Sequence-based mutation analysis of ARSA
Intro
We randomly picked 10 missense mutations from dbSNP and HGMD. The mutations are listed below, together with a pymol mutagenesis image and a description of the properties of the mutations.
mutation | position | reference | mutation | both |
Asp-Asn | 29 | |||
Description of Asp-Asn
Paste description of mutation here | ||||
Pro - Ala | 136 | |||
Description of Pro-Ala
Paste description of mutation here | ||||
Gln-His | 153 | |||
Description of Gln-His
Paste description of mutation here | ||||
Trp-Cys | 193 | |||
Description of Trp-Cys
Paste description of mutation here | ||||
Thr-Met | 274 | |||
Description of Thr-Met
Paste description of mutation here | ||||
Phe -Val | 356 | |||
Description of Phe-Val
Paste description of mutation here | ||||
Thr-Ile | 409 | |||
Description of Thr-Ile
Paste description of mutation here | ||||
Asn-Ser | 440 | |||
Description of Asn-Ser
Paste description of mutation here | ||||
Cys-Gly | 489 | |||
Description of Cys-Gly
Paste description of mutation here | ||||
Arg-His | 496 | |||
Description of Arg-His
Paste description of mutation here |
SNAP
We ran snap using the following command:
snapfun -i ARSA.fasta -m mutants.txt -o snap.out
output:
nsSNP Prediction Reliability Index Expected Accuracy
----- ------------ ------------------- -------------------
D29N Non-neutral 7 96%
Q153H Neutral 0 53%
T274M Non-neutral 6 93%
T409I Non-neutral 1 63%
C489G Non-neutral 5 87%
W193C Non-neutral 3 78%
F356V Neutral 1 60%
N440S Non-neutral 2 70%
R496H Neutral 1 60%
P136A Non-neutral 4 82%
In order to analyze all possible combinations of amino acid substitutions from the above mutated positions, we used the Generate Mutants
tool on http://rostlab.org/services/snap/submit to create all possible exchanges from the following pattern: referenceAminoAcidPosition*
. Then we again executed snap:
snapfun -i ARSA.fasta -m all_mutants.txt -o snap_all.out
Next, we wrote a perl script to parse and summarize the SNAP output in the following table, which shows which amino acid substitutions are Non-neutral or Neutral:
ref\mutation | A | R | N | D | C | Q | E | G | H | I | L | K | M | F | P | S | T | W | Y | V |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
D29 | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | |
Q153 | Non-neutral | Non-neutral | Neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Neutral | Non-neutral | Non-neutral | Non-neutral | Neutral | Non-neutral | Neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | |
T274 | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | |
T409 | Neutral | Non-neutral | Neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | |
C489 | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | |
W193 | Non-neutral | Non-neutral | Neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | |
F356 | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Neutral | Non-neutral | Non-neutral | Neutral | Neutral | Neutral | Non-neutral | Neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Neutral | Neutral | |
N440 | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | |
R496 | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Neutral | Non-neutral | Non-neutral | Neutral | Non-neutral | Non-neutral | Neutral | Non-neutral | Neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Neutral | Non-neutral | |
P136 | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral | Non-neutral |
Multiple sequence alignments
First, we downloaded the HSSP file for ARSA to get all proteins, which are homologuous to it. Then we downloaded all mammalian protein sequences from Uniprot. This was achieved by searching for the term taxonomy:40674
, which codes for all mammalian protein sequences. We saved all sequences in one multiple fasta file. Then we extracted all homologuous mammalian proteins to human ARSA by mapping the ids from the HSSP file to sequence ids in the multi fasta file. This yielded 75 homologuous mammalian sequences to human ARSA.
Next, we calculated multiple sequence alignments of these proteins (including ARSA) with Muscle. The Jalview images of the alignments are shown below.
pos | conservation - reference | conservation - mutant |
---|---|---|
29 | 0.86 | 0 |
153 | 0.14 | 0 |
274 | 0.87 | 0 |
409 | 0.35 | 0.16 |
489 | 0.80 | 0.05 |
193 | 0.13 | 0 |
356 | 0.15 | 0 |
440 | 0.15 | 0 |
496 | 0.14 | 0.01 |
136 | 0.93 | 0 |
PSI-BLAST
blastpgp -i ARSA.fasta -d /data/blast/nr/nr -e 10E-6 -j 5 -Q psiblast.mat -o psiblast_eval10E_6.it.5.new.txt
Last position-specific scoring matrix computed, weighted observed percentages rounded down, information per position, and relative weight of gapless real matches to pseudocounts
A R N D C Q E G H I L K M F P S T W Y V A R N D C Q E G H I L K M F P S T W Y V
29 D -5 -5 -2 8 -7 -3 -1 -4 -4 -6 -7 -4 -6 -7 -5 -3 -4 -7 -6 -6 0 0 0 100 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2.49 1.56
153 Q 3 2 -1 4 -4 -1 -1 -2 0 -2 -3 -3 4 -2 -3 -1 -2 -3 -2 -2 26 10 3 23 0 3 3 3 2 2 1 1 13 2 1 3 2 0 1 2 0.53 1.48
274 T -3 -4 -3 -4 -2 -4 -4 -5 -5 -4 -4 -4 -3 -5 -4 1 8 -6 -5 -3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 92 0 0 0 1.94 1.62
409 T -1 0 0 -1 -2 -1 -1 0 -1 -1 -1 0 -1 -1 3 0 1 6 0 -1 5 5 5 4 1 3 4 8 1 3 6 5 1 2 13 6 8 11 3 4 0.26 0.95
489 C 2 -1 1 -4 8 -4 -4 -2 -1 -1 -2 -3 -1 -4 -4 0 0 5 -1 -3 15 4 8 0 36 0 0 2 1 3 3 1 1 0 0 6 5 9 2 0 0.99 1.22
440 N -5 -3 6 5 -6 -2 -1 -4 -3 -6 -6 -3 -6 -6 2 -2 -3 -6 -6 -5 0 1 46 36 0 1 2 0 0 0 0 1 0 0 10 1 1 0 0 0 1.48 1.67
356 F -3 -1 -5 -5 -3 0 -1 -6 1 3 0 -1 0 2 -6 -3 -2 -3 5 3 1 4 0 0 1 5 4 0 3 18 8 5 2 8 0 1 2 0 20 20 0.59 1.62
193 W -2 4 2 3 -5 0 0 -2 0 -3 -4 1 -3 -1 -2 -1 -2 1 1 -3 3 25 11 16 0 4 5 3 2 2 1 7 0 2 2 4 2 2 5 2 0.46 1.45
136 P -3 -5 -5 -5 -6 -4 -4 -5 -5 -6 -6 -4 -6 -7 9 -4 -4 -7 -6 -5 1 0 0 0 0 0 0 0 0 0 0 0 0 0 98 0 0 0 0 0 3.03 1.61
496 R -3 1 0 -3 -4 1 1 -1 1 -3 1 1 -2 2 4 0 -3 -1 -1 -3 1 7 4 1 0 5 10 4 3 1 16 9 0 9 20 8 1 1 1 1 0.34 0.96