{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "hidden": true }, "outputs": [], "source": [ "options(\n", " repr.matrix.max.rows = 10, # smaller matrix output\n", " repr.plot.res = 70, # smaller plots\n", " repr.plot.height = 6, # leave room for the legend\n", " jupyter.plot_mimetypes = # pretty plots in vignette\n", " c('application/pdf', 'image/png'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interaction with the tidyverse and ggplot2\n", "\n", "The [tidyverse](https://www.tidyverse.org/), [ggplot2](http://ggplot2.tidyverse.org/), and destiny are a great fit!" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "suppressPackageStartupMessages({\n", " library(destiny)\n", " library(tidyverse)\n", " library(forcats) # not in the default tidyverse loadout\n", "})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ggplot has a peculiar method to set default scales: You just have to define certain variables." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "scale_colour_continuous <- scale_color_viridis_c" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When working mainly with dimension reductions, I suggest to hide the (useless) ticks:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "theme_set(theme_gray() + theme(\n", " axis.ticks = element_blank(),\n", " axis.text = element_blank()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let’s load our dataset" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "data(guo_norm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course you could use [tidyr](http://tidyr.tidyverse.org/)::[gather()](https://rdrr.io/cran/tidyr/man/gather.html) to tidy or transform the data now, but the data is already in the right form for destiny, and [R for Data Science](http://r4ds.had.co.nz/tidy-data.html) is a better resource for it than this vignette. The long form of a single cell `ExpressionSet` would look like:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
Cellnum_cellsGeneExpression
2C 1.12 Actb -0.575
2C 1.22 Actb -0.435
2C 2.12 Actb 0.460
2C 2.22 Actb 0.610
2C 3.12 Actb 1.970
64C 7.1064 Tspan8 3.220
64C 7.1164 Tspan8 3.415
64C 7.1264 Tspan8 4.540
64C 7.1364 Tspan8 5.315
64C 7.1464 Tspan8 2.865
\n" ], "text/latex": [ "\\begin{tabular}{r|llll}\n", " Cell & num\\_cells & Gene & Expression\\\\\n", "\\hline\n", "\t 2C 1.1 & 2 & Actb & -0.575\\\\\n", "\t 2C 1.2 & 2 & Actb & -0.435\\\\\n", "\t 2C 2.1 & 2 & Actb & 0.460\\\\\n", "\t 2C 2.2 & 2 & Actb & 0.610\\\\\n", "\t 2C 3.1 & 2 & Actb & 1.970\\\\\n", "\t ⋮ & ⋮ & ⋮ & ⋮\\\\\n", "\t 64C 7.10 & 64 & Tspan8 & 3.220 \\\\\n", "\t 64C 7.11 & 64 & Tspan8 & 3.415 \\\\\n", "\t 64C 7.12 & 64 & Tspan8 & 4.540 \\\\\n", "\t 64C 7.13 & 64 & Tspan8 & 5.315 \\\\\n", "\t 64C 7.14 & 64 & Tspan8 & 2.865 \\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "Cell | num_cells | Gene | Expression | \n", "|---|---|---|---|---|---|---|---|---|---|---|\n", "| 2C 1.1 | 2 | Actb | -0.575 | \n", "| 2C 1.2 | 2 | Actb | -0.435 | \n", "| 2C 2.1 | 2 | Actb | 0.460 | \n", "| 2C 2.2 | 2 | Actb | 0.610 | \n", "| 2C 3.1 | 2 | Actb | 1.970 | \n", "| ⋮ | ⋮ | ⋮ | ⋮ | \n", "| 64C 7.10 | 64 | Tspan8 | 3.220 | \n", "| 64C 7.11 | 64 | Tspan8 | 3.415 | \n", "| 64C 7.12 | 64 | Tspan8 | 4.540 | \n", "| 64C 7.13 | 64 | Tspan8 | 5.315 | \n", "| 64C 7.14 | 64 | Tspan8 | 2.865 | \n", "\n", "\n" ], "text/plain": [ " Cell num_cells Gene Expression\n", "1 2C 1.1 2 Actb -0.575 \n", "2 2C 1.2 2 Actb -0.435 \n", "3 2C 2.1 2 Actb 0.460 \n", "4 2C 2.2 2 Actb 0.610 \n", "5 2C 3.1 2 Actb 1.970 \n", "⋮ ⋮ ⋮ ⋮ ⋮ \n", "20540 64C 7.10 64 Tspan8 3.220 \n", "20541 64C 7.11 64 Tspan8 3.415 \n", "20542 64C 7.12 64 Tspan8 4.540 \n", "20543 64C 7.13 64 Tspan8 5.315 \n", "20544 64C 7.14 64 Tspan8 2.865 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "guo_norm %>%\n", " as('data.frame') %>%\n", " gather(Gene, Expression, one_of(featureNames(guo_norm)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But destiny doesn’t use long form data as input, since all single cell data has always a more compact structure of genes×cells, with a certain number of per-sample covariates (The structure of `ExpressionSet`)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "dm <- DiffusionMap(guo_norm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`names(dm)` shows what names can be used in `dm$`, `as.data.frame(dm)$`, or `ggplot(dm, aes())`:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
    \n", "\t
  1. 'DC1'
  2. \n", "\t
  3. 'DC2'
  4. \n", "\t
  5. 'DC3'
  6. \n", "\t
  7. 'DC4'
  8. \n", "\t
  9. 'DC5'
  10. \n", "\t
  11. 'DC6'
  12. \n", "\t
  13. 'DC7'
  14. \n", "\t
  15. 'DC8'
  16. \n", "\t
  17. 'DC9'
  18. \n", "\t
  19. 'DC10'
  20. \n", "\t
  21. 'DC11'
  22. \n", "\t
  23. 'DC12'
  24. \n", "\t
  25. 'DC13'
  26. \n", "\t
  27. 'DC14'
  28. \n", "\t
  29. 'DC15'
  30. \n", "\t
  31. 'DC16'
  32. \n", "\t
  33. 'DC17'
  34. \n", "\t
  35. 'DC18'
  36. \n", "\t
  37. 'DC19'
  38. \n", "\t
  39. 'DC20'
  40. \n", "\t
  41. 'Actb'
  42. \n", "\t
  43. 'Ahcy'
  44. \n", "\t
  45. 'Aqp3'
  46. \n", "\t
  47. 'Atp12a'
  48. \n", "\t
  49. 'Bmp4'
  50. \n", "\t
  51. 'Cdx2'
  52. \n", "\t
  53. 'Creb312'
  54. \n", "\t
  55. 'Cebpa'
  56. \n", "\t
  57. 'Dab2'
  58. \n", "\t
  59. 'DppaI'
  60. \n", "\t
  61. 'Eomes'
  62. \n", "\t
  63. 'Esrrb'
  64. \n", "\t
  65. 'Fgf4'
  66. \n", "\t
  67. 'Fgfr2'
  68. \n", "\t
  69. 'Fn1'
  70. \n", "\t
  71. 'Gapdh'
  72. \n", "\t
  73. 'Gata3'
  74. \n", "\t
  75. 'Gata4'
  76. \n", "\t
  77. 'Gata6'
  78. \n", "\t
  79. 'Grhl1'
  80. \n", "\t
  81. 'Grhl2'
  82. \n", "\t
  83. 'Hand1'
  84. \n", "\t
  85. 'Hnf4a'
  86. \n", "\t
  87. 'Id2'
  88. \n", "\t
  89. 'Klf2'
  90. \n", "\t
  91. 'Klf4'
  92. \n", "\t
  93. 'Klf5'
  94. \n", "\t
  95. 'Krt8'
  96. \n", "\t
  97. 'Lcp1'
  98. \n", "\t
  99. 'Mbnl3'
  100. \n", "\t
  101. 'Msc'
  102. \n", "\t
  103. 'Msx2'
  104. \n", "\t
  105. 'Nanog'
  106. \n", "\t
  107. 'Pdgfa'
  108. \n", "\t
  109. 'Pdgfra'
  110. \n", "\t
  111. 'Pecam1'
  112. \n", "\t
  113. 'Pou5f1'
  114. \n", "\t
  115. 'Runx1'
  116. \n", "\t
  117. 'Sox2'
  118. \n", "\t
  119. 'Sall4'
  120. \n", "\t
  121. 'Sox17'
  122. \n", "\t
  123. 'Snail'
  124. \n", "\t
  125. 'Sox13'
  126. \n", "\t
  127. 'Tcfap2a'
  128. \n", "\t
  129. 'Tcfap2c'
  130. \n", "\t
  131. 'Tcf23'
  132. \n", "\t
  133. 'Utf1'
  134. \n", "\t
  135. 'Tspan8'
  136. \n", "\t
  137. 'Cell'
  138. \n", "\t
  139. 'num_cells'
  140. \n", "
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 'DC1'\n", "\\item 'DC2'\n", "\\item 'DC3'\n", "\\item 'DC4'\n", "\\item 'DC5'\n", "\\item 'DC6'\n", "\\item 'DC7'\n", "\\item 'DC8'\n", "\\item 'DC9'\n", "\\item 'DC10'\n", "\\item 'DC11'\n", "\\item 'DC12'\n", "\\item 'DC13'\n", "\\item 'DC14'\n", "\\item 'DC15'\n", "\\item 'DC16'\n", "\\item 'DC17'\n", "\\item 'DC18'\n", "\\item 'DC19'\n", "\\item 'DC20'\n", "\\item 'Actb'\n", "\\item 'Ahcy'\n", "\\item 'Aqp3'\n", "\\item 'Atp12a'\n", "\\item 'Bmp4'\n", "\\item 'Cdx2'\n", "\\item 'Creb312'\n", "\\item 'Cebpa'\n", "\\item 'Dab2'\n", "\\item 'DppaI'\n", "\\item 'Eomes'\n", "\\item 'Esrrb'\n", "\\item 'Fgf4'\n", "\\item 'Fgfr2'\n", "\\item 'Fn1'\n", "\\item 'Gapdh'\n", "\\item 'Gata3'\n", "\\item 'Gata4'\n", "\\item 'Gata6'\n", "\\item 'Grhl1'\n", "\\item 'Grhl2'\n", "\\item 'Hand1'\n", "\\item 'Hnf4a'\n", "\\item 'Id2'\n", "\\item 'Klf2'\n", "\\item 'Klf4'\n", "\\item 'Klf5'\n", "\\item 'Krt8'\n", "\\item 'Lcp1'\n", "\\item 'Mbnl3'\n", "\\item 'Msc'\n", "\\item 'Msx2'\n", "\\item 'Nanog'\n", "\\item 'Pdgfa'\n", "\\item 'Pdgfra'\n", "\\item 'Pecam1'\n", "\\item 'Pou5f1'\n", "\\item 'Runx1'\n", "\\item 'Sox2'\n", "\\item 'Sall4'\n", "\\item 'Sox17'\n", "\\item 'Snail'\n", "\\item 'Sox13'\n", "\\item 'Tcfap2a'\n", "\\item 'Tcfap2c'\n", "\\item 'Tcf23'\n", "\\item 'Utf1'\n", "\\item 'Tspan8'\n", "\\item 'Cell'\n", "\\item 'num\\_cells'\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 'DC1'\n", "2. 'DC2'\n", "3. 'DC3'\n", "4. 'DC4'\n", "5. 'DC5'\n", "6. 'DC6'\n", "7. 'DC7'\n", "8. 'DC8'\n", "9. 'DC9'\n", "10. 'DC10'\n", "11. 'DC11'\n", "12. 'DC12'\n", "13. 'DC13'\n", "14. 'DC14'\n", "15. 'DC15'\n", "16. 'DC16'\n", "17. 'DC17'\n", "18. 'DC18'\n", "19. 'DC19'\n", "20. 'DC20'\n", "21. 'Actb'\n", "22. 'Ahcy'\n", "23. 'Aqp3'\n", "24. 'Atp12a'\n", "25. 'Bmp4'\n", "26. 'Cdx2'\n", "27. 'Creb312'\n", "28. 'Cebpa'\n", "29. 'Dab2'\n", "30. 'DppaI'\n", "31. 'Eomes'\n", "32. 'Esrrb'\n", "33. 'Fgf4'\n", "34. 'Fgfr2'\n", "35. 'Fn1'\n", "36. 'Gapdh'\n", "37. 'Gata3'\n", "38. 'Gata4'\n", "39. 'Gata6'\n", "40. 'Grhl1'\n", "41. 'Grhl2'\n", "42. 'Hand1'\n", "43. 'Hnf4a'\n", "44. 'Id2'\n", "45. 'Klf2'\n", "46. 'Klf4'\n", "47. 'Klf5'\n", "48. 'Krt8'\n", "49. 'Lcp1'\n", "50. 'Mbnl3'\n", "51. 'Msc'\n", "52. 'Msx2'\n", "53. 'Nanog'\n", "54. 'Pdgfa'\n", "55. 'Pdgfra'\n", "56. 'Pecam1'\n", "57. 'Pou5f1'\n", "58. 'Runx1'\n", "59. 'Sox2'\n", "60. 'Sall4'\n", "61. 'Sox17'\n", "62. 'Snail'\n", "63. 'Sox13'\n", "64. 'Tcfap2a'\n", "65. 'Tcfap2c'\n", "66. 'Tcf23'\n", "67. 'Utf1'\n", "68. 'Tspan8'\n", "69. 'Cell'\n", "70. 'num_cells'\n", "\n", "\n" ], "text/plain": [ " [1] \"DC1\" \"DC2\" \"DC3\" \"DC4\" \"DC5\" \"DC6\" \n", " [7] \"DC7\" \"DC8\" \"DC9\" \"DC10\" \"DC11\" \"DC12\" \n", "[13] \"DC13\" \"DC14\" \"DC15\" \"DC16\" \"DC17\" \"DC18\" \n", "[19] \"DC19\" \"DC20\" \"Actb\" \"Ahcy\" \"Aqp3\" \"Atp12a\" \n", "[25] \"Bmp4\" \"Cdx2\" \"Creb312\" \"Cebpa\" \"Dab2\" \"DppaI\" \n", "[31] \"Eomes\" \"Esrrb\" \"Fgf4\" \"Fgfr2\" \"Fn1\" \"Gapdh\" \n", "[37] \"Gata3\" \"Gata4\" \"Gata6\" \"Grhl1\" \"Grhl2\" \"Hand1\" \n", "[43] \"Hnf4a\" \"Id2\" \"Klf2\" \"Klf4\" \"Klf5\" \"Krt8\" \n", "[49] \"Lcp1\" \"Mbnl3\" \"Msc\" \"Msx2\" \"Nanog\" \"Pdgfa\" \n", "[55] \"Pdgfra\" \"Pecam1\" \"Pou5f1\" \"Runx1\" \"Sox2\" \"Sall4\" \n", "[61] \"Sox17\" \"Snail\" \"Sox13\" \"Tcfap2a\" \"Tcfap2c\" \"Tcf23\" \n", "[67] \"Utf1\" \"Tspan8\" \"Cell\" \"num_cells\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "names(dm) # namely: Diffusion Components, Genes, and Covariates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Due to the `fortify` method (which here just means `as.data.frame`) being defined on `DiffusionMap` objects, `ggplot` directly accepts `DiffusionMap` objects:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/pdf": "JVBERi0xLjUKJbXtrvsKNCAwIG9iago8PCAvTGVuZ3RoIDUgMCBSCiAgIC9GaWx0ZXIgL0Zs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", "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAGkCAIAAABxXfFxAAAABmJLR0QA/wD/AP+gvaeTAAAg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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ggplot(dm, aes(DC1, DC2, colour = Klf2)) +\n", " geom_point()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When you want to use a Diffusion Map in a dplyr pipeline, you need to call `fortify`/`as.data.frame` directly:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/pdf": "JVBERi0xLjUKJbXtrvsKNCAwIG9iago8PCAvTGVuZ3RoIDUgMCBSCiAgIC9GaWx0ZXIgL0Zs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", "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAGkCAIAAABxXfFxAAAABmJLR0QA/wD/AP+gvaeTAAAg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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fortify(dm) %>%\n", " mutate(\n", " EmbryoState = factor(num_cells) %>%\n", " lvls_revalue(paste(levels(.), 'cell state'))\n", " ) %>% ggplot(aes(DC1, DC2, colour = EmbryoState)) +\n", " geom_point()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Diffusion Components of a converted Diffusion Map, similar to the genes in the input `ExpressionSet`, are individual variables instead of two columns in a long-form data frame, but sometimes it can be useful to “tidy” them:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/pdf": "JVBERi0xLjUKJbXtrvsKNCAwIG9iago8PCAvTGVuZ3RoIDUgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nbyAxMiAwIFIKPj4Kc3RhcnR4cmVmCjY5MTExCiUlRU9GCg==", "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAGkCAIAAABxXfFxAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nKN8AADUJ5RsAoCb9H08xLw9WNrxcAAAAAElFTkSuQmCC" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fortify(dm) %>%\n", " gather(DC, OtherDC, num_range('DC', 2:5)) %>%\n", " ggplot(aes(DC1, OtherDC, colour = factor(num_cells))) +\n", " geom_point() +\n", " facet_wrap(~ DC)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another tip: To reduce overplotting, use `sample_frac(., 1.0, replace = FALSE)` (the default) in a pipeline.\n", "\n", "Adding a constant `alpha` improves this even more, and also helps you see density:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/pdf": "JVBERi0xLjUKJbXtrvsKNCAwIG9iago8PCAvTGVuZ3RoIDUgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nZm8gMTIgMCBSCj4+CnN0YXJ0eHJlZgoyODk5MAolJUVPRgo=", "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAGkCAIAAABxXfFxAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nggszVgAAAABJRU5ErkJggg==" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fortify(dm) %>%\n", " sample_frac() %>%\n", " ggplot(aes(DC1, DC2, colour = factor(num_cells))) +\n", " geom_point(alpha = .3)" ] } ], "metadata": { "kernelspec": { "display_name": "R", "language": "R", "name": "ir" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 2 }