{ "cells": [ { "cell_type": "markdown", "id": "1f344696", "metadata": {}, "source": [ "### Notebook index\n", "\n", "[3 Minimal examples](03-minimal.ipynb) \n", "[4 Plotting chromosomes](04-plotting.ipynb) \n", "[5 Multiple OTUs](05-multiple.ipynb) \n", "[6 Changing units](06-units.ipynb) \n", "[7 GISH](07-gish.ipynb) \n", "[8 Groups](08-groups.ipynb) \n", "[9 Circular Plots](09-circular.ipynb) \n", "[10 Plotting alongside phylogeny](10-phylogeny.ipynb) \n", "[11 Citrus](11-citrushelp.ipynb) \n", "[12 Human Karyotype](12-human.ipynb) " ] }, { "cell_type": "markdown", "id": "4706064e", "metadata": {}, "source": [ "# GISH" ] }, { "cell_type": "code", "execution_count": 1, "id": "abb81cf2-844f-49ce-a9eb-d8135d73dbf7", "metadata": { "vscode": { "languageId": "r" } }, "outputs": [], "source": [ "# General jupyter instructions" ] }, { "cell_type": "code", "execution_count": 2, "id": "41149cc1", "metadata": { "jupyter": { "source_hidden": true }, "tags": [], "vscode": { "languageId": "r" } }, "outputs": [], "source": [ "# press Ctrl + Enter to RUN active cell\n", "\n", "# SHOW keyboard shortcuts Ctrl + M then H (only jupyter notebooks and colab)\n", "\n", "# Ctrl + D (or X) DELETE a line of code\n", "\n", "# press Ctrl + M to escape from cell (opposite to ENTER)\n", "\n", "# then !\n", "# B to ADD cell below or A above\n", "# M to turn code cell into MARKDOWN\n", "# Y turn markdown to CODE\n", "# O to toggle OUTPUT\n", "# D D to DELETE cell\n", "\n", "# If in jupyter-lab:\n", "# collapse cell clicking in the blue left bar\n", "# use the settings menu to use the dark theme\n", "\n", "# if in colab:\n", "# remove bar at 80 in tools, preferences, 80 -> 0" ] }, { "cell_type": "code", "execution_count": 3, "id": "7b7f1c19", "metadata": { "vscode": { "languageId": "r" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "version 2.0.6 See help: ?idiogramFISH - browseVignettes('idiogramFISH') - https://ferroao.gitlab.io/manualidiogramfish\n", "\n" ] } ], "source": [ "# install if necessary\n", "\n", "if (system.file(package = \"idiogramFISH\") == '') {\n", " install.packages(\"idiogramFISH\")\n", "}\n", "\n", "library(idiogramFISH)" ] }, { "cell_type": "markdown", "id": "97f3e62a", "metadata": {}, "source": [ "\n", "## GISH of monocentric chromosomes\n", "\n", "You need the data.frame of chr. sizes, and a d.f. of marks \n", "### Chr. sizes:" ] }, { "cell_type": "code", "execution_count": 4, "id": "c15e036f", "metadata": { "attributes": { "classes": [], "comment": "NA,", "echo": "FALSE,", "id": "", "message": "F" }, "vscode": { "languageId": "r" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\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", "\t\n", "\t\n", "\n", "
A data.frame: 13 × 4
OTUchrNameshortArmSizelongArmSize
<fct><chr><dbl><dbl>
1Parental 1 13.24
2Parental 1 41.52
3Parental 1 54.86
4Parental 1 66.17
8Allopolyploid13.24
9Allopolyploid24.55
10Allopolyploid32.03
11Allopolyploid41.52
12Allopolyploid54.86
13Allopolyploid66.17
5Parental 2 13.24
6Parental 2 24.55
7Parental 2 32.03
\n" ], "text/latex": [ "A data.frame: 13 × 4\n", "\\begin{tabular}{r|llll}\n", " & OTU & chrName & shortArmSize & longArmSize\\\\\n", " & & & & \\\\\n", "\\hline\n", "\t1 & Parental 1 & 1 & 3.2 & 4\\\\\n", "\t2 & Parental 1 & 4 & 1.5 & 2\\\\\n", "\t3 & Parental 1 & 5 & 4.8 & 6\\\\\n", "\t4 & Parental 1 & 6 & 6.1 & 7\\\\\n", "\t8 & Allopolyploid & 1 & 3.2 & 4\\\\\n", "\t9 & Allopolyploid & 2 & 4.5 & 5\\\\\n", "\t10 & Allopolyploid & 3 & 2.0 & 3\\\\\n", "\t11 & Allopolyploid & 4 & 1.5 & 2\\\\\n", "\t12 & Allopolyploid & 5 & 4.8 & 6\\\\\n", "\t13 & Allopolyploid & 6 & 6.1 & 7\\\\\n", "\t5 & Parental 2 & 1 & 3.2 & 4\\\\\n", "\t6 & Parental 2 & 2 & 4.5 & 5\\\\\n", "\t7 & Parental 2 & 3 & 2.0 & 3\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 13 × 4\n", "\n", "| | OTU <fct> | chrName <chr> | shortArmSize <dbl> | longArmSize <dbl> |\n", "|---|---|---|---|---|\n", "| 1 | Parental 1 | 1 | 3.2 | 4 |\n", "| 2 | Parental 1 | 4 | 1.5 | 2 |\n", "| 3 | Parental 1 | 5 | 4.8 | 6 |\n", "| 4 | Parental 1 | 6 | 6.1 | 7 |\n", "| 8 | Allopolyploid | 1 | 3.2 | 4 |\n", "| 9 | Allopolyploid | 2 | 4.5 | 5 |\n", "| 10 | Allopolyploid | 3 | 2.0 | 3 |\n", "| 11 | Allopolyploid | 4 | 1.5 | 2 |\n", "| 12 | Allopolyploid | 5 | 4.8 | 6 |\n", "| 13 | Allopolyploid | 6 | 6.1 | 7 |\n", "| 5 | Parental 2 | 1 | 3.2 | 4 |\n", "| 6 | Parental 2 | 2 | 4.5 | 5 |\n", "| 7 | Parental 2 | 3 | 2.0 | 3 |\n", "\n" ], "text/plain": [ " OTU chrName shortArmSize longArmSize\n", "1 Parental 1 1 3.2 4 \n", "2 Parental 1 4 1.5 2 \n", "3 Parental 1 5 4.8 6 \n", "4 Parental 1 6 6.1 7 \n", "8 Allopolyploid 1 3.2 4 \n", "9 Allopolyploid 2 4.5 5 \n", "10 Allopolyploid 3 2.0 3 \n", "11 Allopolyploid 4 1.5 2 \n", "12 Allopolyploid 5 4.8 6 \n", "13 Allopolyploid 6 6.1 7 \n", "5 Parental 2 1 3.2 4 \n", "6 Parental 2 2 4.5 5 \n", "7 Parental 2 3 2.0 3 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "parentalAndHybChrSize" ] }, { "cell_type": "markdown", "id": "119a8f0d", "metadata": {}, "source": [ "\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "b81055b5", "metadata": {}, "source": [ "### Marks' positions data " ] }, { "cell_type": "code", "execution_count": 5, "id": "dd6ab9b0", "metadata": { "attributes": { "classes": [], "comment": "NA,", "echo": "FALSE", "id": "" }, "vscode": { "languageId": "r" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\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", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A data.frame: 15 × 4
OTUchrNamemarkNamechrRegion
<chr><dbl><fct><fct>
Allopolyploid1Parental 1p
Allopolyploid1Parental 2q
Allopolyploid1Parental 2cen
Allopolyploid2Parental 2w
Allopolyploid3Parental 2w
Allopolyploid4Parental 1w
Allopolyploid5Parental 1w
Allopolyploid6Parental 1w
Parental 1 6Parental 1w
Parental 1 5Parental 1w
Parental 1 1Parental 1w
Parental 1 4Parental 1w
Parental 2 2Parental 2w
Parental 2 1Parental 2w
Parental 2 3Parental 2w
\n" ], "text/latex": [ "A data.frame: 15 × 4\n", "\\begin{tabular}{llll}\n", " OTU & chrName & markName & chrRegion\\\\\n", " & & & \\\\\n", "\\hline\n", "\t Allopolyploid & 1 & Parental 1 & p \\\\\n", "\t Allopolyploid & 1 & Parental 2 & q \\\\\n", "\t Allopolyploid & 1 & Parental 2 & cen\\\\\n", "\t Allopolyploid & 2 & Parental 2 & w \\\\\n", "\t Allopolyploid & 3 & Parental 2 & w \\\\\n", "\t Allopolyploid & 4 & Parental 1 & w \\\\\n", "\t Allopolyploid & 5 & Parental 1 & w \\\\\n", "\t Allopolyploid & 6 & Parental 1 & w \\\\\n", "\t Parental 1 & 6 & Parental 1 & w \\\\\n", "\t Parental 1 & 5 & Parental 1 & w \\\\\n", "\t Parental 1 & 1 & Parental 1 & w \\\\\n", "\t Parental 1 & 4 & Parental 1 & w \\\\\n", "\t Parental 2 & 2 & Parental 2 & w \\\\\n", "\t Parental 2 & 1 & Parental 2 & w \\\\\n", "\t Parental 2 & 3 & Parental 2 & w \\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 15 × 4\n", "\n", "| OTU <chr> | chrName <dbl> | markName <fct> | chrRegion <fct> |\n", "|---|---|---|---|\n", "| Allopolyploid | 1 | Parental 1 | p |\n", "| Allopolyploid | 1 | Parental 2 | q |\n", "| Allopolyploid | 1 | Parental 2 | cen |\n", "| Allopolyploid | 2 | Parental 2 | w |\n", "| Allopolyploid | 3 | Parental 2 | w |\n", "| Allopolyploid | 4 | Parental 1 | w |\n", "| Allopolyploid | 5 | Parental 1 | w |\n", "| Allopolyploid | 6 | Parental 1 | w |\n", "| Parental 1 | 6 | Parental 1 | w |\n", "| Parental 1 | 5 | Parental 1 | w |\n", "| Parental 1 | 1 | Parental 1 | w |\n", "| Parental 1 | 4 | Parental 1 | w |\n", "| Parental 2 | 2 | Parental 2 | w |\n", "| Parental 2 | 1 | Parental 2 | w |\n", "| Parental 2 | 3 | Parental 2 | w |\n", "\n" ], "text/plain": [ " OTU chrName markName chrRegion\n", "1 Allopolyploid 1 Parental 1 p \n", "2 Allopolyploid 1 Parental 2 q \n", "3 Allopolyploid 1 Parental 2 cen \n", "4 Allopolyploid 2 Parental 2 w \n", "5 Allopolyploid 3 Parental 2 w \n", "6 Allopolyploid 4 Parental 1 w \n", "7 Allopolyploid 5 Parental 1 w \n", "8 Allopolyploid 6 Parental 1 w \n", "9 Parental 1 6 Parental 1 w \n", "10 Parental 1 5 Parental 1 w \n", "11 Parental 1 1 Parental 1 w \n", "12 Parental 1 4 Parental 1 w \n", "13 Parental 2 2 Parental 2 w \n", "14 Parental 2 1 Parental 2 w \n", "15 Parental 2 3 Parental 2 w " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfAlloParentMarks" ] }, { "cell_type": "markdown", "id": "3a05815f", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "id": "e40250d0", "metadata": {}, "source": [ "
" ] }, { "cell_type": "code", "execution_count": 6, "id": "d51807d3", "metadata": { "vscode": { "languageId": "r" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\n", "
A data.frame: 3 × 2
OTUnote
<chr><chr>
Parental 1 Parental One
Parental 2 Parental Two
AllopolyploidAllopolyploid
\n" ], "text/latex": [ "A data.frame: 3 × 2\n", "\\begin{tabular}{ll}\n", " OTU & note\\\\\n", " & \\\\\n", "\\hline\n", "\t Parental 1 & Parental One \\\\\n", "\t Parental 2 & Parental Two \\\\\n", "\t Allopolyploid & Allopolyploid\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 3 × 2\n", "\n", "| OTU <chr> | note <chr> |\n", "|---|---|\n", "| Parental 1 | Parental One |\n", "| Parental 2 | Parental Two |\n", "| Allopolyploid | Allopolyploid |\n", "\n" ], "text/plain": [ " OTU note \n", "1 Parental 1 Parental One \n", "2 Parental 2 Parental Two \n", "3 Allopolyploid Allopolyploid" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# We will use column note to add a note to the right of the karyotype of the \n", "# OTU in column OTU\n", "notesdf2<-read.table(text=\n", "\" OTU note\n", "\\\"Parental 1\\\" \\\"Parental One\\\" \n", "\\\"Parental 2\\\" \\\"Parental Two\\\" \n", "\\\"Allopolyploid\\\" Allopolyploid \", header=TRUE, stringsAsFactors=FALSE,fill=TRUE)\n", "notesdf2" ] }, { "cell_type": "markdown", "id": "6f9026ab", "metadata": {}, "source": [ "### Plotting \n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 26, "id": "8394a894", "metadata": { "attributes": { "classes": [], "echo": "TRUE,", "fig.height": "11,", "fig.width": "9,", "id": "", "message": "FALSE,dev='png'", "results": "\"hide\"," }, "vscode": { "languageId": "r" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 1200, "width": 1200 } }, "output_type": "display_data" } ], "source": [ "# svg(\"gish.svg\",width=7,height=9 )\n", "#png(\"parentalAndHybChrSize.png\", width=700, height=900)\n", "\n", "# REORDER OTUs\n", "\n", "parentalAndHybChrSize$OTU<-factor(parentalAndHybChrSize$OTU,levels=c(\"Parental 1\", \"Allopolyploid\",\"Parental 2\") )\n", "\n", "parentalAndHybChrSize<-parentalAndHybChrSize[order(parentalAndHybChrSize$OTU),]\n", "\n", "par(mar=rep(0,4) )\n", "options(repr.plot.width = 12, repr.plot.height = 12, repr.plot.res = 200)\n", "suppressMessages(\n", "plotIdiograms(dfChrSize = parentalAndHybChrSize, # d.f. of chr. sizes\n", " dfMarkPos = dfAlloParentMarks, # d.f. of marks' positions\n", " cenColor = NULL, # no cen. color for GISH\n", " \n", " karHeiSpace=5, # karyotype height including spacing\n", " karSepar = FALSE, # equally sized (height) karyotypes\n", " \n", " legend=\"\" # no legend\n", " \n", " ,notes=notesdf2 # data.frame with notes NEW\n", " #,OTUasNote=TRUE # TRY THIS (OTU name to the right)\n", " ,notesTextSize = 1.3 # font size of notes\n", " ,notesPosX = 1.5 # space from chr. (right) to note\n", " ,ruler = FALSE \n", " \n", " ,moveKarHor = \"Allopolyploid\"# OTU to move to the right\n", " ,mkhValue = 7 # amount to move to right\n", " ,anchor = TRUE # show anchor for moveKarHor OTUs\n", " ,moveAnchorV = 4 # modify anchor Vertical portion position\n", " ,moveAnchorH = -1.5 # modify anchor Horizon. portion position \n", " \n", " ,ylimBotMod = 1 # ylim bottom argument mod.\n", " ,xlimRightMod = 4\n", ")\n", ")\n", "# dev.off()" ] }, { "cell_type": "markdown", "id": "8ab840dc", "metadata": {}, "source": [ "## GISH of holocentric chromosomes\n", "\n", "You need the data.frame of chr. sizes, and a d.f. of marks \n", "\n", "### Chr. sizes: " ] }, { "cell_type": "code", "execution_count": 8, "id": "38cf1da5", "metadata": { "attributes": { "classes": [], "comment": "NA,", "echo": "F", "id": "" }, "vscode": { "languageId": "r" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\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", "\t\n", "\t\n", "\n", "
A data.frame: 13 × 3
OTUchrNamechrSize
<chr><chr><dbl>
Parental 1 74
Parental 1 42
Parental 1 56
Parental 1 67
Parental 2 14
Parental 2 25
Parental 2 33
Allopolyploid74
Allopolyploid25
Allopolyploid33
Allopolyploid42
Allopolyploid56
Allopolyploid67
\n" ], "text/latex": [ "A data.frame: 13 × 3\n", "\\begin{tabular}{lll}\n", " OTU & chrName & chrSize\\\\\n", " & & \\\\\n", "\\hline\n", "\t Parental 1 & 7 & 4\\\\\n", "\t Parental 1 & 4 & 2\\\\\n", "\t Parental 1 & 5 & 6\\\\\n", "\t Parental 1 & 6 & 7\\\\\n", "\t Parental 2 & 1 & 4\\\\\n", "\t Parental 2 & 2 & 5\\\\\n", "\t Parental 2 & 3 & 3\\\\\n", "\t Allopolyploid & 7 & 4\\\\\n", "\t Allopolyploid & 2 & 5\\\\\n", "\t Allopolyploid & 3 & 3\\\\\n", "\t Allopolyploid & 4 & 2\\\\\n", "\t Allopolyploid & 5 & 6\\\\\n", "\t Allopolyploid & 6 & 7\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 13 × 3\n", "\n", "| OTU <chr> | chrName <chr> | chrSize <dbl> |\n", "|---|---|---|\n", "| Parental 1 | 7 | 4 |\n", "| Parental 1 | 4 | 2 |\n", "| Parental 1 | 5 | 6 |\n", "| Parental 1 | 6 | 7 |\n", "| Parental 2 | 1 | 4 |\n", "| Parental 2 | 2 | 5 |\n", "| Parental 2 | 3 | 3 |\n", "| Allopolyploid | 7 | 4 |\n", "| Allopolyploid | 2 | 5 |\n", "| Allopolyploid | 3 | 3 |\n", "| Allopolyploid | 4 | 2 |\n", "| Allopolyploid | 5 | 6 |\n", "| Allopolyploid | 6 | 7 |\n", "\n" ], "text/plain": [ " OTU chrName chrSize\n", "1 Parental 1 7 4 \n", "2 Parental 1 4 2 \n", "3 Parental 1 5 6 \n", "4 Parental 1 6 7 \n", "5 Parental 2 1 4 \n", "6 Parental 2 2 5 \n", "7 Parental 2 3 3 \n", "8 Allopolyploid 7 4 \n", "9 Allopolyploid 2 5 \n", "10 Allopolyploid 3 3 \n", "11 Allopolyploid 4 2 \n", "12 Allopolyploid 5 6 \n", "13 Allopolyploid 6 7 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "parentalAndHybHoloChrSize" ] }, { "cell_type": "markdown", "id": "b15710bd", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "id": "a4e422de", "metadata": {}, "source": [ "### Marks' positions data \n" ] }, { "cell_type": "code", "execution_count": 9, "id": "d378f779", "metadata": { "attributes": { "classes": [], "comment": "NA,", "echo": "F", "id": "" }, "scrolled": true, "vscode": { "languageId": "r" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\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", "\t\n", "\t\n", "\n", "
A data.frame: 13 × 4
OTUchrNamemarkNamechrRegion
<chr><dbl><fct><fct>
1Allopolyploid7Parental 1w
4Allopolyploid2Parental 2w
5Allopolyploid3Parental 2w
6Allopolyploid4Parental 1w
7Allopolyploid5Parental 1w
8Allopolyploid6Parental 1w
9Parental 1 6Parental 1w
10Parental 1 5Parental 1w
11Parental 1 7Parental 1w
12Parental 1 4Parental 1w
13Parental 2 2Parental 2w
14Parental 2 1Parental 2w
15Parental 2 3Parental 2w
\n" ], "text/latex": [ "A data.frame: 13 × 4\n", "\\begin{tabular}{r|llll}\n", " & OTU & chrName & markName & chrRegion\\\\\n", " & & & & \\\\\n", "\\hline\n", "\t1 & Allopolyploid & 7 & Parental 1 & w\\\\\n", "\t4 & Allopolyploid & 2 & Parental 2 & w\\\\\n", "\t5 & Allopolyploid & 3 & Parental 2 & w\\\\\n", "\t6 & Allopolyploid & 4 & Parental 1 & w\\\\\n", "\t7 & Allopolyploid & 5 & Parental 1 & w\\\\\n", "\t8 & Allopolyploid & 6 & Parental 1 & w\\\\\n", "\t9 & Parental 1 & 6 & Parental 1 & w\\\\\n", "\t10 & Parental 1 & 5 & Parental 1 & w\\\\\n", "\t11 & Parental 1 & 7 & Parental 1 & w\\\\\n", "\t12 & Parental 1 & 4 & Parental 1 & w\\\\\n", "\t13 & Parental 2 & 2 & Parental 2 & w\\\\\n", "\t14 & Parental 2 & 1 & Parental 2 & w\\\\\n", "\t15 & Parental 2 & 3 & Parental 2 & w\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 13 × 4\n", "\n", "| | OTU <chr> | chrName <dbl> | markName <fct> | chrRegion <fct> |\n", "|---|---|---|---|---|\n", "| 1 | Allopolyploid | 7 | Parental 1 | w |\n", "| 4 | Allopolyploid | 2 | Parental 2 | w |\n", "| 5 | Allopolyploid | 3 | Parental 2 | w |\n", "| 6 | Allopolyploid | 4 | Parental 1 | w |\n", "| 7 | Allopolyploid | 5 | Parental 1 | w |\n", "| 8 | Allopolyploid | 6 | Parental 1 | w |\n", "| 9 | Parental 1 | 6 | Parental 1 | w |\n", "| 10 | Parental 1 | 5 | Parental 1 | w |\n", "| 11 | Parental 1 | 7 | Parental 1 | w |\n", "| 12 | Parental 1 | 4 | Parental 1 | w |\n", "| 13 | Parental 2 | 2 | Parental 2 | w |\n", "| 14 | Parental 2 | 1 | Parental 2 | w |\n", "| 15 | Parental 2 | 3 | Parental 2 | w |\n", "\n" ], "text/plain": [ " OTU chrName markName chrRegion\n", "1 Allopolyploid 7 Parental 1 w \n", "4 Allopolyploid 2 Parental 2 w \n", "5 Allopolyploid 3 Parental 2 w \n", "6 Allopolyploid 4 Parental 1 w \n", "7 Allopolyploid 5 Parental 1 w \n", "8 Allopolyploid 6 Parental 1 w \n", "9 Parental 1 6 Parental 1 w \n", "10 Parental 1 5 Parental 1 w \n", "11 Parental 1 7 Parental 1 w \n", "12 Parental 1 4 Parental 1 w \n", "13 Parental 2 2 Parental 2 w \n", "14 Parental 2 1 Parental 2 w \n", "15 Parental 2 3 Parental 2 w " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfAlloParentMarksHolo" ] }, { "cell_type": "markdown", "id": "d5361b88", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "aca29d6b", "metadata": {}, "source": [ "### Plotting" ] }, { "cell_type": "code", "execution_count": 25, "id": "1162b735", "metadata": { "attributes": { "classes": [], "echo": "TRUE,", "fig.height": "7,", "fig.width": "8,", "id": "", "message": "FALSE,dev='png'", "results": "\"hide\"," }, "vscode": { "languageId": "r" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 1100, "width": 1200 } }, "output_type": "display_data" } ], "source": [ "\n", "# svg(\"gish.svg\",width=8,height=7 )\n", "par(mar=c(0,0,0,0)) \n", "\n", "options(repr.plot.width = 12, repr.plot.height = 11, repr.plot.res = 200)\n", "suppressMessages(\n", "plotIdiograms(dfChrSize = parentalAndHybHoloChrSize, # d.f. of chr. sizes\n", " dfMarkPos = dfAlloParentMarksHolo, # d.f. of marks' positions\n", " chrColor = \"gray\", # chr. color\n", " cenColor = NULL, # cen. color when GISH\n", " \n", " karHeight = 3, # karyotype height without spacing\n", " karHeiSpace=5, # karyotype height including spacing\n", " distTextChr = 0.8 # separation among chr. and text\n", " \n", " ,ruler=FALSE # no ruler\n", " ,legend=\"\" # no legend\n", " \n", " ,xlimRightMod = 0 # xlim right arg. modif.\n", " ,xModifier = 100 # separ. among chromatids\n", ")\n", ")\n", "# dev.off()" ] }, { "cell_type": "markdown", "id": "263828b7", "metadata": {}, "source": [ "## GISH of *Citrus* as Yasuda et al. [-@Yasuda2010]\n", "\n", "For more details on the use of *Citrus* functions go to chapter *Citrus*\n", "\n", "Parental *C. schweinfurthii*: 14D + 4F (using Guerra nomenclature).\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "60445f00", "metadata": { "attributes": { "classes": [], "echo": "TRUE,", "fig.height": "7,", "fig.width": "8,", "id": "", "message": "FALSE,dev='png'", "results": "\"hide\"," }, "vscode": { "languageId": "r" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mBy default 5S are plotted as dots, to change this behavior make your own dfMarkColor data.frame\u001b[39m\n", "\n" ] } ], "source": [ "{\n", "#\n", "# c. schweinfurthii chr sizes d.f.\n", "#\n", "\n", "cschweinformula<-\"14D + 4F\"\n", "require(idiogramFISH)\n", "\n", "citrusschwein <- citrusSize(D=14,\n", " F=4 \n", " ,OTU=\"C. schweinfurthii\"\n", " ,longArm=1.2)\n", "\n", "#\n", "# c. schweinfurthii CMA and GISH marks\n", "#\n", "\n", "citrusschweinMarkPosDF <- citrusMarkPos(citrusschwein)\n", "\n", "#\n", "# data.frame of genomic marks\n", "#\n", "citrusschweinMarkPosDF2 <- data.frame(chrName=c(paste0(\"D_\",1:7),paste0(\"F_\",1:2)),\n", " chrRegion=\"w\"\n", " ,markName=\"schweingenome\"\n", " ,OTU=unique(citrusschwein$OTU)\n", ")\n", "\n", "#\n", "# merge marks pos.\n", "#\n", "\n", "citrusschweinMarkPosDF <- dplyr::bind_rows(citrusschweinMarkPosDF2,citrusschweinMarkPosDF)\n", "\n", "#\n", "# Inversion of some chr. (D marks up)\n", "#\n", "\n", "csSwap <- swapChrRegionDfSizeAndMarks(citrusschwein,citrusschweinMarkPosDF,c(paste0(\"D_\",1:14) ) )\n", "citrusschwein <- csSwap$dfChrSize\n", "citrusschweinMarkPosDF<- csSwap$dfMarkPos\n", "\n", "#\n", "# mark style\n", "#\n", "\n", "unique(citrusschweinMarkPosDF$markName)\n", "{\n", " markStyleschweinDF <- makedfMarkColorMycolors(\n", " unique(citrusschweinMarkPosDF$markName), c(\"chartreuse3\",\"darkgoldenrod1\") )\n", "}\n", "\n", "#\n", "# d.f. of notes\n", "#\n", "\n", "leftNotesschwein <- data.frame(OTU=unique(citrusschwein$OTU), note= paste0(\"Female gamete: 7D + 2E\" ) )\n", "leftNotesschweinUp<- data.frame(OTU=unique(citrusschwein$OTU)\n", " , note= paste0(unique(citrusschwein$OTU),\" (\",cschweinformula,\")\" ) )\n", "notesschwein<- data.frame(OTU=unique(citrusschwein$OTU), note= \"Yasuda et al. (2010)\" )\n", "}" ] }, { "cell_type": "markdown", "id": "e8757dd5", "metadata": {}, "source": [ "Parental 'Nanpu' tangor\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "5b2a089d", "metadata": { "attributes": { "classes": [], "echo": "TRUE,", "fig.height": "7,", "fig.width": "8,", "id": "", "message": "FALSE,dev='png'", "results": "\"hide\"," }, "vscode": { "languageId": "r" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mBy default 5S are plotted as dots, to change this behavior make your own dfMarkColor data.frame\u001b[39m\n", "\n" ] } ], "source": [ "\n", "{\n", " \n", "cnanpuformula<-\"1A + 4C + 5D + 8F\" # Guerra nom.\n", "\n", "#\n", "# 'Nanpu' tangor chr. sizes\n", "#\n", "\n", "citrusnanpu <- citrusSize(A=1,C=4,D=5,F=8 # \n", " ,OTU=\"nanpu tangor\"\n", " ,longArm=1.2)\n", "#\n", "# c. nanpu CMA marks\n", "#\n", "\n", "citrusnanpuMarkPosDF <- citrusMarkPos(citrusnanpu)\n", "\n", "#\n", "# d.f. of genomic marks\n", "#\n", "\n", "citrusnanpuMarkPosDF2 <- data.frame(chrName = c(\"A\",\"C_1\",paste0(\"D_\",1:4), paste0(\"F_\",1:3) ),\n", " chrRegion=\"w\"\n", " ,markName=\"nanpugenome\"\n", " ,OTU=unique(citrusnanpu$OTU)\n", ")\n", "\n", "#\n", "# merge marks pos.\n", "#\n", "\n", "citrusnanpuMarkPosDF <- dplyr::bind_rows(citrusnanpuMarkPosDF2,citrusnanpuMarkPosDF)\n", "\n", "#\n", "# mark style d.f.\n", "#\n", "\n", "unique(citrusnanpuMarkPosDF$markName)\n", "{\n", " markStylenanpuDF <- makedfMarkColorMycolors(\n", " unique(citrusnanpuMarkPosDF$markName), c(\"chocolate\",\"darkgoldenrod1\") )\n", "}\n", "\n", "#\n", "# invert some chr.\n", "#\n", "\n", "csSwap<-swapChrRegionDfSizeAndMarks(citrusnanpu,citrusnanpuMarkPosDF,c(paste0(\"D_\",1:5) ) )\n", "citrusnanpu <- csSwap$dfChrSize\n", "citrusnanpuMarkPosDF <- csSwap$dfMarkPos\n", "\n", "#\n", "# notes data.frames\n", "#\n", "\n", "leftNotesnanpu <- data.frame(OTU=unique(citrusnanpu$OTU), note= paste0(\"Male gamete: 1A + 1C + 4D + 3E\" ) )\n", "leftNotesnanpuUp<- data.frame(OTU=unique(citrusnanpu$OTU), note= paste0(\"'Nanpu' tangor (\",cnanpuformula,\")\" ) )\n", "\n", "notesnanpu<- data.frame(OTU=unique(citrusnanpu$OTU), note= \"Yasuda et al. (2010)\" )\n", "\n", "}" ] }, { "cell_type": "markdown", "id": "2a8089ee", "metadata": {}, "source": [ "
\n", "\n", "Merge data.frames from parentals" ] }, { "cell_type": "code", "execution_count": 16, "id": "c56d960e", "metadata": { "attributes": { "classes": [], "echo": "TRUE,", "fig.height": "7,", "fig.width": "8,", "id": "", "message": "FALSE,dev='png'", "results": "\"hide\"," }, "vscode": { "languageId": "r" } }, "outputs": [], "source": [ "{ \n", "bothParentalsChr <- dplyr::bind_rows(citrusnanpu, citrusschwein)\n", "\n", "bothParentalsMarks <- dplyr::bind_rows(citrusschweinMarkPosDF, citrusnanpuMarkPosDF)\n", "\n", "bothPmarkStyle <- unique(dplyr::bind_rows(markStyleschweinDF, markStylenanpuDF) )\n", "\n", "bothPleftNotesUp <- dplyr::bind_rows(leftNotesschweinUp,leftNotesnanpuUp)\n", "\n", "bothPleftNotes <- dplyr::bind_rows(leftNotesschwein,leftNotesnanpu)\n", "}\n" ] }, { "cell_type": "markdown", "id": "1b222997", "metadata": {}, "source": [ "data.frames of the hybrid" ] }, { "cell_type": "code", "execution_count": 17, "id": "27d2c645", "metadata": { "vscode": { "languageId": "r" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[32mBy default 5S are plotted as dots, to change this behavior make your own dfMarkColor data.frame\u001b[39m\n", "\n" ] } ], "source": [ "{\n", "cschnanpuformula<-\"1A + 1C + 11D + 5F\"\n", "\n", "require(idiogramFISH)\n", "\n", "#\n", "# hybrid chr. size\n", "#\n", "\n", "citrusschnanpu <- citrusSize(A=1,C=1,D=11,F=5 # \n", " ,OTU=\"schweinfurthii + nanpu\"\n", " ,longArm=1.2)\n", "#\n", "# hybrid CMA marks\n", "#\n", "\n", "citrusschnanpuMarkPosDF <- citrusMarkPos(citrusschnanpu)\n", "\n", "#\n", "# invert some chr.\n", "#\n", "\n", "csSwap<-swapChrRegionDfSizeAndMarks(citrusschnanpu,citrusschnanpuMarkPosDF,c(paste0(\"D_\",1:11) ) )\n", "citrusschnanpu <- csSwap$dfChrSize\n", "citrusschnanpuMarkPosDF<- csSwap$dfMarkPos\n", "\n", "#\n", "# d.f. of gish marks\n", "#\n", "\n", "citrusschnanpuMarkPosDF2 <- data.frame(chrName=c(paste0(\"D_\",5:11), paste0(\"F_\",1:2) ),\n", " chrRegion=\"w\"\n", " ,markName=\"schweingenome\"\n", " ,OTU=unique(citrusschnanpu$OTU)\n", ")\n", "\n", "citrusschnanpuMarkPosDF3 <- data.frame(chrName=c(\"A\",\"C\",paste0(\"D_\",1:4), paste0(\"F_\",3:5) ),\n", " chrRegion=\"w\"\n", " ,markName=\"nanpugenome\"\n", " ,OTU=unique(citrusschnanpu$OTU)\n", ")\n", "\n", "#\n", "# merge marks\n", "#\n", "\n", "citrusschnanpuMarkPosDF <- dplyr::bind_rows(citrusschnanpuMarkPosDF2,citrusschnanpuMarkPosDF3,citrusschnanpuMarkPosDF)\n", "\n", "#\n", "# style of marks d.f.\n", "#\n", "\n", "unique(citrusschnanpuMarkPosDF$markName)\n", "{\n", " markStyleschnanpuDF <- makedfMarkColorMycolors(\n", " unique(citrusschnanpuMarkPosDF$markName), c(\"chartreuse3\",\"chocolate\",\"darkgoldenrod1\") )\n", "}\n", "\n", "#\n", "# notes for hybrid\n", "#\n", " # italics! # rest: \\\" to \\\" \n", "name <- paste0(\"italic('C. schweinfurthii'), \\\" × 'Nanpu' tangor (CN3) (\", cschnanpuformula,\")\\\"\" ) \n", "# to parse italics, use parseStr2lang = TRUE\n", "\n", "leftNotesschnanpuUp <- data.frame(OTU=unique(citrusschnanpu$OTU), note= name )\n", "notesschnanpu <- data.frame(OTU=unique(citrusschnanpu$OTU), note= \"'Yasuda et al. (2010)'\" )\n", "}" ] }, { "cell_type": "markdown", "id": "f53e28ac", "metadata": {}, "source": [ "\n", "\n", "Plot\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 24, "id": "7313f6c9", "metadata": { "attributes": { "classes": [], "echo": "TRUE,", "fig.height": "7,", "fig.width": "12,", "id": "", "message": "FALSE,dev='png'", "results": "\"hide\"," }, "vscode": { "languageId": "r" } }, "outputs": [ { "data": { "image/png": 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hkPHjx2d3vBGpr68/4YQTsmsuu+yy5ubmvOqpwJvv6KXxGF4I4cYbb1ywIKb0yscff/yGG3Y57Yj3kNFvK1q+fPnXvva1vIqpwMaNG+fNm5ddM3PmzOHDh+dVz0Acfvjh2fS0np6eiy66KHvvb5ArlUqXXnrpli19j0QOGzbs+OOPz7GkgchOjadvCT0Rfgx0/ZKw+rG+Yby7qWzlK34VWl7MsZYKdbWGZ27tG8bbi5NPPrn8ldwQwvr16y+//PIc63m32tvbZ8+enT0Vnzx5cqQfTGpqapo+fXp2zSWXXJJ9EHrwu/LKK1evXl0e9rsKDcCgFeWDocCfx0c/+tHyl2o6u8PZV29/Y0s018FDCO2dpXO/3lauuba2dvbs2fmWVLEJEyacccYZ5eHl3+mILqzhK7d1/HJRT3n4mc98JsdiBmju3Lnl5Xt+233tnZFdZHpocU82B+fcc88dPXp0jvUMxMUXX1x+yGNtc/HvvtHWGdXLnus2lj7y1baeP83m8ePHn3nmmblWVLkTTzzx/e9//47lUimc989tq16P5qWdEEJPb7jwuvY/rt1Zc6FQyM70uAwbNuzCCy8sD29+esujq9rf5t8PQnctb/3J833vpn7605+O9KmCsOvxbvH6zuse3xTTuVQIzzd3XfPrvg9Hzpw5c+LEiTnWMxAXXnhhOfKjtav42V++0doV026qtav4uV82t3Xv3IKGDRv28Y9/PN+SKjZlypRjjjmmPPzKoxtfbInp+F0K4X/8ZtMfXu87A4z3zLaqquqSSy7JrnnooYfOOOOM119/Pa+S9tzmzZvPP//8u+66K7vyE5/4RKQfwwy7/spYtbn7y4+0xBVD9urWnn98sLlc8sSJE7OpanE566yzyl+q6SmWPver5pb2mH6Ad/aWrpjf/EbbzppramrmzJmTb0kVa2pqOvvss8vDbz6xedFrkf0Av+Xprdmz8XgPGeFNxS9ZsuTEE09cuXJlXvXsuba2tksvvfT666/PrjzrrLPGjh2bV0kDNGfOnHLWUghh+/btJ5544oMPRvAtp1KpdOutt5577rnZJzzGjBlzzjnn5FjVQBx33HGTJ0/Orpk3b951110Xxaf/Fi1adNxxx/U78Yt3N1VXV/fJT34yu+buu+8+77zzNm3alFdJe27Dhg1nnnlmv4/EZi97RqffhrR69eoZM2YsXbo0r3r2XHd391VXXfXFL34xu/Loo4+eOnVqXiUBMPhdeOGF5etRXa1h/hV9CRRR6NoWHviH0POnX64jRoy44IILcq2oclOnTj366KPLw19fEza+lGM5714pPH5t2JB5azve8/Pq6uqLL764PFx+d3jhZzmWU4mVD4UlmQ+sfupTn4o03CfsuiFtXhl+fU0oxXR/LGx9JTz8T33DSZMmRRruE0I455xzxowZs2O52B3m/0No3/j2/2Nw6e0KD/5jX81RX3keO/b/s3fvcVqP+f/A75mmaUqlg0gnOihyTKXooJTWopzFWpavRViSWGvxDWuxm2W1yOaUlbYQolYlqYSUSiepptJJTQfVzNRMc/z9Mb/vdJsOO83c0+e+b8/nHx7u677vz/3ufc/hnutzfV7X0ZdccknxzZnPhDbOC7Ccspj7cmhN2LWFsfsrI/TTE2Srp4XmvRpgLWWxYU7oq2f33Lz00ktjdI+9UCh08803h888Z2Zm9ujR45NPPgmwpFIqLCx89dVXr7rqqvCZ5/r164d/p8eWbt26lVicc9ttt/3tb3+LiZnnWbNmdevWbdOmTeGDsbsMr2rVqiVmnt9+++2rr756+/bt+3tK9EhLS+vTp0+J7+J+/frFaKx8aK/fd6tWrerWrVtMRF/l5OQ89NBDDz30UPhgly5dijc3jTnXXntteNZSXl5e7969x4yJjZS+99577/zzzw8PWiqx4Da27L0455FHHvnjH/8YEzkmS5Ys6dat24oVK8IHY/eTbUJCQr9+/cJHpk2b1rt3740bN+7vKdFjx44dv/71r0vsCnPdddcddthhQZVUTrfeemvxsvMda0JT/zdUEAMfo/bI+CH0yf2h0P99tm3ZsmXPnj0DrajsLrroooYNGxb9f0F+6OPfh3bFUhxcKD8n9MkfQzv/77NtiWnP2HLEEUdceeWV4SPDhg27+eabY2I7sTVr1vTq1evrr78OH4zdXxmhvYpfuHBhz549V66MgfzprKys/v37P/PMM+GDffr0Cd/cFIColRBDMcnAoff888+H5/42rZ/40l1Ve7RJOsBTosTc1Pybnsmam7rnT/+77777b3/7W4AlldPixYvbtGlTPINZtUrCX25M6XdBcuWofzc2bS8cOCxrxCd75l5PPfXUOXPmxO6C+JycnFNOOWXp0qXFI7/9ZfKT/5NSt2a05x3k5IWGvL/7weHZxakrVapUWbx4cfPmzQOtq1z69ev3z3/u2dSsw/GVXrqr6slNY+Cr66PZebc8m7V2857lWq+++mqJE5Cx5d133w2/Buyo2glD76h68VmVoz8JZNm6gluezZq6YE/o1dVXXz1y5MgASyqnH3744fjjjy8OKq6UGOrX7vDrT61ZJSna34zMnILnZ+0YuTCj+E+Uxo0bL1myJHZPSxQWFnbt2nXGjBnFIz2bVftD59pHHhbtP6YKCkPvf5c5+PPtO3P//4+pxMTEL7/8skQkdmx59NFHBw0aVHyzee3KD3evc+pRVQIsqZTmbdz98Kc/rtq+59PUY4899sADDxzgKVHuiy++6NKlS0HB///qqp6c+PtOtfu0Oiwx2n9KhdIy85+Y8eOUVXuiAc4+++ypU6cGV1F5ZWRknHDCCevXrw8frF69+hVXXHHWWWcdfvjhQRV2AJmZmbNmzRo9enSJy4Nr1aq1ZMmS4hyQWHTFFVe88847xTfPaJjyv2fXaXJ4tP/JVxgKTV6x68+fbfsxLHVl7Nix4aGoMeell14KP/t7dPWkQd3qnNU4Bi4aWbY19+GpWxdt2rM26He/+12JHI3YsmzZspNPPrl4tVOVSgl3dqh19cnVk6L+d8b27IKnv9wWnpPYunXrb775Jnyzl9iSl5fXpk2bEnEAVapUufTSS7t27Vq3bt2gCjuArKysuXPnjh49usQirSpVqsyfP79Vq1ZBFVZ+/fv3HzJkSInBs88++4ILLjjmmGOiMJEzLy8vNTV1zJgx8+fPL3HX0KFDSyytiy3jx4/fewPJ44477sorrzzhhBOSk5MDqerA1q9f//HHH0+YMKH4A3mRSy+9NFYW++7Tpk2bjj/++L0/Il511VXt27cPX9kcPXbs2PHll1++9dZbmZmZ4eNHH330d999V7NmzaAKK78ePXpMmTIlfCQpKenCCy8855xzovMT++7duxctWjRq1KjwfbRCoVBCQsL06dM7d+4cVGEQbfr06fPhhx+GQqEhQ4bccccdQZcD0WLQoEGPPvpo8c3azUNn/2/oyJMO8IxosfGb0PRHQ9vDfvs98cQTf/jDH4KrqLxmzJjRtWvX4oVwydVDZ90bOu78UELUXy+ZmRb6/C+h1dP2jJxzzjkxcf32/qSnp7dq1WrP3+MJoVOuCbW9JVS5WqBllUJeduib4aF5r+xJXalVq9bSpUuLc0Bi0WWXXfbuu+8W32zYIdTlj6Ga0b/CvzC0cnJoxl9C2WF/540bNy6md7v95z//GT4NUqNBqMuDoUYdAqyotLYuDU1/LLT52z0jd95557PPPrv/Z0S777777tRTTy2eea6UHOpwZ6j1FaHEaD8nE8reFpr599CycXtGTjrppHnz5oXngMSW3Nzc00477dtv93x5teoT6tA/lFIrwKJKpSAvtHh0aNZzofz/OyeTnJy8cOHC4u24YtHvfve7559/vsRgt27dLrjggiZNmkTnzPPy5cvfeeedhQsXlrhr2LBhsZt7FQqFPvjgg733pWvZsuUVV1wRzTPPkyZNmjhxYomZ5yuuuOKtt94KqqryS0tLO/7440skyNSuXbtv375nnHFG9erVgyrsAPY389ywYcMlS5ZE52x5aRQWFnbv3n3atGnhg0lJSb179+7evXvUzjwvXLhw1KhRa9asCR9PTEycMWPGmWeeGVRh5ff444/vvXTtjDPOuOiii5o1axaFFwgUFBSsXLnygw8+mDlzZom7Hn744fAlhTFn1qxZZ555ZomfvY0bN+7bt+8pp5wSnemomzZtmjJlygcffJCXlxc+3rlz5+nTp0fhR45S2rlz5wknnLB27drwwcMOO6xoGV6tWtH4ATczM3P27NmjR4/+8cefJJ7WrFlzyZIlDRo0CKqw8rv66qtHjRpVfLNB21CXB0KHHxNgRaVTGPp+auizx38SQTtmzJjw7bhizvDhw8MvkKl+VKjLA6HGnQKsqLR+TA1N/1NoU9g6qX79+g0dOjS4isprxYoVJ510UnZ2dvjgkUce2bdv37Zt2xZv2hpVtm3bNn369DFjxpQou1WrVgsWLIjOv4xKIy8vr127diXWUCUnJxctw4vODeOzs7OLluFt2LAhfDw5OXnevHmtW7cOqjAASk+gDHAgBQUF559//sSJE8MH27So1Ov0pGOOSqwUlctu1m4umLYgf8bivPAfbyeffPLMmTOj8y+c0nvqqafuvffe8JGGRyT27pDU+phKVaLycqRtmYWzl+aPn5WbHZZzXbVq1ZkzZ55yyinB1RUBs2fP7tKly+7de7ZGPywl4YIzktq1rHT4YdE4j5mdE1r0ff6HM3M3bvvJ7/0XXnghdvd/KJKent6+fftly5YVjyQmhM4+JanLSZUaHhGNP6TyC0KrNhZM+Dpv4aqfhF1ffPHF7777buzOgxe5/vrrX3/99fCR4xsnnn9G5eZHJyZF3RmiUCgU2rit8PPFeZ/My8sPO5nSpEmTOXPmROdETOmNHDnymmuuCR+plZLY7diqreomR2eszM7cgiWbc6evzsrM2fNmJCUlTZo0qcQWCjEnNTW1Xbt2O3bsKB5JrpRwVuOUU46qUislGn9M5RYUfr8tb9rqrB8yfnK67sEHH/zTn/4UVFURkZOTc/bZZ5c4K3zKUVXOaFjl6BrR+I1RUBjamJn31frshWk/2TOkU6dOn376aexejl7k/vvvf/LJJ8NHGtRI6nZs1WNqJVWOyoyA7dkF89N2f7EmO7dgz6ep2rVrf/31182aNQuwsPKbPHnyeeedFxO7mR1AQkLCv//97759+wZdSLls2rTp9NNPD8/3SUwIdWyU0uboKnWrRuNnqbyCwrXpeZ+tzv4+LPEqFAr9z//8zyuvvBJUVRFRWFh40UUXFV0nWaxV3eSzmqQ0rBGlSSZpmflzN+z++ofs8D/5TjjhhFmzZkXnQsbS+8c//nHnnXeGj9SrVunsY6s2r1O5SqVofDMydhcs3pwzfXVWdt6edyMlJWXGjBlt27YNsLDy++abb84666ysrKz//tDo9swzz9x1111BV1EuO3fu7NChQ0xsunhg559//rhx42J9MuTmm29+6aWXgq6ivBo0aDB37tzY3T+5yDvvvHPllVfG+nnPSpUq/ec//+nVq1fQhZTL999/365du61btwZdSHnde++9f/3rX4OuAqKIQBnYp927d3ft2nXWrFnhg0edEmrQPlT9qFAo+j7tFhaEMjeG1s8Kbf7pnxRdunSZMmVK7F6OXuS+++4r8eu7RsPQMV1ChzcJJUblnHr29lDagtC6maGCsAm2OnXqzJkz59hjjw2srEiYNGnS+eefHz7znFw9dEzXUN1WURork5cd2rostHpaaHf6nsGEhITRo0dfccUVwdUVARs3bjz99NPDF/onVgo17BA66tRQ1ToB1rVfBXmh9HWhtTN+kngVCoVuuummYcOGBVRUZBQWFvbu3Xv8+PHhg3VbhRp1DNVoEKXpVzvTQhvmhTbM3bM1eigUat269axZs2J3V5gif//73wcMGBA+Uq1e6JiuodrNQpWi8nKknIzQ5m9Da2aE8sIuoUpJSfnyyy9PO+204OqKgLlz53bq1Cn82rCklFCTzqF6rUPJURl6kJ8T2rYitHp6aNeWn4zHwR9KmZmZZ5xxxpIlS4IupLx69+49duzYWJ95/u1vfxvrp1xDoVCjRo3mzJkT09l8oVBo9OjRV199dRzMPE+YMKFnz55BF1IuK1eubN++fYnUg1j0hz/84Yknngi6inLJzc3t3r37559/HnQh5dWxY8dp06bF7uXoRR566KHHHnss6CrKq1atWrNnz27RokXQhZTL1KlTzz333BJBObFoxIgRJZagx5wtW7a0bds2PM8rITHU8IxQ/dNCVaNxv6RQYX4ofV1ozYzQ9u9/Mn7dddeVuDQj5hQWFl522WXvvfde+GCdFqHGZ4VqNIzWyZBNoY3zQhvm7omcDoVCLVu2nD17dkzvChMKhYYOHXrbbbcFXUV5paSkTJs2Laa3yA2FQgsWLDjrrLN27tz53x8a3QYPHnzPPfcEXQUApVMIcEDbt2+P9c/ZzZs3X7NmTdCNjIz+/fsH3c5ySU5O/uijj4LuYmS8++67cXAhd9BdjIwVK1Y0adIk6HaWS9euXTMzM4NuZARkZ2f/8pe/DLqd5XLkkUcuWrQo6EZGRqyfdKxUqdK//vWvoLsYGdOnT4/15XQ33HBDfn5+0I2MgLS0tBNPPDHodpbLySefvHnz5qAbGQH5+fnXXXdd0O0slxo1asyYMSPoRkbGa6+9FoW7A5VeQkLC4MGDg+5iZCxYsKBevXpBd7RcLrzwwt27dwfdyAjIyMjo1CkWNkPZv2OOOWbVqlVBNzIySqTrxpzk5OSxY8cG3cXIGDduXJUqVYLuaLncfffdQXcxMr7//vumTZsG3c5yOfPMM9PT04NuZATk5OT06dMn6HaWS7169b755pugGxkZTz/9dExfKJKYmPjyyy8H3cXI+OKLLw4//PCgO1ou11xzTXxMhkAE9e7du+gbZMiQIUHXAtFl48aNJ5xwQrC/ucrp1FNP3bJlS9CNjIC8vLxYv9ylRo0aX3zxRdCNjIyXX345MTEqLwopnYSEhKeffjroLkbGN998E+v7qfTp0ycnJyfoRkZAenr6mWeeGXQ7y6Vp06bff/990I2MjIEDBwbdznJJTk4eN25c0F2MjLFjx8b6hdz33HNP0F2MjFWrVsV6ql2nTp0yMjKCbmQE7N69+8ILLwy6neVSr169BQsWBN3IyBg8eHBMzzxXqlTptddeC7qLkTFjxoxYv5D72muvjY+Z582bN5988slBt7NcTjzxxLS0tKAbGQH5+fk33HBD0O0slxo1akyfPj3oRkbGv/71r5hehhcKhZ544omguxgZixcvjvVUu1/+8pfZ2dlBNzICMjMzu3btGnQ7y6Vx48YrVqwIupGRcf/99wfdznJJTk5+9913g+5iZHz00UcpKSlBd7Rc7rzzzqC7CMBBECgD/HeZmZmxu+amZ8+e8THZV+yZZ56J0RyTY489dubMmUH3L5KmTZvWsGHDoPtaFikpKS+++GLQ/Yuk9evXd+nSJei+ltGNN96YlZUVdAsjJicn584774zRE6hnnHHGypUrg25hJL3xxhvVq1cPuq9lUa9evQkTJgTdv0j65ptvWrZsGXRfyyIpKemxxx4rKCgIuoUR8+OPP8bu1Z6XXHLJ9u3bg25hxBQUFDz88MMxuuHt8ccfHzcrn4qMHz8+RnNMatasOXLkyKD7F0mpqalt27YNuq9lkZCQMGDAgNzc3KBbGDG7du26/vrrg+5rGXXr1u2HH34IuoWR9Nxzz8XoCdTGjRt/9tlnQfcvkj7//PMYDXVNSUmJsyufN2zYcM455wTd1zK67rrrdu7cGXQLIyY3N/fuu++O0eskTz/99NTU1KBbGEmjRo2K0RyTI4444sMPPwy6f5G0cFYv6csAACAASURBVOHCGL20PikpadCgQfGxph8iS6AMHMDWrVtj92rPyy67bMeOHUG3MGLy8/MHDRoUozPPrVu3XrhwYdAtjKQPP/ywbt2o3Pf5v6lZs+aoUaOC7l8kLV++vE2bNkH3tSwSExMHDhwYTzPPO3fujN1NF84555yNGzcG3cJIGjJkSIwmaDdp0uTzzz8Pun+R9NlnnzVu3DjovpZFSkrKc889F3T/IumHH37o1q1b0H0to+uvv37Xrl1BtzBicnNzBwwYEKMzz23bto2ba26LjBw5MkZzTOrVqzd+/Pig+xdJCxYsiN2Z50ceeSSeluFt3779kksuCbqvZdSnT58ff/wx6BZGTEFBwZ/+9KcYvcCkVatWcbP1RZEJEybEaI5JjRo13njjjaD7F0krV65s37590H0ti4SEhDvvvDM+onWLZGVl3XjjjUH3tYy6du26fv36oFsYSUOHDq1atWrQfS2LRo0aTZs2Lej+RdLMmTNjNNS1SpUqzzzzTND9A+DgCJQBSmvChAlnnXVW0J85D8KJJ5745ptvxtPEa7GlS5deffXVMTTrd8QRRzz88MOZmZlBdy7yduzY8cADD9SpUyfoHpdWlSpVrrvuujg7V1ckPz//tddea9WqVdA9Pghdu3adMmVK0J2rEJ9//nnPnj1jKFamWbNmQ4cOjadVaMXWrVt30003xdDFtzVr1hw4cODWrVuD7lzkZWVlPfnkk0cffXTQPS6tSpUqXXrppXG2cLnYmDFjTj/99KB7fBDatm37/vvvB922CjF//vyLL744hvblOProowcPHhxPYXDFtmzZMmDAgBhaAlW1atVbbrll3bp1QXcu8nJzc59//vmmTZsG3ePSSkhI6NWr15dffhl05yrE5MmTYyu88vjjj3/99dfjcjIkNTX117/+dQxtUlq3bt2HHnooPT096M5FXkZGxv/+7//G0L7WycnJ11xzzfLly4PuXOQVFBS88cYbrVu3DrrHB6FTp06TJk0KunMVYubMmb/4xS9iaHH/scce+9xzz8XlZMgPP/zQr1+/atWqBd3j0qpRo8Zdd921efPmoDsXednZ2YMHD27QoEHQPS6tSpUqXXTRRXG2cBkiSKAM/FfvvPPOaaedFuyvs4PSrl27Dz74IOi2VYhvvvnmoosuiqGZ5wYNGjz11FPxsedwCZs3b77rrrtiaA+MqlWr3nrrrXF2lUiR3Nzc5557LoYuUUhISDjvvPPibOeqYpMmTerUqVPQPT4IrVu3fuONN+Jy5nn58uXXXHNNbM08Dxo0KCMjI+jORV56evpDDz0UQ0lkycnJv/71r+MsrLlIQUHB66+/Hlt5DZ07d548eXLQnasQM2fO7NWrVwwtwzv22GOff/75uJx5Xr9+/S233BJDF9/WrFlzwIABW7ZsCbpzkZeVlfXXv/41tmaeL7744vnz5wfduQrx3nvvxda2SW3atBkzZkzQbasQCxcuvPTSS2NoMqR+/fpPPvlkPIXBFdu6devAgQNjaA+MlJSUm266ae3atUF3LvLy8vKGDh3arFmzoHtcWgkJCT179vziiy+C7lyFmDJlSteuXYPu8UFo1arVa6+9FpfbkKxcufK6666LoYzdOnXqPPDAA/GUjF8sMzPz4YcfjqENQStXrnz11VcvXbo06M4BcNASCgsLg/49AsSSZcuWTZ48ecmSJWlpaUHXsm9169Zt2bJl9+7dY2upVhls3bp14sSJ8+bN++GHH3Jzc4MuZx+qVavWrFmzM8888+yzz46h8+5lsHv37k8//fSrr75atWrVrl27gi5nH5KTkxs0aNC2bdtevXrVrl076HIq1tdffz1t2rTly5f/+OOPQdeyDwkJCUcdddSJJ5547rnnxtDsZNmsXr36448/XrhwYVpaWkFBQdDl7EOtWrVatGjRtWvXDh06xNB59zJIT0//+OOPv/7663Xr1u3evTvocvahatWqxxxzzBlnnNGjR48YOu9eBvn5+dOnT//yyy9TU1MzMzODLmcfkpKSjj766FNPPfUXv/jFUUcdFXQ5FWvRokVTpkxZunTp5s2bg65l34488shWrVr16NEjti4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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 1800, "width": 3000 } }, "output_type": "display_data" } ], "source": [ "\n", "#\n", "# plot of parentals only\n", "#\n", "\n", "{\n", "par(mar=rep(0,4), oma=rep(0,4) ) \n", "\n", "options(repr.plot.width = 20, repr.plot.height = 12, repr.plot.res = 300)\n", "suppressMessages(\n", "plotIdiograms(callPlot=T,\n", " dfChrSize= bothParentalsChr, # chr. size data.frame\n", " dfMarkPos= bothParentalsMarks, # mark position data.frame \n", " dfMarkColor=bothPmarkStyle, # mark style d.f.\n", " \n", " orderChr = \"original\" # order of chr. as in d.f.\n", " \n", " ,chrWidth = .5 # chr. width\n", " ,chrSpacing=.5 # separ. among chr.\n", " ,karHeight=4 # kar. height\n", " ,karHeiSpace=5 # anchor height\n", " \n", " ,chromatids = FALSE # don't use chromatids\n", " ,chrColor= \"white\" # chr. color\n", " \n", " ,ruler=FALSE # don't use ruler\n", " ,chrId=\"\" # don't use chr. name\n", " ,chrIndex = \"\" # don't use chr. indices\n", " ,morpho=\"\" # don't use morphology\n", " ,karIndex = FALSE # don't use kar. indices\n", " ,colorBorderMark=\"black\"# color of border of marks\n", " ,addOTUName = F # do not add OTU names\n", " \n", " ,lwd.chr = 1.6 # border width\n", " ,lwd.marks=1 # border width marks\n", " ,gishCenBorder=T # cen. border of gish as mark color\n", " ,hideCenLines=1.75 # hide cen. border\n", " \n", " ,legend=\"\" # no legend for marks\n", " \n", " ,leftNotes = bothPleftNotes # data.frame with left notes\n", " ,leftNotesUp = bothPleftNotesUp # data.frame with Up left notes\n", " ,leftNoteFontUp = 3 # italics\n", " \n", " ,leftNotesTextSize = 1.3 # font size of notes\n", " ,leftNotesUpTextSize = 1.3 # font size of notes\n", " \n", " ,leftNotesPosX = 0 # horizontal pos. of left notes\n", " ,leftNotesPosY = 0 # vertical pos. of left down notes\n", " \n", " ,leftNotesUpPosX = 0 # horizontal pos. of left up notes\n", " ,leftNotesUpPosY = 2 # vertical pos. of left up notes\n", " \n", " ,verticalPlot=FALSE # horizontal plot\n", " ,karSpaceHor=3 # horizontal spacing among kar.\n", " \n", " ,karAnchorLeft = \"C. schweinfurthii\" # anchor to the left of\n", " ,anchor=TRUE # add anchor\n", " \n", " ,ylimBotMod = 1 # modify ylim bottom argument\n", " ,ylimTopMod = 0 # modify ylim top argument\n", " ,xlimLeftMod =0 # modify left xlim\n", " ,xlimRightMod = 2 # modify right xlim\n", " \n", ")\n", ")\n", "}\n", "\n", "# add plot of hybrid over parents plot\n", "\n", "{\n", "suppressMessages(\n", " plotIdiograms(callPlot=FALSE, # plot over previous plot\n", " dfChrSize= citrusschnanpu, # chr. size data.frame\n", " dfMarkPos= citrusschnanpuMarkPosDF, # mark position data.frame \n", " dfMarkColor=markStyleschnanpuDF, # mark style d.f.\n", " \n", " orderChr = \"original\", # order of chr. as in d.f.\n", " \n", " chrWidth = .5, # chr. width\n", " chrSpacing=.5, # separ. among chr.\n", " karHeight=4 # kar. height \n", " ,chromatids = FALSE # don't use chromatids\n", " ,chrColor= \"white\" # chr. color\n", " \n", " ,ruler=FALSE # don't use ruler\n", " ,chrId=\"\" # don't use chr. name\n", " ,chrIndex = \"\" # don't use chr. indices\n", " ,morpho=\"\" # don't use morphology\n", " ,karIndex = FALSE # don't use kar. indices\n", " ,colorBorderMark=\"black\"# color of border of marks\n", " ,addOTUName=F # don't add OTU name\n", " \n", " ,lwd.chr = 1.6 # border width\n", " ,lwd.marks=1 # border width marks\n", " \n", " ,leftNotesUp = leftNotesschnanpuUp # up notes: name of hybrid\n", " ,parseStr2lang = TRUE # for italics, see notes data.frame\n", " ,notesTextSize = 1.3 # font size of notes\n", " ,leftNotesUpTextSize = 1.3 # font size of notes\n", " \n", " ,leftNotesPosX = 0 # horizontal pos. of notes\n", " ,leftNotesUpPosY = 2 # vertical pos. left up notes\n", " ,notes = notesschnanpu # right notes - authors\n", " ,notesPosX=3 # notes hor. pos\n", " \n", " ,ylimBotMod = 1 # modify ylim bottom argument\n", " ,ylimTopMod = -5 # modify ylim top argument\n", " ,xlimLeftMod = 0 # modify left xlim\n", " ,xlimRightMod = 2 # modify right xlim\n", " \n", " ,gishCenBorder=T # cen. border as mark color\n", " ,legend=\"\" # no legend for marks\n", " ,hideCenLines=1.75 # hide cen. lines\n", " ,moveAllKarValueHor=9.5 # move kar. to right\n", " ,moveAllKarValueY =-10 # move kar. down\n", " )\n", " )\n", " } # hybrid\n" ] } ], "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": "4.1.1" } }, "nbformat": 4, "nbformat_minor": 5 }