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pipeline.html
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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<meta name="generator" content="pandoc" />
<meta http-equiv="X-UA-Compatible" content="IE=EDGE" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<meta name="author" content="Yuefan Huang, Kyle Tsai" />
<meta name="date" content="2022-10-25" />
<title>Tutorial of METAFlux</title>
<script>// Pandoc 2.9 adds attributes on both header and div. We remove the former (to
// be compatible with the behavior of Pandoc < 2.8).
document.addEventListener('DOMContentLoaded', function(e) {
var hs = document.querySelectorAll("div.section[class*='level'] > :first-child");
var i, h, a;
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a = h.attributes;
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<script>// Hide empty <a> tag within highlighted CodeBlock for screen reader accessibility (see https://github.com/jgm/pandoc/issues/6352#issuecomment-626106786) -->
// v0.0.1
// Written by JooYoung Seo ([email protected]) and Atsushi Yasumoto on June 1st, 2020.
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<script>$(document).ready(function(){
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if ($('[data-toggle="popover"]').popover === 'function') {
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border-collapse: separate;
border-spacing: 16px 1px;
width: 100%;
margin-bottom: 10px;
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border-bottom: 2px solid #00000050;
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min-width: 100%;
white-space: nowrap;
table-layout: fixed;
font-family: Roboto, sans-serif;
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vertical-align: bottom;
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vertical-align: middle;
border-bottom: 1px solid #00000010;
line-height: 1.15em;
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background-color: #00000008;
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.lightable-paper.lightable-striped tbody td {
border: 0;
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</style>
<style type="text/css">code{white-space: pre;}</style>
<style type="text/css" data-origin="pandoc">
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pre > code.sourceCode > span:empty { height: 1.2em; }
code.sourceCode > span { color: inherit; text-decoration: inherit; }
div.sourceCode { margin: 1em 0; }
pre.sourceCode { margin: 0; }
@media screen {
div.sourceCode { overflow: auto; }
}
@media print {
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{ counter-reset: source-line 0; }
pre.numberSource code > span
{ position: relative; left: -4em; counter-increment: source-line; }
pre.numberSource code > span > a:first-child::before
{ content: counter(source-line);
position: relative; left: -1em; text-align: right; vertical-align: baseline;
border: none; display: inline-block;
-webkit-touch-callout: none; -webkit-user-select: none;
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pre.numberSource { margin-left: 3em; border-left: 1px solid #aaaaaa; padding-left: 4px; }
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<section class="page-header">
<h1 class="title toc-ignore project-name">Tutorial of METAFlux</h1>
<h4 class="author project-author">Yuefan Huang, Kyle Tsai</h4>
<h4 class="date project-date">10/25/2022</h4>
</section>
<div id="TOC" class="toc">
<div class="toc-box">
<h2 id="toc-title" class="toc-title">Table of Contents</h2>
<ul>
<li><a href="#introduction">1.Introduction</a></li>
<li><a href="#quick-workflow">2.Quick workflow</a>
<ul>
<li><a href="#for-bulk-rna-seq-sample">2.1 For bulk RNA-seq sample</a></li>
<li><a href="#for-scrna-seq-sample">2.1 For scRNA-seq sample</a></li>
</ul></li>
<li><a href="#step-by-step-breakdownbulk-rna-seq-pipeline">3.Step by step breakdown:Bulk RNA-seq pipeline</a>
<ul>
<li><a href="#load-the-library">1.Load the library</a></li>
<li><a href="#load-data">2.Load data</a>
<ul>
<li><a href="#load-gene-expression-data.">2.1 Load gene expression data.</a></li>
<li><a href="#load-the-metaflux-underlying-gem-information.">2.2 Load the METAFlux underlying GEM information.</a></li>
<li><a href="#load-the-metaflux-medium.">2.3 Load the METAFlux medium.</a></li>
</ul></li>
<li><a href="#calculate-mras-metabolic-reaction-activity-score">3.Calculate MRAS (Metabolic Reaction Activity Score)</a></li>
<li><a href="#calculate-flux">4.Calculate flux</a></li>
<li><a href="#inspecting-and-interpreting-the-flux-data">5.Inspecting and interpreting the flux data</a></li>
</ul></li>
<li><a href="#step-by-step-breakdown-single-cell-pipeline">4.Step by step breakdown: Single-cell pipeline</a>
<ul>
<li><a href="#load-library-and-data-files">1. Load library and data files</a></li>
<li><a href="#load-the-single-cell-data">2. Load the single cell data</a></li>
<li><a href="#create-an-average-expression-profile-for-stratified-bootstrapped-samples-for-this-patient">3. Create an average expression profile for stratified bootstrapped samples for this patient</a></li>
<li><a href="#calculate-mrasmetabolic-reaction-activity-score">4. Calculate MRAS(Metabolic Reaction Activity Score)</a></li>
<li><a href="#compute-flux">5. Compute flux</a></li>
<li><a href="#inspecting-and-interpreting-the-flux-data-1">6.Inspecting and interpreting the flux data</a></li>
</ul></li>
<li><a href="#more-relevant-readings">5.More relevant readings</a></li>
<li><a href="#references">6.References</a></li>
</ul>
</div>
</div>
<section class="main-content">
<div id="introduction" class="section level1">
<h1>1.Introduction</h1>
<p>This vignette will cover a quick workflow and a step by step explanation of calculating metabolic fluxes using METAFlux(METAbolic Flux balance analysis), a framework to obtain metabolic fluxes from bulk RNA-seq or single-cell RNA-seq data. Fluxes, usually measured in mmol/gDW/hr, are velocities of metabolic reactions. In METAFlux, however, the predicted fluxes are calculated and normalized from gene expression data, meaning that the results are relative flux scores.</p>
</div>
<div id="quick-workflow" class="section level1">
<h1>2.Quick workflow</h1>
<div id="for-bulk-rna-seq-sample" class="section level2">
<h2>2.1 For bulk RNA-seq sample</h2>
<p>We will run both cell line and human sample models.Depending on whether your data is cell line or human RNA-seq data, users will only need to run one model by choosing only <strong>one</strong> medium file(either cell medium or human_blood)as the input to run METAFlux.</p>
<p><strong>1.cell line data</strong></p>
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1"></a><span class="kw">library</span>(METAFlux)</span>
<span id="cb1-2"><a href="#cb1-2"></a><span class="co">#load the toy example</span></span>
<span id="cb1-3"><a href="#cb1-3"></a><span class="kw">data</span>(<span class="st">"bulk_test_example"</span>)</span>
<span id="cb1-4"><a href="#cb1-4"></a><span class="co">#medium file for cell line model</span></span>
<span id="cb1-5"><a href="#cb1-5"></a><span class="kw">data</span>(<span class="st">"cell_medium"</span>)</span>
<span id="cb1-6"><a href="#cb1-6"></a><span class="co">#Calculate mras for cell line data</span></span>
<span id="cb1-7"><a href="#cb1-7"></a>scores<-<span class="kw">calculate_reaction_score</span>(bulk_test_example)</span>
<span id="cb1-8"><a href="#cb1-8"></a><span class="co">#Calculate flux for cell line data</span></span>
<span id="cb1-9"><a href="#cb1-9"></a>flux<-<span class="kw">compute_flux</span>(<span class="dt">mras=</span>scores,<span class="dt">medium =</span> cell_medium) </span>
<span id="cb1-10"><a href="#cb1-10"></a></span>
<span id="cb1-11"><a href="#cb1-11"></a><span class="co">#optional: flux scores cubic root normalization</span></span>
<span id="cb1-12"><a href="#cb1-12"></a><span class="co"># cbrt <- function(x) {</span></span>
<span id="cb1-13"><a href="#cb1-13"></a><span class="co"># sign(x) * abs(x)^(1/3)</span></span>
<span id="cb1-14"><a href="#cb1-14"></a><span class="co"># }</span></span>
<span id="cb1-15"><a href="#cb1-15"></a><span class="co"># </span></span>
<span id="cb1-16"><a href="#cb1-16"></a><span class="co"># flux=cbrt(flux)</span></span></code></pre></div>
<p><strong>2.human derived data</strong></p>
<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1"></a><span class="kw">library</span>(METAFlux)</span>
<span id="cb2-2"><a href="#cb2-2"></a><span class="co">#load the toy example</span></span>
<span id="cb2-3"><a href="#cb2-3"></a><span class="kw">data</span>(<span class="st">"bulk_test_example"</span>)</span>
<span id="cb2-4"><a href="#cb2-4"></a><span class="co"># medium file for human derived samples</span></span>
<span id="cb2-5"><a href="#cb2-5"></a><span class="kw">data</span>(<span class="st">"human_blood"</span>)</span>
<span id="cb2-6"><a href="#cb2-6"></a><span class="co">#Calculate mras for human sample data</span></span>
<span id="cb2-7"><a href="#cb2-7"></a>scores<-<span class="kw">calculate_reaction_score</span>(bulk_test_example)</span>
<span id="cb2-8"><a href="#cb2-8"></a><span class="co">#Calculate flux for human sample data</span></span>
<span id="cb2-9"><a href="#cb2-9"></a>flux<-<span class="kw">compute_flux</span>(<span class="dt">mras=</span>scores,<span class="dt">medium=</span>human_blood) </span>
<span id="cb2-10"><a href="#cb2-10"></a></span>
<span id="cb2-11"><a href="#cb2-11"></a><span class="co">#optional: flux scores cubic root normalization</span></span>
<span id="cb2-12"><a href="#cb2-12"></a>cbrt <-<span class="st"> </span><span class="cf">function</span>(x) {</span>
<span id="cb2-13"><a href="#cb2-13"></a> <span class="kw">sign</span>(x) <span class="op">*</span><span class="st"> </span><span class="kw">abs</span>(x)<span class="op">^</span>(<span class="dv">1</span><span class="op">/</span><span class="dv">3</span>)</span>
<span id="cb2-14"><a href="#cb2-14"></a>}</span>
<span id="cb2-15"><a href="#cb2-15"></a></span>
<span id="cb2-16"><a href="#cb2-16"></a>flux=<span class="kw">cbrt</span>(flux)</span></code></pre></div>
</div>
<div id="for-scrna-seq-sample" class="section level2">
<h2>2.1 For scRNA-seq sample</h2>
<p>Here we only demonstrate how to interface with Seurat object for one <strong>patient sample</strong>. Please refer to the example code at the end of this section for multiple samples pipeline.</p>
<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1"></a><span class="kw">library</span>(METAFlux)</span>
<span id="cb3-2"><a href="#cb3-2"></a><span class="co">#load the toy seurat example, this data only has one patient. For mutiple samples,see example code at the end of this section.</span></span>
<span id="cb3-3"><a href="#cb3-3"></a><span class="kw">data</span>(<span class="st">"sc_test_example"</span>)</span>
<span id="cb3-4"><a href="#cb3-4"></a><span class="co"># medium file for human derived samples</span></span>
<span id="cb3-5"><a href="#cb3-5"></a><span class="kw">data</span>(<span class="st">"human_blood"</span>)</span>
<span id="cb3-6"><a href="#cb3-6"></a></span>
<span id="cb3-7"><a href="#cb3-7"></a><span class="co">#check cell types</span></span>
<span id="cb3-8"><a href="#cb3-8"></a><span class="kw">table</span>(sc_test_example<span class="op">$</span>Cell_type)</span></code></pre></div>
<pre><code>##
## B lymphocytes Epithelial cells Myeloid cells T lymphocytes
## 37 120 120 120</code></pre>
<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1"></a><span class="co">#Calculate the mean expression for bootstrap samples from seurat object</span></span>
<span id="cb5-2"><a href="#cb5-2"></a><span class="co">#Using "Cell_type" in seurat as my grouping variable</span></span>
<span id="cb5-3"><a href="#cb5-3"></a><span class="co">#For the sake of demonstration, we only set the number of bootstraps to 3. </span></span>
<span id="cb5-4"><a href="#cb5-4"></a><span class="co">#In real analysis, the number of bootstraps should be much higher(e.g. 100, 200....)</span></span>
<span id="cb5-5"><a href="#cb5-5"></a></span>
<span id="cb5-6"><a href="#cb5-6"></a>mean_exp=<span class="kw">calculate_avg_exp</span>(<span class="dt">myseurat =</span> sc_test_example,<span class="dt">myident =</span> <span class="st">'Cell_type'</span>,<span class="dt">n_bootstrap=</span><span class="dv">3</span>,<span class="dt">seed=</span><span class="dv">1</span>)</span>
<span id="cb5-7"><a href="#cb5-7"></a></span>
<span id="cb5-8"><a href="#cb5-8"></a></span>
<span id="cb5-9"><a href="#cb5-9"></a><span class="co">#calculate metabolic reaction scores</span></span>
<span id="cb5-10"><a href="#cb5-10"></a>scores<-<span class="kw">calculate_reaction_score</span>(<span class="dt">data=</span>mean_exp)</span>
<span id="cb5-11"><a href="#cb5-11"></a></span>
<span id="cb5-12"><a href="#cb5-12"></a><span class="co">#calculate the fractions of celltype/clusters</span></span>
<span id="cb5-13"><a href="#cb5-13"></a><span class="kw">round</span>(<span class="kw">table</span>(sc_test_example<span class="op">$</span>Cell_type)<span class="op">/</span><span class="kw">nrow</span>(sc_test_example<span class="op">@</span>meta.data),<span class="dv">1</span>)</span></code></pre></div>
<pre><code>##
## B lymphocytes Epithelial cells Myeloid cells T lymphocytes
## 0.1 0.3 0.3 0.3</code></pre>
<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1"></a><span class="co">#calculate flux: here we used human blood as our medium, but please use cell line medium when samples are cell line.</span></span></code></pre></div>
<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1"></a><span class="co">#num_cell=number of cell types/clusters, here we have 4 cell types, thus input is 4. Make sure the sum of cell percentage is 1.The order of fraction should be the same as that of "Mean_exp" data</span></span>
<span id="cb8-2"><a href="#cb8-2"></a>flux=<span class="kw">compute_sc_flux</span>(<span class="dt">num_cell =</span> <span class="dv">4</span>,<span class="dt">fraction =</span><span class="kw">c</span>(<span class="fl">0.1</span>,<span class="fl">0.3</span>,<span class="fl">0.3</span>,<span class="fl">0.3</span>),<span class="dt">fluxscore=</span>scores,<span class="dt">medium =</span> human_blood)</span>
<span id="cb8-3"><a href="#cb8-3"></a></span>
<span id="cb8-4"><a href="#cb8-4"></a></span>
<span id="cb8-5"><a href="#cb8-5"></a><span class="co">#optional: flux scores normalization</span></span>
<span id="cb8-6"><a href="#cb8-6"></a>cbrt <-<span class="st"> </span><span class="cf">function</span>(x) {</span>
<span id="cb8-7"><a href="#cb8-7"></a> <span class="kw">sign</span>(x) <span class="op">*</span><span class="st"> </span><span class="kw">abs</span>(x)<span class="op">^</span>(<span class="dv">1</span><span class="op">/</span><span class="dv">3</span>)</span>
<span id="cb8-8"><a href="#cb8-8"></a>}</span>
<span id="cb8-9"><a href="#cb8-9"></a></span>
<span id="cb8-10"><a href="#cb8-10"></a>flux=<span class="kw">cbrt</span>(flux)</span></code></pre></div>
<details>
<p><summary><strong>Pipeline for multiple samples/patients</strong></summary></p>
<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1"></a><span class="co">#load your seurat object</span></span>
<span id="cb9-2"><a href="#cb9-2"></a><span class="co">#sample code for 4 clusters in multiple patients</span></span>
<span id="cb9-3"><a href="#cb9-3"></a>obj.list <-<span class="st"> </span><span class="kw">SplitObject</span>(seurat, <span class="dt">split.by =</span> <span class="st">"patient_id"</span>)</span>
<span id="cb9-4"><a href="#cb9-4"></a><span class="cf">for</span> (i <span class="cf">in</span> <span class="kw">c</span>(<span class="dv">1</span><span class="op">:</span><span class="kw">length</span>(obj.list))){</span>
<span id="cb9-5"><a href="#cb9-5"></a>sc<-obj.list[[i]]</span>
<span id="cb9-6"><a href="#cb9-6"></a>mean_exp=<span class="kw">calculate_avg_exp</span>(<span class="dt">myseurat =</span> sc_test_example,<span class="dt">myident =</span> <span class="st">'Cell_type'</span>,<span class="dt">n_bootstrap=</span><span class="dv">50</span>,<span class="dt">seed=</span><span class="dv">1</span>)</span>
<span id="cb9-7"><a href="#cb9-7"></a>scores<-<span class="kw">calculate_reaction_score</span>(<span class="dt">data=</span>mean_exp)</span>
<span id="cb9-8"><a href="#cb9-8"></a><span class="co">#g=round(table(sc$Cell_type)/nrow([email protected]),3)</span></span>
<span id="cb9-9"><a href="#cb9-9"></a>g=<span class="kw">table</span>(sc<span class="op">$</span>Cell_type)<span class="op">/</span><span class="kw">nrow</span>(sc<span class="op">@</span>meta.data)</span>
<span id="cb9-10"><a href="#cb9-10"></a><span class="kw">print</span>(g)</span>
<span id="cb9-11"><a href="#cb9-11"></a>flux=<span class="kw">compute_sc_flux</span>(<span class="dt">num_cell =</span> <span class="dv">4</span>,<span class="dt">fraction =</span><span class="kw">c</span>(g[<span class="dv">1</span>],g[<span class="dv">2</span>],g[<span class="dv">3</span>],g[<span class="dv">4</span>]),<span class="dt">fluxscore=</span>scores,<span class="dt">medium =</span> human_blood)</span>
<span id="cb9-12"><a href="#cb9-12"></a><span class="kw">saveRDS</span>(flux,<span class="kw">paste0</span>(<span class="st">"object"</span>,i,<span class="st">".rds"</span>))</span>
<span id="cb9-13"><a href="#cb9-13"></a>}</span></code></pre></div>
</details>
<p> </p>
</div>
</div>
<div id="step-by-step-breakdownbulk-rna-seq-pipeline" class="section level1">
<h1>3.Step by step breakdown:Bulk RNA-seq pipeline</h1>
<div id="load-the-library" class="section level2">
<h2>1.Load the library</h2>
<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1"></a><span class="kw">library</span>(METAFlux)</span></code></pre></div>
</div>
<div id="load-data" class="section level2">
<h2>2.Load data</h2>
<div id="load-gene-expression-data." class="section level3">
<h3>2.1 Load gene expression data.</h3>
<p>METAFlux requires gene expression data as an input.</p>
<ul>
<li>The gene expression matrix should be gene x sample matrix where row names are <strong>human gene names</strong> (gene symbols), and column names should be sample names. Please note that METAFlux does not support other gene IDs.</li>
<li>The input gene expression matrix should be <strong>normalized</strong> (e.g., log-transformed, etc.) before using METAFlux. METAflux will not perform any normalization on expression data.</li>
<li>Gene expression data <strong>cannot</strong> have negative values.</li>
</ul>
<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1"></a><span class="co">#load our toy example data</span></span>
<span id="cb11-2"><a href="#cb11-2"></a><span class="kw">data</span>(<span class="st">"bulk_test_example"</span>)</span>
<span id="cb11-3"><a href="#cb11-3"></a></span>
<span id="cb11-4"><a href="#cb11-4"></a><span class="kw">head</span>(bulk_test_example)</span></code></pre></div>
<pre><code>## Sample1 Sample2 Sample3 Sample4 Sample5
## TSPAN6 4.433587 4.06179073 4.777144 5.501764 5.32881296
## TNMD 0.000000 0.04264398 0.000000 0.000000 0.08406697
## DPM1 4.467942 5.61354161 5.125975 4.926973 4.74574474
## SCYL3 2.286859 2.75061766 2.356148 2.548451 1.87972673
## C1orf112 2.575287 2.82777973 2.087475 1.682574 1.76127531
## FGR 4.005357 2.56314415 1.673564 2.272007 2.08067237</code></pre>
</div>
<div id="load-the-metaflux-underlying-gem-information." class="section level3">
<h3>2.2 Load the METAFlux underlying GEM information.</h3>
<p>Before we get started, we can take a look at Human-GEM file.We used Human-GEM[1] (consisting of 13082 metabolic reactions and 8378 metabolites)as our underlying metabolic model. For each reaction, we have one unique <strong>Reaction ID</strong> and <strong>SUBSYSTEM</strong> (i.e. which pathway this reaction belongs to).</p>
<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1"></a><span class="kw">data</span>(<span class="st">"human_gem"</span>)</span></code></pre></div>
Take a quick look at the first 6 rows.
<table class=" lightable-classic-2" style="font-family: "Arial Narrow", "Source Sans Pro", sans-serif; width: auto !important; margin-left: auto; margin-right: auto;">
<thead>
<tr>
<th style="text-align:left;">
ID
</th>
<th style="text-align:left;">
NAME
</th>
<th style="text-align:left;">
EQUATION
</th>
<th style="text-align:left;">
EC-NUMBER
</th>
<th style="text-align:left;">
GENE ASSOCIATION
</th>
<th style="text-align:left;">
SUBSYSTEM
</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align:left;">
HMR_3905
</td>
<td style="text-align:left;">
NA
</td>
<td style="text-align:left;">
ethanol[c] + NAD+[c] => acetaldehyde[c] + H+[c] + NADH[c]
</td>
<td style="text-align:left;">
1.1.1.1;1.1.1.71
</td>
<td style="text-align:left;">
ENSG00000147576 or ENSG00000172955 or ENSG00000180011 or ENSG00000187758 or ENSG00000196344 or ENSG00000196616 or ENSG00000197894 or ENSG00000198099 or ENSG00000248144
</td>
<td style="text-align:left;">
Glycolysis / Gluconeogenesis
</td>
</tr>
<tr>
<td style="text-align:left;">
HMR_3907
</td>
<td style="text-align:left;">
NA
</td>
<td style="text-align:left;">
ethanol[c] + NADP+[c] => acetaldehyde[c] + H+[c] + NADPH[c]
</td>
<td style="text-align:left;">
1.1.1.2
</td>
<td style="text-align:left;">
ENSG00000117448
</td>
<td style="text-align:left;">
Glycolysis / Gluconeogenesis
</td>
</tr>
<tr>
<td style="text-align:left;">
HMR_4097
</td>
<td style="text-align:left;">
NA
</td>
<td style="text-align:left;">
acetate[c] + ATP[c] + CoA[c] => acetyl-CoA[c] + AMP[c] + PPi[c]
</td>
<td style="text-align:left;">
6.2.1.1
</td>
<td style="text-align:left;">
ENSG00000131069
</td>
<td style="text-align:left;">
Glycolysis / Gluconeogenesis
</td>
</tr>
<tr>
<td style="text-align:left;">
HMR_4099
</td>
<td style="text-align:left;">
NA
</td>
<td style="text-align:left;">
acetate[m] + ATP[m] + CoA[m] => acetyl-CoA[m] + AMP[m] + PPi[m]
</td>
<td style="text-align:left;">
6.2.1.1
</td>
<td style="text-align:left;">
ENSG00000111058 or ENSG00000154930
</td>
<td style="text-align:left;">
Glycolysis / Gluconeogenesis
</td>
</tr>
<tr>
<td style="text-align:left;">
HMR_4108
</td>
<td style="text-align:left;">
NA
</td>
<td style="text-align:left;">
acetyl adenylate[c] + CoA[c] => acetyl-CoA[c] + AMP[c] + H+[c]
</td>
<td style="text-align:left;">
6.2.1.1
</td>
<td style="text-align:left;">
ENSG00000131069
</td>
<td style="text-align:left;">
Glycolysis / Gluconeogenesis
</td>
</tr>
<tr>
<td style="text-align:left;">
HMR_4133
</td>
<td style="text-align:left;">
NA
</td>
<td style="text-align:left;">
acetate[c] + ATP[c] + H+[c] => acetyl adenylate[c] + PPi[c]
</td>
<td style="text-align:left;">
6.2.1.1
</td>
<td style="text-align:left;">
ENSG00000131069
</td>
<td style="text-align:left;">
Glycolysis / Gluconeogenesis
</td>
</tr>
</tbody>
</table>
<p>For each reaction, we also get other important information from this file such as: whether the reaction is reversible, which compartment it is taking place in, and what metabolites and genes are involved. The 1 to 1 relationship is color coded in the cartoon below.</p>
<p><img 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width="1321" /></p>
</div>
<div id="load-the-metaflux-medium." class="section level3">
<h3>2.3 Load the METAFlux medium.</h3>
<div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1"></a><span class="kw">data</span>(<span class="st">"cell_medium"</span>)<span class="co"># for cell line model</span></span>
<span id="cb14-2"><a href="#cb14-2"></a><span class="kw">data</span>(<span class="st">"human_blood"</span>)<span class="co"># for human derived samples</span></span></code></pre></div>
Take a quick look at the first 6 rows of cell_medium.
<table class=" lightable-classic-2" style="font-family: "Arial Narrow", "Source Sans Pro", sans-serif; width: auto !important; margin-left: auto; margin-right: auto;">
<thead>
<tr>
<th style="text-align:left;">
metabolite
</th>
<th style="text-align:left;">
reaction_name
</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align:left;">
arginine
</td>
<td style="text-align:left;">
HMR_9066
</td>
</tr>
<tr>
<td style="text-align:left;">
histidine
</td>
<td style="text-align:left;">
HMR_9038
</td>
</tr>
<tr>
<td style="text-align:left;">
lysine
</td>
<td style="text-align:left;">
HMR_9041
</td>
</tr>
<tr>
<td style="text-align:left;">
methionine
</td>
<td style="text-align:left;">
HMR_9042
</td>
</tr>
<tr>
<td style="text-align:left;">
phenylalanine
</td>
<td style="text-align:left;">
HMR_9043
</td>
</tr>
<tr>
<td style="text-align:left;">
tryptophan
</td>
<td style="text-align:left;">
HMR_9045
</td>
</tr>
</tbody>
</table>
<div id="but-what-is-medium-and-why-do-we-need-it" class="section level4">
<h4>2.3.1 But what is ‘medium’ and why do we need it?</h4>
<p>In METAFlux, ‘medium’ reflects the nutrients(metabolites) in the sample tumor microenvironment (TME) and those nutrients can be allowed to uptake into cells.</p>
<details>
<p><summary><strong>Option 1: If users do not have prior knowledge about medium composition.</strong></summary></p>
<p>Here, we provide 2 general mediums if you have no prior knowledge about your medium. There are 2 general medium files in METAFlux: <strong>cell_medium</strong> and <strong>human_blood medium</strong>. Cell_medium can be used in cell line models, and human blood medium can be used in patient-derived samples.</p>
The cell line medium contains 44 metabolites[1], and their corresponding exchange reactions can be found under column ‘reaction_name.’The blood medium contains 64 metabolites in human blood.
</details>
<p> </p>
<details>
<p><summary><strong>Option 2: If users have prior knowledge about their medium composition.</strong></summary></p>
<ul>
<li><p>To delete nutrients, simply delete the entire row where that nutrient is located, but please do not change the column names or delete columns.</p></li>
<li><p>To add additional nutrients, please refer to the <strong>nutrient lookup files</strong>.</p></li>
</ul>
<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1"></a><span class="kw">data</span>(<span class="st">"nutrient_lookup_files"</span>)</span></code></pre></div>
‘Nutrient look up files’ contains 1648 exchange reactions(<em>note:exchange reactions are artificial reactions! They are included here because this is a mathematical representation of uptake/secrete metabolites into the extracellular space</em>) that describe how cells uptake or release metabolites. For example, if we need to add metabolite “naphthalene,” one could search in the search box, and the corresponding nutrient reaction and the equation will be located. Next, one needs to add new row of naphthalene and HMR_7110 to the current medium file. This updated medium file will later be used for modeling. <img 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width="100%" />
</details>
<p><br />
</p>
</div>
</div>
</div>
<div id="calculate-mras-metabolic-reaction-activity-score" class="section level2">
<h2>3.Calculate MRAS (Metabolic Reaction Activity Score)</h2>
<p>Next, we can calculate a single sample normalized MRAS from gene expression using GPR(Gene-protein-reaction).</p>
<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1"></a>scores<-<span class="kw">calculate_reaction_score</span>(bulk_test_example)</span></code></pre></div>
<pre><code>## 96.248% metabolic related genes were found......</code></pre>
<pre><code>## Computing metabolic reaction activity scores......</code></pre>
<pre><code>## Preparing for score matrix......</code></pre>
<pre><code>## Metabolic reaction activity scores successfully calculated</code></pre>
<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1"></a><span class="kw">head</span>(scores)</span></code></pre></div>
<pre><code>## Sample1 Sample2 Sample3 Sample4 Sample5
## HMR_3905 0.0015106756 0.0014254243 0.0015810723 0.0045573854 0.0020262569
## HMR_3907 0.0007995965 0.0007311228 0.0007157233 0.0010680397 0.0007084310
## HMR_4097 0.0006847393 0.0006110093 0.0005663241 0.0006754619 0.0006065145
## HMR_4099 0.0009760799 0.0013245040 0.0013782537 0.0013167146 0.0008397907
## HMR_4108 0.0006847393 0.0006110093 0.0005663241 0.0006754619 0.0006065145
## HMR_4133 0.0006847393 0.0006110093 0.0005663241 0.0006754619 0.0006065145</code></pre>
</div>
<div id="calculate-flux" class="section level2">
<h2>4.Calculate flux</h2>
<p>Subsequently, we calculate the metabolic fluxes for the 13082 reactions.</p>
<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1"></a><span class="co">#flux<-compute_flux(mras=scores,medium = cell_medium)#if data are cell line samples</span></span>
<span id="cb23-2"><a href="#cb23-2"></a>flux<-<span class="kw">compute_flux</span>(<span class="dt">mras=</span>scores,<span class="dt">medium =</span> human_blood)<span class="co">#if data are human derived samples</span></span></code></pre></div>
<pre><code>## Setting up for optimization.....</code></pre>
<pre><code>## Computing bulk RNA-seq flux.....</code></pre>
<div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb26-1"><a href="#cb26-1"></a><span class="co">#optional.We can apply cubic root normalization to flux scores.</span></span>
<span id="cb26-2"><a href="#cb26-2"></a></span>
<span id="cb26-3"><a href="#cb26-3"></a>cbrt <-<span class="st"> </span><span class="cf">function</span>(x) {</span>
<span id="cb26-4"><a href="#cb26-4"></a> <span class="kw">sign</span>(x) <span class="op">*</span><span class="st"> </span><span class="kw">abs</span>(x)<span class="op">^</span>(<span class="dv">1</span><span class="op">/</span><span class="dv">3</span>)</span>
<span id="cb26-5"><a href="#cb26-5"></a>}</span>
<span id="cb26-6"><a href="#cb26-6"></a></span>
<span id="cb26-7"><a href="#cb26-7"></a>flux=<span class="kw">cbrt</span>(flux)</span></code></pre></div>
</div>
<div id="inspecting-and-interpreting-the-flux-data" class="section level2">
<h2>5.Inspecting and interpreting the flux data</h2>
<ul>
<li><p>Signs of fluxes are biologically meaningful. Here “sign” of flux indicates the direction. For example, for the nutrient uptake/release case (1648 exchange reactions in <strong>nutrient lookup file</strong>), a positive value means a release of compounds, and a negative value means uptake of compounds. For other reactions, a positive value implies the net flux is in a forward direction, and a negative flux indicates the net flux is in a backward direction. Absolute values denote the magnitude of flux.</p></li>
<li><p>One thing to note is that since we are minimizing the sum of overall fluxes in the model, we will get a parsimonious flux data output, meaning lots of reactions will approach 0 flux. (For example, some reactions should only go forward, but the predicted flux has a negative sign with a very small value and can be regarded as approaching 0 flux)</p></li>
<li><p>Extraction of targeted data. If one is strictly interested in metabolite uptake or release, one can search “nutrient lookup file” to obtain the metabolite exchange Reaction ID. For example, if we want to know the glucose uptake, we need to search for ‘glucose’ to get the glucose uptake reaction, which is HMR_9034. Those can be regarded as glucose metabolite uptake rates. Next, we can pull out the data:</p></li>
</ul>
<div class="sourceCode" id="cb27"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb27-1"><a href="#cb27-1"></a><span class="kw">data</span>(<span class="st">"nutrient_lookup_files"</span>)</span>
<span id="cb27-2"><a href="#cb27-2"></a>glucose<-<span class="kw">data.frame</span>(<span class="dt">glucose=</span>flux[<span class="kw">grep</span>(<span class="st">"HMR_9034"</span>,human_gem<span class="op">$</span>ID),])</span>
<span id="cb27-3"><a href="#cb27-3"></a>glucose</span></code></pre></div>
<pre><code>## glucose
## Sample1 -0.1576912
## Sample2 -0.1896533
## Sample3 -0.1522470
## Sample4 -0.1692082
## Sample5 -0.1902032</code></pre>
<div class="sourceCode" id="cb29"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb29-1"><a href="#cb29-1"></a><span class="kw">library</span>(ggplot2)</span>
<span id="cb29-2"><a href="#cb29-2"></a><span class="kw">ggplot</span>(glucose,<span class="kw">aes</span>(<span class="dt">y=</span><span class="op">-</span>glucose,<span class="dt">x=</span><span class="st">"sample"</span>))<span class="op">+</span><span class="kw">geom_boxplot</span>()<span class="op">+</span><span class="kw">ggtitle</span>(<span class="st">"Glucose uptake level"</span>)<span class="op">+</span><span class="kw">xlab</span>(<span class="st">""</span>)<span class="op">+</span><span class="kw">ylab</span>(<span class="st">"Glucose uptake scores"</span>)</span></code></pre></div>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<p>If one is interested in other reactions (e.g., glycolysis, oxphos, etc.), one needs to search for Reaction_ID using the human_gem file. For example, if we are interested in reaction HMR_4363 in glycolysis pathway:</p>
<div class="sourceCode" id="cb30"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb30-1"><a href="#cb30-1"></a><span class="co">#HMR_4363: 2-phospho-D-glycerate[c] <=> H2O[c] + PEP[c]</span></span>
<span id="cb30-2"><a href="#cb30-2"></a>HMR_<span class="dv">4363</span><-<span class="kw">data.frame</span>(<span class="dt">hmr4363=</span>flux[<span class="kw">grep</span>(<span class="st">"HMR_4363"</span>,human_gem<span class="op">$</span>ID),])</span></code></pre></div>
<p>We can also calculate pathway level activity for 142 pathways. For a given pathway, activity level can be calculated as mean fluxes of reactions associated with that pathway.</p>
<div class="sourceCode" id="cb31"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb31-1"><a href="#cb31-1"></a><span class="co">#compute pathway level activity for all samples</span></span>
<span id="cb31-2"><a href="#cb31-2"></a>pathway<-<span class="kw">unique</span>(<span class="kw">unlist</span>(human_gem<span class="op">$</span>SUBSYSTEM))</span>
<span id="cb31-3"><a href="#cb31-3"></a>pathway_score<-<span class="kw">list</span>()</span>
<span id="cb31-4"><a href="#cb31-4"></a><span class="cf">for</span> (i <span class="cf">in</span> pathway){</span>
<span id="cb31-5"><a href="#cb31-5"></a>path=i</span>
<span id="cb31-6"><a href="#cb31-6"></a>activity_score<-<span class="kw">c</span>()</span>
<span id="cb31-7"><a href="#cb31-7"></a><span class="cf">for</span> (d <span class="cf">in</span> <span class="dv">1</span><span class="op">:</span><span class="kw">ncol</span>(flux)){</span>
<span id="cb31-8"><a href="#cb31-8"></a>activity_score[d]<-<span class="kw">mean</span>(<span class="kw">abs</span>(flux[<span class="kw">which</span>(<span class="kw">unlist</span>(human_gem<span class="op">$</span>SUBSYSTEM)<span class="op">==</span>i),d]))</span>
<span id="cb31-9"><a href="#cb31-9"></a>} </span>
<span id="cb31-10"><a href="#cb31-10"></a>pathway_score[[i]]<-activity_score</span>
<span id="cb31-11"><a href="#cb31-11"></a>}</span>
<span id="cb31-12"><a href="#cb31-12"></a></span>
<span id="cb31-13"><a href="#cb31-13"></a>all_pathway_score<-<span class="kw">as.data.frame</span>(<span class="kw">do.call</span>(rbind,pathway_score))</span></code></pre></div>
<div class="sourceCode" id="cb32"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb32-1"><a href="#cb32-1"></a><span class="co">#heatmap </span></span>
<span id="cb32-2"><a href="#cb32-2"></a>mapal <-<span class="st"> </span><span class="kw">colorRampPalette</span>(RColorBrewer<span class="op">::</span><span class="kw">brewer.pal</span>(<span class="dv">11</span>,<span class="st">"RdBu"</span>))(<span class="dv">256</span>)</span>
<span id="cb32-3"><a href="#cb32-3"></a>pheatmap<span class="op">::</span><span class="kw">pheatmap</span>(all_pathway_score,<span class="dt">cluster_cols =</span> F,<span class="dt">color =</span> <span class="kw">rev</span>(mapal),<span class="dt">scale =</span> <span class="st">"row"</span>)</span></code></pre></div>
<p><img src="data:image/png;base64,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" /><!-- --></p>
</details>
<p><br />
</p>
</div>
</div>
<div id="step-by-step-breakdown-single-cell-pipeline" class="section level1">
<h1>4.Step by step breakdown: Single-cell pipeline</h1>
<p>We will model the whole tumor microenvironment as one community to account for the metabolic interaction between groups. Here, we do not compute cell-wise flux. Instead, we model fluxes at cluster/cell-type level. We will demonstrate use cases using Seurat object.</p>
<p><strong>To estimate metabolic fluxes, we need to provide:</strong></p>
<ol style="list-style-type: decimal">
<li>Gene by cell expression matrix. The input gene expression matrix should be normalized (e.g., log-transformed, etc.) before using METAFlux. METAflux will not perform any normalization on expression data.</li>
<li>Cluster or cell type assignments for each cell.</li>
<li>Cluster/cell type fractions<span class="math inline">\(*\)</span>. These proportions should be retrieved from experiments or calculated from matched bulk data using CIBERSORTx[2]. However, most datasets do not have such information. Directly calculated cluster (group) fractions in single-cell data could still be used. However, further studies are warranted to evaluate the findings since those proportions may deviate from the truth due to bias introduced during tissue dissociation .</li>
</ol>
<p><span class="math inline">\(*\)</span> Usually, each single cell data contains more than one subject (patients). <strong>It would be more natural to estimate the proportions of each cluster/cell type separately for each subject</strong>, as METAFlux will be modeling the interaction within the same TME. However, depending on specific biological questions and data quality, one can still study the average effect across subjects (i.e., proportions of each cluster/cell type are estimated using all data).</p>
<div id="load-library-and-data-files" class="section level2">
<h2>1. Load library and data files</h2>
<div class="sourceCode" id="cb33"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb33-1"><a href="#cb33-1"></a><span class="kw">library</span>(METAFlux)</span>
<span id="cb33-2"><a href="#cb33-2"></a><span class="co">#load medium file.Please read '3.Step by step breakdown:Bulk RNA-seq pipeline section 3.2.3' for more details</span></span>
<span id="cb33-3"><a href="#cb33-3"></a><span class="kw">data</span>(<span class="st">"human_blood"</span>)</span>
<span id="cb33-4"><a href="#cb33-4"></a><span class="kw">data</span>(<span class="st">"cell_medium"</span>)</span>
<span id="cb33-5"><a href="#cb33-5"></a><span class="co">#load underlying GEM.Please read '3.Step by step breakdown:Bulk RNA-seq pipeline section 3.2.2' for more details</span></span>
<span id="cb33-6"><a href="#cb33-6"></a><span class="kw">data</span>(<span class="st">"human_gem"</span>)</span></code></pre></div>
</div>
<div id="load-the-single-cell-data" class="section level2">
<h2>2. Load the single cell data</h2>
<div class="sourceCode" id="cb34"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb34-1"><a href="#cb34-1"></a><span class="kw">data</span>(<span class="st">"sc_test_example"</span>)</span></code></pre></div>
<p>Please note that this seurat toy example,this data contains only one patient. For mutiple samples,see example code at the section 2.1</p>
<div class="sourceCode" id="cb35"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb35-1"><a href="#cb35-1"></a><span class="co">#check cell types, here we want to model cell-type level flux</span></span>
<span id="cb35-2"><a href="#cb35-2"></a><span class="kw">table</span>(sc_test_example<span class="op">$</span>Cell_type)</span></code></pre></div>
<pre><code>##
## B lymphocytes Epithelial cells Myeloid cells T lymphocytes
## 37 120 120 120</code></pre>
</div>
<div id="create-an-average-expression-profile-for-stratified-bootstrapped-samples-for-this-patient" class="section level2">
<h2>3. Create an average expression profile for stratified bootstrapped samples for this patient</h2>
<p>Please note we only offer the built-in function to calculate the mean expression on bootstrap samples. There are many other ways to aggregate the samples, for example, like median or geometric mean. So users can calculate their own ‘average expression profile’ to feed into the next step, but the layout should be in a same data format like below.</p>
<div class="sourceCode" id="cb37"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb37-1"><a href="#cb37-1"></a><span class="co">#Calculate the mean expression for bootstrap samples</span></span>
<span id="cb37-2"><a href="#cb37-2"></a><span class="co">#For the sake of demonstration, we only set the number of bootstraps to 3. </span></span>
<span id="cb37-3"><a href="#cb37-3"></a><span class="co">#In real analysis, the number of bootstraps should be much higher(e.g. 100, 200....)</span></span>
<span id="cb37-4"><a href="#cb37-4"></a>mean_exp=<span class="kw">calculate_avg_exp</span>(<span class="dt">myseurat =</span> sc_test_example,<span class="dt">myident =</span> <span class="st">'Cell_type'</span>,<span class="dt">n_bootstrap=</span><span class="dv">3</span>,<span class="dt">seed=</span><span class="dv">1</span>)</span></code></pre></div>
<pre><code>## Centering and scaling data matrix
## Centering and scaling data matrix
## Centering and scaling data matrix</code></pre>
<div class="sourceCode" id="cb39"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb39-1"><a href="#cb39-1"></a><span class="kw">head</span>(mean_exp)</span></code></pre></div>
<pre><code>## B lymphocytes Epithelial cells Myeloid cells T lymphocytes
## A1BG 0.5903632 0.0000000 0.7048261 0.6375582
## A1BG-AS1 0.1846133 0.0000000 0.2007492 0.1699989
## A1CF 0.0000000 0.0000000 0.0000000 0.0000000
## A2M 0.0000000 0.1032028 1.1101576 0.0000000
## A2M-AS1 0.0000000 0.0000000 0.0000000 0.1172836
## A2ML1 0.0000000 0.0000000 0.0000000 0.0000000
## B lymphocytes Epithelial cells Myeloid cells T lymphocytes
## A1BG 1.082775 0.00000000 0.6059942 0.5785297
## A1BG-AS1 0.000000 0.00000000 0.1320018 0.0985478
## A1CF 0.000000 0.00000000 0.0000000 0.0000000
## A2M 0.000000 0.06437396 1.0537790 0.0000000
## A2M-AS1 0.000000 0.00000000 0.0000000 0.1172836
## A2ML1 0.000000 0.00000000 0.0000000 0.0000000
## B lymphocytes Epithelial cells Myeloid cells T lymphocytes
## A1BG 1.207643 0.0000000 0.5241961 0.2085221
## A1BG-AS1 0.000000 0.0000000 0.2405239 0.0000000
## A1CF 0.000000 0.0000000 0.0000000 0.0000000
## A2M 0.000000 0.1818827 0.9224259 0.0000000
## A2M-AS1 0.000000 0.0000000 0.0000000 0.0000000
## A2ML1 0.000000 0.0000000 0.0000000 0.0000000</code></pre>
</div>
<div id="calculate-mrasmetabolic-reaction-activity-score" class="section level2">
<h2>4. Calculate MRAS(Metabolic Reaction Activity Score)</h2>
<p>We can calculate single sample normalized MRAS from data using Gene-protein-reaction (GPR).This step is the same with the bulk RNA-seq pipeline.</p>
<div class="sourceCode" id="cb41"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb41-1"><a href="#cb41-1"></a><span class="co">#calculate metabolic reaction scores</span></span>
<span id="cb41-2"><a href="#cb41-2"></a>scores<-<span class="kw">calculate_reaction_score</span>(<span class="dt">data=</span>mean_exp)</span></code></pre></div>
<pre><code>## 95.669% metabolic related genes were found......</code></pre>
<pre><code>## Computing metabolic reaction activity scores......</code></pre>
<pre><code>## Preparing for score matrix......</code></pre>
<pre><code>## Metabolic reaction activity scores successfully calculated</code></pre>
<p>Take a look at MRAS results</p>
<div class="sourceCode" id="cb46"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb46-1"><a href="#cb46-1"></a><span class="kw">head</span>(scores,<span class="dv">4</span>)</span></code></pre></div>
<pre><code>## B lymphocytes Epithelial cells Myeloid cells T lymphocytes
## HMR_3905 0.0001110376 0.0016033661 6.089889e-04 0.0011867417
## HMR_3907 0.0018399207 0.0011775454 1.781516e-03 0.0005612051
## HMR_4097 0.0000000000 0.0001369900 7.021776e-05 0.0000000000
## HMR_4099 0.0005489067 0.0009259649 3.490022e-04 0.0001699136
## B lymphocytes.1 Epithelial cells.1 Myeloid cells.1 T lymphocytes.1
## HMR_3905 0.0001052063 0.0017716880 0.0007462208 0.0009607519
## HMR_3907 0.0019568699 0.0012993935 0.0020043234 0.0006483234
## HMR_4097 0.0000000000 0.0001750853 0.0001416029 0.0000000000
## HMR_4099 0.0003529752 0.0010112861 0.0004172000 0.0003275986
## B lymphocytes.2 Epithelial cells.2 Myeloid cells.2 T lymphocytes.2
## HMR_3905 0.0001941826 0.0019331392 0.0007114677 0.0006899241
## HMR_3907 0.0025411176 0.0011940906 0.0018005957 0.0003950606
## HMR_4097 0.0000000000 0.0003202937 0.0001778084 0.0000000000
## HMR_4099 0.0030136719 0.0008887043 0.0006402115 0.0001799770</code></pre>
</div>
<div id="compute-flux" class="section level2">
<h2>5. Compute flux</h2>
<p>We calculate the metabolic fluxes. Note that the order of <em>fraction</em> parameters input should be consistent with the order in <strong>scores</strong> results. For example, Cell type 1(B lymphocytes) is the first column of <strong>scores</strong>, and the cell type 2 (Epithelial cells) is the second column of <strong>scores</strong>, etc. More importantly, fractions need to sum up to 1.</p>
<div class="sourceCode" id="cb48"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb48-1"><a href="#cb48-1"></a><span class="co">#calculate the fractions of celltype/clusters</span></span>
<span id="cb48-2"><a href="#cb48-2"></a><span class="kw">round</span>(<span class="kw">table</span>(sc_test_example<span class="op">$</span>Cell_type)<span class="op">/</span><span class="kw">nrow</span>(sc_test_example<span class="op">@</span>meta.data),<span class="dv">1</span>)</span></code></pre></div>
<pre><code>##
## B lymphocytes Epithelial cells Myeloid cells T lymphocytes
## 0.1 0.3 0.3 0.3</code></pre>
<div class="sourceCode" id="cb50"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb50-1"><a href="#cb50-1"></a><span class="co">#calculate flux,here we used human blood as our medium, but please change to cell line medium if you sample is from cell line.</span></span>
<span id="cb50-2"><a href="#cb50-2"></a><span class="co">#num_cell:number of cell types/clusters=4</span></span>
<span id="cb50-3"><a href="#cb50-3"></a>flux=<span class="kw">compute_sc_flux</span>(<span class="dt">num_cell =</span> <span class="dv">4</span>,<span class="dt">fraction =</span><span class="kw">c</span>(<span class="fl">0.1</span>,<span class="fl">0.3</span>,<span class="fl">0.3</span>,<span class="fl">0.3</span>),<span class="dt">fluxscore=</span>scores,<span class="dt">medium =</span> human_blood)</span></code></pre></div>
<pre><code>## Preparing for TME S matrix.....</code></pre>
<pre><code>## S matrix completed......</code></pre>
<pre><code>## Compute metabolic flux......</code></pre>
<pre><code>##
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