Examples to build region-level connectivity network

Vignette Info

This vignette provides you a simple example to construct region-level connectivity network. In example below, when the programming is running, the progress bar will be generated.

require(brainKCCA)
#> Loading required package: brainKCCA
require(oro.nifti)
#> Loading required package: oro.nifti
#> oro.nifti 0.11.4
# write data into temp file. The generated NIfTI
# provide you a general structure of fMRI data.
filePath <- tempdir()
# the nii.gz fMRI imaging file is created (toy example)
oro.nifti::writeNIfTI(brainKCCA::input_img, paste(filePath, "/",  "temp", sep=""))
#> [1] "/tmp/RtmpWKfa6p/temp.nii.gz"
#read fMRI data
testcase1 <- nii2RData(niiFile1 = "temp", resolution = "3mm", imgPath = filePath)
#> Reading nii files...this progress may take a long time... 
#>   |                                                                              |                                                                      |   0%  |                                                                              |=                                                                     |   1%  |                                                                              |=                                                                     |   2%  |                                                                              |==                                                                    |   3%  |                                                                              |===                                                                   |   4%  |                                                                              |====                                                                  |   5%  |                                                                              |====                                                                  |   6%  |                                                                              |=====                                                                 |   7%  |                                                                              |=====                                                                 |   8%  |                                                                              |======                                                                |   9%  |                                                                              |=======                                                               |   9%  |                                                                              |=======                                                               |  10%  |                                                                              |========                                                              |  11%  |                                                                              |========                                                              |  12%  |                                                                              |=========                                                             |  13%  |                                                                              |==========                                                            |  14%  |                                                                              |==========                                                            |  15%  |                                                                              |===========                                                           |  16%  |                                                                              |============                                                          |  17%  |                                                                              |=============                                                         |  18%  |                                                                              |=============                                                         |  19%  |                                                                              |==============                                                        |  20%  |                                                                              |==============                                                        |  21%  |                                                                              |===============                                                       |  22%  |                                                                              |================                                                      |  22%  |                                                                              |================                                                      |  23%  |                                                                              |=================                                                     |  24%  |                                                                              |==================                                                    |  25%  |                                                                              |==================                                                    |  26%  |                                                                              |===================                                                   |  27%  |                                                                              |===================                                                   |  28%  |                                                                              |====================                                                  |  28%  |                                                                              |=====================                                                 |  29%  |                                                                              |=====================                                                 |  30%  |                                                                              |======================                                                |  31%  |                                                                              |======================                                                |  32%  |                                                                              |=======================                                               |  33%  |                                                                              |========================                                              |  34%  |                                                                              |=========================                                             |  35%  |                                                                              |=========================                                             |  36%  |                                                                              |==========================                                            |  37%  |                                                                              |===========================                                           |  38%  |                                                                              |===========================                                           |  39%  |                                                                              |============================                                          |  40%  |                                                                              |============================                                          |  41%  |                                                                              |=============================                                         |  41%  |                                                                              |==============================                                        |  42%  |                                                                              |==============================                                        |  43%  |                                                                              |===============================                                       |  44%  |                                                                              |===============================                                       |  45%  |                                                                              |================================                                      |  46%  |                                                                              |=================================                                     |  47%  |                                                                              |==================================                                    |  48%  |                                                                              |==================================                                    |  49%  |                                                                              |===================================                                   |  50%  |                                                                              |====================================                                  |  51%  |                                                                              |====================================                                  |  52%  |                                                                              |=====================================                                 |  53%  |                                                                              |======================================                                |  54%  |                                                                              |=======================================                               |  55%  |                                                                              |=======================================                               |  56%  |                                                                              |========================================                              |  57%  |                                                                              |========================================                              |  58%  |                                                                              |=========================================                             |  59%  |                                                                              |==========================================                            |  59%  |                                                                              |==========================================                            |  60%  |                                                                              |===========================================                           |  61%  |                                                                              |===========================================                           |  62%  |                                                                              |============================================                          |  63%  |                                                                              |=============================================                         |  64%  |                                                                              |=============================================                         |  65%  |                                                                              |==============================================                        |  66%  |                                                                              |===============================================                       |  67%  |                                                                              |================================================                      |  68%  |                                                                              |================================================                      |  69%  |                                                                              |=================================================                     |  70%  |                                                                              |=================================================                     |  71%  |                                                                              |==================================================                    |  72%  |                                                                              |===================================================                   |  72%  |                                                                              |===================================================                   |  73%  |                                                                              |====================================================                  |  74%  |                                                                              |====================================================                  |  75%  |                                                                              |=====================================================                 |  76%  |                                                                              |======================================================                |  77%  |                                                                              |======================================================                |  78%  |                                                                              |=======================================================               |  78%  |                                                                              |========================================================              |  79%  |                                                                              |========================================================              |  80%  |                                                                              |=========================================================             |  81%  |                                                                              |=========================================================             |  82%  |                                                                              |==========================================================            |  83%  |                                                                              |===========================================================           |  84%  |                                                                              |============================================================          |  85%  |                                                                              |============================================================          |  86%  |                                                                              |=============================================================         |  87%  |                                                                              |==============================================================        |  88%  |                                                                              |==============================================================        |  89%  |                                                                              |===============================================================       |  90%  |                                                                              |===============================================================       |  91%  |                                                                              |================================================================      |  91%  |                                                                              |=================================================================     |  92%  |                                                                              |=================================================================     |  93%  |                                                                              |==================================================================    |  94%  |                                                                              |==================================================================    |  95%  |                                                                              |===================================================================   |  96%  |                                                                              |====================================================================  |  97%  |                                                                              |===================================================================== |  98%  |                                                                              |===================================================================== |  99%  |                                                                              |======================================================================| 100%
#>  reading data  1 
#>   |                                                                              |                                                                      |   0%  |                                                                              |==============                                                        |  20%  |                                                                              |============================                                          |  40%  |                                                                              |==========================================                            |  60%  |                                                                              |========================================================              |  80%  |                                                                              |======================================================================| 100%
#>  Completed...
result1<-permkCCA_multipleRegion(imageDat = testcase1, region = c(1,5,10))
#> 
#>  Checking data format... 
#> 
#>  processed image data detected, do not need to read nii data again... 
#> Calculating KCC... 
#>   |                                                                              |                                                                      |   0%  |                                                                              |=                                                                     |   2%  |                                                                              |===                                                                   |   4%  |                                                                              |====                                                                  |   6%  |                                                                              |======                                                                |   8%  |                                                                              |=======                                                               |  10%  |                                                                              |========                                                              |  12%  |                                                                              |==========                                                            |  14%  |                                                                              |===========                                                           |  16%  |                                                                              |=============                                                         |  18%  |                                                                              |==============                                                        |  20%  |                                                                              |===============                                                       |  22%  |                                                                              |=================                                                     |  24%  |                                                                              |==================                                                    |  26%  |                                                                              |====================                                                  |  28%  |                                                                              |=====================                                                 |  30%  |                                                                              |======================                                                |  32%  |                                                                              |========================                                              |  34%  |                                                                              |=========================                                             |  36%  |                                                                              |===========================                                           |  38%  |                                                                              |============================                                          |  40%  |                                                                              |=============================                                         |  42%  |                                                                              |===============================                                       |  44%  |                                                                              |================================                                      |  46%  |                                                                              |==================================                                    |  48%  |                                                                              |===================================                                   |  50%  |                                                                              |====================================                                  |  52%  |                                                                              |======================================                                |  54%  |                                                                              |=======================================                               |  56%  |                                                                              |=========================================                             |  58%  |                                                                              |==========================================                            |  60%  |                                                                              |===========================================                           |  62%  |                                                                              |=============================================                         |  64%  |                                                                              |==============================================                        |  66%  |                                                                              |================================================                      |  68%  |                                                                              |=================================================                     |  70%  |                                                                              |==================================================                    |  72%  |                                                                              |====================================================                  |  74%  |                                                                              |=====================================================                 |  76%  |                                                                              |=======================================================               |  78%  |                                                                              |========================================================              |  80%  |                                                                              |=========================================================             |  82%  |                                                                              |===========================================================           |  84%  |                                                                              |============================================================          |  86%  |                                                                              |==============================================================        |  88%  |                                                                              |===============================================================       |  90%  |                                                                              |================================================================      |  92%  |                                                                              |==================================================================    |  94%  |                                                                              |===================================================================   |  96%  |                                                                              |===================================================================== |  98%  |                                                                              |======================================================================| 100%
#>   |                                                                              |                                                                      |   0%  |                                                                              |=                                                                     |   2%  |                                                                              |===                                                                   |   4%  |                                                                              |====                                                                  |   6%  |                                                                              |======                                                                |   8%  |                                                                              |=======                                                               |  10%  |                                                                              |========                                                              |  12%  |                                                                              |==========                                                            |  14%  |                                                                              |===========                                                           |  16%  |                                                                              |=============                                                         |  18%  |                                                                              |==============                                                        |  20%  |                                                                              |===============                                                       |  22%  |                                                                              |=================                                                     |  24%  |                                                                              |==================                                                    |  26%  |                                                                              |====================                                                  |  28%  |                                                                              |=====================                                                 |  30%  |                                                                              |======================                                                |  32%  |                                                                              |========================                                              |  34%  |                                                                              |=========================                                             |  36%  |                                                                              |===========================                                           |  38%  |                                                                              |============================                                          |  40%  |                                                                              |=============================                                         |  42%  |                                                                              |===============================                                       |  44%  |                                                                              |================================                                      |  46%  |                                                                              |==================================                                    |  48%  |                                                                              |===================================                                   |  50%  |                                                                              |====================================                                  |  52%  |                                                                              |======================================                                |  54%  |                                                                              |=======================================                               |  56%  |                                                                              |=========================================                             |  58%  |                                                                              |==========================================                            |  60%  |                                                                              |===========================================                           |  62%  |                                                                              |=============================================                         |  64%  |                                                                              |==============================================                        |  66%  |                                                                              |================================================                      |  68%  |                                                                              |=================================================                     |  70%  |                                                                              |==================================================                    |  72%  |                                                                              |====================================================                  |  74%  |                                                                              |=====================================================                 |  76%  |                                                                              |=======================================================               |  78%  |                                                                              |========================================================              |  80%  |                                                                              |=========================================================             |  82%  |                                                                              |===========================================================           |  84%  |                                                                              |============================================================          |  86%  |                                                                              |==============================================================        |  88%  |                                                                              |===============================================================       |  90%  |                                                                              |================================================================      |  92%  |                                                                              |==================================================================    |  94%  |                                                                              |===================================================================   |  96%  |                                                                              |===================================================================== |  98%  |                                                                              |======================================================================| 100%
#>   |                                                                              |                                                                      |   0%  |                                                                              |=                                                                     |   2%  |                                                                              |===                                                                   |   4%  |                                                                              |====                                                                  |   6%  |                                                                              |======                                                                |   8%  |                                                                              |=======                                                               |  10%  |                                                                              |========                                                              |  12%  |                                                                              |==========                                                            |  14%  |                                                                              |===========                                                           |  16%  |                                                                              |=============                                                         |  18%  |                                                                              |==============                                                        |  20%  |                                                                              |===============                                                       |  22%  |                                                                              |=================                                                     |  24%  |                                                                              |==================                                                    |  26%  |                                                                              |====================                                                  |  28%  |                                                                              |=====================                                                 |  30%  |                                                                              |======================                                                |  32%  |                                                                              |========================                                              |  34%  |                                                                              |=========================                                             |  36%  |                                                                              |===========================                                           |  38%  |                                                                              |============================                                          |  40%  |                                                                              |=============================                                         |  42%  |                                                                              |===============================                                       |  44%  |                                                                              |================================                                      |  46%  |                                                                              |==================================                                    |  48%  |                                                                              |===================================                                   |  50%  |                                                                              |====================================                                  |  52%  |                                                                              |======================================                                |  54%  |                                                                              |=======================================                               |  56%  |                                                                              |=========================================                             |  58%  |                                                                              |==========================================                            |  60%  |                                                                              |===========================================                           |  62%  |                                                                              |=============================================                         |  64%  |                                                                              |==============================================                        |  66%  |                                                                              |================================================                      |  68%  |                                                                              |=================================================                     |  70%  |                                                                              |==================================================                    |  72%  |                                                                              |====================================================                  |  74%  |                                                                              |=====================================================                 |  76%  |                                                                              |=======================================================               |  78%  |                                                                              |========================================================              |  80%  |                                                                              |=========================================================             |  82%  |                                                                              |===========================================================           |  84%  |                                                                              |============================================================          |  86%  |                                                                              |==============================================================        |  88%  |                                                                              |===============================================================       |  90%  |                                                                              |================================================================      |  92%  |                                                                              |==================================================================    |  94%  |                                                                              |===================================================================   |  96%  |                                                                              |===================================================================== |  98%  |                                                                              |======================================================================| 100%
summary_kcca(result1)
#> 
#>  summary of kcca object  1  generated by 'permkCCA_multipleRegion' function:
index1 index2 region1 region2 pvalue
1 5 PreCG.L ORBsup.L 0
1 10 PreCG.L ORBmid.R 0.5133
5 10 ORBsup.L ORBmid.R 0.495