This week I have been focusing mostly on the extraction of DNA from collected samples of the Columbia River soil. The bioreactor, or recyclostat, is where bacteria, archaea, fungi, and other microbes have successfully been cultured from the river samples. The goal of my project is to learn more about the archaea that live in the Columbia River ecosystem. The archaea we are interested in and are targeting are those that oxidize ammonia and possibly use it for their energy source. This is quite important because the oxidation of ammonia is a key step in nitrification, or the production of nitrate. Nitrate is essential in the environment for plant growth, however, too much of it can cause leakage into ground water systems.
In order to learn a great deal about the ammonia-oxidizing archaea (AOA), DNA must be extracted from the samples. This week I learned two different methods of DNA extraction. The first method was used to extract DNA from soil samples from a local creek, and I learned this on Tuesday. From this method I was able to extract as much DNA as I could from the samples. This included all DNA: bacterial, archaeal, and fungi.
The second extraction method was used to extract DNA from E.coli cells. The DNA we intended to extract is called a fosmid. This fosmid is circular DNA that my mentor was able to insert into the E.coli. The fosmid contains the archaeal DNA because the archaea we are investigating grow slowly while E.coli grow at a much faster rate. By inserting the fosmids into the E.coli, we create “clones” of the fosmids as long as the E.coli cells integrate the fosmid DNA into their genome.
After extracting the first DNA, I learned how to use PCR to amplify the DNA and gel electrophoresis to analyze the DNA. Below is a picture of the gel electrophoresis results viewed under UV light.
![](image/png;base64,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)
Picture: Bacterial and Archaeal DNA in gel electrophoresis.
Overall, this week was quite an educational experience as I performed many new aspects of microbiology that I had not learned before. It was a good week and I look forward to continuing DNA extraction and analysis in the coming weeks.