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<h1>Transform Input to Minimum Inhibitory Concentrations (MIC)</h1>
<small class="dont-index">Source: <a href="https://github.com/msberends/AMR/blob/HEAD/R/mic.R" class="external-link"><code>R/mic.R</code></a></small>
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<div class="hidden name"><code>as.mic.Rd</code></div>
</div>
<div class="ref-description">
<p>This transforms vectors to a new class <code>mic</code>, which treats the input as decimal numbers, while maintaining operators (such as "&gt;=") and only allowing valid MIC values known to the field of (medical) microbiology.</p>
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</div>
<div id="ref-usage">
<div class="sourceCode"><pre class="sourceCode r"><code><span class="fu">as.mic</span><span class="op">(</span><span class="va">x</span>, na.rm <span class="op">=</span> <span class="cn">FALSE</span><span class="op">)</span>
<span class="va">NA_mic_</span>
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<span class="fu">is.mic</span><span class="op">(</span><span class="va">x</span><span class="op">)</span></code></pre></div>
</div>
<div id="format">
<h2>Format</h2>
<p>An object of class <code>mic</code> (inherits from <code>ordered</code>, <code>factor</code>) of length 1.</p>
</div>
<div id="arguments">
<h2>Arguments</h2>
<dl><dt>x</dt>
<dd><p>a <a href="https://rdrr.io/r/base/character.html" class="external-link">character</a> or <a href="https://rdrr.io/r/base/numeric.html" class="external-link">numeric</a> vector</p></dd>
<dt>na.rm</dt>
<dd><p>a <a href="https://rdrr.io/r/base/logical.html" class="external-link">logical</a> indicating whether missing values should be removed</p></dd>
</dl></div>
<div id="value">
<h2>Value</h2>
<p>Ordered <a href="https://rdrr.io/r/base/factor.html" class="external-link">factor</a> with additional class <code>mic</code>, that in mathematical operations acts as decimal numbers. Bare in mind that the outcome of any mathematical operation on MICs will return a <a href="https://rdrr.io/r/base/numeric.html" class="external-link">numeric</a> value.</p>
</div>
<div id="details">
<h2>Details</h2>
<p>To interpret MIC values as RSI values, use <code><a href="as.rsi.html">as.rsi()</a></code> on MIC values. It supports guidelines from EUCAST and CLSI.</p>
<p>This class for MIC values is a quite a special data type: formally it is an ordered <a href="https://rdrr.io/r/base/factor.html" class="external-link">factor</a> with valid MIC values as <a href="https://rdrr.io/r/base/factor.html" class="external-link">factor</a> levels (to make sure only valid MIC values are retained), but for any mathematical operation it acts as decimal numbers:</p><div class="sourceCode"><pre><code><span class="va">x</span> <span class="op">&lt;-</span> <span class="fu"><a href="../reference/random.html">random_mic</a></span><span class="op">(</span><span class="fl">10</span><span class="op">)</span>
<span class="va">x</span>
<span class="co">#&gt; Class &lt;mic&gt;</span>
<span class="co">#&gt; [1] 16 1 8 8 64 &gt;=128 0.0625 32 32 16</span>
<span class="fu"><a href="https://rdrr.io/r/base/factor.html" class="external-link">is.factor</a></span><span class="op">(</span><span class="va">x</span><span class="op">)</span>
<span class="co">#&gt; [1] TRUE</span>
<span class="va">x</span><span class="op">[</span><span class="fl">1</span><span class="op">]</span> <span class="op">*</span> <span class="fl">2</span>
<span class="co">#&gt; [1] 32</span>
<span class="fu"><a href="https://rdrr.io/r/stats/median.html" class="external-link">median</a></span><span class="op">(</span><span class="va">x</span><span class="op">)</span>
<span class="co">#&gt; [1] 26</span></code></pre></div>
<p>This makes it possible to maintain operators that often come with MIC values, such "&gt;=" and "&lt;=", even when filtering using <a href="https://rdrr.io/r/base/numeric.html" class="external-link">numeric</a> values in data analysis, e.g.:</p><div class="sourceCode"><pre><code><span class="va">x</span><span class="op">[</span><span class="va">x</span> <span class="op">&gt;</span> <span class="fl">4</span><span class="op">]</span>
<span class="co">#&gt; Class &lt;mic&gt;</span>
<span class="co">#&gt; [1] 16 8 8 64 &gt;=128 32 32 16</span>
<span class="va">df</span> <span class="op">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/data.frame.html" class="external-link">data.frame</a></span><span class="op">(</span><span class="va">x</span>, hospital <span class="op">=</span> <span class="st">"A"</span><span class="op">)</span>
<span class="fu"><a href="https://rdrr.io/r/base/subset.html" class="external-link">subset</a></span><span class="op">(</span><span class="va">df</span>, <span class="va">x</span> <span class="op">&gt;</span> <span class="fl">4</span><span class="op">)</span> <span class="co"># or with dplyr: df %&gt;% filter(x &gt; 4)</span>
<span class="co">#&gt; x hospital</span>
<span class="co">#&gt; 1 16 A</span>
<span class="co">#&gt; 5 64 A</span>
<span class="co">#&gt; 6 &gt;=128 A</span>
<span class="co">#&gt; 8 32 A</span>
<span class="co">#&gt; 9 32 A</span>
<span class="co">#&gt; 10 16 A</span></code></pre></div>
<p>The following <a href="https://rdrr.io/r/base/groupGeneric.html" class="external-link">generic functions</a> are implemented for the MIC class: <code>!</code>, <code>!=</code>, <code>%%</code>, <code>%/%</code>, <code>&amp;</code>, <code>*</code>, <code>+</code>, <code>-</code>, <code>/</code>, <code>&lt;</code>, <code>&lt;=</code>, <code>==</code>, <code>&gt;</code>, <code>&gt;=</code>, <code>^</code>, <code>|</code>, <code><a href="https://rdrr.io/r/base/MathFun.html" class="external-link">abs()</a></code>, <code><a href="https://rdrr.io/r/base/Trig.html" class="external-link">acos()</a></code>, <code><a href="https://rdrr.io/r/base/Hyperbolic.html" class="external-link">acosh()</a></code>, <code><a href="https://rdrr.io/r/base/all.html" class="external-link">all()</a></code>, <code><a href="https://rdrr.io/r/base/any.html" class="external-link">any()</a></code>, <code><a href="https://rdrr.io/r/base/Trig.html" class="external-link">asin()</a></code>, <code><a href="https://rdrr.io/r/base/Hyperbolic.html" class="external-link">asinh()</a></code>, <code><a href="https://rdrr.io/r/base/Trig.html" class="external-link">atan()</a></code>, <code><a href="https://rdrr.io/r/base/Hyperbolic.html" class="external-link">atanh()</a></code>, <code><a href="https://rdrr.io/r/base/Round.html" class="external-link">ceiling()</a></code>, <code><a href="https://rdrr.io/r/base/Trig.html" class="external-link">cos()</a></code>, <code><a href="https://rdrr.io/r/base/Hyperbolic.html" class="external-link">cosh()</a></code>, <code><a href="https://rdrr.io/r/base/Trig.html" class="external-link">cospi()</a></code>, <code><a href="https://rdrr.io/r/base/cumsum.html" class="external-link">cummax()</a></code>, <code><a href="https://rdrr.io/r/base/cumsum.html" class="external-link">cummin()</a></code>, <code><a href="https://rdrr.io/r/base/cumsum.html" class="external-link">cumprod()</a></code>, <code><a href="https://rdrr.io/r/base/cumsum.html" class="external-link">cumsum()</a></code>, <code><a href="https://rdrr.io/r/base/Special.html" class="external-link">digamma()</a></code>, <code><a href="https://rdrr.io/r/base/Log.html" class="external-link">exp()</a></code>, <code><a href="https://rdrr.io/r/base/Log.html" class="external-link">expm1()</a></code>, <code><a href="https://rdrr.io/r/base/Round.html" class="external-link">floor()</a></code>, <code><a href="https://rdrr.io/r/base/Special.html" class="external-link">gamma()</a></code>, <code><a href="https://rdrr.io/r/base/Special.html" class="external-link">lgamma()</a></code>, <code><a href="https://rdrr.io/r/base/Log.html" class="external-link">log()</a></code>, <code><a href="https://rdrr.io/r/base/Log.html" class="external-link">log1p()</a></code>, <code><a href="https://rdrr.io/r/base/Log.html" class="external-link">log2()</a></code>, <code><a href="https://rdrr.io/r/base/Log.html" class="external-link">log10()</a></code>, <code><a href="https://rdrr.io/r/base/Extremes.html" class="external-link">max()</a></code>, <code><a href="https://rdrr.io/r/base/mean.html" class="external-link">mean()</a></code>, <code><a href="https://rdrr.io/r/base/Extremes.html" class="external-link">min()</a></code>, <code><a href="https://rdrr.io/r/base/prod.html" class="external-link">prod()</a></code>, <code><a href="https://rdrr.io/r/base/range.html" class="external-link">range()</a></code>, <code><a href="https://rdrr.io/r/base/Round.html" class="external-link">round()</a></code>, <code><a href="https://rdrr.io/r/base/sign.html" class="external-link">sign()</a></code>, <code><a href="https://rdrr.io/r/base/Round.html" class="external-link">signif()</a></code>, <code><a href="https://rdrr.io/r/base/Trig.html" class="external-link">sin()</a></code>, <code><a href="https://rdrr.io/r/base/Hyperbolic.html" class="external-link">sinh()</a></code>, <code><a href="https://rdrr.io/r/base/Trig.html" class="external-link">sinpi()</a></code>, <code><a href="https://rdrr.io/r/base/MathFun.html" class="external-link">sqrt()</a></code>, <code><a href="https://rdrr.io/r/base/sum.html" class="external-link">sum()</a>
<p><code>NA_mic_</code> is a missing value of the new <code>&lt;mic&gt;</code> class.</p>
</div>
<div id="stable-lifecycle">
<h2>Stable Lifecycle</h2>
<p><img src="figures/lifecycle_stable.svg" style='margin-bottom:"5"'><br>
The <a href="lifecycle.html">lifecycle</a> of this function is <strong>stable</strong>. In a stable function, major changes are unlikely. This means that the unlying code will generally evolve by adding new arguments; removing arguments or changing the meaning of existing arguments will be avoided.</p>
2022-03-10 19:33:25 +01:00
<p>If the unlying code needs breaking changes, they will occur gradually. For example, an argument will be deprecated and first continue to work, but will emit a message informing you of the change. Next, typically after at least one newly released version on CRAN, the message will be transformed to an error.</p>
</div>
<div id="read-more-on-our-website-">
<h2>Read more on Our Website!</h2>
2019-01-02 23:24:07 +01:00
2019-10-13 09:31:58 +02:00
<p>On our website <a href="https://msberends.github.io/AMR/">https://msberends.github.io/AMR/</a> you can find <a href="https://msberends.github.io/AMR/articles/AMR.html">a comprehensive tutorial</a> about how to conduct AMR data analysis, the <a href="https://msberends.github.io/AMR/reference/">complete documentation of all functions</a> and <a href="https://msberends.github.io/AMR/articles/WHONET.html">an example analysis using WHONET data</a>.</p>
</div>
<div id="see-also">
<h2>See also</h2>
<div class="dont-index"><p><code><a href="as.rsi.html">as.rsi()</a></code></p></div>
</div>
<div id="ref-examples">
<h2>Examples</h2>
<div class="sourceCode"><pre class="sourceCode r"><code><span class="va">mic_data</span> <span class="op">&lt;-</span> <span class="fu">as.mic</span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"&gt;=32"</span>, <span class="st">"1.0"</span>, <span class="st">"1"</span>, <span class="st">"1.00"</span>, <span class="fl">8</span>, <span class="st">"&lt;=0.128"</span>, <span class="st">"8"</span>, <span class="st">"16"</span>, <span class="st">"16"</span><span class="op">)</span><span class="op">)</span>
<span class="fu">is.mic</span><span class="op">(</span><span class="va">mic_data</span><span class="op">)</span>
<span class="co"># this can also coerce combined MIC/RSI values:</span>
<span class="fu">as.mic</span><span class="op">(</span><span class="st">"&lt;=0.002; S"</span><span class="op">)</span> <span class="co"># will return &lt;=0.002</span>
<span class="co"># mathematical processing treats MICs as [numeric] values</span>
<span class="fu"><a href="https://rdrr.io/r/stats/fivenum.html" class="external-link">fivenum</a></span><span class="op">(</span><span class="va">mic_data</span><span class="op">)</span>
<span class="fu"><a href="https://rdrr.io/r/stats/quantile.html" class="external-link">quantile</a></span><span class="op">(</span><span class="va">mic_data</span><span class="op">)</span>
<span class="fu"><a href="https://rdrr.io/r/base/all.html" class="external-link">all</a></span><span class="op">(</span><span class="va">mic_data</span> <span class="op">&lt;</span> <span class="fl">512</span><span class="op">)</span>
<span class="co"># interpret MIC values</span>
<span class="fu"><a href="as.rsi.html">as.rsi</a></span><span class="op">(</span>x <span class="op">=</span> <span class="fu">as.mic</span><span class="op">(</span><span class="fl">2</span><span class="op">)</span>,
mo <span class="op">=</span> <span class="fu"><a href="as.mo.html">as.mo</a></span><span class="op">(</span><span class="st">"S. pneumoniae"</span><span class="op">)</span>,
ab <span class="op">=</span> <span class="st">"AMX"</span>,
guideline <span class="op">=</span> <span class="st">"EUCAST"</span><span class="op">)</span>
<span class="fu"><a href="as.rsi.html">as.rsi</a></span><span class="op">(</span>x <span class="op">=</span> <span class="fu">as.mic</span><span class="op">(</span><span class="fl">4</span><span class="op">)</span>,
mo <span class="op">=</span> <span class="fu"><a href="as.mo.html">as.mo</a></span><span class="op">(</span><span class="st">"S. pneumoniae"</span><span class="op">)</span>,
ab <span class="op">=</span> <span class="st">"AMX"</span>,
guideline <span class="op">=</span> <span class="st">"EUCAST"</span><span class="op">)</span>
<span class="co"># plot MIC values, see ?plot</span>
<span class="fu"><a href="plot.html">plot</a></span><span class="op">(</span><span class="va">mic_data</span><span class="op">)</span>
<span class="fu"><a href="plot.html">plot</a></span><span class="op">(</span><span class="va">mic_data</span>, mo <span class="op">=</span> <span class="st">"E. coli"</span>, ab <span class="op">=</span> <span class="st">"cipro"</span><span class="op">)</span>
</code></pre></div>
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