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	<id>https://biogeoscapes.net//wiki/index.php?action=history&amp;feed=atom&amp;title=RT-qPCR%2FddPCR</id>
	<title>RT-qPCR/ddPCR - Revision history</title>
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	<updated>2026-05-27T22:32:12Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
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		<id>https://biogeoscapes.net//wiki/index.php?title=RT-qPCR/ddPCR&amp;diff=660&amp;oldid=prev</id>
		<title>Hagi BucknWise: Created page with &quot;{{BreadcrumbsPrimaryProduction}}  * Page authors: PRIMO * Responsible curator:  Hagen Buck-Wiese ----  __TOC__ &lt;div class=&quot;model-box&quot;&gt; {| class=&quot;model-ib&quot; style=&quot;float:right; margin-left:1em; margin-bottom:1em;&quot; ! Functional gene quantification (RT-qPCR / ddPCR) |- | &#039;&#039;&#039;Approach:&#039;&#039;&#039; quantitative PCR or digital droplet PCR of target genes or transcripts |- | &#039;&#039;&#039;Context:&#039;&#039;&#039; &#039;&#039;in situ&#039;&#039;, incubation, lab |-...&quot;</title>
		<link rel="alternate" type="text/html" href="https://biogeoscapes.net//wiki/index.php?title=RT-qPCR/ddPCR&amp;diff=660&amp;oldid=prev"/>
		<updated>2026-05-11T23:18:32Z</updated>

		<summary type="html">&lt;p&gt;Created page with &amp;quot;{{BreadcrumbsPrimaryProduction}}  * &lt;a href=&quot;/wiki/index.php?title=Page_authors&quot; title=&quot;Page authors&quot;&gt;Page authors&lt;/a&gt;: &lt;a href=&quot;/wiki/index.php?title=PRIMO&amp;amp;action=edit&amp;amp;redlink=1&quot; class=&quot;new&quot; title=&quot;PRIMO (page does not exist)&quot;&gt;PRIMO&lt;/a&gt; * &lt;a href=&quot;/wiki/index.php?title=Responsible_curator&quot; title=&quot;Responsible curator&quot;&gt;Responsible curator&lt;/a&gt;:  &lt;a href=&quot;/wiki/index.php?title=User:Hagi_BucknWise&quot; title=&quot;User:Hagi BucknWise&quot;&gt;Hagen Buck-Wiese&lt;/a&gt; ----  __TOC__ &amp;lt;div class=&amp;quot;model-box&amp;quot;&amp;gt; {| class=&amp;quot;model-ib&amp;quot; style=&amp;quot;float:right; margin-left:1em; margin-bottom:1em;&amp;quot; ! Functional gene quantification (RT-qPCR / ddPCR) |- | &amp;#039;&amp;#039;&amp;#039;Approach:&amp;#039;&amp;#039;&amp;#039; quantitative PCR or digital droplet PCR of target genes or transcripts |- | &amp;#039;&amp;#039;&amp;#039;Context:&amp;#039;&amp;#039;&amp;#039; &amp;#039;&amp;#039;in situ&amp;#039;&amp;#039;, incubation, lab |-...&amp;quot;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;{{BreadcrumbsPrimaryProduction}}&lt;br /&gt;
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* [[Page authors|Page authors]]: [[PRIMO]]&lt;br /&gt;
* [[Responsible curator|Responsible curator]]:  [[User:Hagi BucknWise|Hagen Buck-Wiese]]&lt;br /&gt;
----&lt;br /&gt;
&lt;br /&gt;
__TOC__&lt;br /&gt;
&amp;lt;div class=&amp;quot;model-box&amp;quot;&amp;gt;&lt;br /&gt;
{| class=&amp;quot;model-ib&amp;quot; style=&amp;quot;float:right; margin-left:1em; margin-bottom:1em;&amp;quot;&lt;br /&gt;
! Functional gene quantification (RT-qPCR / ddPCR)&lt;br /&gt;
|-&lt;br /&gt;
| &amp;#039;&amp;#039;&amp;#039;Approach:&amp;#039;&amp;#039;&amp;#039; quantitative PCR or digital droplet PCR of target genes or transcripts&lt;br /&gt;
|-&lt;br /&gt;
| &amp;#039;&amp;#039;&amp;#039;Context:&amp;#039;&amp;#039;&amp;#039; &amp;#039;&amp;#039;in situ&amp;#039;&amp;#039;, incubation, lab&lt;br /&gt;
|-&lt;br /&gt;
| &amp;#039;&amp;#039;&amp;#039;Spatial scale:&amp;#039;&amp;#039;&amp;#039; point sample&lt;br /&gt;
|-&lt;br /&gt;
| &amp;#039;&amp;#039;&amp;#039;Temporal scale:&amp;#039;&amp;#039;&amp;#039; minutes (RNA snapshot)&lt;br /&gt;
|-&lt;br /&gt;
| &amp;#039;&amp;#039;&amp;#039;Units:&amp;#039;&amp;#039;&amp;#039; copies (transcripts) L&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;&lt;br /&gt;
|-&lt;br /&gt;
| &amp;#039;&amp;#039;&amp;#039;Community captured:&amp;#039;&amp;#039;&amp;#039; taxon, group, or community&lt;br /&gt;
|-&lt;br /&gt;
| &amp;#039;&amp;#039;&amp;#039;Co-measurements:&amp;#039;&amp;#039;&amp;#039; cell abundance and biovolume (carbon biomass), chemotaxonomic pigments&lt;br /&gt;
|}&lt;br /&gt;
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&lt;br /&gt;
== Method Overview ==&lt;br /&gt;
&lt;br /&gt;
Water samples are filtered onto polycarbonate or PVDF membranes, and nucleic acids (DNA and/or RNA) are extracted using standardised commercial kits. For transcript-based assays (RT-qPCR), RNA is reverse-transcribed to cDNA. Target functional genes (e.g., rbcL for carbon fixation, 16S/18S rRNA for community composition, psbA for PSII activity) are then amplified using target-specific primers and quantified. In RT-qPCR, the cycle threshold (Ct) is compared to a standard curve of known copy number. In digital droplet PCR (ddPCR), the sample is partitioned into thousands of nanodroplets and each droplet is scored as positive or negative; absolute copy numbers are calculated from the Poisson distribution, without requiring a standard curve.&lt;br /&gt;
&lt;br /&gt;
Both methods can target phylogenetically or functionally specific primers, allowing group-level resolution when combined with group-specific reference genes.&lt;br /&gt;
&lt;br /&gt;
=== Scale of measurement ===&lt;br /&gt;
&lt;br /&gt;
Each filtered sample provides a point measurement. RNA extraction captures a snapshot of gene expression at the moment of filtration, reflecting transcriptional activity over the preceding minutes. DNA-based assays represent standing gene pool at time of sampling.&lt;br /&gt;
&lt;br /&gt;
=== Data generated ===&lt;br /&gt;
&lt;br /&gt;
Target gene or transcript copy concentrations (copies L&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;), normalised to sample volume filtered. Expression can be normalised to a housekeeping gene for relative quantification of transcriptional changes across treatments or conditions.&lt;br /&gt;
&lt;br /&gt;
=== Units &amp;amp; currency ===&lt;br /&gt;
&lt;br /&gt;
Units are copies (transcripts) L&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;. The currency is gene or transcript copies.&lt;br /&gt;
&lt;br /&gt;
=== Sample size ===&lt;br /&gt;
&lt;br /&gt;
Typical samples are ~1 L in volume.&lt;br /&gt;
&lt;br /&gt;
=== Repositories &amp;amp; databases ===&lt;br /&gt;
&lt;br /&gt;
== Limitations ==&lt;br /&gt;
&lt;br /&gt;
A single gene copy per genome is assumed; polyploidy or multiple gene copies per genome bias absolute abundance estimates. Gene expression does not necessarily equal metabolic activity, as post-transcriptional regulation can uncouple transcript abundance from protein level and enzymatic function. Diurnal variation in transcript abundance requires time-of-day-standardised sampling. Degenerate primers required for community-level surveys of functional genes (rbcL, psbA) can introduce PCR amplification biases that distort relative abundances.&lt;br /&gt;
&lt;br /&gt;
== Example Applications &amp;amp; Protocols ==&lt;br /&gt;
&lt;br /&gt;
=== Classic examples ===&lt;br /&gt;
*&lt;br /&gt;
&lt;br /&gt;
=== Recent applications ===&lt;br /&gt;
*&lt;br /&gt;
&lt;br /&gt;
=== Common calculations/conversions ===&lt;br /&gt;
* Absolute copies L&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; = (copies per reaction × reaction volume / template volume) × (extraction volume / sample volume filtered).&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
[[Category:Main Pages|Model types]]&lt;/div&gt;</summary>
		<author><name>Hagi BucknWise</name></author>
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