Statisitcs - Motif probability (Sep/14/2010 )
I want to know the equation for if a nucleotide sequence within in genome/library is significant. Let me set up an example:
We know that a six base pair sequence AGAATA occurs 1 time in 4096 nucleotides < (1/4)^6 = 4096 > correct?
Let's say we have a DNA library that is 50,000 base pairs in total (small library of 50 clones to keep numbers small) it should occur roughly ~12 times < 50000/4096 = 12.2 > with 100% probability?
1. What is the probability that it would occur twice? How about 5 times?
2. What is the probability it would occur once in a single clone from this library if the clone is 500 bp long? What about twice?
3. And finally, let's say AGAATA occurs 3 times in one 500 bp clone. Is this significant? What is the equation? I wanted to know basically, "This six base pair sequence has an X-percent probability of occurring within the clone, and an x-percent probability of occurring in the whole library. Thanks.
Aren't you assuming that all base pairs are equally represented (i.e. that your genome is 25% A, 25% T, 25% C, and 25% G)? If your genome were GC rich, wouldn't you expect this AT-rich sequence to appear less often by chance than it would in an AT-rich genome?
HomeBrew on Wed Sep 15 02:49:57 2010 said:
Aren't you assuming that all base pairs are equally represented (i.e. that your genome is 25% A, 25% T, 25% C, and 25% G)? If your genome were GC rich, wouldn't you expect this AT-rich sequence to appear less often by chance than it would in an AT-rich genome?
Let's assume it's 25% each. And I can replace this sequence with any sequence. I'm just looking on how to do the math.
I think you want to use a Chi square test for goodness of fit. You would calculate the Chi square statistic by calculating (observed frequency - expected frequency)^2 / expected frequency.