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} </style> <div class="fluid-row" id="header"> <h1 class="title toc-ignore">Enrichment results of Crohn’s disease</h1> <h4 class="author"><em>Xiang Zhu</em></h4> <h4 class="date"><em>2017-04-12</em></h4> </div> <p><strong>Last updated:</strong> 2018-06-30</p> <strong>workflowr checks:</strong> <small>(Click a bullet for more information)</small> <ul> <li> <details> <p><summary> <strong style="color:blue;">✔</strong> <strong>R Markdown file:</strong> up-to-date </summary></p> <p>Great! Since the R Markdown file has been committed to the Git repository, you know the exact version of the code that produced these results.</p> </details> </li> <li> <details> <p><summary> <strong style="color:blue;">✔</strong> <strong>Environment:</strong> empty </summary></p> <p>Great job! The global environment was empty. Objects defined in the global environment can affect the analysis in your R Markdown file in unknown ways. For reproduciblity it’s best to always run the code in an empty environment.</p> </details> </li> <li> <details> <p><summary> <strong style="color:blue;">✔</strong> <strong>Seed:</strong> <code>set.seed(20180626)</code> </summary></p> <p>The command <code>set.seed(20180626)</code> was run prior to running the code in the R Markdown file. Setting a seed ensures that any results that rely on randomness, e.g. subsampling or permutations, are reproducible.</p> </details> </li> <li> <details> <p><summary> <strong style="color:blue;">✔</strong> <strong>Session information:</strong> recorded </summary></p> <p>Great job! Recording the operating system, R version, and package versions is critical for reproducibility.</p> </details> </li> <li> <details> <p><summary> <strong style="color:blue;">✔</strong> <strong>Repository version:</strong> <a href="https://github.com/xiangzhu/rss-gsea/tree/b05d68b066293bed156de4d7ffc837d194ee9fd5" target="_blank">b05d68b</a> </summary></p> Great! You are using Git for version control. Tracking code development and connecting the code version to the results is critical for reproducibility. The version displayed above was the version of the Git repository at the time these results were generated. <br><br> Note that you need to be careful to ensure that all relevant files for the analysis have been committed to Git prior to generating the results (you can use <code>wflow_publish</code> or <code>wflow_git_commit</code>). workflowr only checks the R Markdown file, but you know if there are other scripts or data files that it depends on. Below is the status of the Git repository when the results were generated: <pre><code> Ignored files: Ignored: .Rproj.user/ Untracked files: Untracked: analysis/uc_2015.Rmd Unstaged changes: Modified: analysis/index.Rmd </code></pre> Note that any generated files, e.g. HTML, png, CSS, etc., are not included in this status report because it is ok for generated content to have uncommitted changes. </details> </li> </ul> <details> <summary> <small><strong>Expand here to see past versions:</strong></small> </summary> <ul> <table style="border-collapse:separate; border-spacing:5px;"> <thead> <tr> <th style="text-align:left;"> File </th> <th style="text-align:left;"> Version </th> <th style="text-align:left;"> Author </th> <th style="text-align:left;"> Date </th> <th style="text-align:left;"> Message </th> </tr> </thead> <tbody> <tr> <td style="text-align:left;"> Rmd </td> <td style="text-align:left;"> <a href="https://github.com/xiangzhu/rss-gsea/blob/b05d68b066293bed156de4d7ffc837d194ee9fd5/analysis/cd_2015.Rmd" target="_blank">b05d68b</a> </td> <td style="text-align:left;"> Xiang Zhu </td> <td style="text-align:left;"> 2018-06-30 </td> <td style="text-align:left;"> wflow_publish(“cd_2015.Rmd”) </td> </tr> </tbody> </table> </ul> </details> <hr /> <div id="input-data" class="section level2"> <h2>Input data</h2> <p>Results below were generated from the GWAS summary statistics published in the paper <a href="https://www.ncbi.nlm.nih.gov/pubmed/26192919">“Association Analyses Identify 38 Susceptibility Loci for Inflammatory Bowel Disease and Highlight Shared Genetic Risk Across Populations” (<em>Nature Genetics</em>, 2015)</a>. The summary data file is available at <a href="https://www.ibdgenetics.org/downloads.html" class="uri">https://www.ibdgenetics.org/downloads.html</a>.</p> </div> <div id="analysis-results" class="section level2"> <h2>Analysis results</h2> <p>Enrichment analyses are summarized by the following three quantities.</p> <ul> <li><strong>BF:</strong> Bayes factor comparing the enrichment model against the baseline model;</li> <li><strong>Outside <span class="math inline">\(\pi\)</span>:</strong> proportion of trait-associated SNPs that are “outside” the gene set;</li> <li><strong>Inside <span class="math inline">\(\pi\)</span>:</strong> proportion of trait-associated SNPs that are “inside” the gene set.</li> </ul> <p>The first quantity reflects the significance of enrichment, whereas the last two capture the magnitude of enrichment. For each gene set, we report these three quantities in the last three columns of tables below, on log 10 scale.</p> <div id="biological-pathways" class="section level3"> <h3>Biological pathways</h3> <div id="htmlwidget-983860bb2d7d6ad3a872" style="width:100%;height:auto;" class="datatables html-widget"></div> <script type="application/json" data-for="htmlwidget-983860bb2d7d6ad3a872">{"x":{"filter":"none","data":[["Inflammatory bowel disease (IBD)<br/>(kegg, BioSystems)","IL23-mediated signaling events<br/>(pid, PC)","IL27-mediated signaling events<br/>(pid, PC)","Cytokine-cytokine receptor interaction<br/>(kegg, BioSystems)","Th1/Th2 Differentiation<br/>(biocarta, BioCarta)","Jak-STAT signaling pathway<br/>(kegg, BioSystems)","Selective expression of chemokine receptors during T-cell polarization<br/>(biocarta, BioCarta)","IL12-mediated signaling events<br/>(pid, PC)","IL12-mediated signaling events<br/>(pid, BioSystems)","NO2-dependent IL 12 Pathway in NK cells<br/>(biocarta, BioCarta)","Cytokine Signaling in Immune system<br/>(reactome, PC)","IL12 and Stat4 Dependent Signaling Pathway in Th1 Development<br/>(biocarta, BioCarta)","Toxoplasmosis<br/>(kegg, BioSystems)","Signaling by Interleukins<br/>(reactome, PC)","IL-6 Signaling Pathway<br/>(wiki, BioSystems)","Interferon gamma signaling<br/>(reactome, PC)","Allograft rejection<br/>(kegg, BioSystems)","Processing of Capped Intron-Containing Pre-mRNA<br/>(reactome, BioSystems)","Tuberculosis<br/>(kegg, BioSystems)","TNFR1-induced proapoptotic signaling<br/>(reactome, BioSystems)","Processing of Capped Intron-Containing Pre-mRNA<br/>(reactome, PC)","Cellular responses to stress<br/>(reactome, BioSystems)","mRNA Splicing - Major Pathway<br/>(reactome, BioSystems)","mRNA Splicing<br/>(reactome, PC)","Interferon gamma signaling<br/>(reactome, BioSystems)","TNF signaling<br/>(reactome, BioSystems)","Death Receptor Signalling<br/>(reactome, BioSystems)","mRNA processing<br/>(wiki, BioSystems)","Allograft Rejection<br/>(wiki, BioSystems)","Osteoclast differentiation<br/>(kegg, BioSystems)","IL-4 signaling Pathway<br/>(wiki, BioSystems)","Leishmaniasis<br/>(kegg, BioSystems)","Signaling by Interleukins<br/>(reactome, BioSystems)","Interferon Signaling<br/>(reactome, PC)","Opioid proopiomelanocortin pathway<br/>(panther, PANTHER)","Interleukin-2 signaling<br/>(reactome, PC)","Interferon Signaling<br/>(reactome, BioSystems)","Interleukin signaling pathway<br/>(panther, PANTHER)","IL4-mediated signaling events<br/>(pid, PC)","Interleukin signaling pathway<br/>(panther, PC)","Opioid proopiomelanocortin pathway<br/>(panther, PC)","Platelet activation, signaling and aggregation<br/>(reactome, BioSystems)","NGF signalling via TRKA from the plasma membrane<br/>(reactome, PC)","Platelet activation, signaling and aggregation<br/>(reactome, PC)","Type II interferon signaling (IFNG)<br/>(wiki, BioSystems)","Measles<br/>(kegg, BioSystems)","Pertussis<br/>(kegg, BioSystems)","Chemokine signaling pathway<br/>(kegg, BioSystems)","Signaling by FGFR in disease<br/>(reactome, PC)","Herpes simplex infection<br/>(kegg, BioSystems)","Downstream signal transduction<br/>(reactome, PC)","IL6-mediated signaling events<br/>(pid, BioSystems)","HTLV-I infection<br/>(kegg, BioSystems)","NOD1/2 Signaling Pathway<br/>(reactome, PC)","NGF signalling via TRKA from the plasma membrane<br/>(reactome, BioSystems)","TNF-alpha/NF-kB Signaling Pathway<br/>(wiki, BioSystems)","Interleukin-3, 5 and GM-CSF signaling<br/>(reactome, PC)","Signaling by PDGF<br/>(reactome, PC)","Opioid proenkephalin pathway<br/>(panther, PANTHER)","Interleukin receptor SHC signaling<br/>(reactome, PC)","RIG-I-like receptor signaling pathway<br/>(kegg, BioSystems)","Beta3 adrenergic receptor signaling pathway<br/>(panther, PC)","IL6-mediated signaling events<br/>(pid, PC)","Downstream signaling of activated FGFR<br/>(reactome, PC)","Histamine H2 receptor mediated signaling pathway<br/>(panther, PC)","Cytokines and Inflammatory Response<br/>(biocarta, BioCarta)","IL22 Soluble Receptor Signaling Pathway <br/>(biocarta, BioCarta)","Prolactin Signaling Pathway<br/>(wiki, BioSystems)","Opioid prodynorphin pathway<br/>(panther, PANTHER)","Opioid Signalling<br/>(reactome, PC)","Beta2 adrenergic receptor signaling pathway<br/>(panther, PC)","Influenza A<br/>(kegg, BioSystems)","GMCSF-mediated signaling events<br/>(pid, PC)","Opioid proenkephalin pathway<br/>(panther, PC)","Opioid Signalling<br/>(reactome, BioSystems)","Signaling by ERBB2<br/>(reactome, PC)","CXCR4-mediated signaling events<br/>(pid, PC)","DAP12 signaling<br/>(reactome, PC)","Signaling by FGFR<br/>(reactome, PC)","Endothelins<br/>(pid, BioSystems)","untitled<br/>(panther, PC)","Beta1 adrenergic receptor signaling pathway<br/>(panther, PC)","Canonical NF-kappaB pathway<br/>(pid, PC)","DAP12 interactions<br/>(reactome, PC)","PKA activation<br/>(reactome, BioSystems)","Interferon alpha/beta signaling<br/>(reactome, PC)","Adenylate cyclase inhibitory pathway<br/>(reactome, PC)","Kit Receptor Signaling Pathway<br/>(wiki, BioSystems)","PKA activation<br/>(reactome, PC)","LPA receptor mediated events<br/>(pid, BioSystems)","RIG-I/MDA5 mediated induction of IFN-alpha/beta pathways<br/>(reactome, PC)","RIG-I/MDA5 mediated induction of IFN-alpha/beta pathways<br/>(reactome, BioSystems)","IFN-gamma pathway<br/>(pid, PC)","Adenylate cyclase inhibitory pathway<br/>(reactome, BioSystems)","Adenylate cyclase activating pathway<br/>(reactome, PC)","Gastrin-CREB signalling pathway via PKC and MAPK<br/>(reactome, BioSystems)","Glucagon signaling in metabolic regulation<br/>(reactome, PC)","PKA-mediated phosphorylation of CREB<br/>(reactome, BioSystems)","LPA receptor mediated events<br/>(pid, PC)","Thyroid hormone synthesis<br/>(kegg, BioSystems)"],[61,37,26,253,18,148,27,59,60,16,272,20,111,103,93,67,34,139,171,13,137,366,108,107,89,15,22,122,35,127,60,68,299,166,14,44,192,77,58,81,16,217,202,211,49,127,74,185,175,174,159,42,250,28,344,181,42,179,13,25,66,11,46,147,8,28,16,73,17,81,8,165,36,16,83,161,83,161,160,52,17,16,22,174,16,65,13,65,19,64,77,78,43,14,10,406,33,17,63,70],[4569,2993,2002,16422,1573,10297,1936,4435,4435,1351,21102,1868,9296,10019,9042,4490,1503,10456,12114,869,10325,26183,7929,7869,6226,980,1509,9790,1459,11032,4952,4528,29369,11135,1614,4032,13156,6501,5028,6740,1789,22534,22782,22194,3385,9493,5054,16072,19671,11609,18062,3569,19464,2226,35907,15277,4143,20403,1540,2278,4056,1207,4086,17091,889,1735,1268,6666,1839,10765,928,11504,3300,1804,10984,18025,7408,18503,18155,6722,1926,1694,2154,19201,1875,3319,1778,6664,2101,7261,5263,5283,4294,1899,1494,42311,3225,1966,7146,8822],[25.6241579282584,23.650545243979,21.472364328407,20.4064209790879,19.2701347091801,19.2603638529633,19.0937816225413,19.0182690502826,19.0182690502826,19.0044590400141,18.9201467760919,17.0173596180769,15.7037949457084,15.1361698647254,13.1993848214679,13.1544944187024,12.6130548126401,12.4364212038194,12.414836388481,12.3631408108175,12.3567612867165,12.3050484356147,12.2680810742854,12.2070219893134,12.1884425480824,12.0397092529225,11.8738471641692,11.813881066523,11.8001068865461,11.7479157035238,11.7194598792368,11.1354686039194,10.157671556936,10.0371378358223,10.0203259911167,10.0182535691772,10.0028792303782,9.86700876569157,9.82012227736485,9.81546923566113,9.6105142128878,9.5480901099939,9.53418323434908,9.52164940766915,9.4924844277667,9.4234774351116,9.39205604260701,9.31764141136182,9.28505242554375,9.22289036553408,9.20982942515891,9.15312654427452,9.0754189775775,8.89778242020177,8.8012098565141,8.70240038522155,8.66945456211914,8.65884541668797,8.65484981968605,8.52128175256057,8.33220661954356,8.29750997115971,8.2762975816866,8.24388862303364,8.17702057393892,8.17024764288519,8.1565207086835,8.06283756958143,8.06159335620985,7.99671341881113,7.97506230307208,7.95282397922014,7.93182920320444,7.93050965865109,7.8877603965113,7.84425121871,7.82907730939311,7.82247709265564,7.81748169337073,7.81459019324651,7.7630860202805,7.75031945670855,7.73504256218996,7.7336524303918,7.70501876785633,7.67426468846189,7.67368093986591,7.66642699347982,7.65908890756265,7.61540002805098,7.56918899475204,7.56491006402863,7.56008766126981,7.52568506407307,7.52378827599834,7.50482652333481,7.4895525459964,7.47547931224891,7.23065717813878,7.15236326039562],["-3.0234<br/>[-3.0234, 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-2.9936]","-3.0160<br/>[-3.0160, -2.9916]","-3.0173<br/>[-3.0173, -2.9928]","-3.0187<br/>[-3.0187, -2.9942]","-3.0155<br/>[-3.0155, -2.9912]","-3.0167<br/>[-3.0167, -2.9923]","-3.0168<br/>[-3.0168, -2.9924]","-3.0181<br/>[-3.0181, -2.9936]","-3.0159<br/>[-3.0159, -2.9916]","-3.0176<br/>[-3.0176, -2.9932]","-3.0155<br/>[-3.0155, -2.9912]","-3.0189<br/>[-3.0189, -2.9944]","-3.0171<br/>[-3.0171, -2.9927]","-3.0159<br/>[-3.0159, -2.9916]","-3.0176<br/>[-3.0176, -2.9932]","-3.0186<br/>[-3.0186, -2.9941]","-3.0168<br/>[-3.0168, -2.9924]","-3.0186<br/>[-3.0186, -2.9941]","-3.0186<br/>[-3.0186, -2.9941]","-3.0168<br/>[-3.0168, -2.9924]","-3.0159<br/>[-3.0159, -2.9916]","-3.0159<br/>[-3.0159, -2.9916]","-3.0173<br/>[-3.0173, -2.9929]","-3.0185<br/>[-3.0185, -2.9941]","-3.0157<br/>[-3.0157, -2.9914]","-3.0169<br/>[-3.0169, -2.9925]","-3.0157<br/>[-3.0157, -2.9914]","-3.0180<br/>[-3.0180, -2.9936]","-3.0158<br/>[-3.0158, -2.9914]","-3.0165<br/>[-3.0165, -2.9921]","-3.0172<br/>[-3.0172, -2.9928]","-3.0172<br/>[-3.0172, -2.9928]","-3.0174<br/>[-3.0174, -2.9930]","-3.0157<br/>[-3.0157, -2.9914]","-3.0157<br/>[-3.0157, -2.9914]","-3.0196<br/>[-3.0196, -2.9951]","-3.0161<br/>[-3.0161, -2.9918]","-3.0157<br/>[-3.0157, -2.9914]","-3.0165<br/>[-3.0165, -2.9921]","-3.0157<br/>[-3.0157, -2.9914]"],["-1.6255<br/>[-1.7231, -1.5464]","-1.5602<br/>[-1.6659, -1.4131]","-1.4356<br/>[-1.4563, -1.3759]","-2.0291<br/>[-2.1888, -1.9488]","-1.4265<br/>[-1.4689, -1.3623]","-1.9439<br/>[-2.0967, -1.8497]","-1.4495<br/>[-1.4697, -1.3823]","-1.7442<br/>[-1.8510, -1.6423]","-1.7442<br/>[-1.8510, -1.6423]","-1.4247<br/>[-1.4733, -1.3544]","-2.1143<br/>[-2.1851, -2.0614]","-1.4766<br/>[-1.5959, -1.4117]","-2.0074<br/>[-2.1460, -1.8726]","-2.0631<br/>[-2.1701, -1.9989]","-2.0130<br/>[-2.1407, -1.9047]","-1.7712<br/>[-1.9133, -1.6575]","-1.4716<br/>[-1.5081, -1.4006]","-2.4736<br/>[-2.5801, -2.3725]","-2.1707<br/>[-2.2552, -2.0833]","-1.3418<br/>[-1.5942, -1.1981]","-2.4008<br/>[-2.4831, -2.3089]","-2.3289<br/>[-2.4318, -2.2539]","-2.4300<br/>[-2.5330, -2.3400]","-2.4204<br/>[-2.5164, -2.3312]","-1.9045<br/>[-2.0416, -1.8194]","-1.4090<br/>[-1.6601, -1.2488]","-1.6203<br/>[-1.7656, -1.5347]","-2.4260<br/>[-2.5134, -2.3200]","-1.4851<br/>[-1.5201, -1.4058]","-2.0175<br/>[-2.1550, -1.9234]","-1.9125<br/>[-2.0658, -1.8025]","-1.8773<br/>[-2.0499, -1.7245]","-2.3103<br/>[-2.4308, -2.2139]","-2.0813<br/>[-2.1738, -2.0057]","-1.7072<br/>[-1.7686, -1.6075]","-1.9330<br/>[-2.0978, -1.8172]","-2.1072<br/>[-2.2120, -2.0223]","-1.9790<br/>[-2.1149, -1.8729]","-1.9936<br/>[-2.1689, -1.8730]","-1.9919<br/>[-2.1427, -1.8898]","-1.7337<br/>[-1.7833, -1.6121]","-2.3581<br/>[-2.4290, -2.2691]","-2.2584<br/>[-2.2883, -2.2213]","-2.3581<br/>[-2.4287, -2.2693]","-1.7985<br/>[-1.9829, -1.6795]","-2.1490<br/>[-2.2711, -2.0398]","-2.1200<br/>[-2.2358, -2.0598]","-2.2474<br/>[-2.2748, -2.1713]","-2.2656<br/>[-2.2752, -2.1696]","-2.1917<br/>[-2.3118, -2.1027]","-2.2781<br/>[-2.3143, -2.2704]","-1.8439<br/>[-2.0030, -1.7298]","-2.1900<br/>[-2.2866, -2.1307]","-1.7261<br/>[-1.8849, -1.5147]","-2.3178<br/>[-2.3178, -2.3094]","-2.1902<br/>[-2.3209, -2.0814]","-1.9720<br/>[-2.1428, -1.8408]","-2.2692<br/>[-2.2820, -2.1755]","-1.7289<br/>[-1.7827, -1.5783]","-1.8398<br/>[-2.0353, -1.7096]","-2.0350<br/>[-2.1890, -1.9461]","-1.7091<br/>[-1.7692, -1.5615]","-1.9065<br/>[-2.0651, -1.7888]","-2.2699<br/>[-2.2841, -2.1790]","-1.6673<br/>[-1.7468, -1.5238]","-1.7935<br/>[-1.9757, -1.5198]","-1.5488<br/>[-1.7304, -1.4215]","-2.0202<br/>[-2.1853, -1.9093]","-1.7762<br/>[-2.0229, -1.6761]","-2.1490<br/>[-2.2024, -2.1396]","-1.6837<br/>[-1.7572, -1.5622]","-2.2256<br/>[-2.3417, -2.1764]","-1.7743<br/>[-1.9583, -1.6726]","-1.7837<br/>[-2.0246, -1.6794]","-2.1513<br/>[-2.2115, -2.1411]","-2.2895<br/>[-2.3326, -2.2890]","-2.2374<br/>[-2.4903, -2.1051]","-2.2768<br/>[-2.2903, -2.2067]","-2.2902<br/>[-2.3332, -2.2896]","-2.1248<br/>[-2.1328, -2.1188]","-1.8007<br/>[-2.0342, -1.6908]","-1.7937<br/>[-2.0253, -1.6849]","-1.7208<br/>[-1.9155, -1.5131]","-2.3247<br/>[-2.3616, -2.2872]","-1.8002<br/>[-2.0322, -1.6937]","-1.8449<br/>[-2.0504, -1.7179]","-1.7821<br/>[-2.0269, -1.6838]","-2.1129<br/>[-2.3066, -1.9819]","-1.8142<br/>[-2.0365, -1.7084]","-2.1688<br/>[-2.2709, -2.1327]","-1.9954<br/>[-2.1657, -1.8797]","-1.9959<br/>[-2.1661, -1.8797]","-1.9288<br/>[-2.0959, -1.8076]","-1.8106<br/>[-2.0369, -1.7039]","-1.7697<br/>[-2.0221, -1.6718]","-2.4459<br/>[-2.4917, -2.3792]","-1.9869<br/>[-2.0861, -1.7662]","-1.8258<br/>[-2.0598, -1.7150]","-2.1724<br/>[-2.2691, -2.1318]","-2.1859<br/>[-2.3170, -2.1642]"]],"container":"<table class=\"white-space: nowrap\">\n <thead>\n <tr>\n <th>Pathway name<br/>(database, repository)<\/th>\n <th># of genes<\/th>\n <th># of SNPs<\/th>\n <th>Log10 BF<\/th>\n <th>Log10 outside π<br/>(mean, 95% CI)<\/th>\n <th>Log10 inside π<br/>(mean, 95% CI)<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"columnDefs":[{"className":"dt-right","targets":[1,2,3]}],"order":[],"autoWidth":false,"orderClasses":false,"rowCallback":"function(row, data) {\nDTWidget.formatRound(this, row, data, 3, 3, 3, ',', '.');\n}"}},"evals":["options.rowCallback"],"jsHooks":[]}</script> </div> <div id="tissue-highly-expressed-genes" class="section level3"> <h3>Tissue highly expressed genes</h3> <div id="htmlwidget-0aaad034f4771159c3b9" style="width:100%;height:auto;" class="datatables html-widget"></div> <script type="application/json" data-for="htmlwidget-0aaad034f4771159c3b9">{"x":{"filter":"none","data":[["Testis","Pituitary","Brain - Cerebellum","Brain - Cerebellar Hemisphere","Stomach","Ovary","Adrenal Gland","Esophagus - Gastroesophageal Junction","Prostate","Colon - Sigmoid","Brain - Anterior cingulate cortex (BA24)","Esophagus - Muscularis","Uterus","Thyroid","Artery - Coronary","Vagina","Adipose - Subcutaneous","Artery - Tibial","Muscle - Skeletal","Adipose - Visceral (Omentum)","Heart - Atrial Appendage","Brain - Cortex","Heart - Left Ventricle","Artery - Aorta","Colon - Transverse","Cells - EBV-transformed lymphocytes","Pancreas","Breast - Mammary Tissue","Lung","Nerve - Tibial","Brain - Frontal Cortex (BA9)","Skin - Not Sun Exposed (Suprapubic)","Small Intestine - Terminal Ileum","Brain - Nucleus accumbens (basal ganglia)","Brain - Caudate (basal ganglia)","Brain - Hypothalamus","Skin - Sun Exposed (Lower leg)","Whole Blood","Spleen","Cells - Transformed fibroblasts","Esophagus - Mucosa","Brain - Putamen (basal ganglia)","Brain - Hippocampus","Liver"],[5827,5876,5545,5520,5334,5928,5598,5840,5621,5940,5751,5973,5723,6195,6125,5790,5560,6006,5690,5715,5636,5644,5616,6357,5360,5133,5175,5549,4862,5599,6032,5850,4704,6066,6396,5775,5837,5645,3970,6140,5672,6486,5633,6320],[1.32936726108927,1.133783691011,1.06555938623694,0.80858900909379,0.774127769116707,0.567616171579653,0.50098946286293,0.4470183660424,0.388272399986032,0.368444641159429,0.2990772219502,0.255334350831108,0.192333437034182,0.179880106791065,0.148841610072584,0.0921334564580597,0.0604972976751933,-0.000751884382044104,-0.0162740998807076,-0.0379816151647041,-0.0394593547865587,-0.120945885152376,-0.125510682796968,-0.158124910321327,-0.17726915374479,-0.187825068464372,-0.217444813383675,-0.244054728038599,-0.253184280881181,-0.260433530544524,-0.332171090729911,-0.362832070512161,-0.390955528078919,-0.434776402097364,-0.43536274468981,-0.460213314661631,-0.473912247818521,-0.521824932825637,-0.580017050313001,-0.582135863486451,-0.703202414211962,-0.728148828675205,-0.776267186575981,-0.993896849622585],["-3.0158<br/>[-3.0158, -2.9914]","-3.0156<br/>[-3.0156, -2.9913]","-3.0154<br/>[-3.0154, -2.9911]","-3.0154<br/>[-3.0154, -2.9911]","-3.0153<br/>[-3.0153, -2.9910]","-3.0151<br/>[-3.0151, -2.9908]","-3.0148<br/>[-3.0148, -2.9905]","-3.0150<br/>[-3.0150, -2.9907]","-3.0154<br/>[-3.0154, -2.9911]","-3.0150<br/>[-3.0150, -2.9907]","-3.0152<br/>[-3.0152, -2.9909]","-3.0150<br/>[-3.0150, -2.9907]","-3.0153<br/>[-3.0153, -2.9910]","-3.0147<br/>[-3.0147, -2.9904]","-3.0149<br/>[-3.0149, -2.9906]","-3.0149<br/>[-3.0149, -2.9906]","-3.0148<br/>[-3.0149, -2.9905]","-3.0149<br/>[-3.0149, -2.9906]","-3.0147<br/>[-3.0147, -2.9904]","-3.0148<br/>[-3.0149, -2.9906]","-3.0146<br/>[-3.0146, -2.9904]","-3.0147<br/>[-3.0148, -2.9905]","-3.0146<br/>[-3.0146, -2.9903]","-3.0150<br/>[-3.0150, -2.9907]","-3.0149<br/>[-3.0149, -2.9906]","-3.0151<br/>[-3.0151, -2.9908]","-3.0151<br/>[-3.0151, -2.9908]","-3.0147<br/>[-3.0147, -2.9904]","-3.0147<br/>[-3.0147, -2.9904]","-3.0146<br/>[-3.0147, -2.9904]","-3.0147<br/>[-3.0147, -2.9904]","-3.0150<br/>[-3.0150, -2.9907]","-3.0146<br/>[-3.0146, -2.9903]","-3.0147<br/>[-3.0147, -2.9904]","-3.0147<br/>[-3.0147, -2.9904]","-3.0148<br/>[-3.0148, -2.9905]","-3.0150<br/>[-3.0150, -2.9906]","-3.0146<br/>[-3.0146, -2.9903]","-3.0146<br/>[-3.0146, -2.9904]","-3.0147<br/>[-3.0147, -2.9904]","-3.0146<br/>[-3.0146, -2.9903]","-3.0143<br/>[-3.0143, -2.9900]","-3.0144<br/>[-3.0144, -2.9901]","-3.0141<br/>[-3.0141, -2.9899]"],["-2.2782<br/>[-2.5800, -2.0812]","-2.3161<br/>[-2.6453, -2.1237]","-2.2934<br/>[-2.6501, -2.0940]","-2.3506<br/>[-2.7226, -2.1553]","-2.3019<br/>[-2.7596, -2.1060]","-2.4068<br/>[-2.7833, -2.2141]","-2.3975<br/>[-2.7911, -2.1996]","-2.3819<br/>[-2.8092, -2.1802]","-2.3928<br/>[-2.7981, -2.1841]","-2.3991<br/>[-2.8254, -2.1951]","-2.4268<br/>[-2.8113, -2.2132]","-2.4238<br/>[-2.8219, -2.2118]","-2.4329<br/>[-2.8229, -2.2146]","-2.4686<br/>[-2.8305, -2.2580]","-2.4458<br/>[-2.8320, -2.2264]","-2.4627<br/>[-2.8273, -2.2454]","-2.4617<br/>[-2.8376, -2.2442]","-2.4838<br/>[-2.8594, -2.2714]","-2.5135<br/>[-2.8378, -2.2973]","-2.4923<br/>[-2.8531, -2.2599]","-2.5095<br/>[-2.8504, -2.2925]","-2.5021<br/>[-2.8679, -2.2599]","-2.5356<br/>[-2.8468, -2.3118]","-2.5005<br/>[-2.8972, -2.2686]","-2.4939<br/>[-2.8863, -2.2585]","-2.5258<br/>[-2.8705, -2.2947]","-2.5388<br/>[-2.8727, -2.3109]","-2.5476<br/>[-2.8810, -2.3087]","-2.5368<br/>[-2.8738, -2.2952]","-2.5499<br/>[-2.8849, -2.3076]","-2.5765<br/>[-2.9014, -2.3375]","-2.5936<br/>[-2.8966, -2.3574]","-2.5876<br/>[-2.8851, -2.3475]","-2.6080<br/>[-2.9170, -2.3689]","-2.6097<br/>[-2.9204, -2.3675]","-2.5974<br/>[-2.9287, -2.3372]","-2.6339<br/>[-2.9084, -2.4057]","-2.6037<br/>[-2.9513, -2.3356]","-2.6305<br/>[-2.9336, -2.3680]","-2.6526<br/>[-2.9446, -2.4007]","-2.7019<br/>[-2.9622, -2.4540]","-2.7058<br/>[-2.9783, -2.4471]","-2.7112<br/>[-2.9998, -2.4327]","-2.8393<br/>[-3.0427, -2.5925]"]],"container":"<table class=\"white-space: nowrap\">\n <thead>\n <tr>\n <th>Tissue name<\/th>\n <th># of SNPs<\/th>\n <th>Log10 BF<\/th>\n <th>Log10 outside π<br/>(mean, 95% CI)<\/th>\n <th>Log10 inside π<br/>(mean, 95% CI)<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"columnDefs":[{"className":"dt-right","targets":[1,2]}],"order":[],"autoWidth":false,"orderClasses":false,"rowCallback":"function(row, data) {\nDTWidget.formatRound(this, row, data, 2, 3, 3, ',', '.');\n}"}},"evals":["options.rowCallback"],"jsHooks":[]}</script> </div> <div id="tissue-selectively-expressed-genes" class="section level3"> <h3>Tissue selectively expressed genes</h3> <div id="htmlwidget-9dd0ac780160f191cf9f" style="width:100%;height:auto;" class="datatables html-widget"></div> <script type="application/json" data-for="htmlwidget-9dd0ac780160f191cf9f">{"x":{"filter":"none","data":[["Testis","Brain_Frontal_Cortex_(BA9)","Cells_EBV-transformed_lymphocytes","Minor_Salivary_Gland","Spleen","Stomach","Colon_Sigmoid","Lung","Colon_Transverse","Brain_Hippocampus","Brain_Anterior_cingulate_cortex_(BA24)","Brain_Cortex","Brain_Caudate_(basal_ganglia)","Whole_Blood","Artery_Tibial","Brain_Putamen_(basal_ganglia)","Brain_Amygdala","Adipose_Visceral_(Omentum)","Kidney_Cortex","Brain_Hypothalamus","Small_Intestine_Terminal_Ileum","Uterus","Artery_Coronary","Brain_Cerebellum","Liver","Muscle_Skeletal","Esophagus_Muscularis","Skin_Not_Sun_Exposed_(Suprapubic)","Brain_Nucleus_accumbens_(basal_ganglia)","Nerve_Tibial","Cells_Transformed_fibroblasts","Skin_Sun_Exposed_(Lower_leg)","Pituitary","Artery_Aorta","Esophagus_Gastroesophageal_Junction","Prostate","Brain_Cerebellar_Hemisphere","Heart_Left_Ventricle","Heart_Atrial_Appendage","Pancreas","Thyroid","Vagina","Breast_Mammary_Tissue","Esophagus_Mucosa","Adrenal_Gland","Adipose_Subcutaneous","Brain_Substantia_nigra","Ovary","Brain_Spinal_cord_(cervical_c-1)"],[8073,13193,7577,8261,6947,9142,10574,8033,7694,10682,12624,11617,11545,6761,12432,11600,10930,9266,8970,11843,8663,11953,12045,10581,8399,8606,13955,6785,11125,12183,10791,6683,9317,14085,13793,9136,13212,10900,10954,7638,11909,6785,9609,6846,12354,9699,12333,11300,12222],[2.44586498953197,1.25127979116061,0.764582273373052,0.285893046248539,0.214665894141974,0.0234407429714176,0.0224649646713924,-0.0246663552947255,-0.128309421270223,-0.187129088429955,-0.286753156950009,-0.416781991204494,-0.51832554722187,-0.535401531641211,-0.543433775433285,-0.546936338855606,-0.584597011132537,-0.611634384535736,-0.626288949951438,-0.647426944708438,-0.674209733592505,-0.698585437108716,-0.789232459119232,-0.793727435012514,-0.825051372437137,-0.859143852219857,-0.860821168071853,-0.875339544940178,-0.883127044611551,-0.913838964318507,-0.92325907062834,-0.933897635733374,-0.960736643762139,-0.963161100246339,-0.978851410110158,-0.98191119357094,-0.98322489071562,-0.984661609652738,-1.01037434096764,-1.05933315903137,-1.09853919210887,-1.10431167020217,-1.13366724728417,-1.13813241068745,-1.18761589856123,-1.19033846290038,-1.22883588094298,-1.28612621644055,-1.31889866144664],["-3.0167<br/>[-3.0167, -2.9923]","-3.0153<br/>[-3.0153, -2.9910]","-3.0155<br/>[-3.0155, -2.9911]","-3.0157<br/>[-3.0157, -2.9914]","-3.0152<br/>[-3.0152, -2.9909]","-3.0156<br/>[-3.0156, -2.9912]","-3.0158<br/>[-3.0158, -2.9914]","-3.0152<br/>[-3.0152, -2.9909]","-3.0149<br/>[-3.0149, -2.9906]","-3.0149<br/>[-3.0149, -2.9906]","-3.0150<br/>[-3.0150, -2.9907]","-3.0147<br/>[-3.0147, -2.9904]","-3.0141<br/>[-3.0141, -2.9898]","-3.0147<br/>[-3.0147, -2.9904]","-3.0147<br/>[-3.0147, -2.9904]","-3.0141<br/>[-3.0141, -2.9898]","-3.0145<br/>[-3.0145, -2.9902]","-3.0150<br/>[-3.0150, -2.9907]","-3.0149<br/>[-3.0149, -2.9906]","-3.0144<br/>[-3.0144, -2.9901]","-3.0144<br/>[-3.0144, -2.9902]","-3.0148<br/>[-3.0148, -2.9904]","-3.0145<br/>[-3.0145, -2.9903]","-3.0144<br/>[-3.0144, -2.9901]","-3.0145<br/>[-3.0145, -2.9902]","-3.0141<br/>[-3.0141, -2.9898]","-3.0146<br/>[-3.0147, -2.9903]","-3.0141<br/>[-3.0141, -2.9899]","-3.0141<br/>[-3.0141, -2.9898]","-3.0142<br/>[-3.0142, -2.9900]","-3.0146<br/>[-3.0146, -2.9903]","-3.0141<br/>[-3.0141, -2.9898]","-3.0144<br/>[-3.0144, -2.9901]","-3.0143<br/>[-3.0143, -2.9901]","-3.0144<br/>[-3.0144, -2.9900]","-3.0140<br/>[-3.0140, -2.9898]","-3.0142<br/>[-3.0142, -2.9899]","-3.0144<br/>[-3.0144, -2.9901]","-3.0143<br/>[-3.0143, -2.9901]","-3.0141<br/>[-3.0141, -2.9899]","-3.0143<br/>[-3.0143, -2.9900]","-3.0141<br/>[-3.0141, -2.9898]","-3.0140<br/>[-3.0140, -2.9897]","-3.0139<br/>[-3.0139, -2.9897]","-3.0139<br/>[-3.0139, -2.9896]","-3.0139<br/>[-3.0139, -2.9897]","-3.0139<br/>[-3.0139, -2.9896]","-3.0136<br/>[-3.0136, -2.9894]","-3.0136<br/>[-3.0136, -2.9894]"],["-2.3295<br/>[-2.5215, -2.1818]","-2.5081<br/>[-2.5975, -2.3830]","-2.3995<br/>[-2.7469, -2.2116]","-2.4770<br/>[-2.8357, -2.3115]","-2.4634<br/>[-2.8140, -2.2736]","-2.5580<br/>[-2.8684, -2.3629]","-2.5908<br/>[-2.8855, -2.4171]","-2.5542<br/>[-2.8739, -2.3610]","-2.5658<br/>[-2.8819, -2.3636]","-2.6191<br/>[-2.9022, -2.4355]","-2.6633<br/>[-2.9102, -2.4817]","-2.6786<br/>[-2.9230, -2.4844]","-2.7041<br/>[-2.9324, -2.5155]","-2.6159<br/>[-2.9075, -2.3988]","-2.6907<br/>[-2.9453, -2.4933]","-2.7107<br/>[-2.9359, -2.5167]","-2.7195<br/>[-2.9357, -2.5328]","-2.7062<br/>[-2.9435, -2.5025]","-2.7062<br/>[-2.9472, -2.4897]","-2.7370<br/>[-2.9457, -2.5458]","-2.7124<br/>[-2.9585, -2.4883]","-2.7289<br/>[-2.9607, -2.5250]","-2.7550<br/>[-2.9734, -2.5424]","-2.7630<br/>[-2.9764, -2.5490]","-2.7738<br/>[-2.9756, -2.5504]","-2.7797<br/>[-2.9817, -2.5578]","-2.7868<br/>[-2.9786, -2.5868]","-2.7899<br/>[-2.9922, -2.5690]","-2.8023<br/>[-2.9827, -2.6129]","-2.8099<br/>[-2.9890, -2.6100]","-2.8122<br/>[-2.9923, -2.6139]","-2.8178<br/>[-3.0073, -2.5921]","-2.8274<br/>[-3.0037, -2.6237]","-2.8175<br/>[-2.9953, -2.6186]","-2.8284<br/>[-2.9927, -2.6382]","-2.8353<br/>[-3.0090, -2.6256]","-2.8329<br/>[-3.0026, -2.6397]","-2.8343<br/>[-3.0054, -2.6324]","-2.8453<br/>[-3.0095, -2.6494]","-2.8691<br/>[-3.0492, -2.6502]","-2.8825<br/>[-3.0228, -2.7015]","-2.9038<br/>[-3.0729, -2.6843]","-2.9028<br/>[-3.0489, -2.7139]","-2.9258<br/>[-3.0848, -2.7086]","-2.9189<br/>[-3.0438, -2.7412]","-2.9320<br/>[-3.0656, -2.7399]","-2.9350<br/>[-3.0596, -2.7570]","-2.9728<br/>[-3.0841, -2.8084]","-2.9824<br/>[-3.0897, -2.8216]"]],"container":"<table class=\"white-space: nowrap\">\n <thead>\n <tr>\n <th>Tissue name<\/th>\n <th># of SNPs<\/th>\n <th>Log10 BF<\/th>\n <th>Log10 outside π<br/>(mean, 95% CI)<\/th>\n <th>Log10 inside π<br/>(mean, 95% CI)<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"columnDefs":[{"className":"dt-right","targets":[1,2]}],"order":[],"autoWidth":false,"orderClasses":false,"rowCallback":"function(row, data) {\nDTWidget.formatRound(this, row, data, 2, 3, 3, ',', '.');\n}"}},"evals":["options.rowCallback"],"jsHooks":[]}</script> </div> <div id="cluster-distinctively-expressed-genes" class="section level3"> <h3>Cluster distinctively expressed genes</h3> <div id="htmlwidget-798b325e8770e69abc2e" style="width:100%;height:auto;" class="datatables html-widget"></div> <script type="application/json" data-for="htmlwidget-798b325e8770e69abc2e">{"x":{"filter":"none","data":[["1","16","13","17","2","3","10","12","5","4","6","9","15","7","19","8","20","18","11","14"],[7284,9832,7690,8015,8803,9868,8327,7154,11214,12138,8755,9549,7646,8403,5732,10277,7956,7381,10315,9312],[15.3738299733312,3.4591981587893,2.0378363268881,1.66710339482469,0.653857037805455,0.453805085231818,0.331680998474073,0.288865559578258,0.166040757127546,0.0192375455421287,-0.273885371093804,-0.390483988783124,-0.435028142092475,-0.475640342636804,-0.493249532764797,-0.553242059285586,-0.633305293221237,-0.668746733645908,-0.735747413409952,-0.744153414580006],["-3.0158<br/>[-3.0158, -2.9915]","-3.0166<br/>[-3.0166, -2.9920]","-3.0156<br/>[-3.0156, -2.9913]","-3.0162<br/>[-3.0162, -2.9919]","-3.0157<br/>[-3.0157, -2.9914]","-3.0148<br/>[-3.0148, -2.9905]","-3.0155<br/>[-3.0155, -2.9912]","-3.0149<br/>[-3.0149, -2.9906]","-3.0155<br/>[-3.0155, -2.9912]","-3.0145<br/>[-3.0145, -2.9903]","-3.0145<br/>[-3.0145, -2.9903]","-3.0149<br/>[-3.0149, -2.9906]","-3.0147<br/>[-3.0147, -2.9904]","-3.0143<br/>[-3.0144, -2.9901]","-3.0144<br/>[-3.0144, -2.9901]","-3.0145<br/>[-3.0145, -2.9902]","-3.0145<br/>[-3.0145, -2.9902]","-3.0146<br/>[-3.0146, -2.9903]","-3.0139<br/>[-3.0139, -2.9901]","-3.0144<br/>[-3.0144, -2.9901]"],["-2.1160<br/>[-2.1589, -2.0292]","-2.2914<br/>[-2.4965, -2.1564]","-2.3359<br/>[-2.4961, -2.1860]","-2.2971<br/>[-2.5878, -2.1206]","-2.4820<br/>[-2.8106, -2.3011]","-2.5175<br/>[-2.8576, -2.3374]","-2.5077<br/>[-2.8644, -2.3100]","-2.4712<br/>[-2.8633, -2.2330]","-2.5665<br/>[-2.8905, -2.3765]","-2.6104<br/>[-2.9050, -2.4164]","-2.6203<br/>[-2.9445, -2.3873]","-2.6903<br/>[-2.9395, -2.4759]","-2.6917<br/>[-2.9431, -2.4736]","-2.7262<br/>[-2.9357, -2.5285]","-2.6748<br/>[-2.9727, -2.4162]","-2.7370<br/>[-2.9688, -2.5257]","-2.7622<br/>[-2.9757, -2.5481]","-2.7736<br/>[-2.9847, -2.5521]","-2.8133<br/>[-2.9817, -2.6208]","-2.8089<br/>[-2.9918, -2.6006]"]],"container":"<table class=\"white-space: nowrap\">\n <thead>\n <tr>\n <th>Cluster ID<\/th>\n <th># of SNPs<\/th>\n <th>Log10 BF<\/th>\n <th>Log10 outside π<br/>(mean, 95% CI)<\/th>\n <th>Log10 inside π<br/>(mean, 95% CI)<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"columnDefs":[{"className":"dt-right","targets":[1,2]}],"order":[],"autoWidth":false,"orderClasses":false,"rowCallback":"function(row, data) {\nDTWidget.formatRound(this, row, data, 2, 3, 3, ',', '.');\n}"}},"evals":["options.rowCallback"],"jsHooks":[]}</script> <p>The relationship between tissues and clusters is shown in Figure 1 of <a href="http://journals.plos.org/plosgenetics/article?id=10.1371/journal.pgen.1006599">Dey et al. (2017)</a>; see below.</p> <p><img src="http://journals.plos.org/plosgenetics/article/figure/image?size=large&id=10.1371/journal.pgen.1006599.g001" /></p> </div> </div> <div id="session-information" class="section level2"> <h2>Session information</h2> <div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb1-1" data-line-number="1"><span class="kw">sessionInfo</span>()</a></code></pre></div> <pre><code>R version 3.5.0 (2018-04-23) Platform: x86_64-apple-darwin15.6.0 (64-bit) Running under: macOS High Sierra 10.13.5 Matrix products: default BLAS: /Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRblas.0.dylib LAPACK: /Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRlapack.dylib locale: [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8 attached base packages: [1] stats graphics grDevices utils datasets methods base other attached packages: [1] DT_0.4 plyr_1.8.4 dplyr_0.7.5 R.matlab_3.6.1 loaded via a namespace (and not attached): [1] Rcpp_0.12.17 compiler_3.5.0 pillar_1.2.3 [4] later_0.7.3 git2r_0.21.0 workflowr_1.0.1 [7] bindr_0.1.1 R.methodsS3_1.7.1 R.utils_2.6.0 [10] tools_3.5.0 digest_0.6.15 jsonlite_1.5 [13] evaluate_0.10.1 tibble_1.4.2 pkgconfig_2.0.1 [16] rlang_0.2.1 shiny_1.1.0 crosstalk_1.0.0 [19] yaml_2.1.19 bindrcpp_0.2.2 stringr_1.3.1 [22] knitr_1.20 htmlwidgets_1.2 rprojroot_1.3-2 [25] tidyselect_0.2.4 glue_1.2.0 R6_2.2.2 [28] rmarkdown_1.10 purrr_0.2.5 magrittr_1.5 [31] whisker_0.3-2 backports_1.1.2 promises_1.0.1 [34] htmltools_0.3.6 assertthat_0.2.0 mime_0.5 [37] xtable_1.8-2 httpuv_1.4.4.1 stringi_1.2.3 [40] R.oo_1.22.0 </code></pre> </div> <!-- Adjust MathJax settings so that all math formulae are shown using TeX fonts only; see http://docs.mathjax.org/en/latest/configuration.html. 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