I'm trying to cut down the time and effort that we spend cleaning data for qPCR.
A brief background, I was a neuroscience post-doc who spend a lot of time running gene expressions studies in an epigenetics lab.
Since then, I realized that a lot of the stuff that we did with qPCR can be easily automated, made more user friendly, and made easier to share with colleagues.
Also I don't believe that we should pay thousands of dollars for software that, to be honest, wasn't very good.
So I created a website called www.stirplate.io which is a free platform for scientists to store, share and analyze their data.
I started working on qPCR first as it was near/dear to my heart and I'd love to do some testing with people if they are interested (there is no cost involved, so I'm not trying to sell anything here).
So, here is what I have working:
Drag/drop your raw output and a "treatment code" file (so I can decode your sample names) and I can get cleaned results in about 15-30 seconds per plate.
Here is what is done:
1. All samples are merged with the treatment codes and organized by treatment.
2. I check the CT-SDs to make sure the duplicates/triplicates are good. For any triplicate group with an SD of 0.2, I remove the outlier sample (and report that to you).
3. DD2CT values are generated by subtracting the endogenous control (you choose the control), from the GOI (DCT), then an average of the DCT from a control group (you choose) is taken to generate the DDCT value. The DD2CT value is generated from that number.
4. I provide 2 graphs and 1 table. A bar graph w/ the means by group, a scatter plot so you can see those data plotted, a summary table (N per group) and which samples were omitted due to not reaching threshold or due to being a bad triplicate.
5. You can interact with the graphs: For example, if you see an outlier in the Scatter plot, you can click on that sample, make a note as to why you are removing it, and the graphs re-write themselves in about 2 seconds. The same applies to changing the endogenous control, or control group, it only takes about 2-3 seconds.
6. You can export just the cleaned values via excel from there.
I made a 3 minute video here or you can sign up on the site and give it a shot.
I have this working quite well for the Life Tech Step 1, and the Viia 7 (using the microfludic cards).
I'm also working on the Life Tech 7500 and ABI 7900 right now.
Again, this doesn't cost anything, I'd just like to get feedback from the qPCR community to see how I can improve on this technique. I'm building tools like this for a lot of different techniques soon, but I'd like to nail down qPCR initially.