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																@ -829,45 +829,139 @@ server <- function(input, output) { | 
															
														
														
													
														
															
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																    output$visorplot<-renderPlot({ | 
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																    output$visorplot<-renderPlot({ | 
															
														
														
													
														
															
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																        if (input$nhc == 3){ | 
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																        if (input$nhc == 3){ | 
															
														
														
													
														
															
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																            pops<-sqlFetch(dta, "POPULATIONS") | 
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																            g_pop<-pops %>% dplyr::filter(samples == input$id) %>% gather(pop,value,-samples) %>% | 
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																                mutate(pop=factor(pop, levels=c("CD45pos_Alive","T_cells","CD8","CD4","DN","NK", "B_cells", | 
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																                                                "CD45neg_LDneg","EpCAMneg_HLAIneg","EpCAMneg_HLAIpos","EpCAMpos_HLAIpos"))) %>%  | 
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																                ggplot(aes(pop, value))+ | 
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																                    geom_bar(stat="identity", color="black", fill="grey70")+ | 
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																                    labs(title = input$id, y="% parent", x="")+ | 
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																                    theme_bw()+ | 
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																                    theme(axis.text.x = element_text(angle=90, hjust=1, vjust=0.5)) | 
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																            tl<-sqlFetch(dta, "IC") %>% filter(samples == input$id) | 
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																            data<-sqlFetch(dta, "IC") %>% filter(samples == input$id) | 
															
														
														
													
														
															
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																            data1<-data %>% gather(phen, value, -samples, -Population) | 
															
														
														
													
														
															
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																            data1$phen<-gsub("p","+",data1$phen) | 
															
														
														
													
														
															
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																            data1$phen<-gsub("n","-",data1$phen) | 
															
														
														
													
														
															
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																            data1$phen<-gsub("_"," ",data1$phen) | 
															
														
														
													
														
															
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																            data1$phen<-gsub("n","-",data1$phen, fixed = T) | 
															
														
														
													
														
															
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																            data1$phen<-gsub("p","+",data1$phen, fixed = T) | 
															
														
														
													
														
															
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																            data1$phen<-gsub("_"," ",data1$phen) | 
															
														
														
													
														
															
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																            data1[data1$value < 0.5, "phen"]<-"Other" | 
															
														
														
													
														
															
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																            data1$phen<-gsub("[A-Z]*-*[0-9T]- *", "", data1$phen) | 
															
														
														
													
														
															
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																            data1$phen<-gsub("+ $", "", data1$phen) | 
															
														
														
													
														
															
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																            data1$phen[data1$phen == ""]<-"All Negative" | 
															
														
														
													
														
															
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																            # data1<-data1 %>% filter(value > 0.5) | 
															
														
														
													
														
															
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																            data1["phen1"]<-"PD1" | 
															
														
														
													
														
															
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																            data1[!grepl("PD1+", data1$phen),"phen1"]<-NA | 
															
														
														
													
														
															
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																            data1["phen2"]<-"TIM3" | 
															
														
														
													
														
															
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																            data1[!grepl("TIM3+", data1$phen),"phen2"]<-NA | 
															
														
														
													
														
															
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																            data1["phen3"]<-"CTLA4" | 
															
														
														
													
														
															
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																            data1[!grepl("CTLA4+", data1$phen),"phen3"]<-NA | 
															
														
														
													
														
															
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																            mtl<-melt(tl, variable.name = "Receptors") | 
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																            mtl$Receptors<-as.character(mtl$Receptors) #Para poder depurar bien el texto, lo pasamos a tipo character | 
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																            mtl$Receptors<-gsub("n","-",mtl$Receptors, fixed = T) | 
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																            mtl$Receptors<-gsub("p","+",mtl$Receptors, fixed = T) | 
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																            mtl$Receptors<-gsub("_"," ",mtl$Receptors) | 
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																            mtl[mtl$value < 1, "Receptors"]<-"Other" | 
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																            mtl$Receptors<-gsub("[A-Z]*-*[0-9T]- *", "", mtl$Receptors) | 
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																            mtl$Receptors<-gsub("+ $", "", mtl$Receptors) | 
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																            mtl$Receptors[mtl$Receptors == ""]<-"All Negative" | 
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																            data1["phen4"]<-"TIGIT" | 
															
														
														
													
														
															
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																            data1[!grepl("TIGIT+", data1$phen),"phen4"]<-NA | 
															
														
														
													
														
															
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																            mtl$Receptors<-factor(mtl$Receptors) | 
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																            mtl$Population<-factor(mtl$Population, levels = c("CD8", "CD4")) | 
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																            data1["phen5"]<-"LAG3" | 
															
														
														
													
														
															
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																            data1[!grepl("LAG3+", data1$phen),"phen5"]<-NA | 
															
														
														
													
														
															
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																            # colorCount<-length(unique(mtl$Receptors)) | 
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																            # getPalette = colorRampPalette(RColorBrewer::brewer.pal(12, "Set3")) | 
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																            data1<-data1 %>% arrange(desc(value)) | 
															
														
														
													
														
															
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																            data2<-data1 %>% filter(!phen %in% c("All Negative","Other")) | 
															
														
														
													
														
															
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																            data1<-rbind(data2, data1 %>% filter(phen %in% c("All Negative","Other")) %>% arrange(desc(phen))) | 
															
														
														
													
														
															
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																            color<-c(c("CTLA4+ LAG3+ PD1+ TIGIT+ TIM3+"="black","All Negative"="white","Other"="grey50", "PD1+"="#C07AFF", "CTLA4+"="#3EB3DE","TIM3+"="#5EF551","LAG3+"="#DEBB3E","TIGIT+"="#FA7055"), | 
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																            data_cd8<-data1 %>% filter(Population == "CD8") | 
															
														
														
													
														
															
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																            data_cd4<-data1 %>% filter(Population == "CD4") | 
															
														
														
													
														
															
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																            data_cd8$ymax<-cumsum(data_cd8$value) | 
															
														
														
													
														
															
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																            data_cd8$ymin<-c(0, head(data_cd8$ymax, n=-1)) | 
															
														
														
													
														
															
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																            data_cd4$ymax<-cumsum(data_cd4$value) | 
															
														
														
													
														
															
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																            data_cd4$ymin<-c(0, head(data_cd4$ymax, n=-1)) | 
															
														
														
													
														
															
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																            data1<-rbind(data_cd8, data_cd4) | 
															
														
														
													
														
															
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																            color<-c(c("CTLA4+ LAG3+ PD1+ TIGIT+ TIM3+"="black","All Negative"="grey90","Other"="grey50", "PD1+"="#C07AFF", "CTLA4+"="#3EB3DE","TIM3+"="#5EF551","LAG3+"="#DEBB3E","TIGIT+"="#FA7055"), | 
															
														
														
													
														
															
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																                     c("CTLA4+ PD1+"="#6666FF","PD1+ TIM3+"="#849CA8", "LAG3+ PD1+"="#C47F9F","PD1+ TIGIT+"="#D259AA", "CTLA4+ TIM3+"="#4ED498", "CTLA4+ LAG3+"="#8EB78E", "CTLA4+ TIGIT+"="#9C929A", "LAG3+ TIM3+"="#9ED848", "TIGIT+ TIM3+"="#ACB353", "LAG3+ TIGIT+"="#EC964A"), | 
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																                     c("CTLA4+ PD1+"="#6666FF","PD1+ TIM3+"="#849CA8", "LAG3+ PD1+"="#C47F9F","PD1+ TIGIT+"="#D259AA", "CTLA4+ TIM3+"="#4ED498", "CTLA4+ LAG3+"="#8EB78E", "CTLA4+ TIGIT+"="#9C929A", "LAG3+ TIM3+"="#9ED848", "TIGIT+ TIM3+"="#ACB353", "LAG3+ TIGIT+"="#EC964A"), | 
															
														
														
													
														
															
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																                     c("CTLA4+ PD1+ TIGIT+"="#B86B6A","CTLA4+ PD1+ TIGIT+ TIM3+"="#B81515","LAG3+ PD1+ TIGIT+"="#007D8A", "PD1+ TIGIT+ TIM3+"="#D64545", "LAG3+ PD1+ TIGIT+ TIM3+"="#0f5860", "LAG3+ TIGIT+ TIM3+"="#50cad3")) | 
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																                     c("CTLA4+ PD1+ TIGIT+"="#B86B6A","CTLA4+ PD1+ TIGIT+ TIM3+"="#B81515","LAG3+ PD1+ TIGIT+"="#007D8A", "PD1+ TIGIT+ TIM3+"="#D64545", "LAG3+ PD1+ TIGIT+ TIM3+"="#0f5860", "LAG3+ TIGIT+ TIM3+"="#50cad3")) | 
															
														
														
													
														
															
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																            basic.color<-color[c("PD1+","TIGIT+","TIM3+","CTLA4+","LAG3+")] | 
															
														
														
													
														
															
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																            names(basic.color)<-c("PD1","TIGIT","TIM3","CTLA4","LAG3") | 
															
														
														
													
														
															
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																            # Make the plot | 
															
														
														
													
														
															
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																            g1<-ggplot(data1)+ | 
															
														
														
													
														
															
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																                facet_wrap(.~Population)+ | 
															
														
														
													
														
															
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																                geom_rect(aes(ymax=ymax, ymin=ymin, xmax=4.5, xmin=0), fill=color[data1$phen])+ | 
															
														
														
													
														
															
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																                geom_rect(aes(ymax=ymax, ymin=ymin, xmax=5.4, xmin=5, fill=factor(phen1, levels=c("PD1","TIGIT","TIM3","CTLA4","LAG3"))))+ | 
															
														
														
													
														
															
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																                geom_rect(aes(ymax=ymax, ymin=ymin, xmax=5.9, xmin=5.5, fill=factor(phen4, levels=c("PD1","TIGIT","TIM3","CTLA4","LAG3"))))+ | 
															
														
														
													
														
															
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																                geom_rect(aes(ymax=ymax, ymin=ymin, xmax=6.4, xmin=6, fill=factor(phen2, levels=c("PD1","TIGIT","TIM3","CTLA4","LAG3"))))+ | 
															
														
														
													
														
															
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																                geom_rect(aes(ymax=ymax, ymin=ymin, xmax=6.9, xmin=6.5, fill=factor(phen3, levels=c("PD1","TIGIT","TIM3","CTLA4","LAG3"))))+ | 
															
														
														
													
														
															
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																                geom_rect(aes(ymax=ymax, ymin=ymin, xmax=7.4, xmin=7, fill=factor(phen5, levels=c("PD1","TIGIT","TIM3","CTLA4","LAG3"))))+ | 
															
														
														
													
														
															
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																                scale_fill_manual(values = basic.color, na.value="#FFFFFF00", drop=F, limits=c("PD1","TIGIT","TIM3","CTLA4","LAG3"), name="IC")+ | 
															
														
														
													
														
															
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																                coord_polar(theta="y") + # Try to remove that to understand how the chart is built initially | 
															
														
														
													
														
															
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																                xlim(c(0, 8)) +# Try to remove that to see how to make a pie chart | 
															
														
														
													
														
															
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																                theme_classic()+ | 
															
														
														
													
														
															
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																                theme(strip.background = element_blank(), | 
															
														
														
													
														
															
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																                      strip.text = element_text(size=12, face="bold"), | 
															
														
														
													
														
															
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																                      axis.line = element_blank(), | 
															
														
														
													
														
															
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																                      axis.ticks = element_blank(), | 
															
														
														
													
														
															
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																                      plot.margin = margin(-200,0,0,0), | 
															
														
														
													
														
															
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																                      axis.text = element_blank()) | 
															
														
														
													
														
															
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																            # df.color<-data.frame("phen"=names(color), "color"=color) | 
															
														
														
													
														
															
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																            # df.color<-rbind( | 
															
														
														
													
														
															
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																            #     df.color %>% filter(!phen %in% c("All Negative","Other")) %>% arrange(phen), | 
															
														
														
													
														
															
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																            #     df.color %>% filter(phen %in% c("All Negative","Other")) %>% arrange(desc(phen)) | 
															
														
														
													
														
															
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																            # ) | 
															
														
														
													
														
															
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																            #  | 
															
														
														
													
														
															
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																            # g2<-ggplot(df.color, aes(phen, 1))+ | 
															
														
														
													
														
															
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																            #     geom_tile(fill=df.color$color)+ | 
															
														
														
													
														
															
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																            #     scale_x_discrete(limits=df.color$phen)+ | 
															
														
														
													
														
															
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																            #     ggtitle("Phenotype Combination")+ | 
															
														
														
													
														
															
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																            #     theme(axis.text.x = element_text(angle=90, hjust=1, vjust=0.5), | 
															
														
														
													
														
															
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																            #           axis.text.y = element_blank(), | 
															
														
														
													
														
															
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																            #           axis.ticks = element_blank(), | 
															
														
														
													
														
															
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																            #           axis.title = element_blank(), | 
															
														
														
													
														
															
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																            #           panel.background = element_blank())+ | 
															
														
														
													
														
															
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																            #     coord_equal() | 
															
														
														
													
														
															
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																            # g_IC<-ggpubr::ggarrange(g1,g2,ncol=1) | 
															
														
														
													
														
															
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																            g_IC<-g1 | 
															
														
														
													
														
															
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																            g_IC<-ggplot(mtl, aes(samples, value, fill=Receptors))+ | 
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																 | 
															
														
														
													
														
															
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																                geom_bar(stat="summary", fun="sum",color="black")+ | 
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																                labs(x="Patient", y="% CD8+", fill="")+ | 
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																                facet_grid(.~Population)+ | 
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																                scale_fill_manual(values = color[levels(mtl$Receptors)[levels(mtl$Receptors) %in% unique(mtl$Receptors)]])+ | 
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																 | 
															
														
														
													
														
															
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																                theme_bw()+ | 
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																                theme(axis.text.x=element_text(angle=45, hjust=1)) | 
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																            pops<-sqlFetch(dta, "POPULATIONS") | 
															
														
														
													
														
															
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 | 
															
														
														
													
														
															
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																            g_pop<-pops %>% dplyr::filter(samples == input$id) %>% gather(pop,value,-samples) %>% | 
															
														
														
													
														
															
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																                mutate(pop=factor(pop, levels=c("CD45pos_Alive","T_cells","CD8","CD4","DN","NK", "B_cells", | 
															
														
														
													
														
															
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																                                                "CD45neg_LDneg","EpCAMneg_HLAIneg","EpCAMneg_HLAIpos","EpCAMpos_HLAIpos"))) %>% | 
															
														
														
													
														
															
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																                ggplot(aes(pop, value))+ | 
															
														
														
													
														
															
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																                    geom_bar(stat="identity", color="black", fill="grey70")+ | 
															
														
														
													
														
															
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																                    labs(title = input$id, y="% parent", x="")+ | 
															
														
														
													
														
															
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																                    theme_bw()+ | 
															
														
														
													
														
															
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																                    theme(axis.text.x = element_text(angle=90, hjust=1, vjust=0.5)) | 
															
														
														
													
														
															
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																            # tl<-sqlFetch(dta, "IC") %>% filter(samples == input$id) | 
															
														
														
													
														
															
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																            #  | 
															
														
														
													
														
															
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																            # mtl<-melt(tl, variable.name = "Receptors") | 
															
														
														
													
														
															
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																            # mtl$Receptors<-as.character(mtl$Receptors) #Para poder depurar bien el texto, lo pasamos a tipo character | 
															
														
														
													
														
															
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																            # mtl$Receptors<-gsub("n","-",mtl$Receptors, fixed = T) | 
															
														
														
													
														
															
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																            # mtl$Receptors<-gsub("p","+",mtl$Receptors, fixed = T) | 
															
														
														
													
														
															
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																            # mtl$Receptors<-gsub("_"," ",mtl$Receptors) | 
															
														
														
													
														
															
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																            # mtl[mtl$value < 1, "Receptors"]<-"Other" | 
															
														
														
													
														
															
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																            # mtl$Receptors<-gsub("[A-Z]*-*[0-9T]- *", "", mtl$Receptors) | 
															
														
														
													
														
															
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																            # mtl$Receptors<-gsub("+ $", "", mtl$Receptors) | 
															
														
														
													
														
															
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																            # mtl$Receptors[mtl$Receptors == ""]<-"All Negative" | 
															
														
														
													
														
															
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																 | 
																            #  | 
															
														
														
													
														
															
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																            # mtl$Receptors<-factor(mtl$Receptors) | 
															
														
														
													
														
															
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																 | 
																            # mtl$Population<-factor(mtl$Population, levels = c("CD8", "CD4")) | 
															
														
														
													
														
															
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																 | 
																 | 
																 | 
																            #  | 
															
														
														
													
														
															
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																 | 
																            # # colorCount<-length(unique(mtl$Receptors)) | 
															
														
														
													
														
															
																 | 
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																 | 
																 | 
																 | 
																            # # getPalette = colorRampPalette(RColorBrewer::brewer.pal(12, "Set3")) | 
															
														
														
													
														
															
																 | 
																 | 
																 | 
																 | 
																 | 
																            #  | 
															
														
														
													
														
															
																 | 
																 | 
																 | 
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																 | 
																            # color<-c(c("CTLA4+ LAG3+ PD1+ TIGIT+ TIM3+"="black","All Negative"="white","Other"="grey50", "PD1+"="#C07AFF", "CTLA4+"="#3EB3DE","TIM3+"="#5EF551","LAG3+"="#DEBB3E","TIGIT+"="#FA7055"), | 
															
														
														
													
														
															
																 | 
																 | 
																 | 
																 | 
																 | 
																            #          c("CTLA4+ PD1+"="#6666FF","PD1+ TIM3+"="#849CA8", "LAG3+ PD1+"="#C47F9F","PD1+ TIGIT+"="#D259AA", "CTLA4+ TIM3+"="#4ED498", "CTLA4+ LAG3+"="#8EB78E", "CTLA4+ TIGIT+"="#9C929A", "LAG3+ TIM3+"="#9ED848", "TIGIT+ TIM3+"="#ACB353", "LAG3+ TIGIT+"="#EC964A"), | 
															
														
														
													
														
															
																 | 
																 | 
																 | 
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																 | 
																            #          c("CTLA4+ PD1+ TIGIT+"="#B86B6A","CTLA4+ PD1+ TIGIT+ TIM3+"="#B81515","LAG3+ PD1+ TIGIT+"="#007D8A", "PD1+ TIGIT+ TIM3+"="#D64545", "LAG3+ PD1+ TIGIT+ TIM3+"="#0f5860", "LAG3+ TIGIT+ TIM3+"="#50cad3")) | 
															
														
														
													
														
															
																 | 
																 | 
																 | 
																 | 
																 | 
																            #  | 
															
														
														
													
														
															
																 | 
																 | 
																 | 
																 | 
																 | 
																            # g_IC<-ggplot(mtl, aes(samples, value, fill=Receptors))+ | 
															
														
														
													
														
															
																 | 
																 | 
																 | 
																 | 
																 | 
																            #     geom_bar(stat="summary", fun="sum",color="black")+ | 
															
														
														
													
														
															
																 | 
																 | 
																 | 
																 | 
																 | 
																            #     labs(x="Patient", y="% CD8+", fill="")+ | 
															
														
														
													
														
															
																 | 
																 | 
																 | 
																 | 
																 | 
																            #     facet_grid(.~Population)+ | 
															
														
														
													
														
															
																 | 
																 | 
																 | 
																 | 
																 | 
																            #     scale_fill_manual(values = color[levels(mtl$Receptors)[levels(mtl$Receptors) %in% unique(mtl$Receptors)]])+ | 
															
														
														
													
														
															
																 | 
																 | 
																 | 
																 | 
																 | 
																            #     theme_bw()+ | 
															
														
														
													
														
															
																 | 
																 | 
																 | 
																 | 
																 | 
																            #     theme(axis.text.x=element_text(angle=45, hjust=1)) | 
															
														
														
													
														
															
																 | 
																 | 
																            ggpubr::ggarrange(g_pop, g_IC, heights = c(0.4, 0.6), ncol = 1) | 
																 | 
																 | 
																            ggpubr::ggarrange(g_pop, g_IC, heights = c(0.4, 0.6), ncol = 1) | 
															
														
														
													
														
															
																 | 
																 | 
																        } | 
																 | 
																 | 
																        } | 
															
														
														
													
														
															
																 | 
																 | 
																    }) | 
																 | 
																 | 
																    }) | 
															
														
														
													
												
													
														
															
																| 
																	
																		
																			
																		
																	
																	
																	
																 | 
																
 |