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href="data:image/png;base64,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"></head><body><div id="81111471-1cd9-4bd6-8c0a-46c42e2738e9"><!-- Plotly chart will be drawn inside this DIV --></div><script type="text/javascript">var renderPlotly_811114711cd94bd68c0a46c42e2738e9 = function() { var data = [{"type":"bar","x":[1.309351019006195,1.3839980752892795,1.4074474164825819,1.459980184969131,1.4549716561927657,1.4936127081736204,1.5491442167273113,1.6053146598742676,1.6187117849672075,1.6495799356740917,1.654126053493457,1.6682596682394586,1.6924037577118836,1.7177762443470188,1.8382669041069595,1.8745099492906059,1.9359094617912902,1.9506994323559828,2.0967063277416766,2.115724611102774,2.2482457724877554,2.1865857357973866,2.2482457724877554,2.221043421370095,2.1865857357973866,2.218268350246134,2.1830406997080716,2.425003022004279,2.524914510311768,2.5916764391974163,2.7014003877414514,2.8716658121911465,3.0156464908117493,3.103650240689721,3.9715380540716914,4.114670281629256,4.128656833490756,4.364748505731961,4.5933294009969226,7.708625668354397,10.0,10.0],"y":["secondary metabolism.isoprenoids.carotenoids","amino acid metabolism.synthesis","nucleotide metabolism.degradation","glycolysis.unclear/dually targeted","transport.metabolite transporters at the envelope membrane","transport.metal","glycolysis","protein.targeting.mitochondria","protein.targeting","lipid metabolism.phospholipid synthesis","lipid metabolism.lipid degradation.lipases","RNA.regulation of transcription.HDA","protein.folding.immunophilins (IMM).FKBPs","protein.synthesis.ribosome biogenesis.pre-rRNA processing and modifications.snoRNPs","transport.p- and v-ATPases","TCA / organic transformation.other organic acid transformations","transport.metabolite transporters at the mitochondrial membrane","PS.lightreaction.photosystem I.LHC-I","amino acid metabolism","lipid metabolism","mitochondrial electron transport / ATP synthesis.cytochrome c oxidase","gluconeogenesis / glyoxylate cycle","amino acid metabolism.degradation.branched chain group","protein.synthesis.ribosomal protein.prokaryotic.chloroplast.50S subunit","misc.nitrilases, nitrile lyases, berberine bridge enzymes, reticuline oxidases, troponine reductases","amino acid metabolism.synthesis.aspartate family","lipid metabolism.lipid degradation","protein.synthesis.ribosomal protein.prokaryotic.chloroplast.30S subunit","mitochondrial electron transport / ATP synthesis.F1-ATPase","TCA / organic transformation.TCA","amino acid metabolism.synthesis.aspartate family.lysine","PS.lightreaction.photosystem I","TCA / organic transformation","protein.synthesis.initiation","transport","protein.synthesis.ribosomal protein.prokaryotic.chloroplast","mitochondrial electron transport / ATP synthesis.NADH-DH (type I).localisation not clear","protein.synthesis.ribosomal protein.prokaryotic","transport.p- and v-ATPases.H+-transporting two-sector ATPase","mitochondrial electron transport / ATP synthesis.NADH-DH (type I).complex I","mitochondrial electron transport / ATP synthesis","mitochondrial electron transport 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value)"}},"title":{"text":"Temperature"}}; + var layout = {"width":1000,"height":1000,"template":{"layout":{"paper_bgcolor":"white","plot_bgcolor":"white","xaxis":{"ticks":"inside","mirror":"all","showline":true,"zeroline":true},"yaxis":{"ticks":"inside","mirror":"all","showline":true,"zeroline":true}},"data":{}},"margin":{"l":600.0},"xaxis":{"title":{"text":"-log<sub>10</sub> (p value)"}},"title":{"text":"Temperature"}}; var config = {"responsive":true,"toImageButtonOptions":{"format":"svg"}}; Plotly.newPlot('81111471-1cd9-4bd6-8c0a-46c42e2738e9', data, layout, config); }; diff --git a/workflows/Enrichments.ipynb b/workflows/Enrichments.ipynb index 036b95ae..8cba2663 100644 --- a/workflows/Enrichments.ipynb +++ b/workflows/Enrichments.ipynb @@ -164,7 +164,7 @@ "\n", " Chart.Bar(data,MultiText=boldness,TextPosition=StyleParam.TextPosition.Inside,MarkerColor=Color.fromHex \"#028a73\")\n", " |> Chart.withTemplate ChartTemplates.lightMirrored\n", - " |> Chart.withMarginSize(Left=500.)\n", + " |> Chart.withMarginSize(Left=600.)\n", " |> Chart.withXAxisStyle \"-log<sub>10</sub> (p value)\"\n", " |> Chart.withSize(1000.,1000.)\n", " |> Chart.withDescription(\n", diff --git a/workflows/KEGGEnrichment.ipynb b/workflows/KEGGEnrichment.ipynb index af96e30a..fb4e1161 100644 --- a/workflows/KEGGEnrichment.ipynb +++ b/workflows/KEGGEnrichment.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": { "dotnet_interactive": { "language": "fsharp" @@ -27,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 12, "metadata": { "dotnet_interactive": { "language": "fsharp" @@ -53,15 +53,74 @@ " Genename,Pathwayname\n", " )\n", " |> Array.ofSeq\n", + " |> Array.groupBy fst\n", + " |> Array.map (fun (x,y) -> x, y |> Array.map snd |> Array.distinct )\n", " |> Map.ofArray\n", "\n", "let cre2KEGG cre = \n", - " if cre2KEGGmap.ContainsKey cre then cre2KEGGmap.[cre] else \"\"" + " if cre2KEGGmap.ContainsKey cre then cre2KEGGmap.[cre] else [||]" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 13, + "metadata": { + "dotnet_interactive": { + "language": "fsharp" + }, + "polyglot_notebook": { + "kernelName": "fsharp" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "<div class=\"dni-plaintext\"><pre>[ triacylglycerol degradation, phosphatidylcholine acyl editing, phospholipases ]</pre></div><style>\r\n", + ".dni-code-hint {\r\n", + " font-style: italic;\r\n", + " overflow: hidden;\r\n", + " white-space: nowrap;\r\n", + "}\r\n", + ".dni-treeview {\r\n", + " white-space: nowrap;\r\n", + "}\r\n", + ".dni-treeview td {\r\n", + " vertical-align: top;\r\n", + " text-align: start;\r\n", + "}\r\n", + "details.dni-treeview {\r\n", + " padding-left: 1em;\r\n", + "}\r\n", + "table td {\r\n", + " text-align: start;\r\n", + "}\r\n", + "table tr { \r\n", + " vertical-align: top; \r\n", + " margin: 0em 0px;\r\n", + "}\r\n", + "table tr td pre \r\n", + "{ \r\n", + " vertical-align: top !important; \r\n", + " margin: 0em 0px !important;\r\n", + "} \r\n", + "table th {\r\n", + " text-align: start;\r\n", + "}\r\n", + "</style>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cre2KEGG \"Cre01.g005200\"" + ] + }, + { + "cell_type": "code", + "execution_count": 14, "metadata": { "dotnet_interactive": { "language": "fsharp" @@ -99,7 +158,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 17, "metadata": { "dotnet_interactive": { "language": "fsharp" @@ -113,13 +172,13 @@ "let writeEnrichment (sigv: Significance) = \n", " read \n", " |> Array.tail\n", - " |> Array.map (fun x -> \n", + " |> Array.collect (fun x -> \n", " let tmp = x.Split '\\t'\n", " let id = tmp.[1]\n", " let tr = tmp.[2]\n", " let pathway = \n", " let tmp = cre2KEGG id\n", - " (if tmp <> \"\" then tmp else cre2KEGG tr)\n", + " (if tmp <> [||] then tmp else cre2KEGG tr)\n", " let fdr_noP_25_35 = tmp.[5] |> float\n", " let fdr_noP_25_40 = tmp.[6] |> float\n", " let fdr_tap_25_35 = tmp.[7] |> float\n", @@ -140,8 +199,8 @@ " | Interact -> if fdr_interact < 0.05 then 1 else 0\n", " | T2525 -> if fdr_25_25 < 0.05 then 1 else 0\n", "\n", - " \n", - " OntologyEnrichment.createOntologyItem id pathway activeGroup tr\n", + " pathway\n", + " |> Array.map (fun p -> OntologyEnrichment.createOntologyItem id p activeGroup tr)\n", "\n", " )\n", " |> Seq.filter (fun x -> x.OntologyTerm <> \"\")\n", @@ -189,7 +248,7 @@ "\n", "\n", " let body = \n", - " \"\"\"<b>ChlamyCyc pathway ontology enrichment</b> <br><br>Ontology enrichment was performed using KEGG pathway ontology from https://ftp.plantcyc.org/pmn/Pathways/Data_dumps/PMN15.5_January2023/pathways/.\n", + " \"\"\"<b>ChlamyCyc pathway ontology enrichment</b> <br><br>Ontology enrichment was performed using ChlamyCyc pathway ontology which combines KEGG, MapMan, and JGI pathway information (https://ftp.plantcyc.org/pmn/Pathways/Data_dumps/PMN15.5_January2023/pathways/).\n", " The p values were calculated using a hypergeometric test (<a href=\"https://github.com/CSBiology/BioFSharp\">BioFSharp.Stats</a>) and corrected for multiple testing using the Benjamini-Hochberg method (<a href=\"https://github.com/fslaborg/FSharp.Stats\">FSharp.Stats</a>). <br> \n", " <br> All functional sets with a p value less than 0.05 and more than 5 annotated transcripts are shown. \n", " The ratio at the end of each bar indicates the number of significant transcripts between the two compared conditions vs detected transcripts in our RNA-seq data contained in the respective function bin. \n", @@ -216,6 +275,7 @@ " )\n", " |> Chart.withTitle ((sigToString sigv).Replace(\"-\",\" \"))\n", " |> Chart.saveHtml(@\"C:\\Users\\bvenn\\source\\repos\\carbon-availability-transcriptomics-chlamy\\runs\\05_Enrichments\\ChlamyCyc_Pathway\\\" + sigToString sigv)\n", + " //|> Chart.saveHtml(@\"C:\\Users\\bvenn\\Desktop\\delete\\rucheck\\\" + sigToString sigv)\n", "\n", " oe\n", " |> Array.mapi (fun i x -> \n", @@ -223,12 +283,14 @@ " $\"{x.OntologyTerm}\\t{x.TotalUnivers}\\t{x.TotalNumberOfDE}\\t{x.NumberInBin}\\t{x.NumberOfDEsInBin}\\t{x.PValue}\\t{fdr.[i]}\\t{it}\"\n", " )\n", " |> Array.append ([|\"Term\\tTotalNumberOfFunctionalTerms\\tTotalNumberOfDETrancripts\\tNumberOfTranscriptsInBin\\tNumberOfDETranscriptsInBin\\tPValue\\tFDR\\tAvailableTrivialNamesInBin\"|])\n", - " |> fun rows -> System.IO.File.WriteAllLines(@\"C:\\Users\\bvenn\\source\\repos\\carbon-availability-transcriptomics-chlamy\\runs\\05_Enrichments\\ChlamyCyc_Pathway\\frames\\\" + sigToString sigv + \".tsv\",rows)" + " |> fun rows -> \n", + " System.IO.File.WriteAllLines(@\"C:\\Users\\bvenn\\source\\repos\\carbon-availability-transcriptomics-chlamy\\runs\\05_Enrichments\\ChlamyCyc_Pathway\\frames\\\" + sigToString sigv + \".tsv\",rows)\n", + " //System.IO.File.WriteAllLines(@\"C:\\Users\\bvenn\\Desktop\\delete\\rucheck\\\" + sigToString sigv + \".tsv\",rows)" ] }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 18, "metadata": { "dotnet_interactive": { "language": "fsharp" -- GitLab