Information content of PWM question
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4.0 years ago
jbrody11 • 0

I am having trouble with this university exam question.. enter image description here

My understanding is that the elements within the PWMs above were calculated using the formula log2(frequency/0.25) and then had pseudocounts added.

I do not know what value of pseudocounts were used but by looking at the 3rd column of PWMx there are three -4.5 values so these may have had frequencies of 0 while the C had a frequency of 1 and when pseudocounts were added to it, it became 3.9.

If I know the original frequencies of the bases, I can use the formula; 2 + fbi x log2(fbi) and then multiply by fbi again to find the information content. However I do not know the frequencies by looking at these values.

My guess is that minus values would have a very small information content while large plus values would have a high information content thus if you have lots of low (minus) values and lots of high (plus) values, you will yield a higher information content.

Also as PWMx consists of 6 binding sites and PWMy only has 4 binding sites, would PWMx naturally have a higher information content as it has more binding sites?

ChIP-Seq sequence • 1.1k views
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Just to be clear: Is this a question you are being evaluated with?

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Yes, this type of question may come up in my exam in 3 weeks.

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So it NOT your actual exam, it's a question from previous exams, is that correct?

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Correct. I am thus practicing how to do previous questions as they may come up again.

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That is great but please show some effort and specify where you have a gap, it will be easier to help you this way. Don't expect people to give you the whole introduction to information theory here.

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Yes, sorry. I should have been more specific in what is troubling me about the question. I have now edited the question including my interpretation of it.

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If this is not your homework or the exam, it should be a viable solution to do this the old-fashioned way: ask your instructor. I would be happy to help my students with their practice exams, but am hesitant to undermine other instructors by helping their students with something that looks like homework to me.

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Hi Mensur, I tried doing what you suggested. I reached out to my instructor, however, I have been unable to get in contact with him. We are not in university at the moment either, for obvious reasons, therefore I have no way of getting help. Could you at least guide me in this question to get me on the right track? I have included my interpretation of the answer in the question. Many thanks

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