LgMEAAAAAPZlHD9+/B0H/fbbb0UPW7lypepCUHml5Jm2JCYdT8+4kp2dkJtX28EY4OjY0s3lPm9vHwej6uyU6Rr0ZPj598u+wVOP4JlORk/V1ZQX+y6141F9F+4BAAAAUA0YP/vsszsOioqKioqKKmIAPRrYdCAl7ZWLl7Ym3coxWwpeNeh0vWt5zmnUsE8tL9WZKuDiUPue5rN/PvFsWYK4Ofnd3bxMESo5P8/WdoxW17ON6oIAAAAAoFDMdUK5uJmbO/Lkma6Hj/6QkGSzQSMiJotlW1Jy3yMn7jt26nJ2tuqUFegePCO47gARsZTqdr3OOKLTmmr8Eo2IBPv9xcHgaq9o1XjhHgAAAADVgPHLL79UnQOqm5PpGcNOREZnZt1hnEVEJyLyU2JSl0PHNrQO6ebpoTr3CqXXGUZ1/mrpzm7xqadLcft9bRcE+fVTXUT50lbbOXVtQ9lD1XFv4ecZqrogAAAAACiUcfTo0apzQLVyMj2jR8Sx5DzTnYfq/ncYm5PT58iJX9uF3u1Vnd8KKcjZodake3Z/+ftDMTd3Fv8uo95pWPsl7QPHq06/IvRuMTfy+kaLxVzGOH1CXlRdCgAAAAAUhblOsKebubnDTkQWq0FTQLbZ/ODJ0xezatykJ1fHOuN7bO3Z/Dmj3un284VNgKrr2WZizx01pEEjIvVqtW/b4G9lDFK/Voc2DehHAwAAAKjU6NHAnqafjb7zFKfC3cjJHX/6rOoiFDDoHfqHznv6L6fbB463ri+jKzCsrmebBzp++kTfIw29u6pOuULd1/Z9b7egUt/u7OD1UKfVOh3/uQMAAABQqdXcnY9hd3+kpq29cbOMQXbcSv4+IXGIj7fqahSo5dr4gY6fDmu/5EL8b5cTw1Myr6ZlxzoY3Dxd6nu7BTWve19tt6aqc1TD1dFnbLfNn+zsnpWbXNJ79TrDiE5f+Hq0VF0EAAAAANwBPRrYzSsxl0u3P1E+L8dcrpk9Go1R79Ss7sBmdQeqTqRy8fNo9Vjv39eED7+Zdqb4dzkZPR/qvLq5/32q0wcAAACAO+Plf9hHSp5pa9Itu4Q6lJoWU/NWpcEd1XFvMbnXntCAh3Q25oHZ0Mjn7sf7/BHiP1R14gAAAABQLPRoYB9bEpOyzWXdecdq080E1QWhMnJ1rDO6yzeTe+0LrjtAr7P9GqBOdA1qdxnTdeOke3bXcW+uOmUAAAAAKC7mOsE+jqWn2zVahuqCUHk19O76SPctmTmJUXE/Xrt1OC0rNj0n3tno5ekSUMcjJMR/qKdLA9U5AgAAAECJ0aOBfVzPybVjtGvZOaoLQmXn4ujdruG4dg3HqU4EAAAAAOyDuU6wj5u59uzRxNs1GgAAAAAAlR89GtiHt9Ge72T5OPCGFwAAAACgZuE3YZRSbE5OTFZ2XE5ujsVcz9HRRW/Pfl99R0fV9QEAAAAAUKHo0aBkYrKyV1yP25SQeCzNnosE5xPq5qq6UAAAAAAAKhQ9GhRXYm7eaxcvf3QtttA9ti0iOvs8a5iPt+pyAQAAAACoUPRoUCzH0tKHnYi8mJVd1CA7NWhC3Vybu7qorhgAAAAAgApFjwZ39mvSrb+eOJ1mMpXgHouIlLJrM7dRQ9UVAwAAAABQ0djXCXdwOiNzxMkzJWvQiIhORPf/nZqS6OThPsqvjuqiAQAAAACoaPRoUJQss3n4ichbeXkV8zhPo+GzkGZ2mjIFAAAAAEBVQo8GRfnw6vWojEyR0rwRI1KyuU4Gne6Lli1asaMTAAAAAKBGokeDQiXnmd64eOW/P5Tzyy0eBsP60JDBPrVVFw0AAAAAgBqsGYxCfZeQmFQhs5w6e7ivDGnGGzQAAAAAgJqMHg0KtfFmgn0CWQp9DSfUzfWFRg1H+tVhDRoAAAAAQA1HjwaF2nUrxT6BdCIiI/zqpJtMcTm5dRyM9RwdW7u5DvXxbu7qorpKAAAAAAAqBXo0sC3bbL6Zm2vHgE8F1Lvby1N1WQAAAAAAVFKsGQzb4nJyS7eVU2GuZeeorgkAAAAAgMqLHg1sM+rsvESMg541ZwAAAAAAKBQ9GthW19HBYNc2TYCjk+qaAAAAAACovKr2ejRpaWnnzp2LiopKTU2tV69e165dvb29VSdVTRh0ugZOjhezsu0VMNDZUXVNAAAAAABUXlW1R7N37945c+bs3Lnz9pM6nW7w4MGvvfZau3btVCdYHfSvXeuT63F2CRXm7ubvSI8GAAAAAIBCVcm5Tp9//nmvXr3yNWhExGKxfP/99126dFmzZo3qHKuD4XV87BVqWB3ebwIAAAAAoChVr0dz/PjxyZMnm0wmEenbt+/27dtv3Lhx/fr1H374oVu3biKSk5Mzfvz48PBw1ZlWef29awW7OJc9jpNeP9G/rupqAAAAAACo1Kpej+b111/PyckRkbFjx27durVPnz6+vr7+/v733Xffnj17xo8fLyJ5eXkzZ85UnWmV56DTvdakUdnjTA+o18iZBYMBAAAAAChKFevRZGdnb9q0SUScnZ3nz5+v1/8pf71ev2jRIj8/PxHZv39/TEyM6nyrvJF+dfp71/rvD5bSRGjs7DSnUQPVdQAAAAAAUNlVsR5NREREVlaWiPTo0SMgIKDgAHd39x49emjHp06dUp1vlacT+apVi+auLv/9oYTcDYZNrVvWNlbVpakBAAAAAKgwVaxHc+XKFe0gNDS0sDH+/v7aQV5enup8q4PaRuMPbVr9t01TErWMxm9bh7R1d1NdAQAAAAAAVUAVe8EhLCxs1apVItKhQ4fCxkRERGgHISEhqvOtJoJdnPd3aDv61JlfEm8V85YWri6bWrdsUfLODgAAAAAANVMV69EEBwcHBwcXMWDHjh379+/XRgYFBanOt9LJNJt/Tbq16Wbi4dS02JzcuJyc2g5Gf0fHlq4uQ3y8h/h4+zjY/krUNhq3tA395sbNf124eD4zq4hHeDsY/xXYYHpAPSd9FXtLCwAAAAAAhapYj6ZoJ0+eHDFihHb8wgsvGAwGm8OmTp36xx9/3H4mIyNDde7lLtNs/uDKtXmXrt768xSwhNy8hNy8k+kZ6+ITHHS6yfX9X2zUsK6jQ8EIOpGRfnXur+OzNenWppsJPyfdupKVbf7/q74ODr1qeQ6v4zPUx9vLaLhzQgAAAAAA4DbVpEeTm5u7ePHi2bNnaysKT5gwYdy4cYUNjoqKOnTokOqUK9TvKakjTp65nJ1d9LBci+Wjq9c/j72xuFnTv/v72RzjqNcN9qk92Ke2iORZLDdycnMtFn9HB96aAQAAAACgLCpXj+bMmTMXLlwoeL5Pnz5OTk42b7FYLN9///2zzz575swZ7cyECROWLl2qp2Xw/768ET/x9Lkss7mY49NMpkdOnz2RnjGvaWN9kXs5GXW6+k6OZUwvNeva2bifb2XEpGRezTNnuzvX9XRu0MinR/3anXSl2EoKAAAAAICqqXL1aD799NP58+cXPH/9+nXrbk23O3/+/GOPPbZt2zbtR39//yVLlgwfPrzop1jHWx0+fLhjx46qqy8XWxKTHo48a7JYSnrj25evOup1rzVpVE6JWSzmY1e+3H/+g6tJf1jERnqeLgFtG4zp2fw5V0efCv7QAAAAAACoeJWrR1N8JpNJm9ykLSXj7u4+a9asWbNmeXh4qE6tEjmZnjHy5JlSNGg0b1y80sbNbZRfHbsndjlx/3dHpl5PPnL7SYv86bWZlMyre86+fTDmk94hL3QPnsE7NdVPVm7yuRu/xKdGpmXFZuYmujvVdXeuV79WhyZ1ehv0ZX0/CwAAAACqHJ2ltL/AK5SdnX3//fdv2bJFRPR6/bRp01544QU/P79SB7S+RzNmzJg1a9aors9ueh85sfNWclki1HFwOHdXR/uuAXzk0uebIqbkmbOLf0vrgBEPdFzpYHAtpw8KFezCzR27ouZdiP/NZM4peNXJ6Nmy/vBeLebWcW+uOlMAAAAAqDhVb9EWk8k0duxYrUETGhq6f//+RYsWlaVBU119n5BYxgaNiNzMzX3r8hU7ZhV+/oP1hx4pUYNGRE5c/Wbl3v4lvQuV0K2Mi6vCB6/Y3edc3M82GzQikp2XcuTSqg+3tf7u6BM5pnTVKQMAAABABal6PZp58+atX79eRPr16xceHt65c2fVGVVSC65cs0ucxVev55jt87LV2bgtW47PLN29lxL2bo54zF4fDpS4lLjv4x13RcX+WJzBJnPugeiPlu3qmZx5WXXiAAAAAFARqliPJjs7e9GiRSISEBCwbt06Vp8pTGJu3q5bKSIiZe6uJOeZfivz+zgikpmT+M3BsWaLqdQRIi59dvRy9ZmJVtNciP/t091907LjSnTX9VsRH+/oSpsGAAAAQE1QxXo069evj4uLE5Hp06d7eXmpTqfy+iXpVp620pA9Vtr9MTGx7EF2Rb2ZmVPWOL+emsOMp6ooMf38VwdGlO7PLjXr2hf77881ZaguAgAAAADKVxXb1yk8PFw7WLNmjbYkTRGWLVsWHBysOmU1zmdmVapo6dnx+6M/LHsmtzIuHr64okuTqXasDuXNIpZv/hiTkZNQ6gjXbh3eenL2fW3fV10KAAAAAJSjKtajiY6O1g5OnDhxx8FpaWmq81UmNien7EGsrmaXNdqZ2O/zTPZpG524+g09mqrl5NVvriQdKGOQAxeWdA160tuthnZdAQAAANQEVWyuk7VHg6Klm0q/7IutaOYyRjh9fZO9krl4c3fZ50yhIm2PfLnsQUzmnB2nX1ddCgAAAACUoyrWo4mMjLQUW1hYmOp8lanr6GjHaP6ODmWMcD35iL2SMVvy4lLu/BYVKom4lBPxqZF2CRV5faPJnKu6IAAAAAAoL1WsR4Niqu9kzx5NQNmiWcSSlhVrx3xSs+yzrTgqgB1focrKvRVzc6fqggAAAACgvNCjqZ66edpzV/LuXp5luT07N8W+mzGlZd+wYzSUq9jko3aMZscXsgAAAACgsqFHUz119HAv48svtxvq412W2x2N7nqdPVendnGobcdoKFcpdn3piVeoAAAAAFRjVWxfJxSTTmS0n++7l6+WPVR3L4/Gzk5liaDXGdyd66Zk2iEZjadLfXuFsqO8TLkVJbeiJDtJclLEnCcO7uLoKR6BUjtEXP1V56dIRna8HaOl8woVAAAAgOqLHk219VxgwCfXY1PyyrrB0+tNGpU9mTruIfbq0ehEV8c9xC6h7CUnWS5vl5tHxPLn/a9y0yUjTm6dlcvbxLWuNPyL1G6hOtcK52zXl57sGw0AAAAAKhXmOlVbvg4OswMblDHIsDrevWt5lT2ZkHpD7VVX/dodPV0C7BWt7K7vlSPvS/zh/A2afDLi5MxqiVwpuemqM65Y9n3pqVL90QMAAACAfdGjqc7+2bBBWZaSCXJx/rRFM7tk0rLecJ3OPl+2lvXut0ucsrOY5PwGubhFir8fdPJ5ObFEMuy5yVVlZ9+Xnnw9WqouCAAAAADKCz2a6kyvkzWtmnfwcC/FvXUcHDa1buntYJ/ZcLVcG7dt8Leyx3FxqN2lyVT7fkqldv5biY8o8V3Zt+TUCslKVJ19RbHjK1QOBpcgv36qCwIAAACA8kKPpprzMBh2hbV+wNdHRMRS3Lvaursd6Ng21M3Vjpn0a/WaUV+mtYdF5J4W/3JxLNMmU/ZybZfcLO2m0nmZEvWFmOy5HXnl1aD2XR7O9pnuFOzX39HgprogAAAAACgv9GiqPzeDYV1oyOJmTf2cHIoaZxERcdbrn20YsLd9mybOzvZNo5Zr44Ft3i1LhMZ17ukW9FR5f1zFkXVTLm8vU4SMOLm6U3UZFUKn0/ds/pwd4ojunhazVVcDAAAAAOWIHk2NoBOZFlDv3F0d32jaqL277TcRGrs4PdOg/pkuHd4KauxuMJRHGnc1faJzk8dLd28t10aju3xj0DtW2IdWhEu/iqWs+2VJbLhkJ6uupEJ0aTLV2y2ojEFCAx5qUPsu1aUAAAAAQDli7+0axMNgmB3YYHZgg0tZ2UfS0q9kZ9/Iza1tNNZ3cmzh4tLWvSJmkQxp96Gzg9fuqPklusvfq+3YrpvcnPzUfHB/lp0kiafsEMecJ3G/S2B/1fWUP4Pe4cGOn63Y09dkzildBE+XBve1fV91HQAAAABQvujR1ESBzk6BzmVdGqZ09DpD/9B5fh6tfjw+IzPnzgvn6nT6sIZ/HxL2YeVZiCTxVAlW9rlDqJM1okcjIoE+PYa3X7rh0PhS3Gs0OP/trvUezvVUFwEAAAAA5Yu5TlAgLPDvM/qfu7vZs05Gz8LG6HT64LoDHu/9xwMdP608DRoRSYqyW6isRMm6qbqeitI+8JERndYYDSVb58jVsc4j3bc0qN1FdfoAAAAAUO54jwZquDjUHtD6rX6tXrsQ/1tU3E9J6dGp2ddz8zI8XOp7OgcE+vQIqTfM3amu6jRtyEqwczTnOqpLqihtG46p5dpo/aHxiennijO+cZ1eD3Va5eXSUHXiAAAAAFAR6NFAJYPeMbjugOC6A1QnUmwWyU2zZ7ycVNUVVaxAnx5P9Tt1MObjXVHzUjKvFjasnldY31avhPgPVZ0vAAAAAFQcejRACZjz7LCj0+1M2apLqnAGvcNdTad3afrE1aQ/zlz/Lj7tdGrW9cycRDcnXy+Xhv5eYa3q3+/tFqw6TQAAAACoaPRogBLQO4jByZ6NFQd31SUpohNdg9pdWGgGAAAAAKxYMxgoGUfPsscor2gAAAAAgKqLHg1QMm4BdgulM4irv+p6AAAAAACVAz0aoGS8Q+wWyrORGF1U1wMAAAAAqBzo0QAl49VMjM72CeXTRnUxAAAAAIBKgx4NUDIGR6nf0w5xnL3Ft73qYgAAAAAAlQY9GqDE/LuJk1dZgwT2F51BdSUAAAAAgEqDHg1QYnoHafY30TuUPoL/XeIdqroMAAAAAEBlQo8GKA33AAn6q+hK9f9AtYKl0X2qCwAAAAAAVDJG1QkAVZVPGzG6yNm1kpdZgrv8OkmTIaVs7gAAAAAAqjF+UwRKzytYWj8utZoXa7CjpwQ/KE2HswwNAAAAAMAG3qMBysTZW0IelpQLcj1cks+JOdfGGFd/qdNO/O8q0xI2AAAAAIDqjR4NYAeeTcSziZhzJSVGshIlN1VMOeLoKY4e4hEoTrVV5wcAAAAAqPTo0QB2o3eQWs1UJwEAAAAAqJro0aCyyMuUvHQxOIuDm4hOdTYAAAAAAFQsejRQKStREk9K0mlJvybmvP+e1OnF2Vtqh0jtlu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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 3.5.0 (2018-04-23)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 16.04.4 LTS
##
## Matrix products: default
## BLAS: /home/biocbuild/bbs-3.7-bioc/R/lib/libRblas.so
## LAPACK: /home/biocbuild/bbs-3.7-bioc/R/lib/libRlapack.so
##
## locale:
## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
## [3] LC_TIME=en_US.UTF-8 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] parallel stats4 stats graphics grDevices utils datasets
## [8] methods base
##
## other attached packages:
## [1] InTAD_1.0.0 SummarizedExperiment_1.10.0
## [3] DelayedArray_0.6.0 BiocParallel_1.14.0
## [5] matrixStats_0.53.1 Biobase_2.40.0
## [7] MultiAssayExperiment_1.6.0 GenomicRanges_1.32.0
## [9] GenomeInfoDb_1.16.0 IRanges_2.14.0
## [11] S4Vectors_0.18.0 BiocGenerics_0.26.0
## [13] BiocStyle_2.8.0
##
## loaded via a namespace (and not attached):
## [1] qvalue_2.12.0 xfun_0.1
## [3] purrr_0.2.4 reshape2_1.4.3
## [5] splines_3.5.0 lattice_0.20-35
## [7] colorspace_1.3-2 htmltools_0.3.6
## [9] rtracklayer_1.40.0 yaml_2.1.18
## [11] XML_3.98-1.11 rlang_0.2.0
## [13] pillar_1.2.2 ggpubr_0.1.6
## [15] glue_1.2.0 bindrcpp_0.2.2
## [17] GenomeInfoDbData_1.1.0 plyr_1.8.4
## [19] bindr_0.1.1 stringr_1.3.0
## [21] zlibbioc_1.26.0 Biostrings_2.48.0
## [23] munsell_0.4.3 gtable_0.2.0
## [25] evaluate_0.10.1 labeling_0.3
## [27] knitr_1.20 Rcpp_0.12.16
## [29] backports_1.1.2 scales_0.5.0
## [31] XVector_0.20.0 Rsamtools_1.32.0
## [33] ggplot2_2.2.1 digest_0.6.15
## [35] stringi_1.1.7 bookdown_0.7
## [37] dplyr_0.7.4 grid_3.5.0
## [39] rprojroot_1.3-2 tools_3.5.0
## [41] bitops_1.0-6 magrittr_1.5
## [43] RCurl_1.95-4.10 lazyeval_0.2.1
## [45] tibble_1.4.2 tidyr_0.8.0
## [47] pkgconfig_2.0.1 Matrix_1.2-14
## [49] assertthat_0.2.0 rmarkdown_1.9
## [51] R6_2.2.2 mclust_5.4
## [53] GenomicAlignments_1.16.0 compiler_3.5.0
References
Dali, R. and Blanchette, M., 2017. A critical assessment of topologically
associating domain prediction tools. Nucleic acids research, 45(6),
pp.2994-3005.
Dixon, J.R., Selvaraj, S., Yue, F., Kim, A., Li, Y., Shen, Y., Hu, M.,
Liu, J.S. and Ren, B., 2012. Topological domains in mammalian genomes
identified by analysis of chromatin interactions. Nature, 485(7398),
p.376.
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.
Nature, 530(7588),
p.57.
Waszak, S.M., Delaneau, O., Gschwind, A.R., Kilpinen, H., Raghav, S.K.,
Witwicki, R.M., Orioli, A., Wiederkehr, M., Panousis, N.I., Yurovsky, A.
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