R/modelling_FBN.R
reconstructTimeseries.Rd
This method is used to reconstruct time series data
reconstructTimeseries(
fbnnetwork,
initialStates,
type = c("synchronous", "asynchronous"),
maxTimepoints = 100,
useParallel = FALSE
)
An object of FBN network
A list of initial states
Specify the type of the Fundamental Boolean model (synchronous or asynchronous)
The max time points that are going to be constructed
Optional, if TRUE then use parallelisation
A list object that contains reconstructed time series and FBN network
require(BoolNet)
data('ExampleNetwork')
initialStates <- generateAllCombinationBinary(ExampleNetwork$genes)
trainingseries <- genereateBoolNetTimeseries(ExampleNetwork,
initialStates,
43,
type='synchronous')
cube <- constructFBNCube(target_genes = ExampleNetwork$genes,
conditional_genes = ExampleNetwork$genes,
timeseriesCube = trainingseries,
maxK = 4,
temporal = 1,
useParallel = FALSE)
network <- mineFBNNetwork(cube)
result <- reconstructTimeseries(fbnnetwork = network,
initialStates = initialStates,
type = 'synchronous',
maxTimepoints = 43)
result
#> [[1]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> [[2]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1
#>
#> [[3]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> [[4]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1
#>
#> [[5]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene5 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> [[6]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 0 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1
#> Gene5 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0
#> Gene5 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1
#>
#> [[7]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene5 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> [[8]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1
#> Gene5 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1
#> Gene5 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1
#>
#> [[9]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> [[10]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1
#>
#> [[11]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> [[12]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1
#>
#> [[13]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene5 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> [[14]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1
#> Gene5 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0
#> Gene5 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1
#>
#> [[15]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene5 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> [[16]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1
#> Gene5 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1
#> Gene5 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1
#>
#> [[17]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> [[18]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0
#>
#> [[19]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> [[20]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0
#>
#> [[21]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> [[22]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0
#> Gene5 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0
#> Gene5 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0
#>
#> [[23]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene5 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> [[24]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0
#> Gene5 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1
#> Gene5 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0
#>
#> [[25]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> [[26]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1
#>
#> [[27]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> [[28]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0
#> Gene3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene5 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1
#>
#> [[29]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> [[30]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0
#> Gene5 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0
#> Gene5 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1
#>
#> [[31]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene5 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene5 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> [[32]]
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 0 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1
#> Gene5 1 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0
#> 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
#> Gene1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene2 0 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0
#> Gene3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> Gene4 1 0 0 0 1 1 0 0 0 1 1 0 0 0 1 1
#> Gene5 1 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1
#>
#> attr(,"class")
#> [1] "FBNTimeSeries"