Strange results after pooling data

on Thursday, December 19th, 2024 3:55 | by

Because the effect of yaw torque training on optomotor responses (OMRs) is still very small for now (we work on improving that), I pooled the two groups in which aPKC was knocked out in either motor neuron (MN) b1 or MN b3, as both these two groups and their WTB x aPKC/Cas9 controls seem to learn just fine (torque preference text after 8 minutes of training):

Obviously, we still need to check the Gal4 driver lines are really targeting the right neurons, but assuming they are ok, it seems like neither an aPKC knock-out in b1 alone nor in b3 alone is sufficient to affect operant self-learning. Maybe this is due to b1 and b3 acting as an agonist/antagonist pair and if one of them fails to show plasticity, the other is sufficient on its own? Another explanation could be that the torque preference depicted above is mediated by other neurons than b1 or b3 and that the OMR modulation is gone in these flies. Because the OMR effect is so small, I pooled the two groups, threw out all flies that didn’t have at least an acceptable OMR and halfway accurate OMR parameter estimation and plotted the OMR traces of the remaining 35 flies after training:

So despite these flies learning well, the OMR does not seem modulated as one can see in WT flies. However, there my be a slight effect for the fly punished on right turning torque, perhaps? However, this group also has much larger errors, which I would need to check the reason for. The quantification of the OM symmetry does not show any hint of an effect, though:

Below the total evaluation before and after training. What is weird is that despite there being no effect after training, the correlation between torque preference and OMR asymmetry seems to be there – or is it just the three outliers?

Either way, when I pooled the control flies from this experiment with the same genotype from the last experiment to get to 42 flies, only the group that was punished on left-turning torque showed the modulation:

Accordingly, the quantification shows no difference ion the control group either:

And no significant correlation between the indices either:

All in all rather puzzling results that reinforce my view that the OMR effect is much too small to practically work with. That means one of the next goals must be to get this effect size increased by, perhaps, decreasing the strength of the optomotor stimulus?

b1/b3 aPKC KO flies still learning, OMR unaffected

on Friday, November 22nd, 2024 3:47 | by

Now with over 20 flies in each group, it becomes more and more apparent that both the flies without aPKC in either b1 or b3 steering motor neurons still learn just fine:

As with the aPKC knock-out in FoxP neurons, also here, the optomotor response seems normal as well:

Interesting is the scatter in the slope parameter for the control flies:

Almost there

on Monday, July 8th, 2024 8:33 | by

Not many fliers left now. Will start evaluating optomotor asymmetry now.

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!

Coded the regression analysis

on Thursday, September 7th, 2023 2:16 | by

I now switched the sign of the Optomotor Asymmetry Index in flies that were punished on producing right-turning torque, such that weaker punished torque shows up as a positive index. After that was done, I plotted the correlation between the optomotor index and the preference index:

I had to get rid of eight flies where the optomotor response was already asymmetric before the training started, so now I only have 33 flies. But with these flies, there is no correlation before training and a very significant correlation after training.

Any suggestions about appearance of the graphs?

Would it be useful to plot optomotor and performance indices as raincloudplots next to the regressions?

This would be the complete figure:

Optomotor project nearing completion

on Monday, September 4th, 2023 1:59 | by

The results of comparing optomotor responses after self-learning remain solid. There still is a small asymmetry between the left/right groups, but nothing dramatic:

Bachelor Blog / #4 is there something?

on Monday, August 7th, 2023 2:13 | by

The offspring of my first experimental fly cohort finally hatched! Below you find a few first pre-tests I ran last week :)

First, here are the results of a quick test to see if the offspring shows a preference for the parentally trained side after the first training period:

After that I played around with the laser a little bit to find the learning threshhold. I set the laser on 2,6V but the results I got look a bit weird:

-> untrained wtb flies

-> offspring of trained wtb flies

I´m optimistic however there is still a lot of work to do…

Kicked out Canton S

on Thursday, June 29th, 2023 5:25 | by

Since the Canton S strain I used wasn’t a perfect genetic background strain anyway and didn’t fly properly, I kicked it out and replaced it with the wild type Berlin data I had collected just prior to the rut and rsh mutants. Now I can collect data for two projects in one go: I check the rut/rsh learning mutants if they still behave the way they should and with the wtb control strain and continue collecting data to evaluate their optomotor responses after training. So now the learning scores for the three strains look like this:

It still doesn’t look like rut is better than wtb, so I’m still skeptical that the strain is really what it should be. The rsh data also don’t look very promising, but I still need to get more flies with a negative preference before the training.

Optomotor asymmetry after torque learning

on Tuesday, June 6th, 2023 3:31 | by

Only a few more flies compared to the first week, but the difference between optomotor responses after punishing left or right torque, respectively, is starting to show:

These data suggest I should fill the groups up to a sample size beyond 20 if I want to use these data somewhere…

Optomotor effects after torque learning?

on Friday, May 26th, 2023 5:04 | by

After training 14 flies it looks as if the new setup is working as it should:

Looking at the optomotor traces more closely now that (a) we know that motor neurons are the only site of plasticity and (b) we routinely record optomotor behavior after training, something very interesting appeared when comparing flies that have been trained on one turning direction with flies trained on the other side:

Flies trained to avoid right turning show reduced optomotor response to the right and vice versa! The weaker effect for ‘left’ may be due to the weaker learning in this group?

Anyway, I have never seen this and find it quite exciting!