{"cells":[{"metadata":{"trusted":true},"cell_type":"code","source":"library(furrr)\nlibrary(tensorflow)\nlibrary(keras)\nlibrary(tfdatasets)\nlibrary(tidyverse)\nlibrary(reticulate)\nlibrary(magick)\nlibrary(imager)\nlibrary(dplyr)\nlibrary(sp)\nlibrary(jsonlite)\nlibrary(pryr) #mem_used\n\n\nTEST<- file.path(\"../input/hubmap-kidney-segmentation/test\")\nBASE<-file.path(\"../input/hubmap-kidney-segmentation/\")\nTRAIN<- file.path(\"../input/hubmap-kidney-segmentation/train\" )\nvirtualenv_install( packages=\"../input/imagecodecs-python37-manylinux/imagecodecs-2021.2.26-cp37-cp37m-manylinux2014_x86_64.whl\")\nvirtualenv_install( packages=\"../input/tifffile-noneed-imagecodecs/tifffile-2021.3.5-py3-none-any.whl\")\ntiff<- import(\"tifffile\", convert = F)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":" Many resarch has been done to discover the functional relation between and cells anad across of a given tissue. Papers about cellular dynamics, single cell analysis, tissue and organ models to study different diseases like cancer, are numerous and insofar as the tecnology advances, new opportunities arises. In this context, [HuBMAP](https://hubmapconsortium.org/), a consortium of researche teams sponsored by NIH (National Institutes of Health) *works to develop a framework for mapping the humam  body at a level of glomeruli functional tissue units for the first time in history*, to become an open map of the human body at cellular level. \nIn this competition, \"HuBMAP - Hacking the Kidney\", it was asked to comptitors to implement FTU glomeruli detector, with FTU defined as “three-dimensional block of cells centered around a capillary, such that each cell in this block is within diffusion distance from any other cell in the same block”. In other words, the task is to implement an algorithm able to segment glomerulus across different tissue preparations.  "},{"metadata":{},"cell_type":"markdown","source":"![](http://)In order to understand the tissue preparations, below there is the nomenclature used for structures of the kidney, found [here](https://www.renalfellow.org/2019/03/15/kidney-biopsy-of-the-month-the-tubulointerstitium-part-2-the-medulla/). The figure is a scheme of a kidney sagittal( or transversal) cut."},{"metadata":{},"cell_type":"markdown","source":"![](https://www.renalfellow.org/wp-content/uploads/2019/03/pasted-image-0-1.png)\n\n* 1 = Renal corpuscle including Bowman’s capsule and the glomerulus\n* 2 = Proximal convoluted tubule\n* 3 = Proximal straight tubule\n* 4 = Descending thin limb\n* 5 = Ascending thin limb\n* 6 =Distal straight tubule (thick ascending limb)\n* 7 = Macula densa located within the final portion of the thick ascending limb\n* 8 = Distal convoluted tubule\n* 9 = Connecting tubule. Connecting tubule of the juxtamedullary nephron that forms an arcade\n* 10 = Cortical collecting duct\n* 11 =Outer medullary collecting duct\n* 12 = Inner medullary collecting duct"},{"metadata":{},"cell_type":"markdown","source":"There are 15 FTU preparations or, datasets, to train, and another 5 as public datasets. \nLets take a look:\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"train_flag =T\ntrain<- read_csv(file.path(BASE,\"train.csv\"))\n\nbaseid<-list.files(TRAIN, full.names = F,pattern = \"*.tiff\") %>% gsub(pattern = \".tiff\",replacement =  \"\")\nanato<- file.path(TRAIN, paste0(baseid,\"-anatomical-structure.json\"))\nimg<-file.path(TRAIN, paste0(baseid,\".tiff\"))\n\ntest<-read_csv(file.path(BASE,\"sample_submission.csv\"))\ndataset<- read_csv(file.path(BASE,\"HuBMAP-20-dataset_information.csv\"))\n\ndj <- tibble(\n  anato = map(anato,fromJSON)\n)\n b<- tibble(baseid=baseid, size = list.files(TRAIN, full.names = T,pattern = \"*.tiff\") %>% file.size/1e9, \n             k = 1: length(baseid))\n \n gtypes<- map(1:length(baseid), function(x)dj[[1]][[x]]$properties[,1][,1])\nxx<- tibble(names=baseid, segmentation= gtypes)\nxx","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Each on of the datasets, both in train and on test, has anatomic annotations, specifing part of the kidney correspond in the image. Next, we can see the cortex, where the glomerulus can be found, some other parts of the kidney. Here it is printed only the annotatinos, to make the limits clear. \n"},{"metadata":{"trusted":true},"cell_type":"code","source":"if(train_flag){\n  glom<-  file.path(TRAIN, paste0(baseid,\".json\"))\n  \n  glo<- tibble(\n    glo = lapply(glom,fromJSON)\n  )\n\n  nglom<- map (1:nrow(glo),function(x)glo$glo[[x]]$geometry$type %>% length ) %>% unlist\n  gloc<- map (1:nrow(glo),function(x)glo$glo[[x]]$geometry$coordinates ) \n\n  area_glom<- map(1:nrow(glo), function(x){ \n    n_gloms<- gloc[[x]] %>% length()\n    all<- map(1:n_gloms, function(i) gloc[[x]][[i]] %>% .[1,,] %>% round %>% Polygon(.) %>% .@area) %>% unlist %>% mean %>%\n      round\n    all \n  }) %>% unlist\n  \n  size_glom<- map(1:nrow(glo), function(x){ \n    n_gloms<- gloc[[x]] %>% length()\n    all<- map(1:n_gloms, function(i) gloc[[x]][[i]] %>% .[1,,] %>% round %>% Polygon(.)%>%\n                sp::bbox() %>% as_tibble%>% mutate(r=max-min)%>% select(r)%>% pull)\n    c(w,h)%<-%list(all %>% map(.,~.x %>% .[[1]])%>% unlist ,all %>% map(.,~.x %>% .[[2]])%>% unlist)\n    c(w_mean, w_min, w_max)%<-%list(mean(w) %>% round,min(w),max(w))\n    c( h_mean, h_min, h_max)%<-%list(mean(h) %>% round,min(h),max(h))\n    \n    tibble(w_mean, w_min, w_max, h_mean, h_min, h_max)\n\n  }) %>% bind_rows()\n  \n  dims<- map(baseid, function(x){dataset %>% subset(image_file == paste0(x,\".tiff\")) %>% select(height_pixels,width_pixels) }) %>% bind_rows()\n  b<- tibble(baseid=baseid, file_size_in_GB = list.files(TRAIN, full.names = T,pattern = \"*.tiff\") %>% file.size/1e9, \n             k = 1: length(baseid),\n             n_glom= nglom,\n             area_glom_mean=area_glom,\n             size_glom,\n             dims)\n   gtypes<- map(1:length(baseid), function(x)dj[[1]][[x]]$properties[,1][,1])\n\n    \n  x.sp<-  map(1:nrow(glo), function(x){ \n    n_gloms<- gloc[[x]] %>% length()\n    glom_all<- map(1:n_gloms, function(i) gloc[[x]][[i]] %>% .[1,,] %>% round %>% Polygon(.,hole=F)  %>% \n                     list %>% Polygons(paste0(i) ) )\n    \n    n_annot<- dj[[1]][[x]]$geometry$coordinates %>% length()\n    ptype<- dj[[1]][[x]]$geometry$type\n    ispoly<- which(ptype ==\"Polygon\" )\n     if(length(ispoly)!=0){\n      annots<-  map(ispoly, function(i)dj[[1]][[x]]$geometry$coordinates[[i]] %>% .[1,,] %>% round %>% Polygon(.,hole=F)  %>% \n                    list %>% Polygons(paste0(\"g\",i, baseid[x]) ) )   \n     }\n    nopoly<-which(ptype !=\"Polygon\" )\n    if(length(nopoly)!=0){\n      annots2<-map(nopoly, function(i)dj[[1]][[x]]$geometry$coordinates[[i]]) %>% unlist( recursive = F)   %>%\n       map( function(z)z%>% .[1,,] %>% round %>% Polygon(.,hole=F)  %>% \n                    list %>% Polygons(paste0(\"gg\",baseid[x],runif(1)) ) )\n      annots<-c(annots,annots2)\n    }\n\n    all<- c(glom_all,annots)\n  })\n  x.glo<- map(x.sp,SpatialPolygons)\n\n}\n  gtypes<- map(1:length(baseid), function(x)dj[[1]][[x]]$properties[,1][,1])\nfb<-function(x){ \n  layout(matrix(c(1, 2), 1, 2)) \n  plot(x.glo[[x[1]]], axes = F, main= c(baseid[x[1]],paste0(gtypes[[x[1]]])) ) # default axes\n  plot(x.glo[[x[2]]], axes = F, main=c(baseid[x[2]],paste0(gtypes[[x[2]]])) ) # with custom axes\n  #axis(1, at = c(dims[x[1],]$width_pixels:0), cex.axis = 0.7) \n  #axis(2, at = c(0:dims[x[2],]$width_pixels), cex.axis = 0.7) \n  #box()\n}\nss<- split(seq_along(baseid), ceiling(seq_along(baseid)/2))               \npar(mfrow=c(1,1), oma=c(0,0,0,0),mar=c(2,1,6,0) ) #,yaxt= \"n\")              \n\n#map(ss,fb)\n#plot(x.glo[[1]])\n   par(mfrow=c(1,1), oma=c(1,1,1,1),mar=c(2,1,6,0) ) #,yaxt= \"n\")                    \nfbb<-function(x){ \n  #layout(matrix(c(1, 2), 1, 2)) \n  plot(x.glo[[x]], axes = F, main= c(baseid[x],paste0(gtypes[[x]])) ) # default axes\n\n}\nwalk(1: length(baseid), fbb)\n               ","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"We can see that, not all glomerulus are in cortex( ground truth, since it is used to train the AI), like in b9a38565fc or 26dc41664. They probably are just artefats resulted from the preparing process. "},{"metadata":{},"cell_type":"markdown","source":"To resume, the data sets are as following, with w_mean and h_mean being the mean width and heigth, respectively, in pixels of the glomeruli in each dataset. The same aplies to all other prefix w_ and h_"},{"metadata":{"trusted":true},"cell_type":"code","source":"b","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Also, there is some relationship between the filesize and the glomerulus area :"},{"metadata":{"trusted":true},"cell_type":"code","source":"ggplot(b) + geom_line(aes(x=file_size_in_GB,y=area_glom_mean)) \n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"to be continued..."}],"metadata":{"language_info":{"name":"R","codemirror_mode":"r","pygments_lexer":"r","mimetype":"text/x-r-source","file_extension":".r","version":"3.6.3"},"kernelspec":{"name":"ir","display_name":"R","language":"R"}},"nbformat":4,"nbformat_minor":4}