| 
						
						
							
								
							
						
						
					 | 
				
				 | 
				
					@ -9,6 +9,9 @@ library(openCyto) | 
				
			
			
		
	
		
			
				
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					library(flowCore) | 
				
			
			
		
	
		
			
				
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					library(flowWorkspace) | 
				
			
			
		
	
		
			
				
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					library(CytoML) | 
				
			
			
		
	
		
			
				
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					library(ggcyto) | 
				
			
			
		
	
		
			
				
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 | 
				
			
			
		
	
		
			
				
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					filter<-dplyr::filter | 
				
			
			
		
	
		
			
				
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 | 
				
			
			
		
	
		
			
				
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					print(getwd()) | 
				
			
			
		
	
		
			
				
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				 | 
				
					source("../sqlFunctions.R", encoding = "UTF-8") | 
				
			
			
		
	
	
		
			
				
					| 
						
							
								
							
						
						
							
								
							
						
						
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					@ -73,7 +76,8 @@ ui <- fluidPage( | 
				
			
			
		
	
		
			
				
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					            mainPanel( | 
				
			
			
		
	
		
			
				
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					                htmlOutput("report"), | 
				
			
			
		
	
		
			
				
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					                h3("Nitrogen"), | 
				
			
			
		
	
		
			
				
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					                tableOutput("nitrogen") | 
				
			
			
		
	
		
			
				
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					                tableOutput("nitrogen"), | 
				
			
			
		
	
		
			
				
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					                plotOutput("visorplot") | 
				
			
			
		
	
		
			
				
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					            ) | 
				
			
			
		
	
		
			
				
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					        ), | 
				
			
			
		
	
		
			
				
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				 | 
				
					
 | 
				
			
			
		
	
	
		
			
				
					| 
						
						
						
							
								
							
						
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				 | 
				
					@ -83,13 +87,20 @@ ui <- fluidPage( | 
				
			
			
		
	
		
			
				
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					                     selectInput("phenotype", "Tipo de análisis", selected="Pop", choices=c("Pop", "IC")), | 
				
			
			
		
	
		
			
				
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					                 ), | 
				
			
			
		
	
		
			
				
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					                 mainPanel( | 
				
			
			
		
	
		
			
				
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					                     actionButton("goButtonDir","Selecciona directorio fenotipo"), | 
				
			
			
		
	
		
			
				
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					                     textOutput("session"), | 
				
			
			
		
	
		
			
				
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					                     hr(), | 
				
			
			
		
	
		
			
				
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					                     actionButton("fcsconvert", "Convertir a fcs"), | 
				
			
			
		
	
		
			
				
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					                     hr(), | 
				
			
			
		
	
		
			
				
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					                     actionButton("pngexport", "Exportar informes"), | 
				
			
			
		
	
		
			
				
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					                     actionButton("popexport", "Actualizar BBDD") | 
				
			
			
		
	
		
			
				
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					                     tabsetPanel( | 
				
			
			
		
	
		
			
				
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					                         tabPanel("Entrada", | 
				
			
			
		
	
		
			
				
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					                             actionButton("goButtonDir","Selecciona directorio fenotipo"), | 
				
			
			
		
	
		
			
				
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					                             textOutput("session"), | 
				
			
			
		
	
		
			
				
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					                             hr(), | 
				
			
			
		
	
		
			
				
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					                             actionButton("fcsconvert", "Convertir a fcs"), | 
				
			
			
		
	
		
			
				
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					                             hr(), | 
				
			
			
		
	
		
			
				
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					                             actionButton("pngexport", "Exportar informes"), | 
				
			
			
		
	
		
			
				
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					                             actionButton("popexport", "Actualizar BBDD") | 
				
			
			
		
	
		
			
				
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					                        ), | 
				
			
			
		
	
		
			
				
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					                        tabPanel("Visor", | 
				
			
			
		
	
		
			
				
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				 | 
				
					
 | 
				
			
			
		
	
		
			
				
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					                        ) | 
				
			
			
		
	
		
			
				
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					                     ) | 
				
			
			
		
	
		
			
				
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					                 ) | 
				
			
			
		
	
		
			
				
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					        ), | 
				
			
			
		
	
		
			
				
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 | 
				
			
			
		
	
	
		
			
				
					| 
						
							
								
							
						
						
							
								
							
						
						
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					@ -843,50 +854,128 @@ server <- function(input, output) { | 
				
			
			
		
	
		
			
				
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					    }) | 
				
			
			
		
	
		
			
				
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					     | 
				
			
			
		
	
		
			
				
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					    observeEvent(input$pngexport,{ | 
				
			
			
		
	
		
			
				
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					        route<-cito_dir | 
				
			
			
		
	
		
			
				
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 | 
				
			
			
		
	
		
			
				
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					        ws<-open_flowjo_xml(paste0(route,"Populations.wsp")) | 
				
			
			
		
	
		
			
				
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					        gs<-flowjo_to_gatingset(ws, name="All Samples") | 
				
			
			
		
	
		
			
				
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					         | 
				
			
			
		
	
		
			
				
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					        sampleNames(gs)<-sapply(sampleNames(gs), function(x) strsplit(x, "Pop ")[[1]][2]) %>%  | 
				
			
			
		
	
		
			
				
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					            gsub("[[:space:]][0-9]*.fcs_.[0-9]*","", . , perl = T) | 
				
			
			
		
	
		
			
				
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					         | 
				
			
			
		
	
		
			
				
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					        for (samp in sampleNames(gs)){ | 
				
			
			
		
	
		
			
				
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					            print(samp) | 
				
			
			
		
	
		
			
				
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				 | 
				
					            p<-autoplot(gs[[samp]], bins=64) | 
				
			
			
		
	
		
			
				
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				 | 
				
					            ggsave(paste0(route, samp,".png"),p,width = 10, height = 10) | 
				
			
			
		
	
		
			
				
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				 | 
				
					        if (input$phenotype == "Pop"){ | 
				
			
			
		
	
		
			
				
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					            route<-cito_dir | 
				
			
			
		
	
		
			
				
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					             | 
				
			
			
		
	
		
			
				
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				 | 
				
					            ws<-open_flowjo_xml(paste0(route,"Populations.wsp")) | 
				
			
			
		
	
		
			
				
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				 | 
				
					            gs<-flowjo_to_gatingset(ws, name="All Samples") | 
				
			
			
		
	
		
			
				
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					             | 
				
			
			
		
	
		
			
				
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					 | 
				
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					            sampleNames(gs)<-sapply(sampleNames(gs), function(x) strsplit(x, "Pop ")[[1]][2]) %>%  | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					                gsub("[[:space:]][0-9]*.fcs_.[0-9]*","", . , perl = T) | 
				
			
			
		
	
		
			
				
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					             | 
				
			
			
		
	
		
			
				
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					            for (samp in sampleNames(gs)){ | 
				
			
			
		
	
		
			
				
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					                print(samp) | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					                p<-autoplot(gs[[samp]], bins=64) | 
				
			
			
		
	
		
			
				
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				 | 
				
					                ggsave(paste0(route, samp,".pop.png"),p,width = 10, height = 10) | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					            } | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        } | 
				
			
			
		
	
		
			
				
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					 | 
				
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					         | 
				
			
			
		
	
		
			
				
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					        if (input$phenotype == "IC"){ | 
				
			
			
		
	
		
			
				
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					            route<-cito_dir | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					             | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            ws<-open_flowjo_xml(paste0(route,"IC.wsp")) | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					            gs<-flowjo_to_gatingset(ws, name="All Samples") | 
				
			
			
		
	
		
			
				
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					 | 
				
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					             | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					            sampleNames(gs)<-sapply(sampleNames(gs), function(x) strsplit(x, "ICs ")[[1]][2]) %>%  | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					                gsub("[[:space:]][0-9]*.fcs_.[0-9]*","", . , perl = T) | 
				
			
			
		
	
		
			
				
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					             | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            names<-sampleNames(gs) %>% gsub("ab|Ab|AB|iso|Iso|ISO| ","",.) %>% unique() | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					             | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					            nodes<-gs_get_pop_paths(gs) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            nodes_parent<-nodes[!grepl("CTLA4|LAG3|PD1|TIGIT|TIM3|root$", nodes)] | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            nodes_cd4<-nodes[grepl("CTLA4$|LAG3$|PD1$|TIGIT$|TIM3$", nodes) & grepl("/CD4/",nodes)] | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            nodes_cd8<-nodes[grepl("CTLA4$|LAG3$|PD1$|TIGIT$|TIM3$", nodes) & grepl("/CD8/",nodes)] | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					             | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					            for (id in names){ | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                print(id) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                iso<-sampleNames(gs)[grepl(id, sampleNames(gs)) & grepl("iso",sampleNames(gs))] | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                ab<-sampleNames(gs)[grepl(id, sampleNames(gs)) & grepl("ab",sampleNames(gs))] | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					                 | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					                g1<-ggcyto_arrange(autoplot(gs[[ab]], nodes_parent, bins=128), nrow=1) | 
				
			
			
		
	
		
			
				
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				 | 
				
					                g2<-ggcyto_arrange(autoplot(gs[[iso]], nodes_cd8, bins=64), nrow=1) | 
				
			
			
		
	
		
			
				
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				 | 
				
					                g3<-ggcyto_arrange(autoplot(gs[[ab]], nodes_cd8, bins=64), nrow=1) | 
				
			
			
		
	
		
			
				
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				 | 
				
					                g4<-ggcyto_arrange(autoplot(gs[[iso]], nodes_cd4, bins=64), nrow=1) | 
				
			
			
		
	
		
			
				
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				 | 
				
					                g5<-ggcyto_arrange(autoplot(gs[[ab]], nodes_cd4, bins=64), nrow=1) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                g_all<-gridExtra::gtable_rbind(g1,g2,g3,g4,g5) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                ggsave(paste0(route,id,".IC.png"), g_all, width = 10, height = 10) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            } | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        } | 
				
			
			
		
	
		
			
				
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					    }) | 
				
			
			
		
	
		
			
				
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					     | 
				
			
			
		
	
		
			
				
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					    observeEvent(input$popexport,{ | 
				
			
			
		
	
		
			
				
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				 | 
				
					        route<-cito_dir | 
				
			
			
		
	
		
			
				
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					 | 
				
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					         | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					        ws<-open_flowjo_xml(paste0(route,"Populations.wsp")) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        gs<-flowjo_to_gatingset(ws, name="All Samples") | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					         | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        sampleNames(gs)<-sapply(sampleNames(gs), function(x) strsplit(x, "Pop ")[[1]][2]) %>%  | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					            gsub("[[:space:]][0-9]*.fcs_.[0-9]*","", . , perl = T) | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					         | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        nodes<-sapply(strsplit(gs_get_pop_paths(gs), "/"), tail, 1) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        nodes<-nodes[grepl("_",nodes)] | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        pop<-gs_pop_get_stats(gs, nodes=nodes,type="percent") %>% as.data.frame %>% mutate(percent=percent*100) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					         | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        pop[,"pop"]<-gsub("_","",pop$pop) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        pop$pop<-gsub(" ","_",pop$pop) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        pop$pop<-gsub("+","pos",pop$pop, fixed=T) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        pop$pop<-gsub("-","neg",pop$pop, fixed=T) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        pop<-rename(pop, "samples"="sample") | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        pop$percent<-round(pop$percent, digits=2) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        pop_sp<-pop %>% spread(pop, percent) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					         | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        vartypes<-rep("Number", pop_sp %>% select(-samples) %>% colnames %>% length) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        names(vartypes)<-pop_sp %>% select(-samples) %>% colnames | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					         | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        sqlSave(dta, pop_sp, tablename="POPULATIONS", append = T, varTypes = vartypes, rownames = F) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        print("Tabla POPULATIONS sincronizada.") | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					         | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
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					    }) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					    observeEvent(input$popexport,{ | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        if (input$phenotype == "Pop"){ | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            route<-cito_dir | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					             | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            ws<-open_flowjo_xml(paste0(route,"Populations.wsp")) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            gs<-flowjo_to_gatingset(ws, name="All Samples") | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					             | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            sampleNames(gs)<-sapply(sampleNames(gs), function(x) strsplit(x, "Pop ")[[1]][2]) %>%  | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                gsub("[[:space:]][0-9]*.fcs_.[0-9]*","", . , perl = T) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					             | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            nodes<-sapply(strsplit(gs_get_pop_paths(gs), "/"), tail, 1) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            nodes<-nodes[grepl("_",nodes)] | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop<-gs_pop_get_stats(gs, nodes=nodes,type="percent") %>% as.data.frame %>% mutate(percent=percent*100) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					             | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop[,"pop"]<-gsub("_","",pop$pop) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop$pop<-gsub(" ","_",pop$pop) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop$pop<-gsub("+","pos",pop$pop, fixed=T) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop$pop<-gsub("-","neg",pop$pop, fixed=T) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop<-rename(pop, "samples"="sample") | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop$percent<-round(pop$percent, digits=2) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop_sp<-pop %>% spread(pop, percent) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					             | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            vartypes<-rep("Number", pop_sp %>% select(-samples) %>% colnames %>% length) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            names(vartypes)<-pop_sp %>% select(-samples) %>% colnames | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					             | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            sqlSave(dta, pop_sp, tablename="POPULATIONS", append = T, varTypes = vartypes, rownames = F) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            print("Tabla POPULATIONS sincronizada.") | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        } | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        if (input$phenotype == "IC"){ | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            route<-cito_dir | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					             | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            ws<-open_flowjo_xml(paste0(route,"IC.wsp")) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            gs<-flowjo_to_gatingset(ws, name="All Samples") | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					             | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            sampleNames(gs)<-sapply(sampleNames(gs), function(x) strsplit(x, "ICs ")[[1]][2]) %>%  | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                gsub("[[:space:]][0-9]*.fcs_.[0-9]*","", . , perl = T) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					             | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            nodes<-gs_get_pop_paths(gs) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            # nodes<-gsub("â\u0081»", "-", nodes) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            # nodes<-gsub("â\u0081º", "+", nodes) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            nodes<-nodes[grepl("CTLA4", nodes)] | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            nodes<-nodes[!grepl("CD4$|CD8$|CTLA4$|TIM3$|PD1$|LAG3$|TIGIT$|/CTLA4â\u0081»$|/TIM3â\u0081»$|/PD1â\u0081»$|/LAG3â\u0081»$|/TIGITâ\u0081»$", nodes)] | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					             | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop<-gs_pop_get_stats(gs, nodes=nodes,type="percent") %>% as.data.frame %>% mutate(percent=percent*100) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop$percent<-round(pop$percent, digits=2) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					             | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop$pop<-gsub("â\u0081»", "n", pop$pop) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop$pop<-gsub("â\u0081º", "p", pop$pop) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop$pop<-gsub(" ", "_", pop$pop) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					             | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop["Type"]<-"ab" | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop[grepl("iso|ISO|Iso",pop$sample),"Type"]<-"iso" | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop$sample<-gsub("iso|ISO|Iso|ab|AB|Ab| ","",pop$sample) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					             | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop_sp<-pop %>% spread(Type, percent) | 
				
			
			
		
	
		
			
				
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					            pop_sp["Net"]<-pop_sp$ab | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					            pop_sp[!grepl("CTLA4n_LAG3n_PD1n_TIGITn_TIM3n",pop_sp$pop),"Net"]<-pop_sp[!grepl("CTLA4n_LAG3n_PD1n_TIGITn_TIM3n",pop_sp$pop),"ab"]-pop_sp[!grepl("CTLA4n_LAG3n_PD1n_TIGITn_TIM3n",pop_sp$pop),"iso"] | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					            pop_sp$Net[pop_sp$Net < 0]<-0 | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					            pop_sp["Population"]<-str_extract(pop_sp$pop, "/CD[4,8]{1}/") %>% gsub("/","",.) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop_sp$pop<-sapply(strsplit(pop_sp$pop, "/"), tail, 1) | 
				
			
			
		
	
		
			
				
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					 | 
				
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					             | 
				
			
			
		
	
		
			
				
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					 | 
				
				 | 
				
					            pop_sp<-pop_sp %>% select(-ab,-iso) %>% spread(pop,Net) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop_sp$`CTLA4n_LAG3n_PD1n_TIGITn_TIM3n`<- pop_sp %>% select(-`CTLA4n_LAG3n_PD1n_TIGITn_TIM3n`) %>% group_by(sample,Population) %>%  | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					                gather(pop, value, -sample,-Population) %>% summarise(n=100-sum(value)) %>% pull(n) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            pop_sp <- rename(pop_sp, "samples"="sample") | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					             | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            vartypes<-rep("Number", pop_sp %>% select(-samples, -Population) %>% colnames %>% length) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            names(vartypes)<-pop_sp %>% select(-samples, -Population) %>% colnames | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					             | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            sqlSave(dta, pop_sp, tablename="IC", append = T, varTypes = vartypes, rownames = F) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					            print("Tabla IC sincronizada.") | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					        } | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					    })  | 
				
			
			
		
	
		
			
				
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 | 
				
			
			
		
	
		
			
				
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				 | 
				
					
 | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					## scRNAseq ---- | 
				
			
			
		
	
		
			
				
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					| 
						
							
								
							
						
						
						
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