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<title>Enrichment results of neuroticism</title>

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<h1 class="title toc-ignore">Enrichment results of neuroticism</h1>
<h4 class="author"><em>Xiang Zhu</em></h4>
<h4 class="date"><em>2017-04-12</em></h4>

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<p><strong>Last updated:</strong> 2018-06-27</p>
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<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/27089181">“Genetic Variants Associated with Subjective Well-Being, Depressive Symptoms, and Neuroticism Identified Through Genome-Wide Analyses” (<em>Nature Genetics</em>, 2016)</a>. The summary data file is available at <a href="https://www.thessgac.org/data" class="uri">https://www.thessgac.org/data</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>
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BioSystems)","Beta defensins<br/>(reactome, PC)","Beta defensins<br/>(reactome, BioSystems)","Axon guidance<br/>(kegg, BioSystems)","Defensins<br/>(reactome, PC)","Defensins<br/>(reactome, BioSystems)","Colorectal cancer<br/>(kegg, BioSystems)","Nuclear pore complex<br/>(kegg, BioSystems)","Cross-presentation of soluble exogenous antigens (endosomes)<br/>(reactome, PC)","Cross-presentation of soluble exogenous antigens (endosomes)<br/>(reactome, BioSystems)","Rev-mediated nuclear export of HIV RNA<br/>(reactome, PC)","Proteasome<br/>(kegg, BioSystems)","Regulation of Apoptosis<br/>(reactome, BioSystems)","Interactions of Rev with host cellular proteins<br/>(reactome, PC)","Rev-mediated nuclear export of HIV RNA<br/>(reactome, BioSystems)","Role of nicotinic acetylcholine receptors in the regulation of apoptosis<br/>(biocarta, BioCarta)","Interactions of Rev with host cellular proteins<br/>(reactome, BioSystems)","Arachidonate Epoxygenase / Epoxide Hydrolase<br/>(wiki, BioSystems)","spermine and spermidine degradation I<br/>(biocyc, BioSystems)"],[6,9,11,12,2,3,2,12,12,2,8,9,62,4,4,21,3,3,4,3,3,3,2,3,3,2,2,3,4,2,3,2,10,21,2,2,3,2,3,8,2,2,3,2,2,4,4,2,154,157,3,149,56,2,3,2,9,11,11,7,9,11,12,10,8,11,14,11,10,26,11,18,41,74,190,18,32,126,127,30,14,18,40,41,122,49,50,61,45,47,48,31,44,49,33,32,16,34,7,3],[480,378,1025,925,163,285,143,1104,1197,233,652,803,6029,290,331,1931,133,197,257,246,280,286,127,160,312,180,204,182,313,150,350,186,979,2396,96,175,176,138,200,663,150,221,147,122,261,435,201,201,14212,14466,230,13486,4984,172,248,122,1715,1281,928,563,1642,962,1122,2101,702,1113,3028,2376,815,3188,971,1366,7347,2908,19483,3690,5513,19033,19033,4629,1504,1964,930,930,18540,1207,1207,7181,3655,3143,3148,2699,3095,3509,2855,2794,1814,2950,643,192],[190.349225776758,168.864176219219,130.857552651858,116.175146825028,96.8615214900348,83.7583629004608,79.9990793618097,78.0109715609269,55.2543673893159,47.6533779896539,42.2292397284462,42.067167334342,40.7604299580373,35.5760235609061,32.3720480960201,31.7733760671916,31.1330744678135,29.9698516978958,27.3405133763317,23.1367038708271,22.5673786742413,21.3295494739836,20.3173781530275,19.4752059294431,18.8876780081182,18.6511333404338,18.2497591058326,16.9960849519533,15.6818259539155,14.9236258717373,14.0822638067041,14.01425859495,11.0580926101448,10.5945728160063,9.95054166406813,9.23689416202616,8.21271523653057,8.11111741728113,8.03255634670328,8.02853848577014,7.81286034579526,7.35772872452721,6.9693593100872,6.75083279625696,6.46416090556408,4.69503563430814,4.2571375140471,3.66092419385686,3.08538126483387,3.03674146082706,2.77819873656626,2.66042687475542,2.02774748218552,1.89916910134435,1.89269017146282,1.77770742573459,1.68982880676351,1.61210530643021,1.6067032246408,1.60658011822186,1.5744914015217,1.55388519935816,1.54717219728066,1.52257432682908,1.51416174188173,1.51272725376139,1.49496827897905,1.45126340016639,1.44902049623767,1.44232345420426,1.43377440417223,1.36939622639712,1.30742349423208,1.2569996472916,1.25666861401583,1.23858413593948,1.22141206301524,1.22042620737607,1.22042620737607,1.20602468007555,1.19316615282112,1.08083225861214,1.07977085280249,1.07977085280249,1.05762398463543,1.01021709245082,1.01021709245082,0.955711949996216,0.92562454405279,0.873643378327604,0.872147979552199,0.834906430605899,0.828764169438142,0.826255102546295,0.817640962796467,0.808581236321452,0.800118500776996,0.792209796852266,-0.249563577614721,-0.336184446167102],["-4.2692<br/>[-4.4624, 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-4.1748]","-4.2768<br/>[-4.4741, -4.1765]","-4.2690<br/>[-4.4622, -4.1702]","-4.2745<br/>[-4.4732, -4.1748]","-4.2764<br/>[-4.4737, -4.1760]","-4.2690<br/>[-4.4622, -4.1701]","-4.2746<br/>[-4.4734, -4.1749]","-4.2744<br/>[-4.4731, -4.1747]","-4.2764<br/>[-4.4737, -4.1760]","-4.2750<br/>[-4.4736, -4.1753]","-4.2764<br/>[-4.4737, -4.1760]","-4.2770<br/>[-4.4661, -4.1774]","-4.2761<br/>[-4.4741, -4.1766]","-4.2772<br/>[-4.4741, -4.1769]","-4.2719<br/>[-4.4696, -4.1729]","-4.2740<br/>[-4.4726, -4.1744]","-4.2743<br/>[-4.4728, -4.1747]","-4.2717<br/>[-4.4694, -4.1727]","-4.2717<br/>[-4.4694, -4.1727]","-4.2741<br/>[-4.4726, -4.1745]","-4.2761<br/>[-4.4734, -4.1758]","-4.2760<br/>[-4.4733, -4.1757]","-4.2695<br/>[-4.4626, -4.1706]","-4.2695<br/>[-4.4626, -4.1706]","-4.2745<br/>[-4.4719, -4.1754]","-4.2694<br/>[-4.4625, -4.1705]","-4.2694<br/>[-4.4625, -4.1705]","-4.2731<br/>[-4.4716, -4.1736]","-4.2696<br/>[-4.4636, -4.1710]","-4.2768<br/>[-4.4657, -4.1772]","-4.2768<br/>[-4.4657, -4.1772]","-4.2698<br/>[-4.4638, -4.1711]","-4.2767<br/>[-4.4656, -4.1771]","-4.2768<br/>[-4.4656, -4.1773]","-4.2698<br/>[-4.4638, -4.1711]","-4.2697<br/>[-4.4638, -4.1711]","-4.2751<br/>[-4.4650, -4.1754]","-4.2697<br/>[-4.4637, -4.1711]","-4.2699<br/>[-4.4629, -4.1711]","-4.2693<br/>[-4.4625, -4.1704]"],["-1.3766<br/>[-1.3766, -1.3761]","-1.6503<br/>[-1.6535, -1.6442]","-1.5698<br/>[-1.5699, -1.5696]","-1.6727<br/>[-1.6727, -1.6727]","-1.2920<br/>[-1.2936, -1.2864]","-2.1407<br/>[-2.1534, -2.1240]","-1.3538<br/>[-1.3683, -1.3366]","-1.5924<br/>[-1.5924, -1.5922]","-2.4000<br/>[-2.4682, -2.3483]","-1.8589<br/>[-1.8860, -1.8277]","-2.4608<br/>[-2.5059, -2.4137]","-2.5431<br/>[-2.5955, -2.4851]","-3.3638<br/>[-3.4490, -3.2488]","-2.1241<br/>[-2.1596, -2.0843]","-2.1786<br/>[-2.2158, -2.1291]","-2.5948<br/>[-2.6661, -2.5377]","-1.5039<br/>[-1.5190, -1.4888]","-1.9610<br/>[-1.9902, -1.9193]","-1.7776<br/>[-1.8006, -1.7467]","-1.9471<br/>[-2.0684, -1.8334]","-2.1151<br/>[-2.1439, -2.0759]","-2.1188<br/>[-2.1529, -2.0728]","-1.4765<br/>[-1.4978, -1.4563]","-1.7079<br/>[-1.7242, -1.6873]","-2.1656<br/>[-2.1909, -2.1302]","-1.9158<br/>[-1.9517, -1.8700]","-1.9797<br/>[-2.0066, -1.9458]","-1.6082<br/>[-1.6475, -1.5670]","-2.0272<br/>[-2.1438, -1.9354]","-1.3661<br/>[-1.3867, -1.3416]","-2.1959<br/>[-2.2404, -2.1442]","-1.7433<br/>[-1.7809, -1.7091]","-2.8820<br/>[-2.9804, -2.7525]","-2.7213<br/>[-2.7230, -2.7174]","-1.5980<br/>[-1.6660, -1.5323]","-1.9172<br/>[-1.9408, -1.8825]","-1.9031<br/>[-1.9420, -1.8599]","-1.8195<br/>[-1.8385, -1.7947]","-1.7432<br/>[-1.8235, -1.7051]","-2.4724<br/>[-2.5186, -2.4132]","-1.8524<br/>[-1.8748, -1.8240]","-1.8238<br/>[-1.8626, -1.7804]","-1.8194<br/>[-1.8619, -1.7687]","-1.7496<br/>[-1.7835, -1.7037]","-2.0700<br/>[-2.1127, -2.0183]","-2.0044<br/>[-2.0570, -1.9507]","-1.9543<br/>[-2.0000, -1.8986]","-1.9454<br/>[-2.0001, -1.8873]","-3.2101<br/>[-3.3869, -3.0924]","-3.2201<br/>[-3.3941, -3.1003]","-1.9740<br/>[-2.0571, -1.8911]","-3.2366<br/>[-3.3991, -3.1223]","-3.1289<br/>[-3.3109, -3.0073]","-1.9140<br/>[-1.9337, -1.8867]","-1.8861<br/>[-1.9156, -1.8529]","-1.5397<br/>[-1.6058, -1.4744]","-3.0192<br/>[-3.2077, -2.8262]","-2.8467<br/>[-3.0678, -2.7177]","-2.9079<br/>[-2.9652, -2.8094]","-2.7056<br/>[-2.7493, -2.6303]","-3.1027<br/>[-3.2081, -2.9600]","-2.8264<br/>[-2.9478, -2.6989]","-2.9714<br/>[-3.0462, -2.8630]","-3.1546<br/>[-3.3102, -2.9784]","-2.7976<br/>[-2.8445, -2.7135]","-3.0018<br/>[-3.0458, -2.9289]","-3.2106<br/>[-3.4280, -3.0241]","-3.2222<br/>[-3.3598, -3.0442]","-2.8624<br/>[-2.9092, -2.7805]","-3.2634<br/>[-3.4410, -3.0807]","-2.8850<br/>[-2.9832, -2.7569]","-2.7745<br/>[-2.9332, -2.6478]","-3.4551<br/>[-3.6726, -3.2745]","-3.1520<br/>[-3.3918, -2.9792]","-3.7198<br/>[-3.9004, -3.5576]","-3.4274<br/>[-3.5495, -3.2750]","-3.4523<br/>[-3.6610, -3.2447]","-3.7414<br/>[-3.8836, -3.5783]","-3.7414<br/>[-3.8836, -3.5783]","-3.4616<br/>[-3.6235, -3.2793]","-3.1178<br/>[-3.1740, -3.0304]","-3.2284<br/>[-3.2891, -3.1357]","-2.9075<br/>[-2.9650, -2.8219]","-2.9075<br/>[-2.9650, -2.8219]","-3.8042<br/>[-4.0445, -3.5993]","-3.0240<br/>[-3.0773, -2.9397]","-3.0240<br/>[-3.0773, -2.9397]","-3.6931<br/>[-3.8221, -3.5393]","-3.0908<br/>[-3.4462, -2.8624]","-3.0836<br/>[-3.3250, -2.9170]","-3.0845<br/>[-3.3262, -2.9180]","-3.1146<br/>[-3.3785, -2.9549]","-3.1077<br/>[-3.3431, -2.9610]","-3.1171<br/>[-3.3748, -2.9448]","-3.1287<br/>[-3.3919, -2.9577]","-3.1335<br/>[-3.3853, -2.9683]","-2.9863<br/>[-3.2316, -2.8250]","-3.1469<br/>[-3.4285, -2.9832]","-3.0627<br/>[-4.1493, -2.7545]","-3.6543<br/>[-5.3975, -3.0410]"]],"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 &pi;<br/>(mean, 95% CI)<\/th>\n      <th>Log10 inside &pi;<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":[["Thyroid","Brain - Cerebellum","Brain - Cerebellar Hemisphere","Heart - Atrial Appendage","Brain - Hippocampus","Brain - Anterior cingulate cortex (BA24)","Brain - Cortex","Brain - Nucleus accumbens (basal ganglia)","Brain - Frontal Cortex (BA9)","Brain - Caudate (basal ganglia)","Brain - Hypothalamus","Brain - Putamen (basal ganglia)","Adrenal Gland","Cells - EBV-transformed lymphocytes","Pituitary","Liver","Muscle - Skeletal","Heart - Left Ventricle","Whole Blood","Spleen","Esophagus - Mucosa","Vagina","Small Intestine - Terminal Ileum","Lung","Colon - Transverse","Pancreas","Esophagus - Gastroesophageal Junction","Stomach","Ovary","Colon - Sigmoid","Uterus","Esophagus - Muscularis","Artery - Tibial","Cells - Transformed fibroblasts","Prostate","Testis","Breast - Mammary Tissue","Nerve - Tibial","Adipose - Visceral (Omentum)","Adipose - Subcutaneous","Skin - Not Sun Exposed (Suprapubic)","Skin - Sun Exposed (Lower leg)","Artery - Coronary","Artery - Aorta"],[6915,6553,6396,6701,6531,6703,6666,6862,6930,7294,6566,7369,6416,5602,6617,7023,6461,6442,6613,4664,6242,6483,5317,5614,5908,5782,6485,5958,6682,6604,6420,6695,6720,6797,6359,6805,6341,6436,6586,6374,6607,6522,6891,7004],[0.509008764346557,0.473190757900193,0.472945182481959,0.259296193450623,0.155902038689513,0.131310368397108,0.127078922752595,0.101977078261649,0.0913210315802674,0.0571382140618579,0.0552493911442937,0.0520563723667016,-0.156080285612782,-0.168192941126796,-0.24491592813199,-0.246886555998921,-0.384941590273925,-0.452359130049513,-0.461306420969293,-0.527583085208731,-0.552634019159298,-0.559849533831099,-0.564678576065957,-0.567291462437769,-0.570702460576614,-0.579075853244744,-0.587810228717329,-0.590054175456487,-0.591389286678712,-0.592162700156783,-0.594877118434499,-0.59615460271647,-0.599264521917624,-0.603020876808734,-0.603312173626027,-0.60500391027972,-0.60514177046508,-0.607142717762225,-0.607250294679058,-0.608231321001344,-0.612181875468851,-0.613984892758948,-0.617772118240034,-0.627828074677366],["-4.2814<br/>[-4.4808, -4.1800]","-4.2747<br/>[-4.4698, -4.1750]","-4.2747<br/>[-4.4698, -4.1750]","-4.2731<br/>[-4.4623, -4.1735]","-4.2771<br/>[-4.4711, -4.1776]","-4.2770<br/>[-4.4710, -4.1776]","-4.2770<br/>[-4.4710, -4.1775]","-4.2770<br/>[-4.4709, -4.1775]","-4.2769<br/>[-4.4709, -4.1774]","-4.2768<br/>[-4.4708, -4.1774]","-4.2766<br/>[-4.4707, -4.1770]","-4.2768<br/>[-4.4708, -4.1774]","-4.2747<br/>[-4.4699, -4.1749]","-4.2743<br/>[-4.4696, -4.1745]","-4.2740<br/>[-4.4692, -4.1742]","-4.2741<br/>[-4.4692, -4.1743]","-4.2705<br/>[-4.4622, -4.1720]","-4.2733<br/>[-4.4625, -4.1736]","-4.2734<br/>[-4.4625, -4.1737]","-4.2682<br/>[-4.4612, -4.1694]","-4.2682<br/>[-4.4611, -4.1694]","-4.2681<br/>[-4.4611, -4.1693]","-4.2680<br/>[-4.4609, -4.1692]","-4.2680<br/>[-4.4609, -4.1692]","-4.2680<br/>[-4.4609, -4.1693]","-4.2679<br/>[-4.4608, -4.1691]","-4.2679<br/>[-4.4608, -4.1692]","-4.2678<br/>[-4.4607, -4.1690]","-4.2680<br/>[-4.4608, -4.1693]","-4.2679<br/>[-4.4607, -4.1692]","-4.2678<br/>[-4.4607, -4.1691]","-4.2679<br/>[-4.4607, -4.1692]","-4.2678<br/>[-4.4607, -4.1691]","-4.2678<br/>[-4.4606, -4.1691]","-4.2677<br/>[-4.4606, -4.1689]","-4.2678<br/>[-4.4606, -4.1691]","-4.2677<br/>[-4.4606, -4.1689]","-4.2677<br/>[-4.4606, -4.1689]","-4.2677<br/>[-4.4606, -4.1690]","-4.2676<br/>[-4.4606, -4.1689]","-4.2676<br/>[-4.4605, -4.1689]","-4.2676<br/>[-4.4605, -4.1688]","-4.2676<br/>[-4.4605, -4.1689]","-4.2675<br/>[-4.4604, -4.1688]"],["-3.4536<br/>[-3.5778, -3.3159]","-3.3607<br/>[-3.5105, -3.2201]","-3.3604<br/>[-3.5021, -3.2262]","-3.6777<br/>[-3.8178, -3.5126]","-3.4149<br/>[-3.7012, -3.2198]","-3.4317<br/>[-3.7049, -3.2344]","-3.4344<br/>[-3.7039, -3.2398]","-3.4523<br/>[-3.7238, -3.2614]","-3.4594<br/>[-3.7240, -3.2656]","-3.4834<br/>[-3.7663, -3.2945]","-3.4788<br/>[-3.7214, -3.2944]","-3.4869<br/>[-3.7450, -3.2882]","-3.6146<br/>[-3.8271, -3.4276]","-3.6238<br/>[-3.8066, -3.4580]","-3.6988<br/>[-3.8764, -3.5365]","-3.6964<br/>[-3.9047, -3.5237]","-3.7717<br/>[-4.5316, -3.4903]","-3.6660<br/>[-3.8916, -3.4550]","-3.6750<br/>[-3.9151, -3.4710]","-4.2582<br/>[-5.1168, -3.8541]","-4.1639<br/>[-4.7467, -3.8495]","-4.1653<br/>[-4.7296, -3.8449]","-4.3490<br/>[-5.1759, -3.9571]","-4.2975<br/>[-5.1587, -3.9110]","-4.2630<br/>[-5.0730, -3.8830]","-4.3385<br/>[-5.1524, -3.9545]","-4.2626<br/>[-5.0606, -3.8900]","-4.3727<br/>[-5.1843, -3.9909]","-4.2624<br/>[-5.0000, -3.9124]","-4.2675<br/>[-5.0630, -3.8941]","-4.3124<br/>[-5.1044, -3.9385]","-4.2751<br/>[-5.1035, -3.9047]","-4.2877<br/>[-5.1144, -3.9198]","-4.2965<br/>[-5.0899, -3.9289]","-4.3757<br/>[-5.1755, -3.9986]","-4.3040<br/>[-5.1044, -3.9310]","-4.3922<br/>[-5.1937, -4.0160]","-4.3849<br/>[-5.1677, -4.0061]","-4.3542<br/>[-5.1401, -3.9747]","-4.4075<br/>[-5.2221, -4.0321]","-4.3832<br/>[-5.1829, -4.0061]","-4.4155<br/>[-5.2267, -4.0416]","-4.3657<br/>[-5.1575, -3.9965]","-4.4111<br/>[-5.1941, -4.0428]"]],"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 &pi;<br/>(mean, 95% CI)<\/th>\n      <th>Log10 inside &pi;<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":[["Brain_Cortex","Muscle_Skeletal","Pituitary","Ovary","Spleen","Testis","Cells_EBV-transformed_lymphocytes","Artery_Coronary","Cells_Transformed_fibroblasts","Adipose_Subcutaneous","Skin_Sun_Exposed_(Lower_leg)","Skin_Not_Sun_Exposed_(Suprapubic)","Brain_Putamen_(basal_ganglia)","Brain_Cerebellum","Whole_Blood","Colon_Sigmoid","Nerve_Tibial","Stomach","Esophagus_Mucosa","Vagina","Kidney_Cortex","Pancreas","Colon_Transverse","Liver","Prostate","Brain_Anterior_cingulate_cortex_(BA24)","Brain_Cerebellar_Hemisphere","Thyroid","Lung","Brain_Hippocampus","Brain_Frontal_Cortex_(BA9)","Minor_Salivary_Gland","Small_Intestine_Terminal_Ileum","Breast_Mammary_Tissue","Adipose_Visceral_(Omentum)","Brain_Amygdala","Adrenal_Gland","Brain_Caudate_(basal_ganglia)","Brain_Nucleus_accumbens_(basal_ganglia)","Artery_Tibial","Heart_Left_Ventricle","Brain_Hypothalamus","Uterus","Heart_Atrial_Appendage","Brain_Substantia_nigra","Esophagus_Muscularis","Artery_Aorta","Esophagus_Gastroesophageal_Junction","Brain_Spinal_cord_(cervical_c-1)"],[12762,9430,10359,12345,7901,8424,8421,13113,11219,10831,7322,7386,12570,11728,7914,11586,13281,10053,7437,7317,9629,8210,8353,8933,9851,13908,14304,12787,9031,11879,14418,9184,9523,10533,10629,12068,13120,12446,12202,13231,11688,13013,13203,11778,13455,14843,15021,14710,13381],[26.2682835462304,0.440210229776548,0.195533946068141,-0.0692352647568092,-0.178378532946302,-0.302717506679789,-0.316706636465756,-0.42004285071152,-0.445144256131623,-0.458797179637458,-0.486634668715401,-0.489021103826243,-0.489525115031453,-0.50029560071075,-0.515189226552765,-0.520366732027974,-0.52417892816938,-0.588506546659588,-0.607037275220108,-0.610826440394464,-0.633710763763505,-0.633827024005665,-0.658042997473194,-0.665942173526448,-0.671706040475893,-0.680852369778795,-0.687828253393475,-0.689275608454174,-0.693483830088707,-0.694891493789519,-0.698479621262007,-0.704329787948761,-0.714311138341079,-0.728635748077478,-0.732711682692343,-0.73442253656811,-0.736705800181701,-0.737937726169591,-0.739243839944154,-0.739780578114741,-0.744159921043038,-0.75607129045518,-0.763228583334143,-0.764066083729213,-0.775016886647212,-0.778716135009356,-0.789870964295002,-0.792127224388626,-0.793730137859334],["-4.2745<br/>[-4.4709, -4.1745]","-4.2756<br/>[-4.4639, -4.1763]","-4.2814<br/>[-4.4816, -4.1800]","-4.2733<br/>[-4.4702, -4.1732]","-4.2683<br/>[-4.4611, -4.1696]","-4.2731<br/>[-4.4666, -4.1739]","-4.2667<br/>[-4.4597, -4.1680]","-4.2740<br/>[-4.4706, -4.1740]","-4.2666<br/>[-4.4593, -4.1680]","-4.2663<br/>[-4.4599, -4.1676]","-4.2699<br/>[-4.4622, -4.1713]","-4.2698<br/>[-4.4622, -4.1713]","-4.2732<br/>[-4.4694, -4.1732]","-4.2707<br/>[-4.4623, -4.1725]","-4.2733<br/>[-4.4623, -4.1737]","-4.2716<br/>[-4.4649, -4.1725]","-4.2720<br/>[-4.4650, -4.1729]","-4.2692<br/>[-4.4614, -4.1707]","-4.2677<br/>[-4.4607, -4.1690]","-4.2677<br/>[-4.4606, -4.1689]","-4.2674<br/>[-4.4602, -4.1688]","-4.2672<br/>[-4.4601, -4.1685]","-4.2673<br/>[-4.4601, -4.1687]","-4.2673<br/>[-4.4599, -4.1686]","-4.2673<br/>[-4.4599, -4.1687]","-4.2675<br/>[-4.4597, -4.1692]","-4.2681<br/>[-4.4600, -4.1699]","-4.2679<br/>[-4.4605, -4.1695]","-4.2669<br/>[-4.4598, -4.1682]","-4.2674<br/>[-4.4597, -4.1690]","-4.2673<br/>[-4.4595, -4.1689]","-4.2667<br/>[-4.4596, -4.1680]","-4.2666<br/>[-4.4595, -4.1679]","-4.2664<br/>[-4.4592, -4.1678]","-4.2664<br/>[-4.4592, -4.1677]","-4.2667<br/>[-4.4592, -4.1682]","-4.2670<br/>[-4.4593, -4.1685]","-4.2668<br/>[-4.4593, -4.1683]","-4.2666<br/>[-4.4591, -4.1681]","-4.2670<br/>[-4.4594, -4.1685]","-4.2715<br/>[-4.4606, -4.1719]","-4.2665<br/>[-4.4589, -4.1680]","-4.2663<br/>[-4.4588, -4.1678]","-4.2713<br/>[-4.4604, -4.1716]","-4.2662<br/>[-4.4586, -4.1677]","-4.2663<br/>[-4.4585, -4.1678]","-4.2658<br/>[-4.4583, -4.1672]","-4.2660<br/>[-4.4583, -4.1675]","-4.2657<br/>[-4.4583, -4.1672]"],["-3.0701<br/>[-3.0786, -3.0523]","-3.5525<br/>[-3.7999, -3.3591]","-3.5270<br/>[-3.6952, -3.3881]","-3.6782<br/>[-3.7796, -3.5720]","-3.6566<br/>[-3.8340, -3.4906]","-3.7123<br/>[-4.0846, -3.4745]","-3.7862<br/>[-3.8933, -3.6704]","-3.8537<br/>[-4.0457, -3.6649]","-3.8889<br/>[-4.0607, -3.7377]","-3.9096<br/>[-4.0550, -3.7666]","-3.9371<br/>[-4.5203, -3.6696]","-3.9395<br/>[-4.5228, -3.6708]","-3.9280<br/>[-4.0923, -3.7752]","-3.8702<br/>[-4.4819, -3.5784]","-3.7225<br/>[-3.9634, -3.5025]","-3.9502<br/>[-4.2818, -3.7617]","-3.9343<br/>[-4.2827, -3.7289]","-4.0555<br/>[-4.6199, -3.7819]","-4.2594<br/>[-4.8152, -3.9554]","-4.2889<br/>[-4.8388, -3.9831]","-4.1571<br/>[-4.8158, -3.8037]","-4.2701<br/>[-4.9694, -3.9134]","-4.3705<br/>[-5.1340, -4.0067]","-4.3448<br/>[-5.0875, -4.0041]","-4.2796<br/>[-4.9883, -3.9355]","-4.1160<br/>[-4.7527, -3.7943]","-4.1257<br/>[-4.8007, -3.8173]","-4.1890<br/>[-4.7200, -3.9096]","-4.4947<br/>[-5.1988, -4.1552]","-4.2318<br/>[-4.9355, -3.9054]","-4.1424<br/>[-4.7993, -3.8295]","-4.5403<br/>[-5.3081, -4.1869]","-4.5543<br/>[-5.3532, -4.2031]","-4.4975<br/>[-5.2098, -4.1693]","-4.5107<br/>[-5.2201, -4.1831]","-4.3657<br/>[-5.0761, -4.0390]","-4.3115<br/>[-4.9388, -4.0107]","-4.3562<br/>[-5.0207, -4.0446]","-4.3762<br/>[-5.0936, -4.0521]","-4.3189<br/>[-4.9218, -4.0262]","-3.9680<br/>[-4.1653, -3.7842]","-4.3894<br/>[-5.0867, -4.0756]","-4.4067<br/>[-5.0964, -4.0949]","-3.9988<br/>[-4.1825, -3.8299]","-4.4422<br/>[-5.1437, -4.1308]","-4.3618<br/>[-5.0558, -4.0588]","-4.4066<br/>[-4.9638, -4.1366]","-4.4256<br/>[-5.0654, -4.1153]","-4.5520<br/>[-5.2282, -4.2318]"]],"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 &pi;<br/>(mean, 95% CI)<\/th>\n      <th>Log10 inside &pi;<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":[["8","1","19","12","7","6","9","11","17","14","2","13","15","16","18","10","20","5","4","3"],[10756,8494,6540,7719,9062,9648,10233,11104,9334,10063,10153,8478,8556,10894,7965,9213,8977,12195,12972,10847],[1.28631191195372,0.199788150897773,-0.178177255441324,-0.182862409120457,-0.46905219772038,-0.519426820509027,-0.541266370851156,-0.595446272819743,-0.601022453277084,-0.637991464660879,-0.643723892013679,-0.645799647947085,-0.646322943225992,-0.647411343483802,-0.66647461765959,-0.67274255919081,-0.684728221571923,-0.719517039546496,-0.725134789560204,-0.749978682843429],["-4.2753<br/>[-4.4718, -4.1753]","-4.2682<br/>[-4.4624, -4.1694]","-4.2679<br/>[-4.4608, -4.1692]","-4.2748<br/>[-4.4698, -4.1752]","-4.2704<br/>[-4.4620, -4.1721]","-4.2675<br/>[-4.4603, -4.1688]","-4.2698<br/>[-4.4613, -4.1715]","-4.2687<br/>[-4.4614, -4.1700]","-4.2728<br/>[-4.4618, -4.1732]","-4.2723<br/>[-4.4613, -4.1727]","-4.2670<br/>[-4.4597, -4.1684]","-4.2675<br/>[-4.4605, -4.1688]","-4.2674<br/>[-4.4603, -4.1687]","-4.2682<br/>[-4.4608, -4.1695]","-4.2672<br/>[-4.4600, -4.1684]","-4.2674<br/>[-4.4602, -4.1687]","-4.2671<br/>[-4.4600, -4.1684]","-4.2668<br/>[-4.4595, -4.1682]","-4.2672<br/>[-4.4597, -4.1687]","-4.2662<br/>[-4.4590, -4.1675]"],["-3.5248<br/>[-3.7032, -3.3773]","-3.6366<br/>[-3.8631, -3.4184]","-3.6313<br/>[-3.8575, -3.4471]","-3.6339<br/>[-3.9054, -3.4338]","-3.8639<br/>[-4.5281, -3.5900]","-3.9090<br/>[-4.5036, -3.5180]","-3.9544<br/>[-4.6543, -3.6782]","-4.0249<br/>[-4.6101, -3.7155]","-3.8099<br/>[-4.0399, -3.6030]","-3.8461<br/>[-4.0734, -3.6407]","-4.1858<br/>[-4.7230, -3.9099]","-4.3038<br/>[-4.9186, -3.9261]","-4.3121<br/>[-4.8611, -4.0125]","-4.1533<br/>[-4.7011, -3.8236]","-4.4947<br/>[-5.2858, -4.1397]","-4.3580<br/>[-4.9940, -4.0476]","-4.4535<br/>[-5.0763, -4.1368]","-4.3172<br/>[-4.8384, -4.0447]","-4.2825<br/>[-4.8574, -3.9826]","-4.5991<br/>[-5.3300, -4.2632]"]],"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 &pi;<br/>(mean, 95% CI)<\/th>\n      <th>Log10 inside &pi;<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&amp;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>
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