More data from the basement

on Monday, July 8th, 2024 8:15 | by

With the modified laser settings I was able to test 3 more wtb. Here are the results:

–> yaw torque

Yaw torque avoidance reference

on Monday, June 24th, 2024 10:01 | by

Just to have an example of yaw torque datasets and how they should avoid:

Testing the basement flight simulator

on Wednesday, June 19th, 2024 3:46 | by

Before collecting the actual data I make sure that the flight simulator in the basement does its thing ;) Here are the test runs with wtb flies for different protocols:

—>> yaw torque

–>> switch mode

–>> habit formation

Passing the halfway mark

on Monday, June 17th, 2024 8:25 | by

Finally have about half the number of flies needed. It looked like the flies that used the FoxP virgins didn’t fly as well as the other flies, so we dropped that branch and have stopped using them for the crosses. Pooling the FoxP>aPKC/CRISPR flies no increases the N in this group:

data:image/png;base64,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

Adding flies and fixing figures

on Tuesday, May 21st, 2024 8:56 | by

Added more flies to the aPKC knock-out in FoxP neurons. Now the knock-outs are close to zero, but one of the controls, too. Still too early to say much. The figure looks ok now, but the Bayes Factors get chopped off. need to fix this. As I’m, already working on some figures (histograms) in the code, I can fix this as well.

Results for Dop1R1-RNAi, Amon-RNAi and the course data

on Tuesday, May 21st, 2024 8:11 | by

Firstly, I did an experiment where Dop1R1 was knocked down via RNAi. The following shows the results:

For the next experiment, the controls groups were the same, however in the experimental group Amon was down regulated. These are the results:

Lastly, in the course the data for the larvae experiment was collected only under blue light, so I used the same crossings and tested them under red light to use as a control.

First data from aPKC knock-out in FoxP neurons

on Monday, May 13th, 2024 8:49 | by

When Andi tested his aPKC CRISPR knock-outs, he used the Tang torque meter setup, where the OMRs aren’t recorded. So I’m attempting to replicate his results and compare OMRs between groups.

It looks like I need to tweak the graph in some way to make the density plots show up. Obviously, N is too low to say anything yet, but I need to work on the plot.

Results for MB145B, SS01716 and SS02180

on Monday, April 8th, 2024 10:33 | by

All figures show the results for preference tests (salt/pure) conducted under red and blue light for different gal4-lines.

MB145B:

SS01716:

SS02180:

Results for amon-RNAi and MB143B

on Monday, February 26th, 2024 12:17 | by

The first figure shows the results for the preference test (salt/pure) conducted with amon-RNAi only under red light.

For the next experiment I conducted the same preference test but with the split-gal4 line MB143B under red and blue light.

Optomotor graph coded

on Wednesday, February 21st, 2024 10:15 | by

There had been some concerns about the optomotor display in the group evaluation sheets showing right-turning torque on the left side of the graph and vice versa. Also, the use of standard deviations seemed to blur differences between the experimental groups:

Because of these concerns, I have swapped the traces and used standard error of the means instead of standard deviations:

What do you think? Better or worse? Feedback very welcome!