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<meta property="og:description" content="These functions can be used to determine first weighted isolates by considering the phenotype for isolate selection (see first_isolate()). Using a phenotype-based method to determine first isolates is more reliable than methods that disregard phenotypes." />
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<h1>(Key) Antimicrobials for First Weighted Isolates</h1>
<small class="dont-index">Source: <a href='https://github.com/msberends/AMR/blob/master/R/key_antimicrobials.R'><code>R/key_antimicrobials.R</code></a></small>
<div class="hidden name"><code>key_antimicrobials.Rd</code></div>
</div>
<div class="ref-description">
<p>These functions can be used to determine first weighted isolates by considering the phenotype for isolate selection (see <code><a href='first_isolate.html'>first_isolate()</a></code>). Using a phenotype-based method to determine first isolates is more reliable than methods that disregard phenotypes.</p>
</div>
<pre class="usage"><span class='fu'>key_antimicrobials</span><span class='op'>(</span>
x <span class='op'>=</span> <span class='cn'>NULL</span>,
col_mo <span class='op'>=</span> <span class='cn'>NULL</span>,
universal <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"ampicillin"</span>, <span class='st'>"amoxicillin/clavulanic acid"</span>, <span class='st'>"cefuroxime"</span>,
<span class='st'>"piperacillin/tazobactam"</span>, <span class='st'>"ciprofloxacin"</span>, <span class='st'>"trimethoprim/sulfamethoxazole"</span><span class='op'>)</span>,
gram_negative <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"gentamicin"</span>, <span class='st'>"tobramycin"</span>, <span class='st'>"colistin"</span>, <span class='st'>"cefotaxime"</span>,
<span class='st'>"ceftazidime"</span>, <span class='st'>"meropenem"</span><span class='op'>)</span>,
gram_positive <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"vancomycin"</span>, <span class='st'>"teicoplanin"</span>, <span class='st'>"tetracycline"</span>, <span class='st'>"erythromycin"</span>,
<span class='st'>"oxacillin"</span>, <span class='st'>"rifampin"</span><span class='op'>)</span>,
antifungal <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"anidulafungin"</span>, <span class='st'>"caspofungin"</span>, <span class='st'>"fluconazole"</span>, <span class='st'>"miconazole"</span>,
<span class='st'>"nystatin"</span>, <span class='st'>"voriconazole"</span><span class='op'>)</span>,
only_rsi_columns <span class='op'>=</span> <span class='cn'>FALSE</span>,
<span class='va'>...</span>
<span class='op'>)</span>
<span class='fu'>all_antimicrobials</span><span class='op'>(</span>x <span class='op'>=</span> <span class='cn'>NULL</span>, only_rsi_columns <span class='op'>=</span> <span class='cn'>FALSE</span>, <span class='va'>...</span><span class='op'>)</span>
<span class='fu'>antimicrobials_equal</span><span class='op'>(</span>
<span class='va'>y</span>,
<span class='va'>z</span>,
type <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span><span class='op'>(</span><span class='st'>"points"</span>, <span class='st'>"keyantimicrobials"</span><span class='op'>)</span>,
ignore_I <span class='op'>=</span> <span class='cn'>TRUE</span>,
points_threshold <span class='op'>=</span> <span class='fl'>2</span>,
<span class='va'>...</span>
<span class='op'>)</span></pre>
<h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
<table class="ref-arguments">
<colgroup><col class="name" /><col class="desc" /></colgroup>
<tr>
<th>x</th>
<td><p>a <a href='https://rdrr.io/r/base/data.frame.html'>data.frame</a> with antibiotics columns, like <code>AMX</code> or <code>amox</code>. Can be left blank to determine automatically</p></td>
</tr>
<tr>
<th>col_mo</th>
<td><p>column name of the IDs of the microorganisms (see <code><a href='as.mo.html'>as.mo()</a></code>), defaults to the first column of class <code><a href='as.mo.html'>mo</a></code>. Values will be coerced using <code><a href='as.mo.html'>as.mo()</a></code>.</p></td>
</tr>
<tr>
<th>universal</th>
<td><p>names of <strong>broad-spectrum</strong> antimicrobial agents, case-insensitive. Set to <code>NULL</code> to ignore. See <em>Details</em> for the default agents.</p></td>
</tr>
<tr>
<th>gram_negative</th>
<td><p>names of antibiotic agents for <strong>Gram-positives</strong>, case-insensitive. Set to <code>NULL</code> to ignore. See <em>Details</em> for the default agents.</p></td>
</tr>
<tr>
<th>gram_positive</th>
<td><p>names of antibiotic agents for <strong>Gram-negatives</strong>, case-insensitive. Set to <code>NULL</code> to ignore. See <em>Details</em> for the default agents.</p></td>
</tr>
<tr>
<th>antifungal</th>
<td><p>names of antifungal agents for <strong>fungi</strong>, case-insensitive. Set to <code>NULL</code> to ignore. See <em>Details</em> for the default agents.</p></td>
</tr>
<tr>
<th>only_rsi_columns</th>
<td><p>a <a href='https://rdrr.io/r/base/logical.html'>logical</a> to indicate whether only columns must be included that were transformed to class <code>&lt;rsi&gt;</code> (see <code><a href='as.rsi.html'>as.rsi()</a></code>) on beforehand (defaults to <code>FALSE</code>)</p></td>
</tr>
<tr>
<th>...</th>
<td><p>ignored, only in place to allow future extensions</p></td>
</tr>
<tr>
<th>y, z</th>
<td><p><a href='https://rdrr.io/r/base/character.html'>character</a> vectors to compare</p></td>
</tr>
<tr>
<th>type</th>
<td><p>type to determine weighed isolates; can be <code>"keyantimicrobials"</code> or <code>"points"</code>, see <em>Details</em></p></td>
</tr>
<tr>
<th>ignore_I</th>
<td><p><a href='https://rdrr.io/r/base/logical.html'>logical</a> to indicate whether antibiotic interpretations with <code>"I"</code> will be ignored when <code>type = "keyantimicrobials"</code>, see <em>Details</em></p></td>
</tr>
<tr>
<th>points_threshold</th>
<td><p>minimum number of points to require before differences in the antibiogram will lead to inclusion of an isolate when <code>type = "points"</code>, see <em>Details</em></p></td>
</tr>
</table>
<h2 class="hasAnchor" id="details"><a class="anchor" href="#details"></a>Details</h2>
<p>The <code>key_antimicrobials()</code> and <code>all_antimicrobials()</code> functions are context-aware. This means that then the <code>x</code> argument can be left blank, see <em>Examples</em>.</p>
<p>The function <code>key_antimicrobials()</code> returns a <a href='https://rdrr.io/r/base/character.html'>character</a> vector with 12 antimicrobial results for every isolate. The function <code>all_antimicrobials()</code> returns a <a href='https://rdrr.io/r/base/character.html'>character</a> vector with all antimicrobial results for every isolate. These vectors can then be compared using <code>antimicrobials_equal()</code>, to check if two isolates have generally the same antibiogram. Missing and invalid values are replaced with a dot (<code>"."</code>) by <code>key_antimicrobials()</code> and ignored by <code>antimicrobials_equal()</code>.</p>
<p>Please see the <code><a href='first_isolate.html'>first_isolate()</a></code> function how these important functions enable the 'phenotype-based' method for determination of first isolates.</p>
<p>The default antimicrobial agents used for <strong>all rows</strong> (set in <code>universal</code>) are:</p><ul>
<li><p>Ampicillin</p></li>
<li><p>Amoxicillin/clavulanic acid</p></li>
<li><p>Cefuroxime</p></li>
<li><p>Ciprofloxacin</p></li>
<li><p>Piperacillin/tazobactam</p></li>
<li><p>Trimethoprim/sulfamethoxazole</p></li>
</ul>
<p>The default antimicrobial agents used for <strong>Gram-negative bacteria</strong> (set in <code>gram_negative</code>) are:</p><ul>
<li><p>Cefotaxime</p></li>
<li><p>Ceftazidime</p></li>
<li><p>Colistin</p></li>
<li><p>Gentamicin</p></li>
<li><p>Meropenem</p></li>
<li><p>Tobramycin</p></li>
</ul>
<p>The default antimicrobial agents used for <strong>Gram-positive bacteria</strong> (set in <code>gram_positive</code>) are:</p><ul>
<li><p>Erythromycin</p></li>
<li><p>Oxacillin</p></li>
<li><p>Rifampin</p></li>
<li><p>Teicoplanin</p></li>
<li><p>Tetracycline</p></li>
<li><p>Vancomycin</p></li>
</ul>
<p>The default antimicrobial agents used for <strong>fungi</strong> (set in <code>antifungal</code>) are:</p><ul>
<li><p>Anidulafungin</p></li>
<li><p>Caspofungin</p></li>
<li><p>Fluconazole</p></li>
<li><p>Miconazole</p></li>
<li><p>Nystatin</p></li>
<li><p>Voriconazole</p></li>
</ul>
<h2 class="hasAnchor" id="stable-lifecycle"><a class="anchor" href="#stable-lifecycle"></a>Stable Lifecycle</h2>
<p><img src='figures/lifecycle_stable.svg' style=margin-bottom:5px /> <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>
<p>If the unlying code needs breaking changes, they will occur gradually. For example, a argument will be deprecated and first continue to work, but will emit an 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>
<h2 class="hasAnchor" id="read-more-on-our-website-"><a class="anchor" href="#read-more-on-our-website-"></a>Read more on Our Website!</h2>
<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>. As we would like to better understand the backgrounds and needs of our users, please <a href='https://msberends.github.io/AMR/survey.html'>participate in our survey</a>!</p>
<h2 class="hasAnchor" id="see-also"><a class="anchor" href="#see-also"></a>See also</h2>
<div class='dont-index'><p><code><a href='first_isolate.html'>first_isolate()</a></code></p></div>
<h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
<pre class="examples"><span class='co'># `example_isolates` is a data set available in the AMR package.</span>
<span class='co'># See ?example_isolates.</span>
<span class='co'># output of the `key_antimicrobials()` function could be like this:</span>
<span class='va'>strainA</span> <span class='op'>&lt;-</span> <span class='st'>"SSSRR.S.R..S"</span>
<span class='va'>strainB</span> <span class='op'>&lt;-</span> <span class='st'>"SSSIRSSSRSSS"</span>
<span class='co'># those strings can be compared with:</span>
<span class='fu'>antimicrobials_equal</span><span class='op'>(</span><span class='va'>strainA</span>, <span class='va'>strainB</span>, type <span class='op'>=</span> <span class='st'>"keyantimicrobials"</span><span class='op'>)</span>
<span class='co'># TRUE, because I is ignored (as well as missing values)</span>
<span class='fu'>antimicrobials_equal</span><span class='op'>(</span><span class='va'>strainA</span>, <span class='va'>strainB</span>, type <span class='op'>=</span> <span class='st'>"keyantimicrobials"</span>, ignore_I <span class='op'>=</span> <span class='cn'>FALSE</span><span class='op'>)</span>
<span class='co'># FALSE, because I is not ignored and so the 4th [character] differs</span>
<span class='co'># \donttest{</span>
<span class='kw'>if</span> <span class='op'>(</span><span class='kw'><a href='https://rdrr.io/r/base/library.html'>require</a></span><span class='op'>(</span><span class='st'><a href='https://dplyr.tidyverse.org'>"dplyr"</a></span><span class='op'>)</span><span class='op'>)</span> <span class='op'>{</span>
<span class='co'># set key antibiotics to a new variable</span>
<span class='va'>my_patients</span> <span class='op'>&lt;-</span> <span class='va'>example_isolates</span> <span class='op'>%&gt;%</span>
<span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></span><span class='op'>(</span>keyab <span class='op'>=</span> <span class='fu'>key_antimicrobials</span><span class='op'>(</span>antifungal <span class='op'>=</span> <span class='cn'>NULL</span><span class='op'>)</span><span class='op'>)</span> <span class='op'>%&gt;%</span> <span class='co'># no need to define `x`</span>
<span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></span><span class='op'>(</span>
<span class='co'># now calculate first isolates</span>
first_regular <span class='op'>=</span> <span class='fu'><a href='first_isolate.html'>first_isolate</a></span><span class='op'>(</span>col_keyantimicrobials <span class='op'>=</span> <span class='cn'>FALSE</span><span class='op'>)</span>,
<span class='co'># and first WEIGHTED isolates</span>
first_weighted <span class='op'>=</span> <span class='fu'><a href='first_isolate.html'>first_isolate</a></span><span class='op'>(</span>col_keyantimicrobials <span class='op'>=</span> <span class='st'>"keyab"</span><span class='op'>)</span>
<span class='op'>)</span>
<span class='co'># Check the difference, in this data set it results in more isolates:</span>
<span class='fu'><a href='https://rdrr.io/r/base/sum.html'>sum</a></span><span class='op'>(</span><span class='va'>my_patients</span><span class='op'>$</span><span class='va'>first_regular</span>, na.rm <span class='op'>=</span> <span class='cn'>TRUE</span><span class='op'>)</span>
<span class='fu'><a href='https://rdrr.io/r/base/sum.html'>sum</a></span><span class='op'>(</span><span class='va'>my_patients</span><span class='op'>$</span><span class='va'>first_weighted</span>, na.rm <span class='op'>=</span> <span class='cn'>TRUE</span><span class='op'>)</span>
<span class='op'>}</span>
<span class='co'># }</span>
</pre>
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