Last modified: NA
Compiled: 2021-11-11 23:01:39

1 Fetch Bioimage Datasets from ExperimentHub

The BioImageDbs package provides the metadata for bioimage datasets, which is preprocessed as array format and saved in ExperimentHub.

2 ExperimentHub package

First we load/update the ExperimentHub resource.

library(ExperimentHub)
eh <- ExperimentHub()

3 Simaple query

We can retrieve only the BioImageDbs tibble files as follows.

qr <- query(eh, c("BioImageDbs"))
qr
## ExperimentHub with 73 records
## # snapshotDate(): 2021-10-19
## # $dataprovider: Satoshi Kume <satoshi.kume.1984@gmail.com>, CELL TRACKING C...
## # $species: Mus musculus, Homo sapiens, Rattus norvegicus, Drosophila melano...
## # $rdataclass: List, magick-image
## # additional mcols(): taxonomyid, genome, description,
## #   coordinate_1_based, maintainer, rdatadateadded, preparerclass, tags,
## #   rdatapath, sourceurl, sourcetype 
## # retrieve records with, e.g., 'object[["EH6874"]]' 
## 
##            title                                                            
##   EH6874 | EM_id0001_Brain_CA1_hippocampus_region_5dTensor.Rds              
##   EH6875 | EM_id0001_Brain_CA1_hippocampus_region_5dTensor_train_dataset.gif
##   EH6876 | EM_id0002_Drosophila_brain_region_5dTensor.Rds                   
##   EH6877 | EM_id0002_Drosophila_brain_region_5dTensor_train_dataset.gif     
##   EH6878 | LM_id0001_DIC_C2DH_HeLa_4dTensor.Rds                             
##   ...      ...                                                              
##   EH6942 | EM_id0009_MurineBMMC_All_512_4dTensor_dataset.gif                
##   EH6943 | EM_id0010_HumanBlast_All_512_4dTensor.Rds                        
##   EH6944 | EM_id0010_HumanBlast_All_512_4dTensor_dataset.gif                
##   EH6945 | EM_id0011_HumanJurkat_All_512_4dTensor.Rds                       
##   EH6946 | EM_id0011_HumanJurkat_All_512_4dTensor_dataset.gif

We can use the $ symbol to access metadata such as the id and title.

#Show metadata (e.g. ah_id and title)
qr$ah_id
##  [1] "EH6874" "EH6875" "EH6876" "EH6877" "EH6878" "EH6879" "EH6880" "EH6881"
##  [9] "EH6882" "EH6883" "EH6884" "EH6885" "EH6886" "EH6887" "EH6888" "EH6889"
## [17] "EH6890" "EH6891" "EH6892" "EH6893" "EH6894" "EH6895" "EH6896" "EH6897"
## [25] "EH6898" "EH6899" "EH6900" "EH6901" "EH6902" "EH6903" "EH6904" "EH6905"
## [33] "EH6906" "EH6907" "EH6908" "EH6909" "EH6910" "EH6911" "EH6912" "EH6913"
## [41] "EH6914" "EH6915" "EH6916" "EH6917" "EH6918" "EH6919" "EH6920" "EH6921"
## [49] "EH6922" "EH6923" "EH6924" "EH6925" "EH6926" "EH6927" "EH6928" "EH6929"
## [57] "EH6930" "EH6931" "EH6932" "EH6933" "EH6934" "EH6935" "EH6936" "EH6937"
## [65] "EH6938" "EH6939" "EH6940" "EH6941" "EH6942" "EH6943" "EH6944" "EH6945"
## [73] "EH6946"
qr$title
##  [1] "EM_id0001_Brain_CA1_hippocampus_region_5dTensor.Rds"                                   
##  [2] "EM_id0001_Brain_CA1_hippocampus_region_5dTensor_train_dataset.gif"                     
##  [3] "EM_id0002_Drosophila_brain_region_5dTensor.Rds"                                        
##  [4] "EM_id0002_Drosophila_brain_region_5dTensor_train_dataset.gif"                          
##  [5] "LM_id0001_DIC_C2DH_HeLa_4dTensor.Rds"                                                  
##  [6] "LM_id0001_DIC_C2DH_HeLa_4dTensor_train_dataset.gif"                                    
##  [7] "LM_id0001_DIC_C2DH_HeLa_4dTensor_Binary.Rds"                                           
##  [8] "LM_id0001_DIC_C2DH_HeLa_4dTensor_Binary_train_dataset.gif"                             
##  [9] "LM_id0001_DIC_C2DH_HeLa_5dTensor.Rds"                                                  
## [10] "LM_id0002_PhC_C2DH_U373_4dTensor.Rds"                                                  
## [11] "LM_id0002_PhC_C2DH_U373_4dTensor_train_dataset.gif"                                    
## [12] "LM_id0002_PhC_C2DH_U373_4dTensor_Binary.Rds"                                           
## [13] "LM_id0002_PhC_C2DH_U373_4dTensor_Binary_train_dataset.gif"                             
## [14] "LM_id0002_PhC_C2DH_U373_5dTensor.Rds"                                                  
## [15] "LM_id0003_Fluo_N2DH_GOWT1_4dTensor.Rds"                                                
## [16] "LM_id0003_Fluo_N2DH_GOWT1_4dTensor_train_dataset.gif"                                  
## [17] "LM_id0003_Fluo_N2DH_GOWT1_4dTensor_Binary.Rds"                                         
## [18] "LM_id0003_Fluo_N2DH_GOWT1_4dTensor_Binary_train_dataset.gif"                           
## [19] "LM_id0003_Fluo_N2DH_GOWT1_5dTensor.Rds"                                                
## [20] "EM_id0003_J558L_4dTensor.Rds"                                                          
## [21] "EM_id0003_J558L_4dTensor_train_dataset.gif"                                            
## [22] "EM_id0004_PrHudata_4dTensor.Rds"                                                       
## [23] "EM_id0004_PrHudata_4dTensor_train_dataset.gif"                                         
## [24] "EM_id0005_Mouse_Kidney_2D_All_Mito_512_4dTensor.Rds"                                   
## [25] "EM_id0005_Mouse_Kidney_2D_All_Mito_512_4dTensor_dataset.gif"                           
## [26] "EM_id0005_Mouse_Kidney_2D_All_Mito_1024_4dTensor.Rds"                                  
## [27] "EM_id0005_Mouse_Kidney_2D_All_Mito_1024_4dTensor_dataset.gif"                          
## [28] "EM_id0005_Mouse_Kidney_2D_All_Nuc_1024_4dTensor.Rds"                                   
## [29] "EM_id0005_Mouse_Kidney_2D_All_Nuc_1024_4dTensor_dataset.gif"                           
## [30] "EM_id0005_Mouse_Kidney_2D_WideEM_Mouse_Kidney_Fused_Img_126_190725cut_4dtensor.Rds"    
## [31] "EM_id0006_Rat_Liver_2D_All_Mito_256_4dTensor.Rds"                                      
## [32] "EM_id0006_Rat_Liver_2D_All_Mito_256_4dTensor_dataset.gif"                              
## [33] "EM_id0006_Rat_Liver_2D_All_Mito_512_4dTensor.Rds"                                      
## [34] "EM_id0006_Rat_Liver_2D_All_Mito_512_4dTensor_dataset.gif"                              
## [35] "EM_id0006_Rat_Liver_2D_All_Mito_1024_4dTensor.Rds"                                     
## [36] "EM_id0006_Rat_Liver_2D_All_Mito_1024_4dTensor_dataset.gif"                             
## [37] "EM_id0006_Rat_Liver_2D_All_Nuc_1024_4dTensor.Rds"                                      
## [38] "EM_id0006_Rat_Liver_2D_All_Nuc_1024_4dTensor_dataset.gif"                              
## [39] "EM_id0006_Rat_Liver_2D_WideEM_Rat_Liver_NCMIR_001_160408_1_1185_4dtensor.Rds"          
## [40] "EM_id0006_Rat_Liver_2D_WideEM_Rat_Liver_NCMIR_001_160408_1186_2370_4dtensor.Rds"       
## [41] "EM_id0007_Mouse_Kidney_MultiScale_All_High_Gap_1024_4dTensor.Rds"                      
## [42] "EM_id0007_Mouse_Kidney_MultiScale_All_High_Gap_1024_4dTensor_dataset.gif"              
## [43] "EM_id0007_Mouse_Kidney_MultiScale_All_High_Mito_1024_4dTensor.Rds"                     
## [44] "EM_id0007_Mouse_Kidney_MultiScale_All_High_Mito_1024_4dTensor_dataset.gif"             
## [45] "EM_id0007_Mouse_Kidney_MultiScale_All_High_Nuc_1024_4dTensor.Rds"                      
## [46] "EM_id0007_Mouse_Kidney_MultiScale_All_High_Nuc_1024_4dTensor_dataset.gif"              
## [47] "EM_id0007_Mouse_Kidney_MultiScale_All_Middle_Fibroblast_1024_4dTensor.Rds"             
## [48] "EM_id0007_Mouse_Kidney_MultiScale_All_Middle_Fibroblast_1024_4dTensor_dataset.gif"     
## [49] "EM_id0007_Mouse_Kidney_MultiScale_All_Middle_Podocyte_1024_4dTensor.Rds"               
## [50] "EM_id0007_Mouse_Kidney_MultiScale_All_Middle_Podocyte_1024_4dTensor_dataset.gif"       
## [51] "EM_id0007_Mouse_Kidney_MultiScale_All_Low_Uriniferous_Tubule_1024_4dTensor.Rds"        
## [52] "EM_id0007_Mouse_Kidney_MultiScale_All_Low_Uriniferous_Tubule_1024_4dTensor_dataset.gif"
## [53] "EM_id0007_Mouse_Kidney_MultiScale_All_Low_Glomerulus_1024_4dTensor.Rds"                
## [54] "EM_id0007_Mouse_Kidney_MultiScale_All_Low_Glomerulus_1024_4dTensor_dataset.gif"        
## [55] "EM_id0008_Human_NB4_2D_All_Cel_512_4dTensor.Rds"                                       
## [56] "EM_id0008_Human_NB4_2D_All_Cel_512_4dTensor_dataset.gif"                               
## [57] "EM_id0008_Human_NB4_2D_All_Mito_512_4dTensor.Rds"                                      
## [58] "EM_id0008_Human_NB4_2D_All_Mito_512_4dTensor_dataset.gif"                              
## [59] "EM_id0008_Human_NB4_2D_All_Nuc_crop512_4dTensor.Rds"                                   
## [60] "EM_id0008_Human_NB4_2D_All_Nuc_crop512_4dTensor_dataset.gif"                           
## [61] "EM_id0008_Human_NB4_2D_All_Nuc_512_4dTensor.Rds"                                       
## [62] "EM_id0008_Human_NB4_2D_All_Nuc_512_4dTensor_dataset.gif"                               
## [63] "EM_id0008_Human_NB4_2D_All_Nuc_1024_4dTensor.Rds"                                      
## [64] "EM_id0008_Human_NB4_2D_All_Nuc_1024_4dTensor_dataset.gif"                              
## [65] "EM_id0008_Human_NB4_2D_WideEM_NB4_097_01_4dtensor.Rds"                                 
## [66] "EM_id0008_Human_NB4_2D_WideEM_NB4_097_02_4dtensor.Rds"                                 
## [67] "EM_id0008_Human_NB4_2D_WideEM_NB4_127_4dtensor.Rds"                                    
## [68] "EM_id0009_MurineBMMC_All_512_4dTensor.Rds"                                             
## [69] "EM_id0009_MurineBMMC_All_512_4dTensor_dataset.gif"                                     
## [70] "EM_id0010_HumanBlast_All_512_4dTensor.Rds"                                             
## [71] "EM_id0010_HumanBlast_All_512_4dTensor_dataset.gif"                                     
## [72] "EM_id0011_HumanJurkat_All_512_4dTensor.Rds"                                            
## [73] "EM_id0011_HumanJurkat_All_512_4dTensor_dataset.gif"

4 About datasets

In this section, the query to retrieve each bioimage dataset will be introduced.

4.1 EM_id0001: Mouse brain neurons (5D Array / Tensor)

qr <- query(eh, c("BioImageDbs", "EM_id0001"))

##Show metadata
qr
## ExperimentHub with 2 records
## # snapshotDate(): 2021-10-19
## # $dataprovider: https://www.epfl.ch/labs/cvlab/data/data-em/
## # $species: Mus musculus
## # $rdataclass: magick-image, List
## # additional mcols(): taxonomyid, genome, description,
## #   coordinate_1_based, maintainer, rdatadateadded, preparerclass, tags,
## #   rdatapath, sourceurl, sourcetype 
## # retrieve records with, e.g., 'object[["EH6874"]]' 
## 
##            title                                                            
##   EH6874 | EM_id0001_Brain_CA1_hippocampus_region_5dTensor.Rds              
##   EH6875 | EM_id0001_Brain_CA1_hippocampus_region_5dTensor_train_dataset.gif
##Import data
#Img_Data <- qr[[1]]
gif_Data <- qr[[2]]
## see ?BioImageDbs and browseVignettes('BioImageDbs') for documentation
## loading from cache
#Show animation
library(magick)
## Linking to ImageMagick 6.9.12.3
## Enabled features: cairo, fontconfig, freetype, heic, lcms, pango, raw, rsvg, webp
## Disabled features: fftw, ghostscript, x11
magick::image_read(gif_Data)

4.2 EM_id0002: Drosophila brain neurons (5D Array / Tensor)

qr <- query(eh, c("BioImageDbs", "EM_id0002"))

##Show metadata
qr
## ExperimentHub with 2 records
## # snapshotDate(): 2021-10-19
## # $dataprovider: the ISBI 2012 Challenge dataset (https://academictorrents.c...
## # $species: Drosophila melanogaster
## # $rdataclass: magick-image, List
## # additional mcols(): taxonomyid, genome, description,
## #   coordinate_1_based, maintainer, rdatadateadded, preparerclass, tags,
## #   rdatapath, sourceurl, sourcetype 
## # retrieve records with, e.g., 'object[["EH6876"]]' 
## 
##            title                                                       
##   EH6876 | EM_id0002_Drosophila_brain_region_5dTensor.Rds              
##   EH6877 | EM_id0002_Drosophila_brain_region_5dTensor_train_dataset.gif
##Import data
#Img_Data <- qr[[1]]
gif_Data <- qr[[2]]
## see ?BioImageDbs and browseVignettes('BioImageDbs') for documentation
## loading from cache
#Show animation
magick::image_read(gif_Data)

4.3 EM_id0003: J558L cells (4D Array / Tensor)

qr <- query(eh, c("BioImageDbs", "EM_id0003"))

##Show metadata
qr
## ExperimentHub with 2 records
## # snapshotDate(): 2021-10-19
## # $dataprovider: Pattern Recognition and Image Processing, University of Fre...
## # $species: Mus musculus
## # $rdataclass: magick-image, List
## # additional mcols(): taxonomyid, genome, description,
## #   coordinate_1_based, maintainer, rdatadateadded, preparerclass, tags,
## #   rdatapath, sourceurl, sourcetype 
## # retrieve records with, e.g., 'object[["EH6893"]]' 
## 
##            title                                     
##   EH6893 | EM_id0003_J558L_4dTensor.Rds              
##   EH6894 | EM_id0003_J558L_4dTensor_train_dataset.gif
##Import data
#Img_Data <- qr[[1]]

#Show animation
gif_Data <- qr[[2]]
## see ?BioImageDbs and browseVignettes('BioImageDbs') for documentation
## loading from cache
magick::image_read(gif_Data)

4.4 EM_id0004: primary human T cells (4D Array / Tensor)

qr <- query(eh, c("BioImageDbs", "EM_id0004"))

##Show metadata
qr
## ExperimentHub with 2 records
## # snapshotDate(): 2021-10-19
## # $dataprovider: Pattern Recognition and Image Processing, University of Fre...
## # $species: Homo sapiens
## # $rdataclass: magick-image, List
## # additional mcols(): taxonomyid, genome, description,
## #   coordinate_1_based, maintainer, rdatadateadded, preparerclass, tags,
## #   rdatapath, sourceurl, sourcetype 
## # retrieve records with, e.g., 'object[["EH6895"]]' 
## 
##            title                                        
##   EH6895 | EM_id0004_PrHudata_4dTensor.Rds              
##   EH6896 | EM_id0004_PrHudata_4dTensor_train_dataset.gif
##Import data
#Img_Data <- qr[[1]]

#Show animation
gif_Data <- qr[[2]]
## see ?BioImageDbs and browseVignettes('BioImageDbs') for documentation
## loading from cache
magick::image_read(gif_Data)

4.5 EM_id0005: Mouse Kidney 2D imaging (4D Array / Tensor)

qr <- query(eh, c("BioImageDbs", "EM_id0005"))

##Show metadata
qr
## ExperimentHub with 7 records
## # snapshotDate(): 2021-10-19
## # $dataprovider: Satoshi Kume <satoshi.kume.1984@gmail.com>
## # $species: Mus musculus
## # $rdataclass: List, magick-image
## # additional mcols(): taxonomyid, genome, description,
## #   coordinate_1_based, maintainer, rdatadateadded, preparerclass, tags,
## #   rdatapath, sourceurl, sourcetype 
## # retrieve records with, e.g., 'object[["EH6897"]]' 
## 
##            title                                                              
##   EH6897 | EM_id0005_Mouse_Kidney_2D_All_Mito_512_4dTensor.Rds                
##   EH6898 | EM_id0005_Mouse_Kidney_2D_All_Mito_512_4dTensor_dataset.gif        
##   EH6899 | EM_id0005_Mouse_Kidney_2D_All_Mito_1024_4dTensor.Rds               
##   EH6900 | EM_id0005_Mouse_Kidney_2D_All_Mito_1024_4dTensor_dataset.gif       
##   EH6901 | EM_id0005_Mouse_Kidney_2D_All_Nuc_1024_4dTensor.Rds                
##   EH6902 | EM_id0005_Mouse_Kidney_2D_All_Nuc_1024_4dTensor_dataset.gif        
##   EH6903 | EM_id0005_Mouse_Kidney_2D_WideEM_Mouse_Kidney_Fused_Img_126_1907...
##Import data
#Img_Data <- qr[[1]]

#Show animation
gif_Data <- qr[[2]]
## see ?BioImageDbs and browseVignettes('BioImageDbs') for documentation
## loading from cache
magick::image_read(gif_Data)

4.6 EM_id0006: Rat Liver 2D imaging (4D Array / Tensor)

qr <- query(eh, c("BioImageDbs", "EM_id0006"))

##Show metadata
qr
## ExperimentHub with 10 records
## # snapshotDate(): 2021-10-19
## # $dataprovider: Satoshi Kume <satoshi.kume.1984@gmail.com>
## # $species: Rattus norvegicus
## # $rdataclass: List, magick-image
## # additional mcols(): taxonomyid, genome, description,
## #   coordinate_1_based, maintainer, rdatadateadded, preparerclass, tags,
## #   rdatapath, sourceurl, sourcetype 
## # retrieve records with, e.g., 'object[["EH6904"]]' 
## 
##            title                                                              
##   EH6904 | EM_id0006_Rat_Liver_2D_All_Mito_256_4dTensor.Rds                   
##   EH6905 | EM_id0006_Rat_Liver_2D_All_Mito_256_4dTensor_dataset.gif           
##   EH6906 | EM_id0006_Rat_Liver_2D_All_Mito_512_4dTensor.Rds                   
##   EH6907 | EM_id0006_Rat_Liver_2D_All_Mito_512_4dTensor_dataset.gif           
##   EH6908 | EM_id0006_Rat_Liver_2D_All_Mito_1024_4dTensor.Rds                  
##   EH6909 | EM_id0006_Rat_Liver_2D_All_Mito_1024_4dTensor_dataset.gif          
##   EH6910 | EM_id0006_Rat_Liver_2D_All_Nuc_1024_4dTensor.Rds                   
##   EH6911 | EM_id0006_Rat_Liver_2D_All_Nuc_1024_4dTensor_dataset.gif           
##   EH6912 | EM_id0006_Rat_Liver_2D_WideEM_Rat_Liver_NCMIR_001_160408_1_1185_...
##   EH6913 | EM_id0006_Rat_Liver_2D_WideEM_Rat_Liver_NCMIR_001_160408_1186_23...
##Import data
#Img_Data <- qr[[1]]

#Show animation
gif_Data <- qr[[2]]
## see ?BioImageDbs and browseVignettes('BioImageDbs') for documentation
## downloading 1 resources
## retrieving 1 resource
## loading from cache
magick::image_read(gif_Data)

4.7 EM_id0007: Mouse Kidney MultiScale images (4D Array / Tensor)

qr <- query(eh, c("BioImageDbs", "EM_id0007"))

##Show metadata
qr
## ExperimentHub with 14 records
## # snapshotDate(): 2021-10-19
## # $dataprovider: Satoshi Kume <satoshi.kume.1984@gmail.com>
## # $species: Mus musculus
## # $rdataclass: magick-image, List
## # additional mcols(): taxonomyid, genome, description,
## #   coordinate_1_based, maintainer, rdatadateadded, preparerclass, tags,
## #   rdatapath, sourceurl, sourcetype 
## # retrieve records with, e.g., 'object[["EH6914"]]' 
## 
##            title                                                              
##   EH6914 | EM_id0007_Mouse_Kidney_MultiScale_All_High_Gap_1024_4dTensor.Rds   
##   EH6915 | EM_id0007_Mouse_Kidney_MultiScale_All_High_Gap_1024_4dTensor_dat...
##   EH6916 | EM_id0007_Mouse_Kidney_MultiScale_All_High_Mito_1024_4dTensor.Rds  
##   EH6917 | EM_id0007_Mouse_Kidney_MultiScale_All_High_Mito_1024_4dTensor_da...
##   EH6918 | EM_id0007_Mouse_Kidney_MultiScale_All_High_Nuc_1024_4dTensor.Rds   
##   ...      ...                                                                
##   EH6923 | EM_id0007_Mouse_Kidney_MultiScale_All_Middle_Podocyte_1024_4dTen...
##   EH6924 | EM_id0007_Mouse_Kidney_MultiScale_All_Low_Uriniferous_Tubule_102...
##   EH6925 | EM_id0007_Mouse_Kidney_MultiScale_All_Low_Uriniferous_Tubule_102...
##   EH6926 | EM_id0007_Mouse_Kidney_MultiScale_All_Low_Glomerulus_1024_4dTens...
##   EH6927 | EM_id0007_Mouse_Kidney_MultiScale_All_Low_Glomerulus_1024_4dTens...
##Import data
#Img_Data <- qr[[1]]

#Show animation
gif_Data <- qr[[2]]
## see ?BioImageDbs and browseVignettes('BioImageDbs') for documentation
## loading from cache
magick::image_read(gif_Data)

4.8 EM_id0008: Human NB4 cells (4D Array / Tensor)

qr <- query(eh, c("BioImageDbs", "EM_id0008"))

##Show metadata
qr
## ExperimentHub with 13 records
## # snapshotDate(): 2021-10-19
## # $dataprovider: Satoshi Kume <satoshi.kume.1984@gmail.com>
## # $species: Homo sapiens
## # $rdataclass: List, magick-image
## # additional mcols(): taxonomyid, genome, description,
## #   coordinate_1_based, maintainer, rdatadateadded, preparerclass, tags,
## #   rdatapath, sourceurl, sourcetype 
## # retrieve records with, e.g., 'object[["EH6928"]]' 
## 
##            title                                                   
##   EH6928 | EM_id0008_Human_NB4_2D_All_Cel_512_4dTensor.Rds         
##   EH6929 | EM_id0008_Human_NB4_2D_All_Cel_512_4dTensor_dataset.gif 
##   EH6930 | EM_id0008_Human_NB4_2D_All_Mito_512_4dTensor.Rds        
##   EH6931 | EM_id0008_Human_NB4_2D_All_Mito_512_4dTensor_dataset.gif
##   EH6932 | EM_id0008_Human_NB4_2D_All_Nuc_crop512_4dTensor.Rds     
##   ...      ...                                                     
##   EH6936 | EM_id0008_Human_NB4_2D_All_Nuc_1024_4dTensor.Rds        
##   EH6937 | EM_id0008_Human_NB4_2D_All_Nuc_1024_4dTensor_dataset.gif
##   EH6938 | EM_id0008_Human_NB4_2D_WideEM_NB4_097_01_4dtensor.Rds   
##   EH6939 | EM_id0008_Human_NB4_2D_WideEM_NB4_097_02_4dtensor.Rds   
##   EH6940 | EM_id0008_Human_NB4_2D_WideEM_NB4_127_4dtensor.Rds
##Import data
#Img_Data <- qr[[1]]

#Show animation
gif_Data <- qr[[2]]
## see ?BioImageDbs and browseVignettes('BioImageDbs') for documentation
## downloading 1 resources
## retrieving 1 resource
## loading from cache
magick::image_read(gif_Data)

4.9 EM_id0009: Murine BMMC cells (4D Array / Tensor)

qr <- query(eh, c("BioImageDbs", "EM_id0009"))

##Show metadata
qr
## ExperimentHub with 2 records
## # snapshotDate(): 2021-10-19
## # $dataprovider: Pattern Recognition and Image Processing, University of Fre...
## # $species: Mus musculus
## # $rdataclass: magick-image, List
## # additional mcols(): taxonomyid, genome, description,
## #   coordinate_1_based, maintainer, rdatadateadded, preparerclass, tags,
## #   rdatapath, sourceurl, sourcetype 
## # retrieve records with, e.g., 'object[["EH6941"]]' 
## 
##            title                                            
##   EH6941 | EM_id0009_MurineBMMC_All_512_4dTensor.Rds        
##   EH6942 | EM_id0009_MurineBMMC_All_512_4dTensor_dataset.gif
##Import data
#Img_Data <- qr[[1]]

#Show animation
gif_Data <- qr[[2]]
## see ?BioImageDbs and browseVignettes('BioImageDbs') for documentation
## loading from cache
magick::image_read(gif_Data)

4.10 EM_id0010: Human Blast cells (4D Array / Tensor)

qr <- query(eh, c("BioImageDbs", "EM_id0010"))

##Show metadata
qr
## ExperimentHub with 2 records
## # snapshotDate(): 2021-10-19
## # $dataprovider: Pattern Recognition and Image Processing, University of Fre...
## # $species: Homo sapiens
## # $rdataclass: magick-image, List
## # additional mcols(): taxonomyid, genome, description,
## #   coordinate_1_based, maintainer, rdatadateadded, preparerclass, tags,
## #   rdatapath, sourceurl, sourcetype 
## # retrieve records with, e.g., 'object[["EH6943"]]' 
## 
##            title                                            
##   EH6943 | EM_id0010_HumanBlast_All_512_4dTensor.Rds        
##   EH6944 | EM_id0010_HumanBlast_All_512_4dTensor_dataset.gif
##Import data
#Img_Data <- qr[[1]]

#Show animation
gif_Data <- qr[[2]]
## see ?BioImageDbs and browseVignettes('BioImageDbs') for documentation
## loading from cache
magick::image_read(gif_Data)

4.11 EM_id0011: human T-cell line Jurkat cells (4D Array / Tensor)

qr <- query(eh, c("BioImageDbs", "EM_id0011"))

##Show metadata
qr
## ExperimentHub with 2 records
## # snapshotDate(): 2021-10-19
## # $dataprovider: Pattern Recognition and Image Processing, University of Fre...
## # $species: Homo sapiens
## # $rdataclass: magick-image, List
## # additional mcols(): taxonomyid, genome, description,
## #   coordinate_1_based, maintainer, rdatadateadded, preparerclass, tags,
## #   rdatapath, sourceurl, sourcetype 
## # retrieve records with, e.g., 'object[["EH6945"]]' 
## 
##            title                                             
##   EH6945 | EM_id0011_HumanJurkat_All_512_4dTensor.Rds        
##   EH6946 | EM_id0011_HumanJurkat_All_512_4dTensor_dataset.gif
##Import data
#Img_Data <- qr[[1]]

#Show animation
gif_Data <- qr[[2]]
## see ?BioImageDbs and browseVignettes('BioImageDbs') for documentation
## downloading 1 resources
## retrieving 1 resource
## loading from cache
magick::image_read(gif_Data)

4.12 LM_id0001: HeLa cells (4D Array / Tensor)

qr <- query(eh, c("BioImageDbs", "LM_id0001"))

##Show metadata
qr
## ExperimentHub with 5 records
## # snapshotDate(): 2021-10-19
## # $dataprovider: CELL TRACKING CHALLENGE (http://celltrackingchallenge.net/2...
## # $species: Homo sapiens
## # $rdataclass: List, magick-image
## # additional mcols(): taxonomyid, genome, description,
## #   coordinate_1_based, maintainer, rdatadateadded, preparerclass, tags,
## #   rdatapath, sourceurl, sourcetype 
## # retrieve records with, e.g., 'object[["EH6878"]]' 
## 
##            title                                                    
##   EH6878 | LM_id0001_DIC_C2DH_HeLa_4dTensor.Rds                     
##   EH6879 | LM_id0001_DIC_C2DH_HeLa_4dTensor_train_dataset.gif       
##   EH6880 | LM_id0001_DIC_C2DH_HeLa_4dTensor_Binary.Rds              
##   EH6881 | LM_id0001_DIC_C2DH_HeLa_4dTensor_Binary_train_dataset.gif
##   EH6882 | LM_id0001_DIC_C2DH_HeLa_5dTensor.Rds
##Import data
#Img_Data <- qr[[1]]

#Show animation
gif_Data <- qr[[2]]
## see ?BioImageDbs and browseVignettes('BioImageDbs') for documentation
## loading from cache
magick::image_read(gif_Data)

4.13 LM_id0002: Human glioblastoma-astrocytoma U373 cells (4D Array / Tensor)

qr <- query(eh, c("BioImageDbs", "LM_id0002"))

##Show metadata
qr
## ExperimentHub with 5 records
## # snapshotDate(): 2021-10-19
## # $dataprovider: CELL TRACKING CHALLENGE (http://celltrackingchallenge.net/2...
## # $species: Homo sapiens
## # $rdataclass: List, magick-image
## # additional mcols(): taxonomyid, genome, description,
## #   coordinate_1_based, maintainer, rdatadateadded, preparerclass, tags,
## #   rdatapath, sourceurl, sourcetype 
## # retrieve records with, e.g., 'object[["EH6883"]]' 
## 
##            title                                                    
##   EH6883 | LM_id0002_PhC_C2DH_U373_4dTensor.Rds                     
##   EH6884 | LM_id0002_PhC_C2DH_U373_4dTensor_train_dataset.gif       
##   EH6885 | LM_id0002_PhC_C2DH_U373_4dTensor_Binary.Rds              
##   EH6886 | LM_id0002_PhC_C2DH_U373_4dTensor_Binary_train_dataset.gif
##   EH6887 | LM_id0002_PhC_C2DH_U373_5dTensor.Rds
##Import data
#Img_Data <- qr[[1]]

#Show animation
gif_Data <- qr[[2]]
## see ?BioImageDbs and browseVignettes('BioImageDbs') for documentation
## loading from cache
magick::image_read(gif_Data)

4.14 LM_id0003: GFP-GOWT1 mouse stem cells (4D Array / Tensor)

qr <- query(eh, c("BioImageDbs", "LM_id0003"))

##Show metadata
qr
## ExperimentHub with 5 records
## # snapshotDate(): 2021-10-19
## # $dataprovider: CELL TRACKING CHALLENGE (http://celltrackingchallenge.net/2...
## # $species: Mus musculus
## # $rdataclass: List, magick-image
## # additional mcols(): taxonomyid, genome, description,
## #   coordinate_1_based, maintainer, rdatadateadded, preparerclass, tags,
## #   rdatapath, sourceurl, sourcetype 
## # retrieve records with, e.g., 'object[["EH6888"]]' 
## 
##            title                                                      
##   EH6888 | LM_id0003_Fluo_N2DH_GOWT1_4dTensor.Rds                     
##   EH6889 | LM_id0003_Fluo_N2DH_GOWT1_4dTensor_train_dataset.gif       
##   EH6890 | LM_id0003_Fluo_N2DH_GOWT1_4dTensor_Binary.Rds              
##   EH6891 | LM_id0003_Fluo_N2DH_GOWT1_4dTensor_Binary_train_dataset.gif
##   EH6892 | LM_id0003_Fluo_N2DH_GOWT1_5dTensor.Rds
##Import data
#Img_Data <- qr[[1]]

#Show animation
gif_Data <- qr[[2]]
## see ?BioImageDbs and browseVignettes('BioImageDbs') for documentation
## loading from cache
magick::image_read(gif_Data)

Session information

## R version 4.1.1 (2021-08-10)
## Platform: x86_64-apple-darwin17.0 (64-bit)
## Running under: macOS Catalina 10.15.7
## 
## Matrix products: default
## BLAS:   /Library/Frameworks/R.framework/Versions/4.1/Resources/lib/libRblas.0.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/4.1/Resources/lib/libRlapack.dylib
## 
## locale:
## [1] ja_JP.UTF-8/ja_JP.UTF-8/ja_JP.UTF-8/C/ja_JP.UTF-8/ja_JP.UTF-8
## 
## attached base packages:
## [1] stats     graphics  grDevices utils     datasets  methods   base     
## 
## other attached packages:
## [1] magick_2.7.3        BioImageDbs_1.2.0   ExperimentHub_2.2.0
## [4] AnnotationHub_3.2.0 BiocFileCache_2.2.0 dbplyr_2.1.1       
## [7] BiocGenerics_0.40.0 BiocStyle_2.22.0   
## 
## loaded via a namespace (and not attached):
##  [1] Biobase_2.54.0                httr_1.4.2                   
##  [3] sass_0.4.0                    bit64_4.0.5                  
##  [5] jsonlite_1.7.2                bslib_0.3.1                  
##  [7] shiny_1.7.1                   assertthat_0.2.1             
##  [9] interactiveDisplayBase_1.32.0 highr_0.9                    
## [11] BiocManager_1.30.16           stats4_4.1.1                 
## [13] einsum_0.1.0                  animation_2.7                
## [15] blob_1.2.2                    GenomeInfoDbData_1.2.7       
## [17] tiff_0.1-8                    yaml_2.2.1                   
## [19] BiocVersion_3.14.0            pillar_1.6.4                 
## [21] RSQLite_2.2.8                 lattice_0.20-45              
## [23] glue_1.5.0                    digest_0.6.28                
## [25] promises_1.2.0.1              XVector_0.34.0               
## [27] htmltools_0.5.2               httpuv_1.6.3                 
## [29] pkgconfig_2.0.3               bookdown_0.24                
## [31] zlibbioc_1.40.0               fftwtools_0.9-11             
## [33] purrr_0.3.4                   xtable_1.8-4                 
## [35] jpeg_0.1-9                    later_1.3.0                  
## [37] tibble_3.1.5                  KEGGREST_1.34.0              
## [39] EBImage_4.36.0                generics_0.1.1               
## [41] IRanges_2.28.0                ellipsis_0.3.2               
## [43] cachem_1.0.6                  withr_2.4.2                  
## [45] filesstrings_3.2.2            magrittr_2.0.1               
## [47] crayon_1.4.2                  mime_0.12                    
## [49] strex_1.4.2                   memoise_2.0.0                
## [51] evaluate_0.14                 fansi_0.5.0                  
## [53] tools_4.1.1                   lifecycle_1.0.1              
## [55] stringr_1.4.0                 S4Vectors_0.32.0             
## [57] locfit_1.5-9.4                AnnotationDbi_1.56.1         
## [59] Biostrings_2.62.0             compiler_4.1.1               
## [61] jquerylib_0.1.4               GenomeInfoDb_1.30.0          
## [63] rlang_0.4.12                  grid_4.1.1                   
## [65] RCurl_1.98-1.5                htmlwidgets_1.5.4            
## [67] rappdirs_0.3.3                bitops_1.0-7                 
## [69] rmarkdown_2.11                abind_1.4-5                  
## [71] DBI_1.1.1                     curl_4.3.2                   
## [73] markdown_1.1                  R6_2.5.1                     
## [75] knitr_1.36                    dplyr_1.0.7                  
## [77] fastmap_1.1.0                 bit_4.0.4                    
## [79] utf8_1.2.2                    filelock_1.0.2               
## [81] stringi_1.7.5                 Rcpp_1.0.7                   
## [83] vctrs_0.3.8                   png_0.1-7                    
## [85] tidyselect_1.1.1              xfun_0.28