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<h2 id="toc-title">Table of contents</h2>
<ul>
<li><a href="#この資料について" id="toc-この資料について" class="nav-link active" data-scroll-target="#この資料について">この資料について</a></li>
<li><a href="#coder-パッケージ" id="toc-coder-パッケージ" class="nav-link" data-scroll-target="#coder-パッケージ"><code>coder</code> パッケージ</a>
<ul class="collapse">
<li><a href="#icd-code-を含むサンプルデータ" id="toc-icd-code-を含むサンプルデータ" class="nav-link" data-scroll-target="#icd-code-を含むサンプルデータ">ICD code を含むサンプルデータ</a></li>
<li><a href="#categorize" id="toc-categorize" class="nav-link" data-scroll-target="#categorize"><code>categorize()</code></a></li>
</ul></li>
<li><a href="#comorbidity-パッケージ" id="toc-comorbidity-パッケージ" class="nav-link" data-scroll-target="#comorbidity-パッケージ"><code>comorbidity</code> パッケージ</a>
<ul class="collapse">
<li><a href="#併存疾患の抽出cci-の算出" id="toc-併存疾患の抽出cci-の算出" class="nav-link" data-scroll-target="#併存疾患の抽出cci-の算出">併存疾患の抽出、CCI の算出</a></li>
</ul></li>
<li><a href="#touch-パッケージ" id="toc-touch-パッケージ" class="nav-link" data-scroll-target="#touch-パッケージ"><code>touch</code> パッケージ</a>
<ul class="collapse">
<li><a href="#gems-とは" id="toc-gems-とは" class="nav-link" data-scroll-target="#gems-とは">GEMs とは</a>
<ul class="collapse">
<li><a href="#概要" id="toc-概要" class="nav-link" data-scroll-target="#概要">概要</a></li>
<li><a href="#gems-の特徴" id="toc-gems-の特徴" class="nav-link" data-scroll-target="#gems-の特徴">GEMs の特徴</a></li>
<li><a href="#gems-を用いた変換に対する批判" id="toc-gems-を用いた変換に対する批判" class="nav-link" data-scroll-target="#gems-を用いた変換に対する批判">GEMs を用いた変換に対する批判</a></li>
<li><a href="#gems-を用いた変換の精度を検証した論文" id="toc-gems-を用いた変換の精度を検証した論文" class="nav-link" data-scroll-target="#gems-を用いた変換の精度を検証した論文">GEMs を用いた変換の精度を検証した論文</a></li>
</ul></li>
<li><a href="#icd-9-と-icd-10-の相互変換" id="toc-icd-9-と-icd-10-の相互変換" class="nav-link" data-scroll-target="#icd-9-と-icd-10-の相互変換">ICD-9 と ICD-10 の相互変換</a></li>
</ul></li>
<li><a href="#icd-パッケージ" id="toc-icd-パッケージ" class="nav-link" data-scroll-target="#icd-パッケージ"><code>icd</code> パッケージ</a>
<ul class="collapse">
<li><a href="#インストール" id="toc-インストール" class="nav-link" data-scroll-target="#インストール">インストール</a></li>
<li><a href="#explain_code" id="toc-explain_code" class="nav-link" data-scroll-target="#explain_code"><code>explain_code()</code></a></li>
</ul></li>
<li><a href="#まとめ" id="toc-まとめ" class="nav-link" data-scroll-target="#まとめ">まとめ</a></li>
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<div class="quarto-title-block"><div><h1 class="title">ICD code を扱う R パッケージ</h1><button type="button" class="btn code-tools-button dropdown-toggle" id="quarto-code-tools-menu" data-bs-toggle="dropdown" aria-expanded="false"><i class="bi"></i> Code</button><ul class="dropdown-menu dropdown-menu-end" aria-labelelledby="quarto-code-tools-menu"><li><a id="quarto-show-all-code" class="dropdown-item" href="javascript:void(0)" role="button">Show All Code</a></li><li><a id="quarto-hide-all-code" class="dropdown-item" href="javascript:void(0)" role="button">Hide All Code</a></li><li><hr class="dropdown-divider"></li><li><a id="quarto-view-source" class="dropdown-item" href="javascript:void(0)" role="button">View Source</a></li></ul></div></div>
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<div class="quarto-title-meta-heading">Author</div>
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<p>nissinbo </p>
</div>
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<div class="quarto-title-meta-heading">Published</div>
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<p class="date">June 23, 2023</p>
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<div class="callout-note callout callout-style-default callout-captioned">
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略語集
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<p>CCI: Charlson Comorbidity Index<br>
GEMs: General Equivalence Mappings</p>
</div>
</div>
<section id="この資料について" class="level1">
<h1>この資料について</h1>
<p>医療情報 DB を用いた研究などでは、ICD code を使って疾患の特定を行うことが多い。<br>
ここでは、ICD code のハンドリングや疾患名の付与、CCI の算出といった作業に便利な R パッケージを紹介する。</p>
<div class="callout-tip callout callout-style-default callout-captioned">
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ICD code とは
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<p>WHO から発出されている<strong>疾病</strong>の分類コード<br>
コードの検索は例えば<a href="https://www.icd10data.com/">icd10data.com</a> が便利である。<br>
ICD-9, ICD-10 といったバージョン違いの他に、米国では ICD-10-CM が用いられるなど、それらの差異には注意が必要である。</p>
</div>
</div>
<p>事前準備として tidyverse を読み込んでおく。</p>
<div class="cell">
<details open="">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(tidyverse)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
</div>
</section>
<section id="coder-パッケージ" class="level1">
<h1><a href="https://github.com/ropensci/coder"><code>coder</code></a> パッケージ</h1>
<p><a href="https://ropensci.org/">rOpenSci</a> プロジェクトに入っており、今後も開発が進んでいくことが期待される。<br>
ICD code の他にも薬剤コードの一種である ATC code についても対応している。</p>
<div class="cell">
<details open="">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb2"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(coder)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
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<section id="icd-code-を含むサンプルデータ" class="level2">
<h2 class="anchored" data-anchor-id="icd-code-を含むサンプルデータ">ICD code を含むサンプルデータ</h2>
<p>サンプルデータとして <code>ex_people</code>, <code>ex_icd10</code>, <code>ex_atc</code> が準備されている。</p>
<div class="panel-tabset">
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</script>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<section id="categorize" class="level2">
<h2 class="anchored" data-anchor-id="categorize"><code>categorize()</code></h2>
<p><code>coder</code> パッケージには、データフレームを結合する <code>codify()</code>、併存疾患を抽出する <code>classify()</code>、CCI を算出する <code>index()</code> という関数があるが、基本的には <code>categorize()</code> で一気に行う。<br>
以下では<a href="https://docs.ropensci.org/coder/">ドキュメント</a>を参考にしたサンプルコードを示す。</p>
<div class="cell">
<details open="">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb3"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="fu">categorize</span>(</span>
<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a> <span class="at">x =</span> ex_people, <span class="at">codedata =</span> ex_icd10, </span>
<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a> <span class="at">cc =</span> <span class="st">"charlson"</span>, <span class="at">id =</span> <span class="st">"name"</span>, <span class="at">code =</span> <span class="st">"icd10"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-stderr">
<pre><code>Classification based on: icd10</code></pre>
</div>
<div class="cell-output-display">
<div data-pagedtable="false">
<script data-pagedtable-source="" type="application/json">
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Jozi","2":"2022-08-24","3":"FALSE","4":"FALSE","5":"FALSE","6":"FALSE","7":"FALSE","8":"FALSE","9":"FALSE","10":"FALSE","11":"FALSE","12":"FALSE","13":"FALSE","14":"FALSE","15":"FALSE","16":"FALSE","17":"FALSE","18":"FALSE","19":"FALSE","20":"0","21":"0","22":"0","23":"0","24":"0","25":"0"}],"options":{"columns":{"min":{},"max":[10]},"rows":{"min":[10],"max":[10]},"pages":{}}}
</script>
</div>
</div>
</div>
<ul>
<li><code>x</code> には重複のない患者 ID 列を含むデータフレームを指定する</li>
<li><code>cc</code> に入るオプションは以下で確認できる</li>
</ul>
<div class="cell">
<details open="">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb5"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="fu">all_classcodes</span>()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output-display">
<div data-pagedtable="false">
<script data-pagedtable-source="" type="application/json">
{"columns":[{"label":["classcodes"],"name":[1],"type":["chr"],"align":["left"]},{"label":["regex"],"name":[2],"type":["chr"],"align":["left"]},{"label":["indices"],"name":[3],"type":["chr"],"align":["left"]}],"data":[{"1":"charlson","2":"icd10, icd9cm_deyo, icd9cm_enhanced, icd10_rcs, icd8_brusselaers, icd9_brusselaers","3":"charlson, deyo_ramano, dhoore, ghali, quan_original, quan_updated"},{"1":"cps","2":"icd10","3":"only_ordinary"},{"1":"elixhauser","2":"icd10, icd10_short, icd9cm, icd9cm_ahrqweb, icd9cm_enhanced","3":"sum_all, sum_all_ahrq, walraven, sid29, sid30, ahrq_mort, ahrq_readm"},{"1":"hip_ae","2":"icd10, kva, icd10_fracture","3":""},{"1":"hip_ae_hailer","2":"icd10, kva","3":""},{"1":"knee_ae","2":"icd10, kva","3":""},{"1":"rxriskv","2":"atc_pratt, atc_caughey, atc_garland","3":"pratt, sum_all"}],"options":{"columns":{"min":{},"max":[10]},"rows":{"min":[10],"max":[10]},"pages":{}}}
</script>
</div>
</div>
</div>
<ul>
<li><code>classcodes</code>: 算出するスコア
<ul>
<li><code>console</code> に <code>?charlson</code> などと入力してドキュメントを見ると、出自の文献を確認できる</li>
<li><code>console</code> に <code>elixhauser</code> などと入力して Classcodes object から対象疾患を確認できる</li>
</ul></li>
<li><code>regex</code>: 対応するコード(ICD-10 など)</li>
<li><code>indices</code>: 重みづけの方法</li>
</ul>
<p>併存疾患を選択するための time window を指定したい場合は、以下のようにする。</p>
<div class="cell">
<details open="">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb6"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a>ch <span class="ot"><-</span> </span>
<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">categorize</span>(</span>
<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a> <span class="at">x =</span> ex_people, <span class="at">codedata =</span> ex_icd10, <span class="at">cc =</span> <span class="st">"charlson"</span>, <span class="at">id =</span> <span class="st">"name"</span>, <span class="at">code =</span> <span class="st">"icd10"</span>,</span>
<span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a> <span class="at">index =</span> <span class="fu">c</span>(<span class="st">"quan_original"</span>, <span class="st">"quan_updated"</span>), <span class="co"># 同時に複数の重みづけで算出</span></span>
<span id="cb6-5"><a href="#cb6-5" aria-hidden="true" tabindex="-1"></a> <span class="at">codify_args =</span> <span class="fu">list</span>(</span>
<span id="cb6-6"><a href="#cb6-6" aria-hidden="true" tabindex="-1"></a> <span class="at">date =</span> <span class="st">"surgery"</span>, <span class="co"># ex_people 中の指標日にあたる列</span></span>
<span id="cb6-7"><a href="#cb6-7" aria-hidden="true" tabindex="-1"></a> <span class="at">code_date =</span> <span class="st">"admission"</span>, <span class="co"># ex_icd10 中の診断日にあたる列</span></span>
<span id="cb6-8"><a href="#cb6-8" aria-hidden="true" tabindex="-1"></a> <span class="at">days =</span> <span class="fu">c</span>(<span class="sc">-</span><span class="dv">90</span>, <span class="sc">-</span><span class="dv">1</span>) <span class="co"># Time window を指定(この例では1-90日前)</span></span>
<span id="cb6-9"><a href="#cb6-9" aria-hidden="true" tabindex="-1"></a> )</span>
<span id="cb6-10"><a href="#cb6-10" aria-hidden="true" tabindex="-1"></a> )</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-stderr">
<pre><code>Classification based on: icd10</code></pre>
</div>
<details open="">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb8"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a>ch <span class="co"># Time window 中に レコードが 1 つも存在しない場合、スコアは NA となることに注意</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output-display">
<div data-pagedtable="false">
<script data-pagedtable-source="" type="application/json">
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</script>
</div>
</div>
<details open="">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb9"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="co"># 分布の確認</span></span>
<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a>ch <span class="sc">|></span> </span>
<span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(<span class="fu">across</span>(<span class="fu">starts_with</span>(<span class="st">"quan"</span>), <span class="sc">~</span><span class="fu">replace_na</span>(., <span class="dv">0</span>))) <span class="sc">|></span> <span class="co"># NA を 0 に変換</span></span>
<span id="cb9-4"><a href="#cb9-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">pivot_longer</span>(<span class="at">cols =</span> <span class="fu">c</span>(quan_original, quan_updated), <span class="at">names_to =</span> <span class="st">"weight_method"</span>, <span class="at">values_to =</span> <span class="st">"score"</span>) <span class="sc">|></span> </span>
<span id="cb9-5"><a href="#cb9-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">ggplot</span>() <span class="sc">+</span></span>
<span id="cb9-6"><a href="#cb9-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">aes</span>(score, <span class="at">fill =</span> weight_method) <span class="sc">+</span> </span>
<span id="cb9-7"><a href="#cb9-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_bar</span>(<span class="at">position =</span> <span class="st">"dodge"</span>, <span class="at">width =</span> <span class="fl">0.5</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output-display">
<p><img src="index_files/figure-html/unnamed-chunk-8-1.png" class="img-fluid" width="672"></p>
</div>
</div>
</section>
</section>
<section id="comorbidity-パッケージ" class="level1">
<h1><a href="https://github.com/ellessenne/comorbidity"><code>comorbidity</code></a> パッケージ</h1>
<ul>
<li>頻繁にレポジトリが更新されており、2022年には CRAN で 1.0.0 がリリースされている。</li>
</ul>
<section id="併存疾患の抽出cci-の算出" class="level2">
<h2 class="anchored" data-anchor-id="併存疾患の抽出cci-の算出">併存疾患の抽出、CCI の算出</h2>
<p><code>comorbidity()</code> で ICD code から併存疾患を抽出し、<code>score()</code> で CCI を算出する。<br>
以下に <a href="https://cran.r-project.org/web/packages/comorbidity/vignettes/A-introduction.html">vignette</a> を改変したサンプルコードを示す。</p>
<div class="cell">
<details open="">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb10"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(comorbidity)</span>
<span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb10-3"><a href="#cb10-3" aria-hidden="true" tabindex="-1"></a><span class="co"># サンプルデータ作成</span></span>
<span id="cb10-4"><a href="#cb10-4" aria-hidden="true" tabindex="-1"></a><span class="fu">set.seed</span>(<span class="dv">1</span>)</span>
<span id="cb10-5"><a href="#cb10-5" aria-hidden="true" tabindex="-1"></a>df <span class="ot"><-</span> <span class="fu">data.frame</span>(</span>
<span id="cb10-6"><a href="#cb10-6" aria-hidden="true" tabindex="-1"></a> <span class="at">id =</span> <span class="fu">sample</span>(<span class="fu">seq</span>(<span class="dv">100</span>), <span class="at">size =</span> <span class="dv">10000</span>, <span class="at">replace =</span> <span class="cn">TRUE</span>),</span>
<span id="cb10-7"><a href="#cb10-7" aria-hidden="true" tabindex="-1"></a> <span class="at">code =</span> <span class="fu">sample_diag</span>(<span class="at">n =</span> <span class="dv">100</span>)) <span class="sc">|></span> <span class="co"># generate ICD-10 code at random</span></span>
<span id="cb10-8"><a href="#cb10-8" aria-hidden="true" tabindex="-1"></a> <span class="fu">tibble</span>() <span class="sc">|></span> </span>
<span id="cb10-9"><a href="#cb10-9" aria-hidden="true" tabindex="-1"></a> <span class="fu">arrange</span>(id, code)</span>
<span id="cb10-10"><a href="#cb10-10" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb10-11"><a href="#cb10-11" aria-hidden="true" tabindex="-1"></a><span class="co"># CCI の疾患の集計</span></span>
<span id="cb10-12"><a href="#cb10-12" aria-hidden="true" tabindex="-1"></a>charlson_df <span class="ot"><-</span> df <span class="sc">|></span> </span>
<span id="cb10-13"><a href="#cb10-13" aria-hidden="true" tabindex="-1"></a> <span class="fu">comorbidity</span>(<span class="at">id =</span> <span class="st">"id"</span>, <span class="at">code =</span> <span class="st">"code"</span>, </span>
<span id="cb10-14"><a href="#cb10-14" aria-hidden="true" tabindex="-1"></a> <span class="at">map =</span> <span class="st">"charlson_icd10_quan"</span>, <span class="at">assign0 =</span> <span class="cn">FALSE</span>)</span>
<span id="cb10-15"><a href="#cb10-15" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb10-16"><a href="#cb10-16" aria-hidden="true" tabindex="-1"></a><span class="co"># CCI の計算</span></span>
<span id="cb10-17"><a href="#cb10-17" aria-hidden="true" tabindex="-1"></a>cci_df <span class="ot"><-</span> charlson_df <span class="sc">|></span> </span>
<span id="cb10-18"><a href="#cb10-18" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(id, </span>
<span id="cb10-19"><a href="#cb10-19" aria-hidden="true" tabindex="-1"></a> <span class="at">original_cci =</span> <span class="fu">score</span>(charlson_df, <span class="at">weights =</span> <span class="st">"charlson"</span>, <span class="at">assign0 =</span> <span class="cn">FALSE</span>), </span>
<span id="cb10-20"><a href="#cb10-20" aria-hidden="true" tabindex="-1"></a> <span class="at">quan_cci =</span> <span class="fu">score</span>(charlson_df, <span class="at">weights =</span> <span class="st">"quan"</span>, <span class="at">assign0 =</span> <span class="cn">FALSE</span>), </span>
<span id="cb10-21"><a href="#cb10-21" aria-hidden="true" tabindex="-1"></a> <span class="at">.keep =</span> <span class="st">"none"</span>) </span>
<span id="cb10-22"><a href="#cb10-22" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb10-23"><a href="#cb10-23" aria-hidden="true" tabindex="-1"></a><span class="co"># Elixhauser Comorbidity Index: ECI の疾患の集計</span></span>
<span id="cb10-24"><a href="#cb10-24" aria-hidden="true" tabindex="-1"></a>elixhauser_df <span class="ot"><-</span> df <span class="sc">|></span> </span>
<span id="cb10-25"><a href="#cb10-25" aria-hidden="true" tabindex="-1"></a> <span class="fu">comorbidity</span>(<span class="at">id =</span> <span class="st">"id"</span>, <span class="at">code =</span> <span class="st">"code"</span>, </span>
<span id="cb10-26"><a href="#cb10-26" aria-hidden="true" tabindex="-1"></a> <span class="at">map =</span> <span class="st">"elixhauser_icd10_quan"</span>, <span class="at">assign0 =</span> <span class="cn">FALSE</span>)</span>
<span id="cb10-27"><a href="#cb10-27" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb10-28"><a href="#cb10-28" aria-hidden="true" tabindex="-1"></a><span class="co"># ECI の計算</span></span>
<span id="cb10-29"><a href="#cb10-29" aria-hidden="true" tabindex="-1"></a>eci_df <span class="ot"><-</span> elixhauser_df <span class="sc">|></span> </span>
<span id="cb10-30"><a href="#cb10-30" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(id, </span>
<span id="cb10-31"><a href="#cb10-31" aria-hidden="true" tabindex="-1"></a> <span class="at">vanwalraven_eci =</span> <span class="fu">score</span>(elixhauser_df, <span class="at">weights =</span> <span class="st">"vw"</span>, <span class="at">assign0 =</span> <span class="cn">FALSE</span>), </span>
<span id="cb10-32"><a href="#cb10-32" aria-hidden="true" tabindex="-1"></a> <span class="at">sharma_eci =</span> <span class="fu">score</span>(elixhauser_df, <span class="at">weights =</span> <span class="st">"swiss"</span>, <span class="at">assign0 =</span> <span class="cn">FALSE</span>), </span>
<span id="cb10-33"><a href="#cb10-33" aria-hidden="true" tabindex="-1"></a> <span class="at">.keep =</span> <span class="st">"none"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
</div>
<ul>
<li>CCI は2つの重みづけが利用可能</li>
<li><a href="https://doi.org/10.1016/0021-9681(87)90171-8">Charlson 1987</a></li>
<li><a href="https://doi.org/10.1093/aje/kwq433">Quan 2011</a></li>
<li>Elixhauser Comorbidity Index は2つの重みづけが利用可能</li>
<li><a href="https://doi.org/10.1097/mlr.0b013e31819432e5">van Walraven 2009</a></li>
<li><a href="https://doi.org/10.1186/s12913-020-05999-5">Sharma 2021</a></li>
</ul>
</section>
</section>
<section id="touch-パッケージ" class="level1">
<h1><a href="https://github.com/cran/touch"><code>touch</code></a> パッケージ</h1>
<p>ICD-9 と ICD-10 の相互変換を行うには、GEMs を用いる方法がある。R で実現するには <code>touch</code> パッケージが唯一の選択肢である。<br>
使用する際は <a href="https://www.rdocumentation.org/packages/touch/">RDocumentation</a> がわかりやすい。</p>
<section id="gems-とは" class="level2">
<h2 class="anchored" data-anchor-id="gems-とは">GEMs とは</h2>
<section id="概要" class="level3">
<h3 class="anchored" data-anchor-id="概要">概要</h3>
<ul>
<li>CMS.gov が開発した ICD code 変換の対応表
<ul>
<li><a href="https://www.cms.gov/Medicare/Coding/ICD10/2018-ICD-10-CM-and-GEMs">2018年版</a>が最終確定版</li>
</ul></li>
<li><a href="https://ftp.cdc.gov/pub/health_statistics/nchs/publications/ICD10CM/2018/Dxgem_guide_2018.pdf">GEMs User’s Guide</a> や <a href="https://ftp.cdc.gov/pub/health_statistics/nchs/publications/ICD10CM/2018/GemsTechDoc_2018.pdf">Documentation for Technical Users</a> に変換規則が記載</li>
</ul>
</section>
<section id="gems-の特徴" class="level3">
<h3 class="anchored" data-anchor-id="gems-の特徴">GEMs の特徴</h3>
<ul>
<li>コードの変換は 1:1 マッピング(50%)の他に 1:n, n:1, n:n マッピングや対応がないものもある</li>
<li>9→10 (Forward) と 10→9 (Backward) の辞書は鏡像の関係ではない</li>
<li><a href="https://library.ahima.org/doc?oid=106975">AHIMA</a> がわかりやすい</li>
</ul>
</section>
<section id="gems-を用いた変換に対する批判" class="level3">
<h3 class="anchored" data-anchor-id="gems-を用いた変換に対する批判">GEMs を用いた変換に対する批判</h3>
<p>GEMs による ICD-9-CM → ICD-10-CM 変換には批判も多く存在するため、注意が必要</p>
<ul>
<li><a href="https://library.ahima.org/PB/GEMs#.Ylg36ujP200">AHIMA GEMs</a>
<ul>
<li>GEMs は単純な crosswalk: 横断歩道ではない</li>
<li>1:n の時にすべての値を残すか、妥協点として無理やり 1:1 にするかは目的次第</li>
<li>見たい 9-CM が少なければ、GEMs を使う必要はなく、コードを直接検索するのが速く簡単で正確である</li>
</ul></li>
<li><a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7059548/">Reeves 2020</a>
<ul>
<li>GEMsを単独で使用しても、包括的かつ正確には変換できない
<ul>
<li>9-CM と 10-CM の比較可能性を確保するための確実な選択肢は、各コードの手動レビューである</li>
</ul></li>
</ul></li>
</ul>
</section>
<section id="gems-を用いた変換の精度を検証した論文" class="level3">
<h3 class="anchored" data-anchor-id="gems-を用いた変換の精度を検証した論文">GEMs を用いた変換の精度を検証した論文</h3>
<ul>
<li><a href="https://academic.oup.com/jamia/article/22/2/417/697375">Turer 2015</a>
<ul>
<li>医療記録のプロが 598 の 9-CM を 10-CM に手動変換 「GEMs と一致したのは85.2%」</li>
</ul></li>
<li><a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6501611/">Columbo 2018</a>
<ul>
<li>心血管イベントのコードを医師が検証 「GEMs は便利だけど、手動で検証する必要がある」</li>
</ul></li>
<li><a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8120674">Simeone 2020</a>
<ul>
<li>医師・コーダーが手動変換して検証 「手動のほうが包括的である」</li>
</ul></li>
<li><a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6535377/">Mainor 2020</a>
<ul>
<li>2015年の 9-CM と 10-CM の切り替え前後で、GEMs で翻訳されたコードの診断頻度が大きく変動していた（=疾患の増減とは考えづらく、変換が不完全であることの現れ）</li>
</ul></li>
</ul>
</section>
</section>
<section id="icd-9-と-icd-10-の相互変換" class="level2">
<h2 class="anchored" data-anchor-id="icd-9-と-icd-10-の相互変換">ICD-9 と ICD-10 の相互変換</h2>
<p><code>icd_map()</code> を使う。</p>
<div class="cell">
<details open="">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb11"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(touch)</span>
<span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb11-3"><a href="#cb11-3" aria-hidden="true" tabindex="-1"></a>icd9codes <span class="ot"><-</span> <span class="fu">c</span>(<span class="st">"0011"</span>, <span class="st">"001.1"</span>, <span class="st">"316"</span>, <span class="st">"29383"</span>, <span class="st">"E9808"</span>, <span class="st">"V90"</span>)</span>
<span id="cb11-4"><a href="#cb11-4" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb11-5"><a href="#cb11-5" aria-hidden="true" tabindex="-1"></a><span class="fu">icd_map</span>(icd9codes)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output cell-output-stdout">
<pre><code>[1] "A001" "A001" "F54" "F0630" "" "" </code></pre>
</div>
</div>
<ul>
<li><code>method</code> で 4 つの変換方法を指定可能
<ul>
<li>gem
<ul>
<li>9→10 の辞書を用いて 9→10 に変換</li>
<li>多くの論文ではこの方法</li>
</ul></li>
<li>reverse-gem
<ul>
<li>10→9 の辞書を用いて 9→10 に変換</li>
</ul></li>
<li>both
<ul>
<li>forward と reverse-forward の結果の和集合</li>
</ul></li>
<li>multi-stage
<ol type="1">
<li>10→9 の辞書を用いて 9→10 に変換</li>
<li>1 の結果を 9→10 の辞書を用いて 10→9 に変換</li>
<li>2 の結果を 10→9 の辞書を用いて 9→10 に変換</li>
</ol></li>
</ul></li>
</ul>
</section>
</section>
<section id="icd-パッケージ" class="level1">
<h1><a href="https://github.com/jackwasey/icd"><code>icd</code></a> パッケージ</h1>
<p>現在 CRAN に収載されておらず、上記のパッケージで代替できる機能を使う理由は見当たらないが、ICD code から傷病名を付与する <code>explain_code()</code> は便利である。</p>
<section id="インストール" class="level2">
<h2 class="anchored" data-anchor-id="インストール">インストール</h2>
<p>CRAN にないため、GitHub からインストールする。</p>
<div class="cell">
<details open="">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb13"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1" aria-hidden="true" tabindex="-1"></a>remotes<span class="sc">::</span><span class="fu">install_github</span>(<span class="st">"jackwasey/icd"</span>)</span>
<span id="cb13-2"><a href="#cb13-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb13-3"><a href="#cb13-3" aria-hidden="true" tabindex="-1"></a><span class="co"># icd を初めて使う場合は以下を実行する</span></span>
<span id="cb13-4"><a href="#cb13-4" aria-hidden="true" tabindex="-1"></a>icd<span class="sc">::</span><span class="fu">set_icd_data_dir</span>()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
</div>
</section>
<section id="explain_code" class="level2">
<h2 class="anchored" data-anchor-id="explain_code"><code>explain_code()</code></h2>
<div class="cell">
<details open="">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb14"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(icd)</span>
<span id="cb14-2"><a href="#cb14-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb14-3"><a href="#cb14-3" aria-hidden="true" tabindex="-1"></a>df_icd10 <span class="ot"><-</span> <span class="fu">tibble</span>(<span class="at">icdcode =</span> <span class="fu">c</span>(<span class="st">"A00"</span>, <span class="st">"A000"</span>, <span class="st">"C63.0"</span>, <span class="st">"C64"</span>))</span>
<span id="cb14-4"><a href="#cb14-4" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb14-5"><a href="#cb14-5" aria-hidden="true" tabindex="-1"></a>df_icd10 <span class="sc">|></span> </span>
<span id="cb14-6"><a href="#cb14-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(<span class="at">name =</span> <span class="fu">explain_code</span>(icdcode))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output-display">
<div data-pagedtable="false">
<script data-pagedtable-source="" type="application/json">
{"columns":[{"label":["icdcode"],"name":[1],"type":["chr"],"align":["left"]},{"label":["name"],"name":[2],"type":["chr"],"align":["left"]}],"data":[{"1":"A00","2":"Cholera"},{"1":"A000","2":"Cholera due to Vibrio cholerae 01, biovar cholerae"},{"1":"C63.0","2":"Malignant neoplasm of epididymis"},{"1":"C64","2":"Malignant neoplasm of kidney, except renal pelvis"}],"options":{"columns":{"min":{},"max":[10]},"rows":{"min":[10],"max":[10]},"pages":{}}}
</script>
</div>
</div>
</div>
</section>
</section>
<section id="まとめ" class="level1">
<h1>まとめ</h1>
<ul>
<li>rOpenSci の <code>coder</code> はシンプルな関数群と、豊富なリファレンスがあることより一押し</li>
<li><code>comorbidity</code> は、CCI 算出が目的であれば十分</li>
<li><code>icd</code> は <code>explain_code()</code> が他のパッケージで代替できない関数となっている</li>
<li>GEMs を用いた iCD-9-CM → ICD-10-CM の変換には <code>touch</code> が便利</li>
</ul>
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<div class="sourceCode" id="cb15" data-shortcodes="false"><pre class="sourceCode markdown code-with-copy"><code class="sourceCode markdown"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a><span class="co">---</span></span>
<span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a><span class="an">title:</span><span class="co"> "ICD code を扱う R パッケージ "</span></span>
<span id="cb15-3"><a href="#cb15-3" aria-hidden="true" tabindex="-1"></a><span class="an">author:</span><span class="co"> "nissinbo"</span></span>
<span id="cb15-4"><a href="#cb15-4" aria-hidden="true" tabindex="-1"></a><span class="an">date:</span><span class="co"> "`r Sys.Date()`"</span></span>
<span id="cb15-5"><a href="#cb15-5" aria-hidden="true" tabindex="-1"></a><span class="an">format:</span></span>
<span id="cb15-6"><a href="#cb15-6" aria-hidden="true" tabindex="-1"></a><span class="co"> html:</span></span>
<span id="cb15-7"><a href="#cb15-7" aria-hidden="true" tabindex="-1"></a><span class="co"> toc: true</span></span>
<span id="cb15-8"><a href="#cb15-8" aria-hidden="true" tabindex="-1"></a><span class="co"> toc-location: left</span></span>
<span id="cb15-9"><a href="#cb15-9" aria-hidden="true" tabindex="-1"></a><span class="co"> df-print: paged</span></span>
<span id="cb15-10"><a href="#cb15-10" aria-hidden="true" tabindex="-1"></a><span class="co"> code-fold: show</span></span>
<span id="cb15-11"><a href="#cb15-11" aria-hidden="true" tabindex="-1"></a><span class="co"> code-tools: true</span></span>
<span id="cb15-12"><a href="#cb15-12" aria-hidden="true" tabindex="-1"></a><span class="co"> theme: Minty</span></span>
<span id="cb15-13"><a href="#cb15-13" aria-hidden="true" tabindex="-1"></a><span class="co">---</span></span>
<span id="cb15-14"><a href="#cb15-14" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-15"><a href="#cb15-15" aria-hidden="true" tabindex="-1"></a><span class="in">```{r setup, include=FALSE}</span></span>
<span id="cb15-16"><a href="#cb15-16" aria-hidden="true" tabindex="-1"></a>knitr<span class="sc">::</span>opts_chunk<span class="sc">$</span><span class="fu">set</span>(<span class="at">warning =</span> <span class="cn">FALSE</span>)</span>
<span id="cb15-17"><a href="#cb15-17" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(tidyverse)</span>
<span id="cb15-18"><a href="#cb15-18" aria-hidden="true" tabindex="-1"></a><span class="in">```</span></span>
<span id="cb15-19"><a href="#cb15-19" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-20"><a href="#cb15-20" aria-hidden="true" tabindex="-1"></a>::: {.callout-note}</span>
<span id="cb15-21"><a href="#cb15-21" aria-hidden="true" tabindex="-1"></a><span class="fu">## 略語集</span></span>
<span id="cb15-22"><a href="#cb15-22" aria-hidden="true" tabindex="-1"></a>CCI: Charlson Comorbidity Index </span>
<span id="cb15-23"><a href="#cb15-23" aria-hidden="true" tabindex="-1"></a>GEMs: General Equivalence Mappings</span>
<span id="cb15-24"><a href="#cb15-24" aria-hidden="true" tabindex="-1"></a>:::</span>
<span id="cb15-25"><a href="#cb15-25" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-26"><a href="#cb15-26" aria-hidden="true" tabindex="-1"></a><span class="fu"># この資料について</span></span>
<span id="cb15-27"><a href="#cb15-27" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-28"><a href="#cb15-28" aria-hidden="true" tabindex="-1"></a>医療情報 DB を用いた研究などでは、ICD code を使って疾患の特定を行うことが多い。 </span>
<span id="cb15-29"><a href="#cb15-29" aria-hidden="true" tabindex="-1"></a>ここでは、ICD code のハンドリングや疾患名の付与、CCI の算出といった作業に便利な R パッケージを紹介する。</span>
<span id="cb15-30"><a href="#cb15-30" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-31"><a href="#cb15-31" aria-hidden="true" tabindex="-1"></a>::: {.callout-tip}</span>
<span id="cb15-32"><a href="#cb15-32" aria-hidden="true" tabindex="-1"></a><span class="fu">## ICD code とは</span></span>
<span id="cb15-33"><a href="#cb15-33" aria-hidden="true" tabindex="-1"></a>WHO から発出されている**疾病**の分類コード </span>
<span id="cb15-34"><a href="#cb15-34" aria-hidden="true" tabindex="-1"></a>コードの検索は例えば<span class="co">[</span><span class="ot">icd10data.com</span><span class="co">](https://www.icd10data.com/)</span> が便利である。 </span>
<span id="cb15-35"><a href="#cb15-35" aria-hidden="true" tabindex="-1"></a>ICD-9, ICD-10 といったバージョン違いの他に、米国では ICD-10-CM が用いられるなど、それらの差異には注意が必要である。</span>
<span id="cb15-36"><a href="#cb15-36" aria-hidden="true" tabindex="-1"></a>:::</span>
<span id="cb15-37"><a href="#cb15-37" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-38"><a href="#cb15-38" aria-hidden="true" tabindex="-1"></a>事前準備として tidyverse を読み込んでおく。</span>
<span id="cb15-39"><a href="#cb15-39" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-40"><a href="#cb15-40" aria-hidden="true" tabindex="-1"></a><span class="in">```{r eval = FALSE}</span></span>
<span id="cb15-41"><a href="#cb15-41" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(tidyverse)</span>
<span id="cb15-42"><a href="#cb15-42" aria-hidden="true" tabindex="-1"></a><span class="in">```</span></span>
<span id="cb15-43"><a href="#cb15-43" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-44"><a href="#cb15-44" aria-hidden="true" tabindex="-1"></a><span class="fu"># [`coder`](https://github.com/ropensci/coder) パッケージ</span></span>
<span id="cb15-45"><a href="#cb15-45" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-46"><a href="#cb15-46" aria-hidden="true" tabindex="-1"></a><span class="co">[</span><span class="ot">rOpenSci</span><span class="co">](https://ropensci.org/)</span> プロジェクトに入っており、今後も開発が進んでいくことが期待される。 </span>
<span id="cb15-47"><a href="#cb15-47" aria-hidden="true" tabindex="-1"></a>ICD code の他にも薬剤コードの一種である ATC code についても対応している。</span>
<span id="cb15-48"><a href="#cb15-48" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-51"><a href="#cb15-51" aria-hidden="true" tabindex="-1"></a><span class="in">```{r}</span></span>
<span id="cb15-52"><a href="#cb15-52" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(coder)</span>
<span id="cb15-53"><a href="#cb15-53" aria-hidden="true" tabindex="-1"></a><span class="in">```</span></span>
<span id="cb15-54"><a href="#cb15-54" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-55"><a href="#cb15-55" aria-hidden="true" tabindex="-1"></a><span class="fu">## ICD code を含むサンプルデータ</span></span>
<span id="cb15-56"><a href="#cb15-56" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-57"><a href="#cb15-57" aria-hidden="true" tabindex="-1"></a>サンプルデータとして <span class="in">`ex_people`</span>, <span class="in">`ex_icd10`</span>, <span class="in">`ex_atc`</span> が準備されている。</span>
<span id="cb15-58"><a href="#cb15-58" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-59"><a href="#cb15-59" aria-hidden="true" tabindex="-1"></a>::: {.panel-tabset}</span>
<span id="cb15-60"><a href="#cb15-60" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-61"><a href="#cb15-61" aria-hidden="true" tabindex="-1"></a><span class="fu">## ex_people</span></span>
<span id="cb15-62"><a href="#cb15-62" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-63"><a href="#cb15-63" aria-hidden="true" tabindex="-1"></a><span class="in">```{r echo=FALSE}</span></span>
<span id="cb15-64"><a href="#cb15-64" aria-hidden="true" tabindex="-1"></a>ex_people</span>
<span id="cb15-65"><a href="#cb15-65" aria-hidden="true" tabindex="-1"></a><span class="in">```</span></span>
<span id="cb15-66"><a href="#cb15-66" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-67"><a href="#cb15-67" aria-hidden="true" tabindex="-1"></a><span class="fu">## ex_icd10</span></span>
<span id="cb15-68"><a href="#cb15-68" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-69"><a href="#cb15-69" aria-hidden="true" tabindex="-1"></a><span class="in">```{r echo=FALSE}</span></span>
<span id="cb15-70"><a href="#cb15-70" aria-hidden="true" tabindex="-1"></a>ex_icd10</span>
<span id="cb15-71"><a href="#cb15-71" aria-hidden="true" tabindex="-1"></a><span class="in">```</span></span>
<span id="cb15-72"><a href="#cb15-72" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-73"><a href="#cb15-73" aria-hidden="true" tabindex="-1"></a><span class="fu">## ex_atc</span></span>
<span id="cb15-74"><a href="#cb15-74" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-75"><a href="#cb15-75" aria-hidden="true" tabindex="-1"></a><span class="in">```{r echo=FALSE}</span></span>
<span id="cb15-76"><a href="#cb15-76" aria-hidden="true" tabindex="-1"></a>ex_atc</span>
<span id="cb15-77"><a href="#cb15-77" aria-hidden="true" tabindex="-1"></a><span class="in">```</span></span>
<span id="cb15-78"><a href="#cb15-78" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-79"><a href="#cb15-79" aria-hidden="true" tabindex="-1"></a>:::</span>
<span id="cb15-80"><a href="#cb15-80" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-81"><a href="#cb15-81" aria-hidden="true" tabindex="-1"></a><span class="fu">## `categorize()`</span></span>
<span id="cb15-82"><a href="#cb15-82" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-83"><a href="#cb15-83" aria-hidden="true" tabindex="-1"></a><span class="in">`coder`</span> パッケージには、データフレームを結合する <span class="in">`codify()`</span>、併存疾患を抽出する <span class="in">`classify()`</span>、CCI を算出する <span class="in">`index()`</span> という関数があるが、基本的には <span class="in">`categorize()`</span> で一気に行う。 </span>
<span id="cb15-84"><a href="#cb15-84" aria-hidden="true" tabindex="-1"></a>以下では<span class="co">[</span><span class="ot">ドキュメント</span><span class="co">](https://docs.ropensci.org/coder/)</span>を参考にしたサンプルコードを示す。</span>
<span id="cb15-85"><a href="#cb15-85" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-88"><a href="#cb15-88" aria-hidden="true" tabindex="-1"></a><span class="in">```{r}</span></span>
<span id="cb15-89"><a href="#cb15-89" aria-hidden="true" tabindex="-1"></a><span class="fu">categorize</span>(</span>
<span id="cb15-90"><a href="#cb15-90" aria-hidden="true" tabindex="-1"></a> <span class="at">x =</span> ex_people, <span class="at">codedata =</span> ex_icd10, </span>
<span id="cb15-91"><a href="#cb15-91" aria-hidden="true" tabindex="-1"></a> <span class="at">cc =</span> <span class="st">"charlson"</span>, <span class="at">id =</span> <span class="st">"name"</span>, <span class="at">code =</span> <span class="st">"icd10"</span>)</span>
<span id="cb15-92"><a href="#cb15-92" aria-hidden="true" tabindex="-1"></a><span class="in">```</span></span>
<span id="cb15-93"><a href="#cb15-93" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-94"><a href="#cb15-94" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span><span class="in">`x`</span> には重複のない患者 ID 列を含むデータフレームを指定する</span>
<span id="cb15-95"><a href="#cb15-95" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span><span class="in">`cc`</span> に入るオプションは以下で確認できる</span>
<span id="cb15-96"><a href="#cb15-96" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-99"><a href="#cb15-99" aria-hidden="true" tabindex="-1"></a><span class="in">```{r}</span></span>
<span id="cb15-100"><a href="#cb15-100" aria-hidden="true" tabindex="-1"></a><span class="fu">all_classcodes</span>()</span>
<span id="cb15-101"><a href="#cb15-101" aria-hidden="true" tabindex="-1"></a><span class="in">```</span></span>
<span id="cb15-102"><a href="#cb15-102" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-103"><a href="#cb15-103" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span><span class="in">`classcodes`</span>: 算出するスコア</span>
<span id="cb15-104"><a href="#cb15-104" aria-hidden="true" tabindex="-1"></a><span class="ss"> - </span><span class="in">`console`</span> に <span class="in">`?charlson`</span> などと入力してドキュメントを見ると、出自の文献を確認できる</span>
<span id="cb15-105"><a href="#cb15-105" aria-hidden="true" tabindex="-1"></a><span class="ss"> - </span><span class="in">`console`</span> に <span class="in">`elixhauser`</span> などと入力して Classcodes object から対象疾患を確認できる</span>
<span id="cb15-106"><a href="#cb15-106" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span><span class="in">`regex`</span>: 対応するコード(ICD-10 など)</span>
<span id="cb15-107"><a href="#cb15-107" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span><span class="in">`indices`</span>: 重みづけの方法</span>
<span id="cb15-108"><a href="#cb15-108" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-109"><a href="#cb15-109" aria-hidden="true" tabindex="-1"></a>併存疾患を選択するための time window を指定したい場合は、以下のようにする。</span>
<span id="cb15-110"><a href="#cb15-110" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-113"><a href="#cb15-113" aria-hidden="true" tabindex="-1"></a><span class="in">```{r}</span></span>
<span id="cb15-114"><a href="#cb15-114" aria-hidden="true" tabindex="-1"></a>ch <span class="ot"><-</span> </span>
<span id="cb15-115"><a href="#cb15-115" aria-hidden="true" tabindex="-1"></a> <span class="fu">categorize</span>(</span>
<span id="cb15-116"><a href="#cb15-116" aria-hidden="true" tabindex="-1"></a> <span class="at">x =</span> ex_people, <span class="at">codedata =</span> ex_icd10, <span class="at">cc =</span> <span class="st">"charlson"</span>, <span class="at">id =</span> <span class="st">"name"</span>, <span class="at">code =</span> <span class="st">"icd10"</span>,</span>
<span id="cb15-117"><a href="#cb15-117" aria-hidden="true" tabindex="-1"></a> <span class="at">index =</span> <span class="fu">c</span>(<span class="st">"quan_original"</span>, <span class="st">"quan_updated"</span>), <span class="co"># 同時に複数の重みづけで算出</span></span>
<span id="cb15-118"><a href="#cb15-118" aria-hidden="true" tabindex="-1"></a> <span class="at">codify_args =</span> <span class="fu">list</span>(</span>
<span id="cb15-119"><a href="#cb15-119" aria-hidden="true" tabindex="-1"></a> <span class="at">date =</span> <span class="st">"surgery"</span>, <span class="co"># ex_people 中の指標日にあたる列</span></span>
<span id="cb15-120"><a href="#cb15-120" aria-hidden="true" tabindex="-1"></a> <span class="at">code_date =</span> <span class="st">"admission"</span>, <span class="co"># ex_icd10 中の診断日にあたる列</span></span>
<span id="cb15-121"><a href="#cb15-121" aria-hidden="true" tabindex="-1"></a> <span class="at">days =</span> <span class="fu">c</span>(<span class="sc">-</span><span class="dv">90</span>, <span class="sc">-</span><span class="dv">1</span>) <span class="co"># Time window を指定(この例では1-90日前)</span></span>
<span id="cb15-122"><a href="#cb15-122" aria-hidden="true" tabindex="-1"></a> )</span>
<span id="cb15-123"><a href="#cb15-123" aria-hidden="true" tabindex="-1"></a> )</span>
<span id="cb15-124"><a href="#cb15-124" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-125"><a href="#cb15-125" aria-hidden="true" tabindex="-1"></a>ch <span class="co"># Time window 中に レコードが 1 つも存在しない場合、スコアは NA となることに注意</span></span>
<span id="cb15-126"><a href="#cb15-126" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-127"><a href="#cb15-127" aria-hidden="true" tabindex="-1"></a><span class="co"># 分布の確認</span></span>
<span id="cb15-128"><a href="#cb15-128" aria-hidden="true" tabindex="-1"></a>ch <span class="sc">|></span> </span>
<span id="cb15-129"><a href="#cb15-129" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(<span class="fu">across</span>(<span class="fu">starts_with</span>(<span class="st">"quan"</span>), <span class="sc">~</span><span class="fu">replace_na</span>(., <span class="dv">0</span>))) <span class="sc">|></span> <span class="co"># NA を 0 に変換</span></span>
<span id="cb15-130"><a href="#cb15-130" aria-hidden="true" tabindex="-1"></a> <span class="fu">pivot_longer</span>(<span class="at">cols =</span> <span class="fu">c</span>(quan_original, quan_updated), <span class="at">names_to =</span> <span class="st">"weight_method"</span>, <span class="at">values_to =</span> <span class="st">"score"</span>) <span class="sc">|></span> </span>
<span id="cb15-131"><a href="#cb15-131" aria-hidden="true" tabindex="-1"></a> <span class="fu">ggplot</span>() <span class="sc">+</span></span>
<span id="cb15-132"><a href="#cb15-132" aria-hidden="true" tabindex="-1"></a> <span class="fu">aes</span>(score, <span class="at">fill =</span> weight_method) <span class="sc">+</span> </span>
<span id="cb15-133"><a href="#cb15-133" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_bar</span>(<span class="at">position =</span> <span class="st">"dodge"</span>, <span class="at">width =</span> <span class="fl">0.5</span>)</span>
<span id="cb15-134"><a href="#cb15-134" aria-hidden="true" tabindex="-1"></a><span class="in">```</span></span>
<span id="cb15-135"><a href="#cb15-135" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-136"><a href="#cb15-136" aria-hidden="true" tabindex="-1"></a><span class="fu"># [`comorbidity`](https://github.com/ellessenne/comorbidity) パッケージ</span></span>
<span id="cb15-137"><a href="#cb15-137" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-138"><a href="#cb15-138" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span>頻繁にレポジトリが更新されており、2022年には CRAN で 1.0.0 がリリースされている。</span>
<span id="cb15-139"><a href="#cb15-139" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-140"><a href="#cb15-140" aria-hidden="true" tabindex="-1"></a><span class="fu">## 併存疾患の抽出、CCI の算出</span></span>
<span id="cb15-141"><a href="#cb15-141" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-142"><a href="#cb15-142" aria-hidden="true" tabindex="-1"></a><span class="in">`comorbidity()`</span> で ICD code から併存疾患を抽出し、<span class="in">`score()`</span> で CCI を算出する。 </span>
<span id="cb15-143"><a href="#cb15-143" aria-hidden="true" tabindex="-1"></a>以下に <span class="co">[</span><span class="ot">vignette</span><span class="co">](https://cran.r-project.org/web/packages/comorbidity/vignettes/A-introduction.html)</span> を改変したサンプルコードを示す。</span>
<span id="cb15-144"><a href="#cb15-144" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-147"><a href="#cb15-147" aria-hidden="true" tabindex="-1"></a><span class="in">```{r}</span></span>
<span id="cb15-148"><a href="#cb15-148" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(comorbidity)</span>
<span id="cb15-149"><a href="#cb15-149" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-150"><a href="#cb15-150" aria-hidden="true" tabindex="-1"></a><span class="co"># サンプルデータ作成</span></span>
<span id="cb15-151"><a href="#cb15-151" aria-hidden="true" tabindex="-1"></a><span class="fu">set.seed</span>(<span class="dv">1</span>)</span>
<span id="cb15-152"><a href="#cb15-152" aria-hidden="true" tabindex="-1"></a>df <span class="ot"><-</span> <span class="fu">data.frame</span>(</span>
<span id="cb15-153"><a href="#cb15-153" aria-hidden="true" tabindex="-1"></a> <span class="at">id =</span> <span class="fu">sample</span>(<span class="fu">seq</span>(<span class="dv">100</span>), <span class="at">size =</span> <span class="dv">10000</span>, <span class="at">replace =</span> <span class="cn">TRUE</span>),</span>
<span id="cb15-154"><a href="#cb15-154" aria-hidden="true" tabindex="-1"></a> <span class="at">code =</span> <span class="fu">sample_diag</span>(<span class="at">n =</span> <span class="dv">100</span>)) <span class="sc">|></span> <span class="co"># generate ICD-10 code at random</span></span>
<span id="cb15-155"><a href="#cb15-155" aria-hidden="true" tabindex="-1"></a> <span class="fu">tibble</span>() <span class="sc">|></span> </span>
<span id="cb15-156"><a href="#cb15-156" aria-hidden="true" tabindex="-1"></a> <span class="fu">arrange</span>(id, code)</span>
<span id="cb15-157"><a href="#cb15-157" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-158"><a href="#cb15-158" aria-hidden="true" tabindex="-1"></a><span class="co"># CCI の疾患の集計</span></span>
<span id="cb15-159"><a href="#cb15-159" aria-hidden="true" tabindex="-1"></a>charlson_df <span class="ot"><-</span> df <span class="sc">|></span> </span>
<span id="cb15-160"><a href="#cb15-160" aria-hidden="true" tabindex="-1"></a> <span class="fu">comorbidity</span>(<span class="at">id =</span> <span class="st">"id"</span>, <span class="at">code =</span> <span class="st">"code"</span>, </span>
<span id="cb15-161"><a href="#cb15-161" aria-hidden="true" tabindex="-1"></a> <span class="at">map =</span> <span class="st">"charlson_icd10_quan"</span>, <span class="at">assign0 =</span> <span class="cn">FALSE</span>)</span>
<span id="cb15-162"><a href="#cb15-162" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-163"><a href="#cb15-163" aria-hidden="true" tabindex="-1"></a><span class="co"># CCI の計算</span></span>
<span id="cb15-164"><a href="#cb15-164" aria-hidden="true" tabindex="-1"></a>cci_df <span class="ot"><-</span> charlson_df <span class="sc">|></span> </span>
<span id="cb15-165"><a href="#cb15-165" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(id, </span>
<span id="cb15-166"><a href="#cb15-166" aria-hidden="true" tabindex="-1"></a> <span class="at">original_cci =</span> <span class="fu">score</span>(charlson_df, <span class="at">weights =</span> <span class="st">"charlson"</span>, <span class="at">assign0 =</span> <span class="cn">FALSE</span>), </span>
<span id="cb15-167"><a href="#cb15-167" aria-hidden="true" tabindex="-1"></a> <span class="at">quan_cci =</span> <span class="fu">score</span>(charlson_df, <span class="at">weights =</span> <span class="st">"quan"</span>, <span class="at">assign0 =</span> <span class="cn">FALSE</span>), </span>
<span id="cb15-168"><a href="#cb15-168" aria-hidden="true" tabindex="-1"></a> <span class="at">.keep =</span> <span class="st">"none"</span>) </span>
<span id="cb15-169"><a href="#cb15-169" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-170"><a href="#cb15-170" aria-hidden="true" tabindex="-1"></a><span class="co"># Elixhauser Comorbidity Index: ECI の疾患の集計</span></span>
<span id="cb15-171"><a href="#cb15-171" aria-hidden="true" tabindex="-1"></a>elixhauser_df <span class="ot"><-</span> df <span class="sc">|></span> </span>
<span id="cb15-172"><a href="#cb15-172" aria-hidden="true" tabindex="-1"></a> <span class="fu">comorbidity</span>(<span class="at">id =</span> <span class="st">"id"</span>, <span class="at">code =</span> <span class="st">"code"</span>, </span>
<span id="cb15-173"><a href="#cb15-173" aria-hidden="true" tabindex="-1"></a> <span class="at">map =</span> <span class="st">"elixhauser_icd10_quan"</span>, <span class="at">assign0 =</span> <span class="cn">FALSE</span>)</span>
<span id="cb15-174"><a href="#cb15-174" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-175"><a href="#cb15-175" aria-hidden="true" tabindex="-1"></a><span class="co"># ECI の計算</span></span>
<span id="cb15-176"><a href="#cb15-176" aria-hidden="true" tabindex="-1"></a>eci_df <span class="ot"><-</span> elixhauser_df <span class="sc">|></span> </span>
<span id="cb15-177"><a href="#cb15-177" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(id, </span>
<span id="cb15-178"><a href="#cb15-178" aria-hidden="true" tabindex="-1"></a> <span class="at">vanwalraven_eci =</span> <span class="fu">score</span>(elixhauser_df, <span class="at">weights =</span> <span class="st">"vw"</span>, <span class="at">assign0 =</span> <span class="cn">FALSE</span>), </span>
<span id="cb15-179"><a href="#cb15-179" aria-hidden="true" tabindex="-1"></a> <span class="at">sharma_eci =</span> <span class="fu">score</span>(elixhauser_df, <span class="at">weights =</span> <span class="st">"swiss"</span>, <span class="at">assign0 =</span> <span class="cn">FALSE</span>), </span>
<span id="cb15-180"><a href="#cb15-180" aria-hidden="true" tabindex="-1"></a> <span class="at">.keep =</span> <span class="st">"none"</span>)</span>
<span id="cb15-181"><a href="#cb15-181" aria-hidden="true" tabindex="-1"></a><span class="in">```</span></span>
<span id="cb15-182"><a href="#cb15-182" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-183"><a href="#cb15-183" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span>CCI は2つの重みづけが利用可能</span>
<span id="cb15-184"><a href="#cb15-184" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span><span class="co">[</span><span class="ot">Charlson 1987</span><span class="co">]</span>(https://doi.org/10.1016/0021-9681(87)90171-8)</span>
<span id="cb15-185"><a href="#cb15-185" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span><span class="co">[</span><span class="ot">Quan 2011</span><span class="co">](https://doi.org/10.1093/aje/kwq433)</span></span>
<span id="cb15-186"><a href="#cb15-186" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span>Elixhauser Comorbidity Index は2つの重みづけが利用可能</span>
<span id="cb15-187"><a href="#cb15-187" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span><span class="co">[</span><span class="ot">van Walraven 2009</span><span class="co">](https://doi.org/10.1097/mlr.0b013e31819432e5)</span></span>
<span id="cb15-188"><a href="#cb15-188" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span><span class="co">[</span><span class="ot">Sharma 2021</span><span class="co">](https://doi.org/10.1186/s12913-020-05999-5)</span></span>
<span id="cb15-189"><a href="#cb15-189" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-190"><a href="#cb15-190" aria-hidden="true" tabindex="-1"></a><span class="fu"># [`touch`](https://github.com/cran/touch) パッケージ</span></span>
<span id="cb15-191"><a href="#cb15-191" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-192"><a href="#cb15-192" aria-hidden="true" tabindex="-1"></a>ICD-9 と ICD-10 の相互変換を行うには、GEMs を用いる方法がある。R で実現するには <span class="in">`touch`</span> パッケージが唯一の選択肢である。 </span>
<span id="cb15-193"><a href="#cb15-193" aria-hidden="true" tabindex="-1"></a>使用する際は <span class="co">[</span><span class="ot">RDocumentation</span><span class="co">](https://www.rdocumentation.org/packages/touch/)</span> がわかりやすい。</span>
<span id="cb15-194"><a href="#cb15-194" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-195"><a href="#cb15-195" aria-hidden="true" tabindex="-1"></a><span class="fu">## GEMs とは</span></span>
<span id="cb15-196"><a href="#cb15-196" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-197"><a href="#cb15-197" aria-hidden="true" tabindex="-1"></a><span class="fu">### 概要</span></span>
<span id="cb15-198"><a href="#cb15-198" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-199"><a href="#cb15-199" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span>CMS.gov が開発した ICD code 変換の対応表</span>
<span id="cb15-200"><a href="#cb15-200" aria-hidden="true" tabindex="-1"></a><span class="ss"> - </span><span class="co">[</span><span class="ot">2018年版</span><span class="co">](https://www.cms.gov/Medicare/Coding/ICD10/2018-ICD-10-CM-and-GEMs)</span>が最終確定版</span>
<span id="cb15-201"><a href="#cb15-201" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span><span class="co">[</span><span class="ot">GEMs User’s Guide</span><span class="co">](https://ftp.cdc.gov/pub/health_statistics/nchs/publications/ICD10CM/2018/Dxgem_guide_2018.pdf)</span> や <span class="co">[</span><span class="ot">Documentation for Technical Users</span><span class="co">](https://ftp.cdc.gov/pub/health_statistics/nchs/publications/ICD10CM/2018/GemsTechDoc_2018.pdf)</span> に変換規則が記載</span>
<span id="cb15-202"><a href="#cb15-202" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-203"><a href="#cb15-203" aria-hidden="true" tabindex="-1"></a><span class="fu">### GEMs の特徴</span></span>
<span id="cb15-204"><a href="#cb15-204" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-205"><a href="#cb15-205" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span>コードの変換は 1:1 マッピング(50%)の他に 1:n, n:1, n:n マッピングや対応がないものもある</span>
<span id="cb15-206"><a href="#cb15-206" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span>9→10 (Forward) と 10→9 (Backward) の辞書は鏡像の関係ではない</span>
<span id="cb15-207"><a href="#cb15-207" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span><span class="co">[</span><span class="ot">AHIMA</span><span class="co">](https://library.ahima.org/doc?oid=106975)</span> がわかりやすい</span>
<span id="cb15-208"><a href="#cb15-208" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-209"><a href="#cb15-209" aria-hidden="true" tabindex="-1"></a><span class="fu">### GEMs を用いた変換に対する批判</span></span>
<span id="cb15-210"><a href="#cb15-210" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-211"><a href="#cb15-211" aria-hidden="true" tabindex="-1"></a>GEMs による ICD-9-CM → ICD-10-CM 変換には批判も多く存在するため、注意が必要</span>
<span id="cb15-212"><a href="#cb15-212" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-213"><a href="#cb15-213" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span><span class="co">[</span><span class="ot">AHIMA GEMs</span><span class="co">](https://library.ahima.org/PB/GEMs#.Ylg36ujP200)</span></span>
<span id="cb15-214"><a href="#cb15-214" aria-hidden="true" tabindex="-1"></a><span class="ss"> - </span>GEMs は単純な crosswalk: 横断歩道ではない</span>
<span id="cb15-215"><a href="#cb15-215" aria-hidden="true" tabindex="-1"></a><span class="ss"> - </span>1:n の時にすべての値を残すか、妥協点として無理やり 1:1 にするかは目的次第</span>
<span id="cb15-216"><a href="#cb15-216" aria-hidden="true" tabindex="-1"></a><span class="ss"> - </span>見たい 9-CM が少なければ、GEMs を使う必要はなく、コードを直接検索するのが速く簡単で正確である</span>
<span id="cb15-217"><a href="#cb15-217" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span><span class="co">[</span><span class="ot">Reeves 2020</span><span class="co">](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7059548/)</span></span>
<span id="cb15-218"><a href="#cb15-218" aria-hidden="true" tabindex="-1"></a><span class="ss"> - </span>GEMsを単独で使用しても、包括的かつ正確には変換できない</span>
<span id="cb15-219"><a href="#cb15-219" aria-hidden="true" tabindex="-1"></a><span class="ss"> - </span>9-CM と 10-CM の比較可能性を確保するための確実な選択肢は、各コードの手動レビューである</span>
<span id="cb15-220"><a href="#cb15-220" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-221"><a href="#cb15-221" aria-hidden="true" tabindex="-1"></a><span class="fu">### GEMs を用いた変換の精度を検証した論文</span></span>
<span id="cb15-222"><a href="#cb15-222" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-223"><a href="#cb15-223" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span><span class="co">[</span><span class="ot">Turer 2015</span><span class="co">](https://academic.oup.com/jamia/article/22/2/417/697375)</span></span>
<span id="cb15-224"><a href="#cb15-224" aria-hidden="true" tabindex="-1"></a><span class="ss"> - </span>医療記録のプロが 598 の 9-CM を 10-CM に手動変換 「GEMs と一致したのは85.2%」</span>
<span id="cb15-225"><a href="#cb15-225" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span><span class="co">[</span><span class="ot">Columbo 2018</span><span class="co">](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6501611/)</span></span>
<span id="cb15-226"><a href="#cb15-226" aria-hidden="true" tabindex="-1"></a><span class="ss"> - </span>心血管イベントのコードを医師が検証 「GEMs は便利だけど、手動で検証する必要がある」</span>
<span id="cb15-227"><a href="#cb15-227" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span><span class="co">[</span><span class="ot">Simeone 2020</span><span class="co">](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8120674)</span></span>
<span id="cb15-228"><a href="#cb15-228" aria-hidden="true" tabindex="-1"></a><span class="ss"> - </span>医師・コーダーが手動変換して検証 「手動のほうが包括的である」</span>
<span id="cb15-229"><a href="#cb15-229" aria-hidden="true" tabindex="-1"></a><span class="ss">- </span><span class="co">[</span><span class="ot">Mainor 2020</span><span class="co">](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6535377/)</span></span>
<span id="cb15-230"><a href="#cb15-230" aria-hidden="true" tabindex="-1"></a><span class="ss"> - </span>2015年の 9-CM と 10-CM の切り替え前後で、GEMs で翻訳されたコードの診断頻度が大きく変動していた（=疾患の増減とは考えづらく、変換が不完全であることの現れ）</span>
<span id="cb15-231"><a href="#cb15-231" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-232"><a href="#cb15-232" aria-hidden="true" tabindex="-1"></a><span class="fu">## ICD-9 と ICD-10 の相互変換</span></span>
<span id="cb15-233"><a href="#cb15-233" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-234"><a href="#cb15-234" aria-hidden="true" tabindex="-1"></a><span class="in">`icd_map()`</span> を使う。</span>
<span id="cb15-235"><a href="#cb15-235" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-238"><a href="#cb15-238" aria-hidden="true" tabindex="-1"></a><span class="in">```{r}</span></span>
<span id="cb15-239"><a href="#cb15-239" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(touch)</span>
<span id="cb15-240"><a href="#cb15-240" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb15-241"><a href="#cb15-241" aria-hidden="true" tabindex="-1"></a>icd9codes <span class="ot"><-</span> <span class="fu">c</span>(<span class="st">"0011"</span>, <span class="st">"001.1"</span>, <span class="st">"316"</span>, <span class="st">"29383"</span>, <span class="st">"E9808"</span>, <span class="st">"V90"</span>)</span>