Plot schema-v1 topic proportions without rerunning the optional backend. Multi-topic point maps use one shared proportion scale and reserve title space above the automatic layout.
Usage
STdeconvolvePlot(
srt,
tool_name = "STdeconvolve",
topics = NULL,
prefix = NULL,
plot_type = c("point", "pie"),
combine = TRUE,
nrow = NULL,
ncol = NULL,
byrow = TRUE,
...
)Arguments
- srt
A Seurat object.
- tool_name
Exact schema-v1 result key written by
RunSTdeconvolve().- topics
Topic names, topic numbers, or metadata columns to plot. If
NULL, all topics in the stored result are used.- prefix
Metadata prefix used by
RunSTdeconvolve(). IfNULL, the prefix is read from the stored result.- plot_type
Plot type.
"point"keeps the default spot plot behavior."pie"draws spot-level pies from numeric metadata columns supplied togroup.byor from a numeric matrix/data.frame supplied tovalues. Whengroup.byis a single"<prefix>_dominant_type"column, matching"<prefix>_prop_*"or"<prefix>_frac_*"numeric metadata columns are used automatically.- combine
Whether to combine point plots. If
FALSE, a named list of plots is returned.- nrow, ncol, byrow
Point-plot layout controls. When both
nrowandncolareNULL, a near-square layout with at most three columns is used.- ...
Additional arguments passed to
SpatialSpotPlot().
Examples
check_r("JEFworks-Lab/STdeconvolve", verbose = FALSE)
#> Error in check_r("JEFworks-Lab/STdeconvolve", verbose = FALSE): could not find function "check_r"
data(visium_human_pancreas_sub)
spatial <- RunSTdeconvolve(
visium_human_pancreas_sub,
assay = "Spatial",
features = rownames(visium_human_pancreas_sub)[1:300],
k = 3,
prefix = "STFull",
tool_name = "STdeconvolveFull",
verbose = FALSE
)
#> Removing 0 genes present in 100% or more of pixels...
#> 300 genes remaining...
#> Removing 0 genes present in 5% or less of pixels...
#> 300 genes remaining...
#> Restricting to overdispersed genes with alpha = 0.05...
#> Calculating variance fit ...
#> Using gam with k=5...
#> 68 overdispersed genes ...
#> Using top 1000 overdispersed genes.
#> number of top overdispersed genes available: 68
#> Error in (function (counts, Ks = seq(2, 10, by = 2), seed = 0, perc.rare.thresh = 0.05, ncores = 1, plot = TRUE, verbose = TRUE) { if (min(Ks) < 2 | !isTRUE(all(Ks == floor(Ks)))) { stop("`Ks` must be a vector of integers greater than 2.") } counts <- as.matrix(counts) if (length(which(rowSums(counts) == 0))) { stop("Each row (pixel) of `counts` needs to contain at least one non-zero entry") } if (!isTRUE(all(counts == floor(counts)))) { stop("`counts` must contain integer gene counts") } testingPixels <- seq(nrow(counts)) fittingPixels <- seq(nrow(counts)) corpus <- slam::as.simple_triplet_matrix((as.matrix(counts))) corpusFit <- slam::as.simple_triplet_matrix((as.matrix(counts[fittingPixels, ]))) corpusTest <- slam::as.simple_triplet_matrix((as.matrix(counts[testingPixels, ]))) verbose <- as.integer(verbose) controls <- list(seed = seed, verbose = 0, keep = 1, estimate.alpha = TRUE) start_time <- Sys.time() fitted_models <- BiocParallel::bplapply(Ks, function(k) { if (verbose) system(paste("echo 'now fitting LDA model with K =", k, "'")) topicmodels::LDA(corpusFit, k = k, control = controls) }, BPPARAM = BiocParallel::SnowParam(workers = ncores)) names(fitted_models) <- Ks if (verbose) { total_t <- round(difftime(Sys.time(), start_time, units = "mins"), 2) message(sprintf("Time to fit LDA models was %s mins", total_t)) } if (verbose) { message("Computing perplexity for each fitted model...") } start_time <- Sys.time() pScores <- BiocParallel::bplapply(Ks, function(k) { if (verbose) system(paste("echo 'computing perplexity for LDA model with K =", k, "'")) model <- fitted_models[[as.character(k)]] topicmodels::perplexity(model) }, BPPARAM = BiocParallel::SnowParam(workers = ncores)) pScores <- unlist(pScores) if (verbose) { total_t <- round(difftime(Sys.time(), start_time, units = "mins"), 2) message(sprintf("Time to compute perplexities was %s mins", total_t)) } kOpt1 <- Ks[where.is.knee(pScores)] kOpt2 <- Ks[which(pScores == min(pScores))] if (verbose) { message("Getting predicted cell-types at low proportions...") } start_time <- Sys.time() out <- lapply(1:length(Ks), function(i) { apply(getBetaTheta(fitted_models[[i]], corpus = NULL, perc.filt = 0, verbose = FALSE)$theta, 2, mean) }) numrare <- unlist(lapply(out, function(x) sum(x < perc.rare.thresh))) kOpt3 <- Ks[where.is.knee(numrare)] if (verbose) { total_t <- round(difftime(Sys.time(), start_time, units = "mins"), 2) message(sprintf("Time to compute cell-types at low proportions was %s mins", total_t)) } if (plot) { if (verbose) { message("Plotting...") } dat <- data.frame(K = as.double(Ks), rareCts = numrare, perplexity = pScores, rareCtsAdj = scale0_1(numrare), perplexAdj = scale0_1(pScores), alphas = unlist(sapply(fitted_models, slot, "alpha"))) dat[["alpha < 1"]] <- ifelse(dat$alphas < 1, "gray90", "gray50") dat$alphaBool <- ifelse(dat$alphas < 1, 0, 1) prim_ax_labs <- seq(min(dat$rareCts), max(dat$rareCts)) prim_ax_breaks <- scale0_1(prim_ax_labs) if (length(prim_ax_labs) == 1) { prim_ax_breaks <- 0 dat$rareCtsAdj <- 0 } if (max(dat$rareCts) < 1) { sec_ax_labs <- seq(min(dat$perplexity), max(dat$perplexity), (max(dat$perplexity) - min(dat$perplexity))/1) } else { sec_ax_labs <- seq(min(dat$perplexity), max(dat$perplexity), (max(dat$perplexity) - min(dat$perplexity))/max(dat$rareCts)) } sec_ax_breaks <- scale0_1(sec_ax_labs) if (length(sec_ax_labs) == 1) { sec_ax_breaks <- 0 dat$perplexAdj <- 0 } plt <- ggplot2::ggplot(dat) + ggplot2::geom_point(ggplot2::aes(y = rareCtsAdj, x = K), col = "blue", lwd = 2) + ggplot2::geom_point(ggplot2::aes(y = perplexAdj, x = K), col = "red", lwd = 2) + ggplot2::geom_line(ggplot2::aes(y = rareCtsAdj, x = K), col = "blue", lwd = 2) + ggplot2::geom_line(ggplot2::aes(y = perplexAdj, x = K), col = "red", lwd = 2) + ggplot2::geom_bar(ggplot2::aes(x = K, y = alphaBool), fill = dat$`alpha < 1`, stat = "identity", width = 1, alpha = 0.5) + ggplot2::scale_y_continuous(name = paste0("# cell-types with mean proportion < ", round(perc.rare.thresh * 100, 2), "%"), breaks = prim_ax_breaks, labels = prim_ax_labs, sec.axis = ggplot2::sec_axis(~., name = "perplexity", breaks = sec_ax_breaks, labels = round(sec_ax_labs, 2))) + ggplot2::scale_x_continuous(breaks = min(dat$K):max(dat$K)) + ggplot2::labs(title = "Fitted model K's vs deconvolved cell-types and perplexity", subtitle = "LDA models with alpha > 1 shaded") + ggplot2::theme_classic() + ggplot2::theme(panel.background = ggplot2::element_blank(), plot.title = ggplot2::element_text(size = 15, face = NULL), panel.grid.minor = ggplot2::element_blank(), panel.grid.major = ggplot2::element_line(color = "black", size = 0.1), panel.ontop = TRUE, axis.title.y.left = ggplot2::element_text(color = "blue", size = 13), axis.text.y.left = ggplot2::element_text(color = "blue", size = 13), axis.title.y.right = ggplot2::element_text(color = "red", size = 15, vjust = 1.5), axis.text.y.right = ggplot2::element_text(color = "red", size = 13), axis.text.x = ggplot2::element_text(angle = 0, size = 13), axis.title.x = ggplot2::element_text(size = 13)) print(plt) } return(list(models = fitted_models, kneedOptK = kOpt1, minOptK = kOpt2, ctPropOptK = kOpt3, numRare = numrare, perplexities = pScores, fitCorpus = corpusFit, testCorpus = corpusTest))})(counts = structure(c(35, 36, 39, 391, 158, 59, 33, 216, 58, 27, 24, 11, 22, 49, 6, 11, 13, 15, 25, 19, 22, 20, 27, 28, 286, 91, 76, 111, 37, 43, 32, 26, 35, 99, 93, 45, 50, 16, 10, 18, 21, 16, 12, 6, 27, 5, 22, 8, 8, 11, 3, 3, 11, 9, 16, 14, 15, 10, 12, 5, 5, 9, 24, 11, 16, 119, 90, 45, 34, 28, 123, 54, 46, 54, 17, 22, 29, 152, 95, 76, 96, 21, 16, 19, 8, 29, 10, 20, 31, 18, 22, 9, 41, 13, 123, 20, 12, 18, 14, 20, 36, 30, 3, 7, 5, 6, 12, 21, 8, 16, 16, 11, 14, 4, 4, 4, 12, 4, 9, 19, 22, 129, 41, 107, 66, 86, 42, 30, 20, 64, 21, 25, 24, 101, 9, 18, 24, 28, 215, 17, 16, 18, 7, 25, 25, 179, 37, 18, 28, 42, 37, 148, 158, 707, 128, 30, 70, 11, 20, 5, 0, 1, 43, 20, 42, 17, 9, 16, 12, 5, 4, 4, 13, 1, 9, 7, 9, 2, 3, 19, 16, 48, 231, 163, 599, 394, 427, 102, 38, 15, 12, 13, 10, 9, 5, 10, 15, 20, 12, 32, 10, 24, 4, 3, 13, 33, 30, 36, 19, 21, 6, 18, 27, 29, 228, 112, 782, 271, 682, 246, 180, 105, 17, 20, 4, 5, 3, 7, 6, 144, 9, 54, 16, 23, 19, 10, 13, 10, 5, 9, 5, 12, 3, 8, 11, 4, 5, 27, 21, 161, 231, 339, 34, 155, 13, 35, 1, 15, 8, 11, 4, 12, 13, 14, 14, 64, 466, 52, 106, 38, 17, 6, 9, 7, 9, 77, 26, 22, 29, 14, 28, 24, 21, 18, 133, 43, 71, 53, 233, 66, 68, 39, 37, 38, 4, 4, 20, 11, 22, 13, 138, 27, 61, 26, 14, 13, 5, 15, 4, 2, 0, 2, 1, 7, 4, 6, 7, 10, 12, 10, 14, 16, 11, 14, 6, 18, 20, 8, 18, 14, 11, 43, 15, 12, 62, 14, 50, 22, 52, 367, 72, 22, 40, 13, 20, 29, 51, 29, 26, 43, 38, 46, 32, 41, 44, 75, 74, 642, 120, 139, 130, 240, 70, 64, 32, 20, 10, 15, 21, 65, 70, 291, 23, 88, 19, 16, 9, 3, 10, 3, 2, 1, 4, 7, 0, 7, 1, 13, 12, 13, 31, 13, 18, 9, 19, 15, 10, 7, 9, 17, 8, 11, 7, 15, 30, 19, 16, 16, 10, 19, 24, 23, 24, 112, 32, 124, 38, 47, 23, 41, 48, 44, 37, 29, 47, 41, 52, 35, 82, 33, 273, 43, 75, 28, 44, 33, 27, 27, 16, 22, 6, 15, 5, 11, 2, 5, 3, 2, 16, 19, 9, 6, 22, 14, 12, 15, 7, 4, 5, 9, 9, 16, 0, 6, 1, 13, 32, 32, 13, 28, 29, 17, 13, 15, 9, 3, 18, 6, 17, 6, 9, 18, 7, 18, 12, 20, 7, 13, 22, 48, 388, 271, 576, 374, 465, 155, 86, 11, 44, 38, 45, 35, 24, 23, 18, 23, 57, 21, 59, 188, 128, 182, 89, 89, 41, 50, 31, 30, 13, 25, 2, 3, 94, 28, 28, 7, 18, 7, 8, 7, 18, 6, 22, 20, 21, 19, 22, 17, 11, 7, 13, 10, 15, 17, 11, 28, 21, 12, 7, 10, 16, 45, 27, 30, 20, 11, 19, 22, 18, 11, 27, 7, 24, 13, 36, 21, 14, 13, 15, 15, 21, 17, 40, 28, 38, 40, 32, 46, 20, 28, 11, 30, 63, 23, 65, 22, 30, 45, 56, 158, 35, 55, 25, 73, 218, 147, 50, 129, 62, 32, 19, 18, 30, 14, 5, 9, 6, 1, 74, 29, 19, 8, 6, 17, 18, 6, 116, 26, 4, 18, 15, 27, 9, 23, 34, 31, 24, 29, 21, 21, 11, 34, 22, 70, 48, 12, 22, 15, 36, 15, 17, 15, 23, 12, 21, 19, 16, 12, 13, 22, 171, 16, 24, 13, 16, 32, 39, 106, 43, 259, 46, 108, 42, 129, 27, 89, 27, 79, 252, 718, 135, 220, 52, 39, 35, 47, 32, 56, 69, 82, 79, 53, 130, 72, 49, 50, 26, 23, 28, 24, 19, 8, 3, 12, 2, 2, 2, 2, 2, 4, 12, 12, 6, 2, 10, 28, 98, 28, 121, 21, 35, 14, 24, 8, 48, 31, 61, 49, 241, 26, 20, 19, 46, 43, 41, 31, 29, 11, 19, 14, 18, 35, 23, 7, 20, 15, 21, 12, 11, 11, 10, 14, 24, 23, 26, 51, 490, 271, 643, 163, 412, 249, 1022, 98, 80, 136, 67, 86, 43, 125, 445, 42, 309, 49, 89, 52, 34, 50, 37, 79, 38, 331, 69, 65, 89, 107, 146, 38, 48, 2, 9, 6, 5, 1, 1, 0, 1, 4, 2, 22, 10, 59, 8, 29, 13, 14, 81, 137, 8, 11, 12, 9, 24, 8, 22, 25, 28, 33, 50, 23, 39, 51, 8, 59, 22, 64, 29, 49, 71, 34, 18, 21, 17, 30, 13, 24, 7, 15, 9, 14, 19, 14, 19, 17, 63, 19, 410, 44, 731, 61, 776, 40, 184, 20, 52, 20, 53, 24, 18, 74, 125, 194, 742, 239, 440, 60, 40, 33, 27, 49, 25, 28, 32, 53, 30, 73, 37, 42, 26, 23, 5, 0, 5, 3, 2, 0, 5, 2, 3, 0, 0, 3, 2, 5, 14, 32, 196, 122, 73, 10, 16, 14, 18, 8, 10, 7, 10, 21, 17, 33, 28, 4, 22, 8, 37, 51, 69, 107, 28, 128, 103, 60, 76, 43, 30, 13, 18, 21, 35, 11, 15, 11, 8, 8, 4, 24, 17, 14, 27, 9, 20, 14, 12, 5, 24, 16, 24, 15, 88, 11, 148, 28, 63, 145, 503, 264, 306, 44, 29, 16, 24, 32, 48, 44, 153, 38, 34, 21, 35, 19, 29, 12, 18, 1, 14, 4, 6, 1, 4, 1, 2, 3, 4, 4, 4, 0, 3, 1, 3, 1, 0, 4, 5, 4, 3, 3, 3, 3, 9, 9, 12, 17, 77, 266, 63, 359, 305, 716, 161, 891, 45, 55, 59, 37, 64, 24, 30, 16, 17, 15, 16, 15, 15, 11, 8, 7, 10, 8, 9, 14, 2, 18, 21, 19, 19, 13, 8, 7, 16, 37, 16, 19, 31, 16, 25, 16, 20, 13, 13, 10, 32, 20, 14, 12, 17, 9, 32, 31, 31, 33, 10, 20, 25, 11, 4, 6, 7, 5, 1, 1, 3, 14, 8, 4, 3, 1, 1, 2, 0, 1, 2, 5, 4, 6, 5, 1, 4, 6, 3, 3, 4, 3, 7, 2, 7, 9, 4, 7, 4, 9, 7, 4, 76, 21, 565, 35, 706, 22, 40, 118, 31, 59, 12, 17, 16, 11, 10, 5, 137, 10, 10, 9, 7, 5, 6, 5, 6, 25, 16, 82, 164, 25, 28, 41, 33, 82, 70, 22, 71, 28, 36, 30, 24, 36, 41, 29, 91, 25, 95, 33, 17, 17, 21, 9, 42, 19, 22, 114, 17, 15, 9, 3, 2, 1, 3, 2, 4, 2, 5, 1, 4, 3, 5, 115, 13, 80, 15, 20, 12, 18, 11, 14, 5, 0, 6, 2, 10, 3, 1, 3, 5, 0, 4, 3, 9, 10, 3, 10, 419, 27, 47, 9, 24, 15, 22, 6, 11, 6, 7, 6, 14, 6, 2, 6, 5, 3, 4, 3, 4, 1, 7, 4, 8, 7, 4, 8, 3, 9, 11, 9, 7, 38, 209, 553, 533, 537, 133, 131, 204, 45, 46, 26, 50, 0, 18, 23, 69, 32, 78, 16, 137, 48, 197, 39, 45, 17, 6, 7, 4, 2, 1, 1, 3, 2, 6, 46, 3, 11, 6, 313, 46, 23, 25, 16, 9, 8, 9, 7, 9, 4, 3, 2, 3, 4, 4, 2, 0, 3, 3, 3, 57, 11, 4, 5, 6, 11, 9, 9, 3, 15, 9, 8, 2, 5, 5, 4, 11, 6, 1, 2, 2, 3, 4, 6, 1, 5, 10, 5, 9, 2, 0, 9, 5, 4, 8, 20, 17, 74, 15, 14, 16, 35, 20, 43, 19, 18, 22, 27, 16, 16, 16, 82, 30, 78, 129, 64, 18, 22, 10, 10, 7, 3, 3, 1, 3, 8, 4, 4, 2, 4, 9, 0, 16, 2, 7, 4, 8, 3, 13, 11, 10, 4, 4, 3, 5, 0, 4, 2, 1, 31, 4, 3, 1, 1, 0, 7, 4, 231, 1, 5, 10, 7, 34, 13, 17, 10, 9, 14, 7, 13, 11, 4, 5, 0, 1, 0, 0, 3, 0, 6, 0, 6, 4, 5, 5, 0, 5, 5, 4, 6, 3, 34, 25, 75, 10, 47, 5, 39, 20, 30, 7, 22, 8, 6, 11, 12, 3, 4, 2, 1, 1, 2, 6, 0, 10, 7, 5, 2, 13, 7, 3, 2, 6, 1, 2, 2, 0, 2, 0, 0, 0, 4, 4, 2, 7, 1, 5, 2, 9, 10, 60, 24, 24, 20, 25, 21, 16, 9, 7, 3, 11, 7, 1, 1, 0, 1, 0, 2, 0, 0, 4, 1, 3, 5, 6, 2, 5, 2, 2, 5, 3, 1, 3, 0, 3, 6, 4, 5, 2, 3, 7, 8, 3, 3, 1, 2, 3, 4, 2, 1, 2, 5, 1, 0, 3, 0, 0, 0, 1, 1, 0, 1, 2, 3, 1, 0, 4, 4, 7, 2, 8, 3, 57, 10, 116, 68, 135, 115, 27, 11, 7, 4, 3, 1, 4, 2, 3, 1, 7, 1, 3, 0, 5, 1, 0, 2, 2, 7, 0, 0, 2, 4, 8, 1, 1, 3, 4, 3, 3, 4, 2, 2, 0, 3, 4, 1, 0, 0, 0, 2, 1, 0, 0, 0, 2, 5, 12, 1, 7, 0, 170, 2, 5, 3, 4, 6, 7, 2, 4, 10, 1, 0, 1, 3, 3, 2, 0, 2, 8, 3, 3, 2, 3, 2, 6, 2, 2, 1, 0, 1, 4, 1, 1, 3, 1, 1, 5, 0, 2, 3, 9, 1, 2, 3, 3, 2, 1, 4, 5, 0, 0, 0, 0, 0, 2, 1, 39, 1, 8, 3, 3, 3, 9, 2, 11, 14, 3, 65, 4, 5, 1, 1, 4, 0, 2, 4, 1, 2, 0, 4, 5, 5, 2, 3, 1, 1, 2, 0, 2, 8, 4, 5, 2, 1, 3, 1, 1, 3, 2, 3, 1, 1, 4, 1, 0, 3, 10, 3, 6, 2, 0, 0, 1, 0, 3, 1, 0, 0, 0, 0, 1, 0, 5, 1, 5, 7, 2, 2, 1, 2, 1, 2, 3, 0, 1, 2, 2, 4, 0, 5, 2, 2, 3, 4, 2, 2, 2, 5, 0, 6, 1, 5, 3, 1, 10, 0, 3, 6, 1, 5, 0, 6, 2, 2, 1, 2, 1, 1, 0, 3, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 11, 2, 2, 1, 5, 1, 3, 2, 0, 0, 1, 5, 0, 0, 3, 0, 3, 2, 3, 6, 6, 4, 2, 3, 2, 2, 4, 3, 5, 0, 4, 6, 2, 2, 1, 1, 1, 0, 4, 1, 1, 2, 2, 6, 1, 0, 2, 4, 2, 2, 1, 3, 1, 0, 4, 1, 2, 0, 0, 3, 0, 2, 1, 4, 4, 1, 4, 3, 2, 3, 2, 3, 3, 6, 2, 0, 1, 4, 5, 1, 0, 0, 0, 0, 2, 2, 5, 4, 3, 2, 1, 0, 0, 2, 1, 0, 1, 0, 2, 1, 1, 0, 2, 1, 1, 5, 0, 2, 5, 7, 2, 2, 1, 1, 1, 3, 2, 3, 6, 0, 2, 4, 2, 4, 0, 1, 6, 1, 3, 1, 4, 3, 2, 0, 1, 0, 2, 3, 1, 5, 1, 2, 3, 0, 4, 0, 4, 2, 3, 2, 1, 4, 2, 5, 2, 7, 4, 3, 2, 0, 0, 4, 7, 9, 1, 7, 1, 0, 2, 7, 3, 2, 3, 5, 3, 2, 5, 1, 5, 2, 3, 7, 7, 4, 1, 2, 0, 1, 2, 2, 3, 0, 3, 4, 4, 5, 3, 4, 1, 1, 1, 2, 4, 6, 3, 2, 5, 0, 0, 5, 3, 0, 5, 13, 1, 11, 23, 21, 147, 71, 13, 26, 101, 22, 5, 7, 7, 21, 23, 3, 10, 16, 4, 7, 7, 16, 10, 23, 19, 154, 46, 40, 63, 50, 16, 19, 11, 17, 79, 40, 38, 21, 9, 6, 7, 6, 6, 4, 7, 6, 6, 11, 7, 7, 2, 3, 5, 3, 10, 3, 21, 11, 3, 6, 4, 3, 12, 22, 9, 11, 83, 95, 29, 29, 16, 44, 44, 25, 34, 11, 15, 25, 84, 35, 25, 40, 7, 5, 14, 13, 14, 6, 5, 11, 9, 9, 11, 21, 9, 38, 13, 5, 7, 10, 11, 20, 11, 0, 8, 6, 2, 7, 9, 5, 9, 4, 3, 13, 2, 7, 4, 2, 5, 5, 5, 29, 55, 34, 48, 28, 46, 24, 13, 12, 50, 14, 19, 7, 73, 4, 10, 11, 8, 70, 10, 6, 4, 1, 7, 12, 113, 7, 11, 3, 15, 17, 111, 110, 481, 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0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 1, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 2, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0), dim = c(1986L, 68L), dimnames = list(c("TGGTATCGGTCTGTAT-1", "ATTATCTCGACAGATC-1", "TGAGATCAAATACTCA-1", "CTGGTCCTAACTTGGC-1", "ATAGTCTTTGACGTGC-1", "GGGTGGTCCAGCCTGT-1", "ACACGGCACTATGCAT-1", "GGAGGATTGAAAGGAG-1", "GTTAGAGTGTGCCGCT-1", "TTCAATTAGCCATAAT-1", "TCTTTCTCTTAAGGAG-1", "ACCACAACTCAGAACA-1", "TAACCGCCCGCAGTGC-1", "TTGACGATTCAGCACG-1", "ACCGAAAGGGCCCTGC-1", "ACGTTCCGCGCTCCGT-1", "ATACCAGGCTAATAGA-1", "CGGCTTTGTATGATAA-1", "CTTGACCCGAAAGATA-1", "CGCAGAAACATTTGCG-1", "GACCCGTCGCCGGCTA-1", "AATCGGGACACTACGA-1", "GTCACAAAGTTTCCAA-1", "TATATTCGCGTCGATA-1", "CCTCCCGACAATCCCT-1", "CGACATGCGATCTTCT-1", "AACACGACTGTACTGA-1", "CCCAACCACACTAACA-1", "CACCGCCGACCAGCGA-1", "TGGTATCGCATCCCAA-1", "CAGAGTGATTTAACGT-1", "AACCCTGGTGGAACCA-1", "GTCAGTTGTGCTCGTT-1", "ATTGACGTAACTCGGT-1", "GATGTCGGTCAACTGC-1", "AGGGCAGCGGCGTGGT-1", "ACATCGTTAACCTAGT-1", "TCCATTGTGACCTCGT-1", "TGTTTAATACTTCATC-1", "TTGCTGGCCGGGCTTC-1", "CATATTATTTGCCCTA-1", "CTGCCTAGCCACCAAG-1", "GACTACAATTGCTCGT-1", "ACTCTCTTATACACGA-1", "CGCATCATGGCTTCAG-1", "CGGCTCTTCGTCGAAC-1", "ATTCTTCGTACTTATG-1", "GCCAGGCGTTCGCATG-1", "CAATGGAATCTACATA-1", "GAATCGCCGGACACGG-1", "CATGAACCGACATTTG-1", "GTCGTCAATTATAAGG-1", "TAAAGAGCCCGAAACC-1", "GTACTGAGGTCGTAAC-1", "AAAGACCCAAGTCGCG-1", "CGTCAGTGCGCACAAG-1", "TGTATCCTTATTCCAT-1", "ATTCTCGTCTCTTTAG-1", "AAAGTCACTGATGTAA-1", "TGTCTACAGTTTCTGT-1", "TTAACGTCGCAAGACC-1", "CTATGTCTATTGAAAC-1", "TCGGGTGAAACTGCTA-1", "TGTCCCGACATAGCAC-1", "ACAGCATAGAGCCAGT-1", "ATATTCCCACAGGTCA-1", "TTGGATCGACTTCTGG-1", "CACCATCGGAGGAGAC-1", "TCGTTCGTTATTATGT-1", "CTTAACTTCGAAGTAC-1", "GCACAAGTGTCGGAAG-1", "TACCAGCTAGGTTTAA-1", "ACGTACAGATTTCTCT-1", "AATTTGGTTCCAAAGA-1", "GTAAGGATTTGTCGGA-1", "CATCATCTACCCGGAC-1", "ACGATGGATCCGATGC-1", "CACTCAGCTCTTGAGG-1", "TAGATCCGAAGTCGCA-1", "TGAAACTTATGCAAGC-1", "GCGATTCTGGAAGCAG-1", "CAAACTATTGAGCTTC-1", "CGAAACATAGATGGCA-1", "GATGGTGCCCTAGGCA-1", "CCCGCAGGGCCCAAAG-1", "ACAGCGCACCCGCAGC-1", "GGTAAATGTGCGTTAC-1", "GTCCTTCTAGTGGGTT-1", "GGAAGCTCGCTTACAG-1", "CACCGATACACCGAGC-1", "CAGCCGGGCCCTCTAT-1", "CGGAGCTTATAACACC-1", "ATTACAACTACCGGCC-1", "TCCTCTGGCCCATTAG-1", "CGGCACCGTTAGCGCC-1", "TCGGTCCCTGACTCCA-1", "TGGTTGGAGGATCCTG-1", "CTGCGGTAGTCACGTG-1", "GTGCCTCAGTGTACGG-1", "ATCGTTCACTTTCGCC-1", "ACTTACCGGGCGCGCA-1", "TTGCCGGTGATCCCTC-1", "GTAGACGTCGTTACAT-1", "GAGCATCATCCCTGGG-1", "AGGTAACCTCCTATTC-1", "GGTTTGAGTGCTGGAA-1", "GCACTAGTCGCGCTAT-1", "GCGGTCCCTAGACGCA-1", "CGAGCGTTGATCAGCC-1", "AATCCAAGGGCCTGAG-1", "CCGTGCCCATGACGGC-1", "GAAATTCACATCGCTG-1", "CTCTGCGAAGCAAGCA-1", "AGTAGGTAACATACAT-1", "ATTGGGAATATCTTGG-1", "TAGAGCTACGAAGAAC-1", "TGCGGCATAGTTCAAC-1", "CCGCCGGTCAACACAC-1", "TCGTATAGTGCAATTA-1", "TAGTTTATTCTTGCTT-1", "GATATCTCATGCAATA-1", "CGTTTAAGCGGAGCAC-1", "CATGCTGGCTCCAATT-1", "GAAACAGCCATGCAGT-1", "AGTTTCGCAGGTCGGA-1", "CTCATGGCTCACAATC-1", "AACCGTTGTGTTTGCT-1", "TGCGGTGAAATTTCAT-1", "CAAATTGTCAGCAAGC-1", "GAGGTACATCCATCTT-1", "AAATGGCATGTCTTGT-1", "TCATCCCAGAGGGTGG-1", "CGTAGCGAATTGTCAG-1", "CCTAGTTAGTCGCATG-1", "GAAACTCTAATGAAGG-1", "TTGTATCACACAGAAT-1", "TTCAAGCCGAGCTGAG-1", "AGGTACGATATTGCCA-1", "TTAAGCCGACAACTTC-1", "GTCTTAGTACAGCCGG-1", "TGGGTAAGGTTCCCGC-1", "CTACGCCATTTCCGAT-1", "GACCGTCAGGTCGTGA-1", "TAGTTAAGATAGGATA-1", "GAATATTCGGAGTCCC-1", "CAAACTACGATAGAGA-1", "CAGGAAGACTTTATAT-1", "TTCGTAATCCCAGCGG-1", "AGGGAAACGAGGTACT-1", "TCCTGCCAACTGGAGA-1", "AATTTGGGACATAGTA-1", "GCTCATTACTGCATGT-1", "TCTCGAACGAGGTCAC-1", "TCACTACGACCAATGC-1", "GTGATGCACAACATCT-1", "TGGGATGCACTCATTC-1", "TTCCATCATGCGGTGA-1", "TGCACAGTGAAGTTAT-1", "CTATTGTGTTTGGTCA-1", "TGCGAGCCCTTCCGCG-1", "TTGAAAGGTGTAAAGG-1", "ACTATATGCTGTGTTC-1", "AACCCAGAGACGGAGA-1", "GAAGAACGGTGCAGGT-1", "GATAAATCGGTGGATG-1", "CAGCTCGTGCTTGTGT-1", "GAGTACGGGTATACAA-1", "CATCGCCCGCGGCCAA-1", "TCTTACAGAGGTACCG-1", "TGGAAGACGAACACCA-1", "GTTGTCGTGTTAGTTG-1", "CCAAGGAACAGAGAGG-1", "CTGCACCTGGAACCGC-1", "CGCTTTCATACCGGTG-1", "GTTCTTCCCTCGATGT-1", "ATTTAACTCGTATTAC-1", "AACGATAGAAGGGCCG-1", "TATCCTGCATGGGAAT-1", "AGGCCCATTGTACAGG-1", "CCGGCGCATATTGGAT-1", "ATCTGTAATTGTACCC-1", "GAGCGAGGGAGTACCG-1", "TTATTAGGGAAGCATC-1", "CTTCTTACGTCGTATA-1", "GAAGTGCTGGATAGCT-1", "GTGCAACAAATGTGGC-1", "CATGCGTTAGACAGAA-1", "ACACACTTTCTACACG-1", "AGCCCTAAGCGAAGTT-1", "AACAGGAAATCGAATA-1", "ACGTTTAGTTGTGATC-1", "TCCTTCAGTGGTCGAA-1", "CGAACGCCCAGTGCCG-1", "CCTCGAAGTGGACGGG-1", "CTCTGTTTGAGGATTC-1", "TGGGCACGTTCTATGG-1", "ACTATTCGTCCGTGGT-1", "CCTCTGGCCTAGACGG-1", "CCATAAACAACCCGAC-1", "CATAGTACATTGAGAG-1", "ATTTCATTATTTCGCG-1", "CAACTATATCGAATGC-1", "CTAGTATTCGGAATTA-1", "GTGGAACCTACATGCG-1", "CCTAAAGGCTGACGCT-1", "CGTGACATTGGGTCGT-1", "CCAATCGGTAGATCGA-1", "ATTGTCGCAATACCTT-1", "AAATTACACGACTCTG-1", "CACTCCTCTCGGTCGG-1", "AAATAACCATACGGGA-1", "AGTTACTCTATCGTGG-1", "CGTTAGCTCACAACTG-1", "GAATGTATGGCAGGTC-1", "GCAACCACCAGACCGG-1", "TCACTCGTGCAACGGC-1", "AAACAGAGCGACTCCT-1", "CAGCCTCTCCTCAAGA-1", "TTGCGTGAACGCTTAG-1", "CCGCCTGCGAATTGGT-1", "AGATGAGGGTTGCGAT-1", "CGGTGGGCTCCAGCCT-1", "CTCAAGACATTAGCGC-1", "CACGGCGCGCCAAAGG-1", "TGCAATTTGGGCACGG-1", "ATGCCAATCGCTCTGC-1", "GCTGGACCCAAAGTGG-1", "ATTCCTAAGACGTGGA-1", "GCTAGTTTCATTGAGG-1", "AGGACATCGCACGTCG-1", "GTGGACGTGCTGAGAC-1", "TAAGGAACTTGTGGGA-1", "TCGCTGTGCGTAAATC-1", "GCATCCCTAACTTTGA-1", "CACCCACACGTCACCC-1", "CCCTCATTCTGGAATT-1", "AGGGCGTGATCGGCTA-1", "GGTGCGGATAAGTGGC-1", "TAATATTGAAATTCGC-1", "CTTACACTGGGAAATA-1", "ACCAAGAACGCGTGTC-1", "GCCTTCAGCCCTACCG-1", "GATGCTACAAGCGCCT-1", "CCGGGACCCGCAGAGA-1", "GTTCCAGTCTGACCAT-1", "ATGATCGGGAATAGAC-1", "TTGGATTGGGTACCAC-1", "TACCTCACGCTTGTAC-1", "CATGGCAGGAAGATCG-1", "ATGACGCCGGCTCTAA-1", "AGCGACATCCCATTCA-1", "AGTAATGTCTTGCCGC-1", "TTCTTAGTGGCTCAGA-1", "CGTCTGGAAGGGCCCG-1", "ACGTGCGCCTCGTGCA-1", "AGAGCGGGCTAATCAT-1", "GCGTCGAAATGTCGGT-1", "AACTGATATTAGGCCT-1", "CGAGCTGGGCTTTAGG-1", "GGGTGTTTCAGCTATG-1", "TTAATTTCAGACGCGG-1", "ACTGCCGTCGTAACTC-1", "GTGCACGAAAGTGACT-1", "ATCTCCCTGCAATCTA-1", "ACGCCAGATGATTTCT-1", "AGCTATTTAATCCAAC-1", "CCACGAGAAGAGAATC-1", "GATTCCGCGTTTCCGT-1", "GTCGGATGTAGCGCGC-1", "TATTTATACCGAGTAG-1", "GTAGGTGATCCGTGTA-1", "AGTTAAGCGGTCCCGG-1", "CTGGCGACATAAGTCC-1", "TTGGCCTAGAATTTCG-1", "GGCATATCGGTTCTGC-1", "GGGCGTCCACTGGCTC-1", "TTACCCATTGCCGGGT-1", "TTAGACACGATCGTTG-1", "GCGCTGATCCAGACTC-1", "TTCGGCAACCCGCTGA-1", "CTGCGTTACGATATAA-1", "TAATAAACAAGGAGAT-1", "AACCTTTACGACGTCT-1", "AGTCCCGCCTTTAATT-1", "TGAGATTAGGCCCTAA-1", "AGTGTATTGCGCATTG-1", "GTTGGATTCAGTGGCT-1", "TAAAGCTGCAATAGGG-1", "AGTAGGAAGGAAGTTG-1", "TATCACTTCGAGTAAC-1", "TGATCTACGCTGATCT-1", "GGATCATCCCGTACGC-1", "TGACACTTCTCTTTGC-1", "AGCCCTTCTAATCCGA-1", "TCGTAAGCTCCGAGGA-1", "CGCGAGAGGGACTTGT-1", "AATGGTTCTCACAAGC-1", "TATACACGCAAAGTAT-1", "CTTCATAGCTCAAGAA-1", "CAACGGTTCTTGATAC-1", "ACACCCGAGAAATCCG-1", "TCTATCATGCAGTTAC-1", "CCCGCCATGCTCCCGT-1", "CGCTTCCACTGAAATC-1", "CACTGTCCAAGTGAGA-1", "ATTACTAGCCTCTTGC-1", "CATAGTAGCATAGTAG-1", "CAACTCCTTGATCCCG-1", "AAGTAGAAGACCGGGT-1", "GCGGGAACCAGGCCCT-1", "ATTAGATTGATAGCGG-1", "CTCGGTCCGTAGCCTG-1", "TGGCTTTGGGTAGACA-1", "TATCCATATCATGCGA-1", "GGAGTGCCGCCCTGGA-1", "TGAGAATGCTTTACCG-1", "TTAACCAACCCTCCCT-1", "TGTTTCGGTACTTCTC-1", "TTGCTGAAGGAACCAC-1", "TATTTAGTCTAGATCG-1", "CTCCGGCCTAATATGC-1", "TTGTGGCCCTGACAGT-1", "TCGCCGGTCGATCCGT-1", "CCATAGGTTGGCGTGG-1", "GAACGACCGAATGATA-1", "TCCGATAATTGCCATA-1", "CATTACGTCGGCCCGT-1", "CAAGCACCAAATGCCT-1", "GAAATCGCGCGCAACT-1", "CTGAAAGAGATCCGAC-1", "CACCTCGATGGTGGAC-1", "ATTTGTTCCAGGGCTC-1", "TGGGCCACAAGAGCGC-1", "CCTTCTTGATCCAGTG-1", "CCTCGCCAGCAAATTA-1", "TTCATGGCGCAACAGG-1", "TTAATCAGTACGTCAG-1", "CCTATCTATATCGGAA-1", "ATTATACTTTGCTCGT-1", "ATGGATCCGGCGTCCG-1", "CGCCCGCTTCCGTACA-1", "GGATTCCGCTATACCC-1", "CGGTCTATCAACCCGT-1", "ATGCCGGTTGATGGGA-1", "TCATGCAGGTTCTCAT-1", "TGAGCTTTAATGACGC-1", "TCCCTTAGATTACTCG-1", "ATATCTCCCTCGTTAA-1", "AGCTCTTCCCAGTGCA-1", "TCGCTAAACCGCTATC-1", "CACATTCTTTCGATGG-1", "GATATGCGGTAGCCAA-1", "CGTTTCACTTCGGGCG-1", "CCAATTACGGGTCGAG-1", "GCAGGTAGAGTATGGT-1", "GTCGTATTGGCGTACA-1", "GAAATTAGCACGGATA-1", "AATGCACCAAGCAATG-1", "AGGACGCTCGATGTTG-1", "GGCTAAAGGGCGGGTC-1", "CATCTATCCCGTGTCT-1", "CAGTAACTATTTATTG-1", "CATATACTACTGATAA-1", "GCGTTCGGAGACCGGG-1", "AAGTTCAGTCTGCGTA-1", "CGAAGCTATAAATTCA-1", "TACGTGCACTATGCTG-1", "GTATCAGCTTGGGTTC-1", "TAACAAAGGGAGAAGC-1", "TTACATCGTGGCCTGG-1", "TCTGAACCGGTCGGCT-1", "GGCTCGTGCCACCAGC-1", "TATAAGTGAGGATAGC-1", "GCCCGCGCGTTTGACA-1", "TGCTGGTTGGACAATT-1", "GCCTAGCGATCTGACC-1", "CCATGCTCTGCAGGAA-1", "TATAAATCCACAAGCT-1", "CGCTCGACATAATGAT-1", "CCAATTGAATGTTAAT-1", "GCTAATACCGAATGCC-1", "TTCAACGACCCGACCG-1", "TTCCTCGAGGGTGTCT-1", "CAACGACCCGTTTACA-1", "CTTGTACTTGTTGACT-1", "TCTCTAATAGCTGGTA-1", "ATTATGCCATAGGGAG-1", "GACAACGCAGCTTACG-1", "AGATGACTCGCCCACG-1", "GTGCGGGTCTCCAAAT-1", "GTACGAGATTGCGACA-1", "GTATAGGACTCAGTAG-1", "TTGCACGGAGCAGCAC-1", "CACAGCTAGGGAGTGA-1", "ATACTAGCATGACCCT-1", "CCAAGACTTCTGCGAA-1", "ACATAATAAGGCGGTG-1", "TAATACACAGTAGTAT-1", "AACTGGGTCCCGACGT-1", "ATCACTTCATCCTCGC-1", "TGGAAGGATAAAGATG-1", "CATGATGCACAATTCT-1", "TGCCTGATCAAACGAT-1", "ATAGGGATATCCTTGA-1", "CACCTAATCAGTTTAC-1", "TGTGACTACGCCAGTC-1", "CCCGACCATAGTCCGC-1", "CGCGCCCGACTTAATA-1", "TGCCACCTGGCGAAAC-1", "CTGCCAAGGTTGGAAG-1", "TCTCCAACGTAGGTTA-1", "TTCTTGGAGTAATGAG-1", "GTCTCGATCTGCTTTC-1", "TACTCTCCGAACAAAT-1", "ATCACATTAGAATATC-1", "TACGGGATGCTAGCAG-1", "AGCTGAAGTAAACCAA-1", "CATGGGTCGGGTGTGG-1", "CACCCACGAGGCAATT-1", "TGCCATTACTAAAGAA-1", "CCGTTACGTTAGAACA-1", "GCCAGGAGTAACCGAT-1", "GGAAAGTGCCCATGCC-1", "TCTTACCGGAACTCGT-1", "TATGTCAAGACCGACT-1", "CCTAACTAAGGCTCTA-1", "GCGGTGAACTGCGCTC-1", "CCTCGCGCGATATAGG-1", "ATCGGCAAGCAGTCCA-1", "AGATCGTGCATAAGAT-1", "ATTCAGGACCTATTTC-1", "AGCTAGAAGCAGAAGT-1", "TTCGCTATCTGACGTG-1", "TTCCGCAGAGAAATAT-1", "CAGTACATTCTCTAAA-1", "GTGAAGATTTCAAGTG-1", "AACGCATGATCTGGGT-1", "CCCAGAGGAGGGCGTA-1", "GGAAACCTTGTTGAAT-1", "GTGAAGCCGTATAGTC-1", "GAGCTGTCGTCTCGGA-1", "GTCACTCTCCAAATCT-1", "TTCTACTTGCGAGGGC-1", "CGCAATTACTTTCGGT-1", "CTGTTCATCTCACGGG-1", "TTCTTGTAACCTAATG-1", "GCTTGATGATAATCAG-1", "TTGGCTCGCATGAGAC-1", "GCCCAGTTGGTATGCC-1", "ATTCCTCCGCCAGTGC-1", "TCGTCCGCTGGCGTCT-1", "GGAGAAGTCATTGGCA-1", "TTGTTAGCAAATTCGA-1", "TCTAGCATCTTCGATG-1", "TTCTAGGCCAATTGTG-1", "TCACGGTCATCGCACA-1", "ATGAAGCCAAGGAGCC-1", "AATGACTGTCAGCCGG-1", "CCAAACAGAACCCTCG-1", "TATCGATGATTAAACG-1", "GAACACACATCAACCA-1", "CCCGTCAGCGTCTGAC-1", "AGCATCGTCGATAATT-1", "GACTAAGATCATGCAC-1", "TAGGGTGTTTCAAGAG-1", "TGGTTCGTAGCAAAGG-1", "CTGTTCACTGCCTGTG-1", "ATGTGCATCCGACGCA-1", "TTGTCGTTCAGTTACC-1", "CGGGATCAATGTAAGA-1", "TTATCTGTATCATAAC-1", "ATCGACTCTTTCCGTT-1", "CTCATTTGATGGGCGG-1", "GTAAGCGGGCAGTCAG-1", "TCTATCGGTCGCAACA-1", "AACGCGGTCTCCAGCC-1", "ATTAATACTACGCGGG-1", "CTTTAACTTTCAAAGG-1", "CGTACCTGATAGGCCT-1", "GAATGTTGGGTAATCT-1", "TGCGGAGTAAAGGTGC-1", "CCTGAATATTTACATA-1", "TTGCTCCCATACCGGA-1", "CCTCTAATCTGCCAAG-1", "AGGTTGAGGCACGCTT-1", "TCCCGTCAGTCCCGCA-1", "TCCGATGACTGAGCTC-1", "CAGCCTCCTGCAGAGG-1", "CTTAGCCTTCCACATG-1", "ATTAATGAACCAGTCG-1", "ACGATACATAGAACTA-1", "AGCCACTCCCGTGCTT-1", "ATACGGGTTTCGATTG-1", "CTGTCAAATGGCTCGG-1", "GCTCGGAATTTAAAGC-1", "TAGGCATGTTACGCCA-1", "TGGCAACTCGCGCGCC-1", "ATCAGTAGGCAGGGAT-1", "TATCGATCTATGCATA-1", "CGACTCAGGATGTTAT-1", "GCCATATTGCACACAG-1", "AATTCATAAGGGATCT-1", "CGGTAGAGGTGCAGGT-1", "AATGATGATACGCTAT-1", "CTTGTGCTCACCGATT-1", "TTCCAATCAGAGCTAG-1", "CGATGGACCCTACGCC-1", "GGTCGGATAAACGGCG-1", "TTAGCTAATACGATCT-1", "CTCGATATTTGCGAGC-1", "ATTACTTACTGGGCAT-1", "CTAGCCGATGTTATGA-1", "TACTGCAATCAATTAC-1", "TAGTCTGTGACGTTGC-1", "CTCGTTTCTAATGTTT-1", "TTCGTTCAACGAAGTT-1", "CTGAATTTATTGCCAG-1", "TGGAATATCCTTGACC-1", "CAGATCATTTAAAGTC-1", "CTCCTTTACGCAAGTC-1", "TCCCAAACAGACAACG-1", "ATCGCTGCGTGCAGCA-1", "TCTTACGGCATCCGAC-1", "GCCTATTCCGATATAG-1", "GAAAGTGACTAACTGC-1", "CCGGAATGGTTTCAGT-1", "AGTATAATACTAGGCA-1", "TAACTATCGAAGGTCC-1", "ATGAGGAGTGTTAATC-1", "TGTGTCGCGAGTTGCA-1", "ATCCAACGCAGTCATA-1", "AAGGCGCGTAAAGCTT-1", "AGTCGGCCCAAACGAC-1", "AACGTCAGACTAGTGG-1", "ACTACCAGCTCTCTGG-1", "GCAAGTGCACAGAGAA-1", "ACACCTTAAGTAGGGC-1", "TTCGACGGGAAGGGCG-1", "TTCGCACTCGCGTGCT-1", "TATTTGTTACCCTTTA-1", "CGCTGTGACGCCGCAC-1", "GTTGCACGGAGTTTCG-1", "GTTTCCTGGAGGGTGA-1", "ACACCCAGCATGCAGC-1", "TCAACCATGTTCGGGC-1", "TTACAACTACGCATCC-1", "TCCGATGGTGCGACAT-1", "GGGCGTACATTTATAT-1", "AGCGACCAACGATATT-1", "ACACAAAGACGGGTGG-1", "ATCGCACGCCGGGAGA-1", "GCTCTAAACCCTGACG-1", "AATGCAACCGGGTACC-1", "TCAAACAACCGCGTCG-1", "TATGCTCCCTACTTAC-1", "AAAGGGATGTAGCAAG-1", "ACGATCATACATAGAG-1", "TTGTTCAGTGTGCTAC-1", "ATGCATGATCCAGGAT-1", "AGTCTTCTCCTCAAAT-1", "GATTCCCTTGTCGCAG-1", "CTCGCACCTATATAGT-1", "ACTCAATAAAGGCACG-1", "AACCGAGCTTGGTCAT-1", "TAAGGCAACATAAGAT-1", "CACGCACAGCGCAGCT-1", "GGTTTACAATCTCAAT-1", "TGCAGGATCGGCAAAG-1", "ATAACGGAGTCCAACG-1", "AACGATATGTCAACTG-1", "GACAACGACCATTGAA-1", "TTGACCATGTTCTCCG-1", "AGTACGGGCACCTGGC-1", "CGCCATCCGATTATGA-1", "AAGGTATCCTAATATA-1", "TGTTGTCAAGAAGTCT-1", "CAGTGAATAAATGACT-1", "CACCTTGCGAAACTCG-1", "CATTTAGCGGACCATG-1", "CCAGTCTAGACGGCGC-1", "TCGCTTTAAACGTTTG-1", "GTGAAACGGCGCCACC-1", "GGGCTCATCGAACCCA-1", "TTGATGTGTAGTCCCG-1", "CAGTAGCCCACGCGGT-1", "AGCGCGGGTGCCAATG-1", "TAATCGATCCGTACGT-1", "AGTGGCGGCAATTTGA-1", "CCTTTCAATGAAGAAA-1", "CTCAGTCACGACAAAT-1", "ATAGGCTAGCTTCGCA-1", "CGGTTCAAGTAGGTGT-1", "CAGTCGAGGATGCAAT-1", "TATCACCCAACCGACC-1", "AATGATGCGACTCCTG-1", "TGGAACCACTGACACA-1", "GCCAATAGGGCATCTC-1", "TTCTTTGGTCGCGACG-1", "ATTAGATTCCTCAGCA-1", "CCGTGGAACGATCCAA-1", "GGGTCGTGGCAAGTGT-1", "TCGCTCGGCACCAGCG-1", "ACGCAATCACTACAGC-1", "CTCTAATGCATTGATC-1", "GTCTCGACTAAGTTTG-1", "TGGTTTAAACGTGGGT-1", "TCCAGATGTACGCCAA-1", "AAGAGATGAATCGGTA-1", "CGCAATTCTACAATAA-1", "TAACGCTTTGAGAGCG-1", "AGGCTATGGTTAGCTT-1", "GAGGAATGGAGAGGTT-1", "TCCTCTACGAGATGGC-1", "TTGATTATGCAGATGA-1", "TCAGTACTGACCCGCG-1", "TTATGACAAACTGGAT-1", "GTAAGTAGGGTATACC-1", "CGCAAACACGAGTTAC-1", "TGGCCGTATATTGACC-1", "ACTGTAGCACTTTGGA-1", "GCTCTATGTTACGTGC-1", "TGCGCGATTAACGGAG-1", "GAATCGACATGGTCAC-1", "GACTAAGTAGGCTCAC-1", "ATCTTGACCTGCAACG-1", "ATGCACTACCGCATTG-1", "CAGATACTAACATAGT-1", "GATCGACACTATCTGA-1", "ATAGAGTACTGGGACA-1", "CCTACTGCTTACACTT-1", "CCTGCTATTTGAGAAG-1", "CGCGTTCATGAAATAC-1", "CATTATGCTTGTTGTG-1", "CCAGGGACGTGGCCTC-1", "TATGGATGTGCTACGC-1", "GTACTAAGATTTGGAG-1", "AGACCCGCCCTCCTCG-1", "CGCATTAGCTAATAGG-1", "GCTCTCGGGTACCGAA-1", "CACCGCCAGAAGGTTT-1", "TCCCAAAGACGAAGGA-1", "ATGGATTGACCAAACG-1", "GTCATGGACATGACTA-1", "CTACTGCCACCTGACC-1", "TTATATTTGGCAATCC-1", "AGCACCAGTACTCACG-1", "CATGGTCTAGATACCG-1", "TCTACCGTCCACAAGC-1", "CTAGTTGGGCCCGGTA-1", "TCCCGCGTACTCCTGG-1", "CAGAGCATGAGCTTGC-1", "ACACGGGAACTTAGGG-1", "GGCTCTGCTCCAACGC-1", "AGAACGTGGTACATTC-1", "CAATAAACCTTGGCCC-1", "ACTTCGCCATACGCAC-1", "ATCTGGTTAAGACTGT-1", "TCGTAAGACGACATTG-1", "GTGTACCTTGGCTACG-1", "GCCCGTAATACCTTCT-1", "CGGTCAAGTGGGAACC-1", "TTGTAAGGCCAGTTGG-1", "GGAGCACCAAGAACTA-1", "TAATAGTGACGACCAG-1", "CTAAATCCTATTCCGG-1", "CGAGTTCTGTCCCACC-1", "AGGCAGATGCGTAAAC-1", "AAGGATGAGGGACCTC-1", "AGAGAACCGTCTAGGA-1", "GAGGGCGCAGCTCTGC-1", "AAGATTGGCGGAACGT-1", "CCAGTAGTCTGATCCA-1", "AAGGGACAGATTCTGT-1", "ATAGAGTTATCAACTT-1", "AAATTACCTATCGATG-1", "GATCCTAAATCGGGAC-1", "TTACAGACCTAAATGA-1", "CCTCACCTTAGCATCG-1", "CATGCGACCAGTTTAA-1", "AACATATCAACTGGTG-1", "CTATAAGAGCCAATCG-1", "AATATCGAGGGTTCTC-1", "GTACTCCTGGGTATGC-1", "ATAAGTAGGATTCAGA-1", "AGGTCGCGGAGTTACT-1", "CTAATTCTCAGATATT-1", "GCCAACCATTTCCGGA-1", "TGATCCCAGCATTAGT-1", "CGTTGTAAGATTGATT-1", "GAAACCATGGTGCGCT-1", "AATCTATGCCGGAGCC-1", "GACTCCCAGAATAAGG-1", "TATGATCCGGCACGCC-1", "CCGCTTGCTGACATGG-1", "TGGTTAAGGGCGCTGG-1", "TTGATAGTCAATACAT-1", "TAGGTCCAAGTAAGGA-1", "CCGCACGTGACCTCGG-1", "AACTTGCCCGTATGCA-1", "GGGTATGTATGCACTT-1", "TTCGTACTCCAGAACG-1", "GAATTTCTCGCTGCAG-1", "AACAGGATGGGCCGCG-1", "GACGTGTAGGGATTAT-1", "TAGGTGAGCCCTACTC-1", "CTAATTCGCACGCGCT-1", "GAAGCTTGCTGACCGC-1", "GGTTAGGCTTGGAGAA-1", "ACAAGGACAAGAGGTT-1", "AGGCCACCCGTTATGA-1", "GTGGGCTTAGACACAC-1", "CGTGTCCCATTCGCGA-1", "TGGAGTGATGCGATGA-1", "AACAACTGGTAGTTGC-1", "CCTGGCTAGACCCGCC-1", "CGCAATTAGGGTAATA-1", "TCGAAATTTAGGACCA-1", "AGACTAGCCTTCCAGA-1", "TTGATCTAACTTTGTC-1", "AAGGAGCGGTTGGTGC-1", "ACTTGGGACCCGGTGG-1", "TGATCTCCGGCGCCAG-1", "CAGTTCAAATTGACAC-1", "GTCCGGCTGAATTGCG-1", "CTGGAAATGGATGCTT-1", "TGATCGGTTTGACCCT-1", "TAGAGTCTAAGCGAAC-1", "GAGACTGATGGGTAGA-1", "TAGCTAAGTCCGGGAG-1", "GGGCGATATGTGTGAA-1", "CTCGAGGTCGAACAGT-1", "GATCCCTTTATACTGC-1", "GTCATGCACCTCCGTT-1", "ACTTTCCTATAGCTTC-1", "TCGCTCGATATATTCC-1", "ATAGGTTGGGCAGATG-1", "CAATTAAGGGTGATGA-1", "ACCGACTGAGTCCCAC-1", "CCTGTCACCCGGGCTC-1", "GATCGGTGGCCATAAC-1", "CCTATGGGTTACCGTC-1", "TTGGGACACTGCCCGC-1", "CGAGGCTAAATATGGC-1", "TCAGGGTGTAACGTAA-1", "CGAGAGATGTGAACCT-1", "TCGCTGGGCGGATTGT-1", "AGATCTCAGGTGTGAT-1", "TGGCCAAACTGAAGTA-1", "GCTTCCGTCCCTAGAC-1", "CAGCAGCCCGTTCCTT-1", "TGTATAACAGATCCTG-1", "CGCGGGAATTAGGCAG-1", "TGCATGTGGTAATCTA-1", "ACAATTTGAGCAGTGG-1", "GAGCTAAGGGCATATC-1", "CCAGATAGTTGAGTGA-1", "CCACAATGTACGTCTT-1", "TAAAGCGTTAGGAGAA-1", "TCCGTTTAGCCTTGAA-1", "CAGCTCGACAAGTTAA-1", "GCCTATAGTGTCAGGG-1", "ATAGACAACGGGACCT-1", "CTACTATCTTTCAGAG-1", "GCGCTGCTTTGCATTT-1", "GCGCATCCAGTCAGCA-1", "GACTCGCGGGAATGAC-1", "CTGGTAACGAGCTCTT-1", "TCCGGCCTAGCGTACA-1", "TCTAGGTGGCGACGCT-1", "ACGCTAGTGATACACT-1", "ATCTGCACCTCTGCGA-1", "CCTCACCTGAGGGAGC-1", "AGTGAGCCTCGCCGCC-1", "ACGAGTACGGATGCCC-1", "GGTACCATTAAGACGG-1", "TTCTGCTAGACTCCAA-1", "TAACTATTACGCCAAA-1", "GCATTCAAGGCAACGC-1", "AGTACATCATTTATCA-1", "GTCGTGTCTGGTCATC-1", "AGTCTAAAGTATACTC-1", "CGGCCCAACCTGTAGT-1", "AGGGAGACATACTTCG-1", "TGTGTTCGTATCCAAG-1", "CCGCGTAGGTAAGGGC-1", "CTGCGGGTGAAATGTT-1", "TATCTACAGAGGTAAT-1", "CTACTCTAGGCCCGGC-1", "ACAAGCAGTGCCTAGC-1", "TACAAGTCTCGTGCAT-1", "TCGGAATGCGCTCTGA-1", "TCGCGTCCAGAAGGTC-1", "TATGGCCCGGCCTCGC-1", "GCTGGCATATTCACCT-1", "GTCAGAATAGTCTATG-1", "GGCGTCCTATCCGCTG-1", "CGGAGTTTGAGAGACA-1", "AGCACTTAAGGACGCC-1", "TCCACAATGGTTTACG-1", "CCAACGATGCACTGAT-1", "ATTTACAGTTTACTGG-1", "CCCTGAAATGAGTTGA-1", "CAAACGGTCGCACTTT-1", "TGATTCGTCTATCACT-1", "TCAGGTTCTTTGAGAA-1", "CACGCAGCGAGGCTTT-1", "TTAAGCGCCTGACCCA-1", "CTTACACGGTATTCCA-1", "AAGGCTGTGCTCATCG-1", "GACCAGAGCCCTGTAG-1", "TCCCAGGCTTAGCTAA-1", "ATTGAAGATCTTAGTG-1", "AGTTCCTACAGAATTA-1", "GGGCTGGTTAGTCGCG-1", "GAAATGGCGGTGTTAG-1", "TACGAACACGACTTCA-1", "ACCACAAGTTTCTATC-1", "ATATTTAACCCTCAAG-1", "GATCATTCCAAACATT-1", "TCCAGGCGAGTACGGT-1", "GTTTGACCAAATCCTA-1", "CACAGCACCCACGGCA-1", "TGCAAGAATGACGTAA-1", "GCGAAGCCATACCCGT-1", "TCCTTTCTTACGCTTA-1", "GCTGCTCTCCGGACAC-1", "ACTGTCTTCTTTAGAA-1", "TCAAACTTAGATTGTT-1", "TTAATGTAGACCAGGT-1", "GGCGGTAGGATCATTG-1", "GGCAATAGTCAATGAG-1", "ACACGAGACTCCTTCT-1", "GACACAAGGGAAGAAA-1", "TCAGCAAATGCATCTC-1", "GAGATCTGTCACTCCG-1", "ATGCCGGTCTTGCATA-1", "TTGGGCGGCGGTTGCC-1", "TTGTTGTGTGTCAAGA-1", "ACTGTACGATACACAT-1", "TCCACTTTATCTAGGT-1", "GGTCTGAGAATCTGGA-1", "TAGAAAGGTGGCGCTA-1", "TATGTCTCATTGTGCC-1", "GGATTTCACTTCTATA-1", "TGAGTGGTCCGTGACG-1", "CGCTTTCTTGCATTCG-1", "ACCCAACGCCCGTGGC-1", "GAACGTCTCATGGTCG-1", "AGGGTTCCCTTTGGTT-1", "GTAGCTTCCTCTTGTT-1", "GCATGAGGGACGCGGC-1", "CTACCCTAAGGTCATA-1", "TCACCGCTCGGCACTC-1", "GGCTCGCGTTGAGGTA-1", "CTAACGAAACTTGCTG-1", "TTAAACTCGAATTCAT-1", "TACTTTACTGAGCCGG-1", "GCTTGGATCGATTAGG-1", "CGGTTATCCAACAGTG-1", "CAGACCTGTAAGTGTT-1", "GACGGTCAATAGAAGC-1", "CTGACTGCGCAGCTCG-1", "GTAATAAAGGGCTCCC-1", "GTGAACTCCCATTCGA-1", "GTGGTTACTTCTTTCG-1", "TCAGAACCTCCACAGG-1", "TCCCACTCTCTTCCGG-1", "ATCTTGACTTGTCCAA-1", "TCGGGAACGTGCCTAG-1", "GTTAGCCGTAAATCAA-1", "ATTTACTAAGTCCATT-1", "GGGTGCATATGAAAGC-1", "TCCGAATGGTCCTGAG-1", "TGATGGCTGTTTCTGA-1", "GAACGTTAGGAAGACG-1", "TTCTGCGAGCGCCCTT-1", "CTTTGGCGCTTTATAC-1", "TCCGAACTTGGCTTAC-1", "TAGATTCCTGGTTATT-1", "CCGACAAAGGGAGTGC-1", "CCATGGCCCTTGTACC-1", "GAAATATCACCATCAG-1", "ACGAAATGGGCGGCAC-1", "GTGAGCGTGCTGCACT-1", "CCGCGGGTACGAAGAA-1", "TCCCTGGCTCGCTGGA-1", "CAGCTTAGTAGGTAGC-1", "CACGAAAGTTAGTCCC-1", "ACCTAATCGACTTCCT-1", "AAGTAGTGACGCGAGG-1", "TCCGATTACATTGCCG-1", "CCTCCGACAATTCAAG-1", "GTTCACAGGAGTCTAG-1", "CGAAGTTGCTCTGTGT-1", "GTCGGATATCTCAGAC-1", "CGCTCTCCGTAGATTA-1", "CAAGCAACGTCGGAGT-1", "CCATTCCCTGCCCACA-1", "CTTTGGCTTTAGTAAA-1", "GGCTATTAAGTTGTAT-1", "CCATTAGCGATAATCC-1", "TGTTCTTCCATTGACT-1", "AGATAACTTCAGGGCC-1", "ATAGACGAAGAGAAAG-1", "GGCGGAGTAATATTAG-1", "TGACCCACGTTAGACA-1", "TCACAGGTTATTGGGC-1", "TCACGCATTGTAGATC-1", "TTGAAGAATTCCCAGG-1", "AAATGGTCAATGTGCC-1", "TAGTGCCCTCCAGAGT-1", "GGTATTGCCGAGTTTA-1", "CGTATTAAGAGATCTA-1", "ACTGTCCAGGATTATA-1", "CGGGCAGCTAAACCGC-1", "TTGCTGATCATGTTCG-1", "TATGGGTACGTATCGT-1", "CAGCTCACTGAGACAT-1", "GGGACTGCATAGATAG-1", "ACGCATTCGTGAGTAC-1", "CTCTGGACGCCTGGTG-1", "AGGGTTTAGTTCGGGA-1", "GGGAGAACTCACAGTA-1", "ATCAATCTGGGCTGCA-1", "TCTTGATGCGTAGCGA-1", "CTCTCACAATCGATGA-1", "CCAAGCGTAACTCGTA-1", "ACAACAGCATGAGCTA-1", "GTCCCAACGTAAAGTA-1", "TCGGAGTACATGAGTA-1", "GGGAGTTAATGAGGCG-1", "CCGGGCGGTCTCGTCA-1", "CCGTAAGTTGGTCCCA-1", "GGAGGGCTTGGTTGGC-1", "TCGGACGCCCAGCCCA-1", "TCTGTGCCATCATAGT-1", "GTACTGGAGTTAGACC-1", "GGAATGCGCTAGCGTG-1", "GTGTGAATAACTTAGG-1", "GGTCGGCCAGGAGCTT-1", "TAGCCGGCGGTCAGCG-1", "CGGGTGTACCCATTTA-1", "AGTGATTCAAGCAGGA-1", "CACACGCGCTGTCTTA-1", "TAGACGCCCGTACCGG-1", "GGTTTCAATCGGTCAG-1", "AATCTGCGTTGGGACG-1", "TTACGGATGGTTCGAG-1", "CGGCAGGGTCGGGTTG-1", "GCTTTCAGAGGAGGTG-1", "TCTTCCCATGGGCACA-1", "TACCGCGGACTTGCAG-1", "AGAATTATGGATTCGA-1", "ATTGATGAGTCCTAAC-1", "TAGGTCGCCGGAACTG-1", "TAACCTACCGTCCGAG-1", "CTTAGTAGGCCTACAG-1", "CTAGATGTGAGTGTAA-1", "ACTCCCGAATTCGTTT-1", "GTTCATCGTTTGGCTG-1", "ACTTTACCCTCATGAA-1", "GCGAGAGTTGCGTCCA-1", "GTTCGGGCGTACCATT-1", "CGACTTTGTATAGCCT-1", "GCCATCGATGCTGCAT-1", "GCATTTCCAAGGCTCC-1", "ATGTAAGGCTGCTCTT-1", "CACTCGGTTAGGAGGA-1", "ATGTTCGTCGACCCAC-1", "TTCCTCTGCCCGAATA-1", "TTACTATCGGCTTCTC-1", "GCCGCATTAGTCCGGC-1", "TAAGGGCTGGGAGAGG-1", "TAAGCAGGCGACACGC-1", "AGCACTACCGGCCTGT-1", "GAAAGCCCTTTGGACC-1", "GACCGACTGAAGCGTC-1", "CGGTGAAGACTAAAGT-1", "CCCTGCGCTACGCATA-1", "TACTGGACAGCTCGGC-1", "TTAGTAGGGCGGCGGG-1", "GAGGCTATCAAAGTCG-1", "TTACCATTGATTACCC-1", "ATACCACGGGCAACTT-1", "TGTCCTAAGTCACCGC-1", "AGGTAGGTACAAAGCT-1", "GGCATACAGGTAGCGG-1", "TGTAGTGATCTATAAT-1", "TCCCGGGTGTGCTGCT-1", "TACGATGTTGATCATC-1", "CCTCTCTCCCATCTAG-1", "GCAGGACTATAGAATA-1", "CTAGTGAAGGACAGGA-1", "TACGAGAACTTCACGT-1", "CGTTGTTTCAATTCCC-1", "GCAAATATTACGCTTT-1", "CCAATAGTGCCGTCGA-1", "ATTGCTGCTCCTCCAT-1", "GAGATCTGCTTGGCAT-1", "GCCGAAATTCCTACGT-1", "GGCACTCCACTGGGCA-1", "GGGTCACCGTGACGGT-1", "CACTTAATCAGACGGA-1", "CGTTTCGCTCATTACA-1", "ATAAAGGCTCGGTCGT-1", "CACTAAAGTTGCCTAT-1", "GTGCTCAAGTACTGTC-1", "CCATGCCTGTTTAGTA-1", "TCTAGTTATCAGAAGA-1", "TTGTAATCCGTACTCG-1", "TCCCAGCTTTAGTCTG-1", "CTACGCACGGAGTACC-1", "AAATTAACGGGTAGCT-1", "CGGCCACGCACAAAGT-1", "GAAGCGTGAGGAATTT-1", "ATATCTTAGGGCCTTC-1", "ACGCGGGCCAAGGACA-1", "GCGAGTTCTGCAAAGA-1", "GAATTATAGTGAAAGG-1", "CTATCGGGTCTCAACA-1", "GCGCTAATTGAATAGA-1", "ATGCGACAGTCCCATT-1", "GGTAGTGCTCGCACCA-1", "AAGCTCGTGCCAAGTC-1", "TATTCAATTCTAATCC-1", "TTCAAAGTCTCTAGCC-1", "TTGAATATGGACTTTC-1", "AAGAGCTCTTTATCGG-1", "TTACTCCGGCCGGGAA-1", "AAACGAGACGGTTGAT-1", "GCTAAGTAGTTTCTCT-1", "ATAACGCCGGAGGGTC-1", "GGATCCGGAATATACT-1", "TGAAAGGACCTGACTC-1", "TCCGCGGCAGCATCTG-1", "TGCATATGTCTGTCAC-1", "TGTAGGAGAAATTTCC-1", "AGTGAGACTTCCAGTA-1", "CCCAAACATGCTGCTC-1", "GCTTATGAAGCAGGAA-1", "TTCTAACCGAAGCTTA-1", "GGATGTCCTTACCGCA-1", "AGGGTGCTCTCGAGGG-1", "AACTCTCAATAGAGCG-1", "TCTGAATTCCGTACAA-1", "GCGTGGTACTGGGTTA-1", "CGTCGGATAGTGTTGA-1", "ATATGTCTCCCTAGCC-1", "TCTTTAAGACTATGAA-1", "TCATTTAAGTCTCCGA-1", "GATATTGAGATTGGCG-1", "TGACATCGAGCGGACC-1", "GCGTAAATGGCCATAA-1", "ATTGTACAACTCGGCT-1", "TACGCTATAGAAACCT-1", "CACCCAAATCTTATGT-1", "AGATGATGGAGTCTGG-1", "CCACGGTGCCCGGTAG-1", "TCAAGAAATACTAGCT-1", "AGGTATAATTGATAGT-1", "CAAGGTCCTATAGGCT-1", "ACCTCCGTTATTCACC-1", "GGTATAGTGACACATA-1", "AAATTCCAGGTCCAAA-1", "CATTGCGAAATGGGCG-1", "GTCTACTCAATTACAA-1", "TGTAATGACCACAATA-1", "AAAGTCGACCCTCAGT-1", "TACTCGGCACGCCGGG-1", "AGGTGTATCGCCATGA-1", "TGTGCTTTACGTAAGA-1", "AAACCTCATGAAGTTG-1", "TATAGGGTACTCATGA-1", "CCAGCTGATGGTACTT-1", "AATATTGGAGTATTGA-1", "GGCCCTCACCCACTTA-1", "AACCAAGACTTCTCTG-1", "TCGTATTACCCATTGC-1", "ATTCGACGCCGGGCCT-1", "GGCGCAGGACATCTTC-1", "GTACTCCCTTATCGCT-1", "TGGTCTGTTGGGCGTA-1", "AATAACAACGCTCGGC-1", "CATACCCGTACCCAGT-1", "ACAATCCATTTAAACC-1", "GTTACAATTGGTGACG-1", "TTGCCCTGATCACGGG-1", "CTAACCGCGCGCCCGT-1", "CTAAAGAATGCCTACT-1", "ACCCATCTTGAGGGTA-1", "GATCTTTGCAGGGTAT-1", "GGGTACTTCATGAACT-1", "GCCGCTTGTGAGAAAC-1", "CCTGTAAGACATGATA-1", "CGACAGTTCGCGTTAT-1", "ACGATGCATATGTTAT-1", "TGTTCCGCTTCCATGA-1", "GGATGACGCGAGTTTA-1", "GAAGTTTCCACTCAAT-1", "GCGAGGCCCGAGCAGA-1", "CATACTATGTAATTGT-1", "CCAATGTCACAGCAAG-1", "GTTGGATTTGCGTTGG-1", "GGGAGGATGCCCGAAA-1", "GATCGCGGGCTCTCCA-1", "GTTCGCCATAAGTGCC-1", "AGATTATAGGACGTTT-1", "TCGAGACCAACACCGT-1", "TATGGGACCGAGCAGG-1", "GATGCGTCCTGCATTC-1", "TATGGTCTGAGTAACA-1", "GCATAGAGCACTCAGG-1", "CTTCATTGTCAGTGGA-1", "GCAGATTAGGGATATC-1", "CCTGTCGCCCGTAAAT-1", "GTACACTTACCTGAAG-1", "GTCATTAGAGCGAACG-1", "ACTCTTGTATAGTAAC-1", "ATTAGGCGATGCTTTC-1", "TTCGGGACTAATCGCG-1", "TGGACTGTTCGCTCAA-1", "AACGTGCGAAAGTCTC-1", "CCACCCAAGGAAAGTG-1", "CCGCACAAAGACCAAC-1", "GCGATTGTTAACGTTA-1", "ACTCGTCAGTAATCCC-1", "GGTGATAAGGAGCAGT-1", "AAGAGGCATGGATCGC-1", "CACGTTCGTGCTCTAG-1", "CTATTTGGTTACGGAT-1", "GTACAGAGGCAAGGGT-1", "GGGCCGGCCGAAGTAC-1", "CCTGAACGATATATTC-1", "CCGGGCTGCTCCATAC-1", "TACTTGTTAGTAGTCC-1", "CCTAGGCGTAGCGATC-1", "CTGGCGCACAGGTCTG-1", "ACTTATACTTACCCGG-1", "GAAGTCTCCCTAGCGA-1", "ACCGATGGTAGCATCG-1", "CGAGTTTATCGGACTG-1", "CATAACGGACAGTCGT-1", "TAGGGAGCTTGGGATG-1", "AGGGTCGATGCGAACT-1", "TATATCCCTGGGAGGA-1", "CATCTTACACCACCTC-1", "GTGCGACAGGGAGTGT-1", "CCGATCTCAACCTTAT-1", "ACGATCATCTTGTAAA-1", "GAAAGAACAGCGTTAT-1", "CTAGGTCTGAAGGAAT-1", "ATATCAACCTACAGAG-1", "AAATAGCTTAGACTTT-1", "ATAAGTAGGGCGACTC-1", "GCGAGCGCATGCTCCC-1", "AGGGACCGGCTGCGTT-1", "CATACTTAGGCAATAC-1", "CCTGTCCCTCACGTTA-1", "CCCTGACTAACAAATT-1", "ACGCTGTGAGGCGTAG-1", "GCATACGAGGTCTTTA-1", "TCGGGATTCAAACATA-1", "GGGCCCTACGAAAGGG-1", "CGCCAAGAAGCCGAGT-1", "GGTACATCTGGGACGA-1", "GGATGCTGGCGTTCCT-1", "CCGATTCGAGGGACCC-1", "CCACTGGTGGCTGGTT-1", "GACAGGCACACACTAT-1", "TCAACGCGACCGGCAG-1", "CTACGACTAGCTATAA-1", "CGGTTGACCTGGCATA-1", "ATCCTGAATCGCTGCG-1", "GTTTCATATCGTCGCT-1", "ATAAATATTAGCAGCT-1", "AAGAGGATGTACGCGA-1", "TCCTGCGTTGATACTC-1", "CGTGCATTGTCGACGC-1", "CCGGGTTCGAGGTTAC-1", "CCCAATTTCACAACTT-1", "TGATTTATTAGCTGTG-1", "TGGAAGAAGGGAACGT-1", "GACGCTTGCTTCTAAA-1", "GGGAACGGGAGGTTAG-1", "GCGGCTCTGACGTACC-1", "ACGTTAGATTTGCCCG-1", "GAGAGGGCGCGAGGTT-1", "GCGTCTCTGCATTGGG-1", "GCAGCACACAGCCCAG-1", "CAGGCCGTTTGGGTGT-1", "AACTCAAGTTAATTGC-1", "CTTCGTAGATAGGTGA-1", "TGCAGAGTACCGAGCA-1", "GAAGTGATTTATCGTG-1", "CGCTACGGGACATTTA-1", "CCACACTGAGATATTA-1", "CGATCCGACCCAGTGC-1", "CTGTACTTCTTAGCAT-1", "ACTTATTAGGATCGGT-1", "TAGTCCGCAGAGAATG-1", "TTCACGAAAGGATCAC-1", "TACATTTCTAACGTGC-1", "ACCATATCCGCAATAA-1", "CACTCAAGAGCTATGG-1", "TGTACGAACAAATCCG-1", "ATCATCCAATATTTGT-1", "CGCTATTCTTAGGCTC-1", "TGGCAGCAGTAATAGT-1", "TCACGTGCCCGATTCA-1", "CATACGGCGTCTGGGC-1", "CACATGATTCAGCAAC-1", "GCTAGTAGAGCTTGTA-1", "TGCTGTTGAAGAACTC-1", "TAGCGTTGGGTCTTAC-1", "GTAGCGGCTATACACT-1", "TAACATACAATGTGGG-1", "TCTTCGAATAGACGTT-1", "GATCGTGACTGATATC-1", "GATCCGGGAATTAACA-1", "TTATATACGCTGTCAC-1", "GTCGCGTAACCCGTTG-1", "AGCTCTAGACGTTCCA-1", "GTCAAGCGGACTCGGG-1", "CGAGGGACTGCGGTCG-1", "AATCGCCTCAGCGCCA-1", "CTTGTTGCTGAGTCAA-1", "GATATGAGACACTAAC-1", "TTATGATCTTAACGAA-1", "CGCCGCCCATGCCTGT-1", "CTGGGATAAATAATGG-1", "GTGCCCGTTCGGATTC-1", "TTCAATACTCTGAATC-1", "CGCACATGTCCACTAC-1", "AGAAGAGCGCCGTTCC-1", "GATAACTCGCACTGTG-1", "AGTCGACGGTCTCAAG-1", "GTGACCGCACACTACG-1", "GTATGTGGGTCTAGTT-1", "CTTGAGTTAGGGTAAT-1", "TTAGCTGATTTGCCGT-1", "GCTGTTGCTACCGAAC-1", "TATTACCATCCTGCTT-1", "TTGAATTCACGTGAGG-1", "CCATCTCACCAGTGAA-1", "CGCACGTGCGCTATCA-1", "ACCCGGATGACGCATC-1", "ATAGTTCCACCCACTC-1", "GCAGACCCAGCACGTA-1", "TAGACTACCTAGCGTT-1", "GACTCACCCACGTGAG-1", "AGCTCTTCGTAACCTT-1", "ACTATCCAGGGCATGG-1", "ATATCGGTAGGGAGAT-1", "GACCGACGTGAAAGCA-1", "AGTGGCTCCGTCGGCC-1", "GATCGGATAGAACCAT-1", "GCTACAGTACGGACCG-1", "TCTATTACTAGAGGAT-1", "TTCAGGCGTCAAAGCC-1", "AGACCGGGAAACCCTG-1", "AGAGATCTCTAAAGCG-1", "CCCTGCCCAATCCGCT-1", "GTGGCGGTCCCAGCGT-1", "GCATTGTAATTCATAT-1", "CCGTTCCGAATCTCGG-1", "AGCTTGATCTTAACTT-1", "CCTGTACTCACGCCCA-1", "AAGTGACGACCGAATT-1", "CTCACTTGGCTGGTAA-1", "CGCCTGGCCTACGTAA-1", "CCCGTAAGTCTAGGCC-1", "TTGGACATGTGGCTTA-1", "ATTACGCGCTGGCAGG-1", "ACGCGCTACACAGGGT-1", "TACGTTTACCGGCAAT-1", "CGAAACGCAATTCATG-1", "TAGTCTAACAACGAGA-1", "TTGCATGCTGATCACG-1", "TCTGGGTAGCGCTCAT-1", "ACATCGGTCAGCCGCG-1", "AGATACCGGTGTTCAC-1", "GATTACTGAATTTGGG-1", "TCCAACTTTAAATTCT-1", "TCCTAGCAAAGAAGCT-1", "GTCTATCTGAGTTTCT-1", "GATGTTCAATCCACGA-1", "AGTTAAACACTTGCGA-1", "AGCTCTTTACTCAGTT-1", "ATCCAGGATTCGTGAA-1", "AGTCAACACCACCATC-1", "CGATACCTCGCGGACA-1", "TACAACGCACAACTCA-1", "AATTAAAGGTCGGCGT-1", "GACCGTGCTGACGGTG-1", "GGCAAATTACTTTACT-1", "GGTACAAACATGCTAT-1", "CGGGCCTTCTTTGTAA-1", "CGTGAAGTTAATTCAC-1", "ATAGTGAAGCGTTCTC-1", "TACGCCATATTCTAAT-1", "GCCGGGTTAGGGTCGC-1", "TACATAGGCATACACC-1", "GCCGATTGGCCAAGCT-1", "CTGCCATGCATCACAT-1", "TTATGAATGAAAGGGA-1", "GCTGAGGCGTGAGTAT-1", "GCGCCGTTCCACGATA-1", "CGCATGGTGCGATGCT-1", "AGGTTTCACACACCTT-1", "TCCAGAGCACCGGTTC-1", "GATTCGACGGTTCACG-1", "GTTTCTGCAGTCTCCC-1", "GCTGCACGGTTTCTTA-1", "CGTGCAGACTGGGACA-1", "GTGTTACTATGCGTCC-1", "TCCTCGGGCTGGGCTT-1", "GTGAGGACACTTAAGG-1", "ATACGCCGGCGAAACC-1", "TCTGCCAGAAACTGCA-1", "TTCTGCGGGTTAGCGG-1", "CTCGGTACCACTGCTC-1", "GTAAGTAACAGTCTGG-1", "GTGCGTGTATATGAGC-1", "ATTTGTCTTGGGAGCT-1", "CCTCGGACCGGGATAG-1", "TAGGTGCTCGCCTAGC-1", "CTTTAGGAACACTGTT-1", "TCGGGCCGTCGTGGTA-1", "AGTGCTTGCACGAATA-1", "TGCAGTTTCCTCCCAT-1", "TGAGAGATTTACCACG-1", "GAAACAGATGACCACC-1", "AGCAACATATCTTATT-1", "CAAGTGTGGTTGCAAA-1", "GCCTCATCTGGAAATA-1", "AACCCTACTGTCAATA-1", "ACGTATTACTCCGATC-1", "TCTGGGAACCTTTGAA-1", "GCTCGCTCATGTCCAA-1", "GCGCAAGAGCGCGCTG-1", "TTGACGCTCCATGAGC-1", "TATAGATGGTCGCAGT-1", "TTACATGCCACAACTA-1", "ACATGGCGCCAAAGTA-1", "TATGGTTAGTGGGAGA-1", "CATGACTTCGCTGAAT-1", "CCACGAATTTAACCTC-1", "TTCTTGCTAGCATCTC-1", "TGGCTCTTGTCGCGTA-1", "TTGTGAGGCATGACGC-1", "CATAAGCTCTCCGTCT-1", "CCTTCTCAGCGTTCCT-1", "TGCAGCTACGTACTTC-1", "CTCTACACTGGCGATT-1", "TGCAGATCGTCCTAGG-1", "TGCCAAAGTCAGACTT-1", "ACAATAGTCGTACGTT-1", "CATGCCAACTCGCAAA-1", "TGCAGAACTATATCGT-1", "TCGTGTCACGCTGACA-1", "TGATCAGGGAACTGCT-1", "CTTGCAACCGCCTCCT-1", "AGCCCATACATGTAAG-1", "ATCCAATGGAGGGTCC-1", "AAACCGGGTAGGTACC-1", "CGCTTATTCCCGGTCG-1", "TTACTCTGGTACGTAC-1", "GTGGTTTCCGCCTTTC-1", "ATAGGCGGCTATAGAA-1", "GTGCCATCACACGGTG-1", "CCCAACATACGTCGCG-1", "CGGTGCAGATAGAACG-1", "GGGCGGGTTCCCTACG-1", "TGAGCCATACAGTCTC-1", "CTCCGCCCACATGAGG-1", "GTTGAACCGGTTCCAT-1", "TTGACTACCATATGGT-1", "ACCATCGTATATGGTA-1", "TGCGTAAGAACCTGAT-1", "AGAAGGTTGCCGAATT-1", "AGGACGACCCATTAGA-1", "GGTGCTGGTACACATT-1", "GCGCTATGCCGAGGCA-1", "ACCCGGTTACACTTCC-1", "TAACTCATCCGCGCGG-1", "CACAATGAGCTGCTAT-1", "GTTACTTTGGGCCTAG-1", "GGGCCCGTCTTAAACA-1", "GAAATTGTCTCTATAA-1", "GGCGCATGAATTGATG-1", "CATATAGGTACAGTCA-1", "TCAACGAGGAGACAAA-1", "TTGCACAATTCAGAAA-1", "CATCGGACGGGTTAAT-1", "ATTAAACATGCGGACC-1", "TATCTACCACAGCGGG-1", "CGAGACCCTAGAGTGT-1", "ACATCGATCGTTTACC-1", "ATCGACCCAATACAGA-1", "GAATCTGAACATTCTC-1", "CAGTCTGTATACTGGG-1", "ACTTGACTCCCTCTTT-1", "CGCCTCCCTCCTCTAT-1", "CTAGATTTACGACGGC-1", "GATGCTGTATTTCATC-1", "TGCGTTTGTTGACACT-1", "CGTGCCCTCCCGAAGA-1", "ACTCTCTGACTTAGGT-1", "CTGGGTAGGCAGTTAA-1", "GTTTGGCCCAAGTTAT-1", "GAATGTGGTCCGGATT-1", "CCCAGTTAAGGCGCCG-1", "CGGTACTAGAATCAAA-1", "GCTTAATGTAACTAAC-1", "AGGACAGTCGAATCCC-1", "GACAGCCAGACCTGAC-1", "GGCGAAATCTAACTTG-1", "CTGGTAACACATAGAA-1", "TAGCCATTTCAAAGTC-1", "GGGATTTACCGCACCT-1", "ATGCCATTTGCGACCA-1", "GAATAGACGCGACCCA-1", "TGTATGGCGCAGACAG-1", "GGATGAAGATCGCTGA-1", "CGACAATTTGATCTAA-1", "AAAGTTGACTCCCGTA-1", "CGCGGCTCAACTTGAA-1", "CACGCGGAACTGTTGC-1", "TCTTAGAGTGAACTCT-1", "AGTCCATTGGCTGATG-1", "TTAAGATAGGATTGAC-1", "CACCTTGGCGCCTTTG-1", "GCTAGACCGTCTACTG-1", "CGGCCCAGGTATATCC-1", "GTCCATTACTGCTACG-1", "TAATTAGGACATCCGT-1", "TACATCCCTATCCCTG-1", "TCAACATCGACCGAGA-1", "CCGAACACTGGGCCTC-1", "TGACGAATATTTCCCT-1", "TCGGAGAGTATCGGGA-1", "CAAATCTCTCACAAGG-1", "AGGCCCTAGAACGCCA-1", "TAGAGATCATGCAACT-1", "TTGTTTCCATACAACT-1", "CATAGTCCACAAGAAC-1", "TTGACATGAACGTGGA-1", "GGTTACCACCCTCGGG-1", "TACCGGTCGTTTCCAT-1", "CGAGTACTAAAGAGGA-1", "GCAAGAATTCCTTGGC-1", "TCGCCGAAGTTGCGTC-1", "TTGAGAGTACTGCTAA-1", "GCCACAATTTAAGGAC-1", "ATATTCAGTTAAACCT-1", "TGAGTGCCTCTTAAAT-1", "ATCAGACGGCACGCCG-1", "GTGCGAAATCGAACAC-1", "GTGCCGCTTCAAAGGT-1", "GATACGATGGGAGTCA-1", "GACACTGAGTTCAGTG-1", "ATCCTGCGTGGAATGG-1", "ATCCTACCTAAGCTCT-1", "AGTGATATGAGTAGTT-1", "ATGATGCAATGGTACA-1", "GAAACCGAATTACCTT-1", "AGTGACCTACTTTACG-1", "CAAATGTCCTTCCGTG-1", "TTACTGGGATATTTCA-1", "CTTGCCCAGGCTCTAC-1", "AAATCGTGTACCACAA-1", "GTGATCATAGATCTGC-1", "TGGCAGATTACGATCA-1", "TCACCCTCTTAAGATT-1", "CAGGATATATCGTTGT-1", "CCTGACCACCGATGGT-1", "CTAAAGGGAAATAGGA-1", "CCGCTATCAGCACCAG-1", "CTTTAGTGCTATTATT-1", "CGGGAATTTATGTAAA-1", "GGCAAGGCGAAATAGC-1", "AGCGTGGTATTCTACT-1", "CTAAGGGAATGATTGG-1", "CGTTGAGCGACCGTCG-1", "TGCCCGTACCGTTAAA-1", "ACAAGGGCAGGCTCTG-1", "GAGATCTTCCATGACA-1", "GTGGTGGCCAAGTGAA-1", "TCCCGTGTGCAATTTG-1", "ACATCGTATGCAATGG-1", "GCGAAACTTAACTGGA-1", "AATTGAACGCTCTGGT-1", "ACAAATGGTAGTGTTT-1", "ATGGTCGCGTGGTTTC-1", "TGTTATTGTATGTGGC-1", "TTCCGGTTACCCACTT-1", "GAGTGTGCGGTACCCA-1", "CAAGATATTATAACGT-1", "ATGGGCCTCGGCCTCT-1", "TCTTACTTATGCCTCT-1", "AAAGTGTGATTTATCT-1", "TGCTCCACAGTTCTTA-1", "CTGGCTGATTCATCCT-1", "TAAGGCTGAATCCCTC-1", "TCGAAGAACCGAGCAC-1", "AAGTCAATTGTCGTCA-1", "AGTGAACAAACTTCTC-1", "CATGATGGAAGTTAGC-1", "AAGTGCCTTGACTGTA-1", "ACCGCGGTGGAAGTCG-1", "CACATTTCTTGTCAGA-1", "TAGCGTCCCTCGATTG-1", "CGAACGGCCGGACAAC-1", "TACTTTCCGCACGCCA-1", "ATGTGAAAGCCTAATG-1", "CGATCTGTTGGAGGAC-1", "ACGGGAGTGTCGGCCC-1", "CCACGGAGCCATAAGA-1", "CACCGTTGCGCGATAT-1", "TCTAGCAATCTCCGCC-1", "TTGTAAGGACCTAAGT-1", "AAATTTGCGGGTGTGG-1", "AAGTTCGGCCAACAGG-1", "CCGCTTACCTCACTCT-1", "ATCACGTGCTAATTAA-1", "GGTGAAGTACAGGGAT-1", "GCTGTATTACTGGCCC-1", "AACGGCCATCTCCGGT-1", "TAAGTAACATCTTGAC-1", "TTCTTGAGCCGCGCTA-1", "AGTGCGTAGCTCGTAA-1", "GGGATGGTCGTAACCG-1", "GTCTGGGCGGTCGAGA-1", "CGGAACGTAAACATAG-1", "TGCGACACCCTAGTGC-1", "CAAACGAGTATCGCAG-1", "TCAGTAGGGACTATAA-1", "GCGGTTCCCTATCATG-1", "GTGACTTCAGTAGTGC-1", "CGTCACGTCCATTGGT-1", "ATAAGTTACCGCGACG-1", "CTGAATCCGAGACCTC-1", "TACGACGCTTGCTGCG-1", "GGGTGACACCTTAACT-1", "TGAGTAAATTAGCGTA-1", "GAGTCCGCTTACCGGA-1", "GGCGCGTTCGAGTTTA-1", "TTCCGCGTGAGGCGAT-1", "TACCGGCTCACTGCCC-1", "GTATCTTTCATAACCA-1", "TGACTATAATCCTTTC-1", "TCCGCTGTCATCCCGG-1", "AGATACTCAAGATCGA-1", "TCCTACATCCACGGCC-1", "TTAGAGTTTAGAAGGA-1", "GGTTAGCTATATGTCT-1", "CTGGTTTCGAGCAAGA-1", "ACTTATTTATGTGCCA-1", "TTAGTTATTCGTGGCA-1", "AACCGCTAAGGGATGC-1", "ATACGTCCACTCCTGT-1", "CGACACGCTCCGACAG-1", "AGGATATAGGGATTTA-1", "GTGATCACTAACGCCT-1", "ACCGGGCCTTTGTTGA-1", "CTCTTCTATTGACTGG-1", "CGTGGCCGAATATCTA-1", "GGTTTAGCCTTTCTTG-1", "CGGGAATATAGTATAC-1", "ATCAAACACTGTTCCA-1", "TGGGCAATAGTTGGGT-1", "CACACAGCTTGCGCTC-1", "AGGATCACGCGATCTG-1", "CAGTACCAGTTTACGT-1", "GGTCGTAAGCTCGCAC-1", "GACTACAAAGCGGTGG-1", "CTGGCATCCGAATGAG-1", "TCAACGCAGGAAATAA-1", "TATTCCTCCGCCCACT-1", "ATCAAACGAAGGTTTG-1", "TTGATTAGCTGTTTCT-1", "CTGCTGAGGCCACGAA-1", "CCGTGTTAAATTCCAT-1", "CACGTCGGCAACCTCT-1", "GTATTCTGAGAAACGA-1", "CGGTGCGCGTTGGTCC-1", "GTGATTCGCCGCTCAA-1", "GCCCGCGCGTAAACGG-1", "AACGTACTGTGGGTAC-1", "GAGTATGCCCGCCTTG-1", "TGATTCTGTCGCCGGT-1", "GGGCGGCAAATGAATT-1", "TTCCAATCTGGCTATC-1", "GGAACCGTGTAAATTG-1", "TTGGTCACACTCGTAA-1", "CGAACCCGCATGCGTC-1", "GGGCGTCACCACGTAA-1", "TACCAGAAGTAGGTTC-1", "TTGGATATCGTCTACG-1", "TAGATATGGACTGGAA-1", "GCGACGATAGTTGTAC-1", "CTGGATTTACACTTGA-1", "TATTCCACTCAGCTCG-1", "CTGTTACCCAATCTAG-1", "ACGCGAAGTCAGACGA-1", "GATAGGTAACGTTGAC-1", "TGTTCGTATTGCGGTG-1", "AATTCTAGAGTTAGGC-1", "AGACCCACCGCTGATC-1", "TCTAGCATGCCCAGAA-1", "CCCGCAGCGCGAACTA-1", "CTCTATTTGGCTGCAG-1", "TTCTGCCGCGCCTAGA-1", "GTAGTCGCGGGAATCA-1", "AATAGAATCTGTTTCA-1", "TCTCATGAGATAGGGT-1", "ATGACTATGCGACATT-1", "AGTCAAGATGACACTT-1", "CGGGAGCTTCAGTGTA-1", "CCACAGTACCCATCCT-1", "GAGCGCGCACGAGTAG-1", "ACCAGTGCGGGAGACG-1", "TCCTTACGACGGTCCG-1", "TAGTCGATCACGGGTT-1", "AGACGAAGTGCCGGTC-1", "AGGCATTGTCGTAGGG-1", "TGGTAGAATATATGGG-1", "GCATCGGCCGTGTAGG-1", "CGTTAAACTAGTTAGG-1", "TGAGTTAAAGACATTC-1", "TGTTTGAGATCGTCAG-1", "GAGTTGATGGCAATTT-1", "GTGGCAAACAGCGGCA-1", "GATGTAACGAACCACC-1", "AGCCGTGGCTAAATGT-1", "CTCCCTCCTTTCGATC-1", "AGTCGTGGGCATTACG-1", "ACCTAAGTACCTTTCA-1", "CCTACATTCACAGACG-1", "TTGACCGTGTTAATGA-1", "TCTGTTACCCAGCATA-1", "CTAACTGGTCCGGTTC-1", "AGCGACAGGAACGGTC-1", "TAATAGAACAGAGTTA-1", "ACAGGTGGAGGTGAGG-1", "TGCGAGAATATTACCC-1", "TTGCGTCGGCCAACCG-1", "AGGCTTCCCGAAGAAG-1", "GCGGACCGCGTTGTGG-1", "GTAATCTGATTCTTCG-1", "CCGCGGAATGCGTCAC-1", "TTCCACACAGATTTGA-1", "CTTCTATTAATGCTAG-1", "CATTTGAGTGGTACGT-1", "TCACAGCAAACTCGAA-1", "CAGACGAACCTGATAC-1", "TAGCTAGAAGGCATGA-1", "ATCCAGAGCAACAACC-1", "TCCGGTTCGTCCGGTC-1", "CGCGCATGTTTGATTG-1", "TGGCGATCAAGTTATG-1", "TAGCTCGCCTGATAAC-1", "TTGTGTTTCCCGAAAG-1", "TATACACAGACGCCTT-1", "ACATTAGTTTATATCC-1", "CCATCGCAGTTAAACT-1", "AATTAGCGCTGCAGCG-1", "TCCGCTTATCCCATTA-1", "GTTTGGGCTTGTGAGC-1", "CTTGTCAACATTCGAG-1", "GGACCAACAGGATAAC-1", "AAGCTAGATCGAGTAA-1", "GTAGCCAAACATGGGA-1", "TGCCAGTACGTGGAGA-1", "ATAAGGTGGAGAACAT-1", "TGGTTCAACGGGTAAT-1", "TGGCAAACTAAATTAC-1", "ACCGCAATAACTGCCT-1", "TCGCACCAGGAGGCAG-1", "ACTTCAGGCTGATCCC-1", "TCTGATGTATTCTGTC-1", "CTTTACCGAATAGTAG-1", "GCAGATCCATAAGACT-1", "TTCCTCGGACTAACCA-1", "CTGGAAGACACGGTGG-1", "CTAGGCGCCCTATCAG-1", "AACGGACGTACGTATA-1", "AACACACGCTCGCCGC-1", "GCTACTATAGTAGAGT-1", "CGAACAGTATGGGCGT-1", "GATCGCTACCCGATTT-1", "ATTGCGATCAGTAACT-1", "CAGCAGTCCAGACTAT-1", "AGAGGCTTCGGAAACC-1", "AAACAAGTATCTCCCA-1", "CTTCGGCCAATTGTTT-1", "TCTTTAGAGTCTAACA-1", "TAGTCTTTCCGAATTG-1", "GAGTAAACCGGAAAGT-1", "TGCGTCATGACTGAGC-1", "GTATGAAATTTCACTC-1", "CCGTATCTCGTCGTAG-1", "TCAACAAAGATAATTC-1", "ATGACGCGTTCTATCC-1", "AGACGACGATGCCGCT-1", "GCTCAATCCGTTTATT-1", "CCAGAAAGCAACTCAT-1", "CACCGTTAGGGATCAC-1", "AATAACACTAGAACAA-1", "CACCCGGTTTGTGACT-1", "CCACCAACTTTACTGT-1", "AACTCTCAGTGTGCTC-1", "AAACCGTTCGTCCAGG-1", "CAGCGATTCCCTTCAA-1", "GCTAGCTTGAATAGCT-1", "TTGCGGCATCAGAAAG-1", "AATAGAACAGAGTGGC-1", "GCCATCGAGCTGCGTG-1", "ACACTGATCAAGGTGT-1", "ACCAACGCTTATTTAT-1", "GACATCGATTTATAAC-1", "CAGACACCGATCGCTG-1", "CCAAGAAAGTGGGCGA-1", "GGTAGACCGTTGGGCG-1", "TCGTTAGGAGTCCCTA-1", "ACGGCCAACATGGACT-1", "GTGAGTGGTACAACGC-1", "GAGACTTCGCGACCGA-1", "ACGGCACTTGCTTGGG-1", "CCTCTGTACTATTCTA-1", "CTATTCATGTGTCCCA-1", "GCCCGATCTGTGGTCG-1", "TTAGAAGAACATGACT-1", "AGGATAAAGTCGGGAT-1", "CGGCAAACATCGTGCG-1", "CTAGTTACAACCCGGT-1", "AAGCATACTCTCCTGA-1", "GGTAGAAGACCGCCTG-1", "GAGATGGGAGTCGACA-1", "TGGTCCCACGCTACGG-1", "CTGCTTGGCGATAGCT-1", "ATCGGAGACAGACGGC-1", "TAGCGTCCGGTGTGGT-1", "GTTGAGTCCCGCCGGT-1", "AAATAGGGTGCTATTG-1", "AAGTGTTTGGAGACGG-1", "AGCACTACCTCACCAG-1", "TGCCTTGGCCAGGCAA-1", "TCGTCTTAGGCGTTAA-1", "CAGAACTTAGCCCTCT-1", "ACAGGCTTGCCCGACT-1", "GCTATACGTCTCGGAC-1", "GAGCCAGCTACCTGTG-1", "TGCTAAGTGTCTATTT-1", "CAGTGTCGGCTGGCCC-1", "CTATCGACGAAATACA-1", "TCCGTTAAGCTAATAT-1", "AAATCTAGCCCTGCTA-1", "CGCAGGCGATCCAAAC-1", "TTGCCATAGCCCGCTC-1", "AATGTGCCCGAGGTGT-1", "AGCTGTAACCTCAATC-1", "GGCAAAGGCGCCAATA-1", "TAAACCCAGGAGGGCA-1", "TTCGGGCGCTAGTCTT-1", "GTGGAGTCGGCGGTTG-1", "GCACGCCTACTTAGAT-1", "CAATATTCTTGACCTA-1", "CGTTTGTGTAGAGGGT-1", "CATAGCGTTGCCCACC-1", "TGATACATTTAGCCGT-1", "TTCCGGCCTTGAGGCT-1", "CCTATACCGTCCTGTC-1", "TCGTTGCTATCCGGTC-1", "TGGCGACTGCTCCAAA-1", "CAGAGGCGATGCATGA-1", "TCACAGGAGAATAAGA-1", "GCGGGCGAGCCTTACC-1", "TGCCAATGGGTACTCT-1", "AGGGACTCTACGCGAC-1", "GACGCCGTAAAGGCTA-1", "AAAGGCTCTCGCGCCG-1", "ACATCCCGGCCATACG-1", "CTCTTGTCCCGCTTGG-1", "TACGCCTCCATTCCGA-1", "AACTAGGCTTGGGTGT-1", "GCGTCGCCAGGGTGAT-1", "GCTGGCGGCGCATGCT-1", "CTTTCTGTGCGGGCTT-1", "ATCTAATATCCTACGG-1", "AACCTTTAAATACGGT-1", "TTCACTCGAGCACCTA-1", "CTGCACTCCAGTACAG-1", "CCATTTCTACCTATTA-1", "CAAGCGGCACATAATT-1", "GTTAACATCACTTAAA-1", "ATATAAATGTAGCTGC-1", "GCCTCTATACATAGCA-1", "ATACGTACTTAGCCAC-1", "GCTATCATACTCATGG-1", "TATCCAATTGGTTATC-1", "TATTCCGAGCTGTTAT-1", "TTGAGAAGTTTAGCAT-1", "GTCCGGACCTGAAATT-1", "CTGTGGTCGGGAGATA-1", "CATGTAAGAGACATTT-1", "CACGTTTCGTACACAC-1", "CATCCTCTCAAAGATC-1", "GATTAACCGAAAGCCC-1", "AACGCTGTTGCTGAAA-1", "GCGAAACGATCGGGAG-1", "CATGGATTGTCTTCCG-1", "TGCCTAATTGAAGATT-1", "ACCTCCGCCCTCGCTG-1", "CCTTGACCACTTTATT-1", "CGCGCAAATGTCCAGA-1", "CAGGCGCACGGTGGTC-1", "TCGTCAAGTACGCGCA-1", "CCCGTAGCTGGGAAGA-1", "ACCCTATGCCATATCG-1", "GTGGTATAGTCTGCCG-1", "CCGGTTTGTAATTGTG-1", "GTCGCCGTTGTGTGTT-1", "TACTGAACAGATTTAG-1", "TATTAACCTGACCGCG-1", "CTGTAGCCATCTCACT-1", "TACTATGGTTCCTCAG-1", "GAGTCAGACCAGAATC-1", "GGGCTATGATCGATGG-1", "GGTCGGTCGTCCACAG-1", "GAAAGCAGTGCACTTT-1", "GCTGCTAAGTAGTCGA-1", "AATAGTCCGTCCCGAC-1", "AGCAGCCAGATGAATA-1", "CCTCGCGCTGTGCGAT-1", "TTGTGTATGCCACCAA-1", "CGATTAAATATCTCCT-1", "GTGGACGCATTTGTCC-1", "ACCCGGAAACTCCCAG-1", "GCAAACCTTGGCCATA-1", "ATTCACTGATGTTGGA-1", "TCCTAAATTGGGAAGC-1", "ATACAGGCCCTCCAAT-1", "TCCGCCTGTCTACAAG-1", "CACATCTCACCGACGA-1", "CGTCGTCCTTCGCGAA-1", "CGTTGAATACCGCGCT-1", "ACCAATATGCAAGTTA-1", "ACGGATGGTGCGGATA-1", "CACCCTAACAAGATCT-1", "GCGCTTAAATAATTGG-1", "TTGTGAACCTAATCCG-1", "AGTCGTCGACCACCAA-1", "TCCTTTAAATCCGCTT-1", "GCACACACTGGTAGCC-1", "GCTAGAGTAGAGATGT-1", "CCATGCCCTAGATTTC-1", "GACGAGGCTAATAAAC-1", "CTACACTCGCAGATGG-1", "ACGCATACGTTTACTA-1", "CGAGAGGGTAGCCGCG-1", "TCGTGTTCGACCACAA-1", "ATAAACGTTGCACCAC-1", "TCAACTGCAGAGTCAG-1", "GAAGAAACGATATTGT-1", "TTGTTTCACATCCAGG-1", "TCAACATAGCGCCCTA-1", "TACTCTTTCGTCTTCA-1", "CGCCCAGCACGCCTAG-1", "AGTATTTGGCACGACC-1", "TATCCGCACCGTCGGG-1", "ACCCGTGTCATCAGTA-1", "CAACTGCTCATCCGAT-1", "TACCGTAGGTTAACTA-1", "CCAGTCTTGTCATAGA-1", "GGGCAGAGCAATCGTT-1", "TACCTACTCCCAGTAT-1", "GTCGGGAAGCAGAAAC-1", "AATTAACGGATTTCCA-1", "GAACCCTCTGTGTTCT-1", "ATATAAAGCGCTCGTG-1", "CCTGGTCGAATGTGGG-1", "CTAGGTTCGGACGTGA-1", "TCGGGAGACAGCGTAC-1", "CATAAGAAGCTTGGCT-1", "AAGCACCCTGCGTATC-1", "AGTTTGCACCTGCCTC-1", "GACTGCAAATCGAGCT-1", "ACTTACGCATCCACGC-1", "CATGAGATGCACTCTC-1", "GAGCACCTGTGTCCAG-1", "CGCGACCGCGACAGAT-1", "GTCCCGCGACGTTATG-1", "GCAGTGTGGCTATAGG-1", "ATACTGCCTTACACCG-1", "GGCGCGGAGATCTTTC-1", "TATGATCTTCTCTTTA-1", "TGTACCTACACGAGGG-1", "ATATCGTTCCTCGAAC-1", "ATACTACCCGTACCAC-1", "CCACTGTTTGGATTAA-1", "CACTACGGGAGCTGCC-1", "ATGGGACCTGCTGAAC-1", "ACGTTCGTTCAGGAAA-1", "CCTTCAGTTAAAGTGA-1", "AAGACCCAACTGAACA-1", "ACTACGCGTTAGAATT-1", "CTCGCCGAATGTAGGG-1", "AGGAAGCTGTCCGCCG-1", "GTCTCAAGGCCCGGCT-1", "ACCGACACATCTCCCA-1", "TATACGCGTCATCACT-1", "ATCTGGGCTGTTCTTG-1", "TCAAATTTGAGACTCA-1", "GTTAAGGGTGCGATGT-1", "AGCAAAGGCCGCTAGT-1", "TTATAGGTAATTGTCT-1", "TTGTGCAGCCACGTCA-1", "ACGGACTCTCAAAGCG-1", "ATAATCTTGGAGAACC-1", "GGGCGTGGTTTCCCAG-1", "TGGCTATGTGACATAC-1", "CTTAGTGTAGTAGCAT-1", "GGATTGCTGTGACTCC-1", "ACTTCCATGCGGGACA-1", "ATTCATCGTTGAGGCA-1", "AGTGCTAAACACAGCA-1", "AAACATTTCCCGGATT-1", "GCCTCCGACAATTCAC-1", "TCTGCATACCTTGCTT-1", "TGCCGGATGTACGAGC-1", "TAACAGCGTTTGTGCT-1", "TGCTTCCCAAGCAGTA-1", "GTAGACACGCCTGACT-1", "CTCACATTTACTAAAT-1", "GAATGCGAATCGGTTC-1", "TAAGGCCCGTCACCCT-1", "GAGTATGCGCGTGCAT-1", "ATCCACATCGACAGAA-1", "TAGACGAAACGCCAAT-1", "CAGCAGTCTGTGCTGC-1", "CTCACTGTGATACTTA-1", "GTAGTCTACGATATTG-1", "GTGATCCTTGTCATGA-1", "AGTGGCGTCTGAAGGT-1", "GGGAAGGGCTTTCTCA-1", "GTTTGGGTTTCGCCCG-1", "ATAGCAACTAGGGAAG-1", "GTCCAATATTTAGCCT-1", "GGTCTTGAGCGCTCTT-1", "TCTTGCTCCCGATACT-1", "AGCAGAAGGAGAAAGA-1", "TGCTCTTGAGAGTTTG-1", "GACATCCGTCGAACTG-1", "AGATATAATACGACTA-1", "TCGCTACTGGCTTTGA-1", "GTGACAGCTTCCCACT-1", "GTGACGCAGGTTTCAT-1", "CGTCGCATGTGAGCCA-1", "AGAAGGTTGTAGGTCG-1", "GGCCGGCGTCTGCTAT-1", "TTGACCAGGAACAACT-1", "TGGCAAGCACAAGTCG-1", "ATCTGCTGTTATCGCC-1", "GGCAAGCCCATAGTGG-1", "TGACCAAATCTTAAAC-1", "AGCGGGTCTGACACTC-1", "GAGGTACGCGTGTCCC-1", "GGAGCGAGGCCTACTT-1", "AAACTCGGTTCGCAAT-1", "GGCGCTTCATTCCCTG-1", "TGCTCGGTGGGTCACC-1", "AAGCGCAGGGCTTTGA-1", "GACCTTCCACGTCTAC-1", "GTTAGCCCATGACATC-1", "AATTCGATTCGAGGAT-1", "GACTAGGCCGTTAGGT-1", "TCCAAGCCTAGACACA-1", "GATTGGGAAAGGTTGT-1", "GATGAGGAACCTTCGG-1", "TGAATACCGACGCGTA-1", "GCGAAGAATCTGACGG-1", "ATGTAGCGCGCGTAGG-1", "GCCCTGAGGATGGGCT-1", "TGCGGACTTGACTCCG-1", "TCAAATTGTTGTGCCG-1"), c("GCG", "TTR", "CELA3A", "S100A6", "VIM", "CEL", "SPP1", "PRSS1", "SPINK1", "FN1", "CLU", "CTRB1", "TIMP1", "IGFBP5", "MYL9", "KRT8", "CTRC", "GNAS", "PNLIP", "CPA2", "CPB1", "S100A10", "CLPS", "CFTR", "TAGLN", "CD44", "APOD", "AQP1", "FBP1", "ANXA4", "ANXA2", "SST", "MMP7", "SOD2", "CPA1", "PLA2G1B", "PLXNB2", "ATP1A1", "TYROBP", "ATP1B1", "PMEPA1", "ELF3", "S100A11", "KRT18", "JCHAIN", "TPM2", "CPE", "CSTB", "LGALS1", "ENO1", "TGM2", "CDC42EP1", "SYNE2", "LGALS3BP", "CTSH", "MIF", "IGFBP3", "DBI", "HINT1", "SPINT2", "AIDA", "FAM102A", "LBH", "PTK2", "ERGIC3", "TAPBP", "HSPA5", "LCN2"))), Ks = 3L): Each row (pixel) of `counts` needs to contain at least one non-zero entry
STdeconvolvePlot(
spatial,
tool_name = "STdeconvolveFull",
topics = 1:2,
overlay_image = FALSE,
coord.cols = c("x", "y")
)
#> Error: object 'spatial' not found