{
"cells": [
{
"cell_type": "code",
"execution_count": 275,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"embedxml"
]
},
"execution_count": 275,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"using FileIO\n",
"using Plots\n",
"include(\"splitcell.jl\")\n",
"include(\"segmentation3d.jl\")\n",
"include(\"lineage.jl\")\n",
"include(\"normalization3d.jl\")\n",
"include(\"tiffxml.jl\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"310.074306 seconds (3.86 M allocations: 38.284 GiB, 0.36% gc time)\n"
]
}
],
"source": [
"@time d16s1 = load(File(format\"TIFF\", \"../mRNA_confocal_hamamatsu-60X-TIRF/20200316/HE7-11-1-80uw-PWM_1_s1.ome.tiff\"));"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Applying LoG(40) at Maximum Z Projection\n",
"******************************************************************************************************************************************Done\n",
"215.568476 seconds (383.60 M allocations: 97.241 GiB, 36.67% gc time)\n"
]
}
],
"source": [
"@time mask_markers = split_cell_LoG(d16s1, 138);"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Finding connected component\n",
" 11.451868 seconds (4.68 M allocations: 5.635 GiB, 2.35% gc time)\n",
"[4, 5, 8, 9, 11, 12, 13, 15, 27, 31, 53]\n"
]
}
],
"source": [
"@time time_line_1, longlived_labels_1, livingtime_1, time_line_whole_1 = find_time_line(mask_markers);\n",
"println(longlived_labels_1);\n",
"#plot(sum.(livingtime_1), marker=:circle)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Detecting contacted branch\n",
" 8.565817 seconds (1.44 M allocations: 59.876 GiB, 11.67% gc time)\n",
"Found contacted branch: [8, 13]\n",
"Splitting branch 8 now\n",
"Finding connected component\n",
"Reassigning contacted branch 8 \n",
"Branch 8 -> 100\n",
"Branch 8 -> 101\n",
"Branch 8 -> 102\n",
"Splitting branch 13 now\n",
"Finding connected component\n",
"Reassigning contacted branch 13 \n",
" 43.425917 seconds (9.98 M allocations: 97.479 GiB, 10.18% gc time)\n"
]
}
],
"source": [
"@time split_contacted_cell!(time_line_1, longlived_labels_1, livingtime_1, time_line_whole_1);"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 3.696167 seconds (614.93 k allocations: 2.571 GiB, 29.35% gc time)\n"
]
}
],
"source": [
"@time tracks = walking(time_line_1, longlived_labels_1, livingtime_1);"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Grant domain for each detected cell by watershed\n",
"------------------------------------------------------------------------------------------------------------------------------------------ 69.158509 seconds (1.13 M allocations: 30.729 GiB, 40.87% gc time)\n",
"\n",
"Drawing longlived_maps\n",
"[4, 5, 9, 11, 12, 13, 15, 27, 31, 53, 100, 101, 102]\n",
" 85.542366 seconds (1.23 M allocations: 35.818 GiB, 33.87% gc time)\n"
]
}
],
"source": [
"@time d16s1_longlived_maps, watershed_maps = grant_domain(d16s1, time_line_1, longlived_labels_1, livingtime_1, time_line_whole_1);"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 12.718261 seconds (31.87 M allocations: 9.152 GiB, 57.38% gc time)\n"
]
}
],
"source": [
"@time cell_2 = pick_cell(d16s1, d16s1_longlived_maps, longlived_labels_1[3], tracks[:,:,3], livingtime_1[3]);"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 8.003145 seconds (23.26 M allocations: 4.116 GiB, 61.11% gc time)\n"
]
}
],
"source": [
"@time cell_1 = pick_cell(d16s1, d16s1_longlived_maps, longlived_labels_1[1], tracks[:,:,1], livingtime_1[1]);"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
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"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#img_gs = imfilter(cell_1[128:end-128,128:end-128, 13:14], Kernel.gaussian((2,2,1)))\n",
"plot(leg=false, lw=4)\n",
"yen = []\n",
"for i in 1:20\n",
" img_gs = imfilter(cell_1[128:end-128,128:end-128, i], Kernel.gaussian((4,4)))\n",
" edge, count = build_histogram( img_gs[img_gs.>0.001] )\n",
" push!(yen, otsu_threshold(img_gs[img_gs .> 0.001]) )\n",
" plot!(edge[100:end], count[100:end])\n",
" #plot!([yen, yen], [0, 6000])\n",
"end\n",
"yen_ = real(median(yen))\n",
"yen__ = real(maximum(yen))\n",
"plot!([yen_, yen_], [0, 2000])\n",
"plot!([yen__, yen__], [0 ,2000])"
]
},
{
"cell_type": "code",
"execution_count": 225,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Extracting nucleus\n",
" 37.650326 seconds (4.02 M allocations: 36.460 GiB, 73.15% gc time)\n",
"177.210212 seconds (71 allocations: 4.043 GiB, 1.10% gc time)\n",
"Embedding OME-XML\n"
]
}
],
"source": [
"@time d16s1_1_nu, d16s1_1_th = extract3dnucleus(cell_1);\n",
"@time save(File(format\"TIFF\", \"d16s1_1_otsu.ome.tiff\"), N0f16.(d16s1_1_nu));\n",
"embedxml(512, 512, 20, 138, \"d16s1_1_otsu.ome.tiff\")"
]
},
{
"cell_type": "code",
"execution_count": 163,
"metadata": {},
"outputs": [
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},
"execution_count": 163,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot(d16s1_1_th, marker=:circle)"
]
},
{
"cell_type": "code",
"execution_count": 227,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Extracting nucleus\n",
" 49.514899 seconds (3.53 M allocations: 57.627 GiB, 73.79% gc time)\n",
"189.580781 seconds (71 allocations: 4.043 GiB, 0.01% gc time)\n",
"Embedding OME-XML\n"
]
}
],
"source": [
"@time d16s1_2_nu, d16s1_2_th = extract3dnucleus(cell_2);\n",
"@time save(File(format\"TIFF\", \"d16s1_2_otsu.ome.tiff\"), N0f16.(d16s1_2_nu));\n",
"embedxml(512, 512, 20, 138, \"d16s1_2_otsu.ome.tiff\")"
]
},
{
"cell_type": "code",
"execution_count": 276,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 8.957058 seconds (2.02 M allocations: 16.590 GiB, 41.09% gc time)\n"
]
}
],
"source": [
"@time img_norm, para = normalize(d16s1_1_nu);"
]
},
{
"cell_type": "code",
"execution_count": 277,
"metadata": {},
"outputs": [
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"<circle clip-path=\"url(#clip0600)\" cx=\"2096.02\" cy=\"191.244\" r=\"23\" fill=\"#009af9\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"5.12\"/>\n",
"<path clip-path=\"url(#clip0600)\" d=\"M 0 0 M2193.87 210.931 Q2192.06 215.561 2190.35 216.973 Q2188.64 218.385 2185.77 218.385 L2182.36 218.385 L2182.36 214.82 L2184.86 214.82 Q2186.62 214.82 2187.59 213.987 Q2188.57 213.154 2189.75 210.052 L2190.51 208.107 L2180.02 182.598 L2184.54 182.598 L2192.64 202.876 L2200.74 182.598 L2205.26 182.598 L2193.87 210.931 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0600)\" d=\"M 0 0 M2211.14 204.589 L2218.77 204.589 L2218.77 178.223 L2210.46 179.89 L2210.46 175.631 L2218.73 173.964 L2223.4 173.964 L2223.4 204.589 L2231.04 204.589 L2231.04 208.524 L2211.14 208.524 L2211.14 204.589 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip0600)\" style=\"stroke:#e26f46; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 2012.02,251.724 2156.02,251.724 \n",
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]
},
"execution_count": 277,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot(para[\"low_line\"], marker=:circle)\n",
"plot!(para[\"mean_line\"], marker=:circle)\n",
"plot!(para[\"corrected_low_line\"], marker=:star)\n",
"plot!(para[\"corrected_mean_line\"], marker=:star)"
]
},
{
"cell_type": "code",
"execution_count": 284,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"async_test (generic function with 1 method)"
]
},
"execution_count": 284,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function async_test()\n",
"save(File(format\"TIFF\", \"d16s1_1_otsu_norm.ome.tiff\"), N0f16.(img_norm));\n",
"embedxml(512, 512, 20, 138, \"d16s1_1_otsu_norm.ome.tiff\")\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 285,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Embedding OME-XML"
]
},
{
"data": {
"text/plain": [
"Task (done) @0x00007f786df08280"
]
},
"execution_count": 285,
"metadata": {},
"output_type": "execute_result"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"@async async_test()"
]
},
{
"cell_type": "code",
"execution_count": 289,
"metadata": {},
"outputs": [
{
"ename": "KeyError",
"evalue": "KeyError: key \"JULIA_EDITOR\" not found",
"output_type": "error",
"traceback": [
"KeyError: key \"JULIA_EDITOR\" not found",
"",
"Stacktrace:",
" [1] (::Base.var\"#459#460\")(::String) at ./env.jl:79",
" [2] access_env at ./env.jl:43 [inlined]",
" [3] getindex(::Base.EnvDict, ::String) at ./env.jl:79",
" [4] top-level scope at In[289]:1"
]
}
],
"source": [
"ENV[\"JULIA_EDITOR\"]"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 40 threas 1.4.1",
"language": "julia",
"name": "julia-40-threas-1.4"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.4.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
