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<h1 id="antibiotic-susceptibility-test-a">Antibiotic Susceptibility Test (AST) data at GCP <a href="/pathogens/pathogens_help/#amr"><img alt="AMR Documentation TOC" src="/core/assets/pathogens/images/toc_icon.png"/></a> <a href="/pathogens/pathogens_help/"><img alt="Main documentation page" src="/core/assets/pathogens/images/arrowup_blue.gif"/></a></h1>
<p><strong>ALPHA RELEASE</strong> -- <em>This is under active development and while we strive to
maintain correctness, it is possible results may be unstable, unavailable, or
incorrect at times. Please contact us by email at pd-help@ncbi.nlm.nih.gov
before relying on this data for production analyses.</em></p>
<p><a name="TOC"/></p>
<div class="toc">
<ul>
<li><a href="#what-data-is-available-on-the-go">What data is available on the Google Cloud?</a><ul>
<li><a href="#update-frequency">Update Frequency</a></li>
</ul>
</li>
<li><a href="#getting-started-with-bigquery">Getting started with BigQuery</a></li>
<li><a href="#linking-to-isolates-browser-data">Linking to Isolates Browser data in BigQuery</a></li>
<li><a href="#example-searches">Example searches</a><ul>
<li><a href="#how-many-isolates-were-tested-fo">How many isolates were tested for ertapenem resistance</a></li>
<li><a href="#what-organism-groups-were-tested">What organism groups were tested for ertapenem resistance?</a></li>
</ul>
</li>
</ul>
</div>
<h2 id="what-data-is-available-on-the-go">What data is available on the Google Cloud? <a href="#TOC"><img alt="AST Browser data in BigQuery" src="/core/assets/pathogens/images/toc_icon.png"/></a> <a href="/pathogens/pathogens_help/"><img alt="Main documentation page" src="/core/assets/pathogens/images/arrowup_blue.gif"/></a></h2>
<p>For a list of all resources see <a href="/pathogens/docs/gcp/">Pathogen Detection Resources at Google Cloud Platform</a></p>
<h3 id="update-frequency">Update Frequency <a href="#TOC"><img alt="AST Browser data in BigQuery" src="/core/assets/pathogens/images/toc_icon.png"/></a> <a href="/pathogens/pathogens_help/"><img alt="Main documentation page" src="/core/assets/pathogens/images/arrowup_blue.gif"/></a></h3>
<p>The AST table at Google Cloud BigQuery is updated daily. For this reason the contents may
not agree exactly with those shown in the <a href="/pathogens/ast/">AST
browser</a>. If you see unexpected discrepancies please let us know by emailing us at pd-help@ncbi.nlm.nih.gov.</p>
<h2 id="getting-started-with-bigquery"><a href="/pathogens/docs/getting_started_bigquery">Getting started with BigQuery</a> <a href="#TOC"><img alt="AST Browser data in BigQuery" src="/core/assets/pathogens/images/toc_icon.png"/></a> <a href="/pathogens/pathogens_help/"><img alt="Main documentation page" src="/core/assets/pathogens/images/arrowup_blue.gif"/></a></h2>
<p>Our <a href="/pathogens/docs/getting_started_bigquery">Getting started with BigQuery</a> page has instructions on how to run queries with BigQuery.</p>
<h2 id="linking-to-isolates-browser-data">Linking to Isolates Browser data in BigQuery <a href="#TOC"><img alt="AST Browser data in BigQuery" src="/core/assets/pathogens/images/toc_icon.png"/></a> <a href="/pathogens/pathogens_help/"><img alt="Main documentation page" src="/core/assets/pathogens/images/arrowup_blue.gif"/></a></h2>
<p>NCBI Pathogen Detection also maintains <a href="/pathogens/pathogens_help/#isolates-browser">Isolates Browser</a> and
<a href="/pathogens/pathogens_help/#microbigge">MicroBIGG-E</a> data in the BigQuery table
<code>ncbi-pathogen-detect.pdbrowser.isolates</code> and
<code>ncbi-pathogen-detect.pdbrowser.microbigge</code> tables respectively. There are
several fields in common between the tables, but we generally recommend
joining on the <code>target_acc</code> field. See <a href="/pathogens/docs/isolates_gcp">Isolates Browser Data at Google Cloud
Platform</a> for examples of joining two tables.</p>
<h2 id="example-searches">Example searches <a href="#TOC"><img alt="AST Browser data in BigQuery" src="/core/assets/pathogens/images/toc_icon.png"/></a> <a href="/pathogens/pathogens_help/"><img alt="Main documentation page" src="/core/assets/pathogens/images/arrowup_blue.gif"/></a></h2>
<h3 id="how-many-isolates-were-tested-fo">How many isolates were tested for ertapenem resistance <a href="#TOC"><img alt="AST Browser data in BigQuery" src="/core/assets/pathogens/images/toc_icon.png"/></a> <a href="/pathogens/pathogens_help/"><img alt="Main documentation page" src="/core/assets/pathogens/images/arrowup_blue.gif"/></a></h3>
<pre><code>select count(distinct(target_acc))
from `ncbi-pathogen-detect.pdbrowser.ast`
where antibiotic = 'ertapenem'
</code></pre>
<h3 id="what-organism-groups-were-tested">What organism groups were tested for ertapenem resistance? <a href="#TOC"><img alt="AST Browser data in BigQuery" src="/core/assets/pathogens/images/toc_icon.png"/></a> <a href="/pathogens/pathogens_help/"><img alt="Main documentation page" src="/core/assets/pathogens/images/arrowup_blue.gif"/></a></h3>
<pre><code>select taxgroup_name, count(distinct(target_acc)) num_isolates
from `ncbi-pathogen-detect.pdbrowser.ast`
where antibiotic = 'ertapenem'
group by taxgroup_name
order by num_isolates desc
</code></pre>
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