Difference between revisions of "Task 9: Structure-based mutation analysis"

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== Structure Selection ==
 
== Structure Selection ==
   
  +
<figtable id="structures">
 
 
{| class="colBasic2"
 
{| class="colBasic2"
 
! PDB ID || Res [A] || R-value (obs) || pH || missing residues || coverage
 
! PDB ID || Res [A] || R-value (obs) || pH || missing residues || coverage
Line 41: Line 41:
 
|+ style="caption-side: bottom; text-align: left" |<font size=2>''' Table 1:''' List of available structures for the human hemochromatosis protein in the PDB.
 
|+ style="caption-side: bottom; text-align: left" |<font size=2>''' Table 1:''' List of available structures for the human hemochromatosis protein in the PDB.
 
|}
 
|}
  +
</figtable>
   
From the two available structures, we chose 1A6Z, because it has a slightly higher resolution and a nearly identical resolution compared to 1DE4. On the downside, 1A6Z was resolved at a pH value of 6.5, which is more distant to the physiological pH than the resolution pH of 1DE4. 1A6Z was chosen nevertheless, because it was used in all previous tasks, in order to keep consistency.
+
From the two available structures listed in <xr id="structures"/>, we chose 1A6Z, because it has a slightly higher resolution and a nearly identical R-value compared to 1DE4. On the downside, 1A6Z was resolved at a pH value of 6.5, which is more distant to the physiological pH than the resolution pH of 1DE4. 1A6Z was chosen nevertheless, because it was used in all previous tasks, in order to keep consistency.
   
 
== Mutations ==
 
== Mutations ==
   
  +
<figtable id="mutations">
 
 
{| class="colBasic2" style="width:30%"
 
{| class="colBasic2" style="width:30%"
 
! Mutation || Disease causing ?
 
! Mutation || Disease causing ?
Line 60: Line 61:
 
| Cys282Tyr || Yes
 
| Cys282Tyr || Yes
 
|-
 
|-
|+ style="caption-side: bottom; text-align: left" |<font size=2>''' Table 2:''' List of selected mutations. The mutation positions correspond to the Uniprot entry [http://www.uniprot.org/uniprot/Q30201|Q30201].
+
|+ style="caption-side: bottom; text-align: left" |<font size=2>''' Table 2:''' List of selected mutations. The mutation positions correspond to the Uniprot entry [http://www.uniprot.org/uniprot/Q30201 Q30201].
 
|}
 
|}
  +
</figtable>
  +
We chose 5 mutations from the ones described in task 8, some of which are disease causing and some not. They are listed in <xr id="mutations"/>.
   
<figtable id="mut_overview" >
+
<figure id="mut_overview" >
 
{| style="width: 40%; border-width:0px" align="center"
 
{| style="width: 40%; border-width:0px" align="center"
 
| [[File:Mut_1_lab.png|center|thumb|500px]] || [[File:Mut_2_lab.png|center|thumb|500px]]
 
| [[File:Mut_1_lab.png|center|thumb|500px]] || [[File:Mut_2_lab.png|center|thumb|500px]]
 
|-
 
|-
|+ style="caption-side: bottom; text-align: left" |<font size=2>'''Figure 1:''' The PDB structure 1A6Z of HFE_HUMAN with the MHC I domain colord in limegreen and the Ig C1-set domain colored in blue. The disease causing mutations are shown in red and the non-disease causing in orange. The cysteine, that is the disulfide bridge binding partner of C282, is colored in white.
+
|+ style="caption-side: bottom; text-align: left" |<font size=2>'''Figure 1:''' The PDB structure 1A6Z of HFE_HUMAN with the MHC I domain colored in limegreen and the Ig C1-set domain colored in blue. The disease causing mutations are shown in red and the non-disease causing in orange. The cysteine that is the disulfide bridge binding partner of C282 is colored in white.
 
|}
 
|}
</figtable>
+
</figure>
  +
  +
<xr id="mut_overview"/> shows the 3D structure of the HFE protein and the 5 mutations. The disease causing ones are marked in red and the non-disease causing ones in orange.
   
 
== Structure Mutation using SCWRL ==
 
== Structure Mutation using SCWRL ==
  +
  +
SCWRL was used to mutate the HFE protein. The mutated structures are shown and analysed in the following.
   
 
=== Val53Met ===
 
=== Val53Met ===
<figtable id="53_mut">
+
<figure id="53_mut">
 
{| class="colBasic2"
 
{| class="colBasic2"
 
| [[File:53_wt.png|center|thumb|300px]] || [[File:53_mut.png|center|thumb|300px]]
 
| [[File:53_wt.png|center|thumb|300px]] || [[File:53_mut.png|center|thumb|300px]]
 
|-
 
|-
|+ style="caption-side: bottom; text-align: left" |<font size=2>'''Figure 2:''' Wild type(grey) and mutant(red) residues for position 53.
+
|+ style="caption-side: bottom; text-align: left" |<font size=2>'''Figure 2:''' Visualisation of the HFE protein (green) with the Val53Me mutations, The wild type valine is shown in grey and the mutant in red. Hydrogen bonds are colored in yellow.
 
|}
 
|}
</figtable>
+
</figure>
  +
Figure 2 shows that the mutation to Methionin does not change the polar contacts of the residue. But Methionin extends further into the binding pocket than Valin, which might disturb the structure of the binding pocket and inhibit the binding process.
 
  +
<xr id="53_mut"/> shows that the mutation to methionine does not change the polar contacts of the residue. But methionine extends further into the binding pocket than valine, which might disturb the structure of the binding pocket and inhibit the binding process.
   
 
=== His63Asp ===
 
=== His63Asp ===
   
<figtable id="63_mut">
+
<figure id="63_mut">
 
{| class="colBasic2"
 
{| class="colBasic2"
 
| [[File:63_wt.png|center|thumb|300px]] || [[File:63_mut.png|center|thumb|300px]]
 
| [[File:63_wt.png|center|thumb|300px]] || [[File:63_mut.png|center|thumb|300px]]
Line 91: Line 99:
 
|+ style="caption-side: bottom; text-align: left" |<font size=2>'''Figure 3:''' Wild type (grey) and mutant (red) residues for position 63.
 
|+ style="caption-side: bottom; text-align: left" |<font size=2>'''Figure 3:''' Wild type (grey) and mutant (red) residues for position 63.
 
|}
 
|}
  +
</figure>
   
Regarding the polar contacts of residue 63, there is no change, because both variants do not exhibit polar interactions (Figure 3). Also, the mutation lies in a loop region and does not disturb an ordered secondary structure.
+
Regarding the polar contacts of residue 63, there is no change, because both variants do not exhibit polar interactions (<xr id="63_mut"/>). Also, the mutation lies in a loop region and does not disturb an ordered secondary structure.
 
But nevertheless, the mutation is disease causing, which might be due to the fact that the loop where it is located is still part of the binding interface to ferritin and that the change from an aromatic, mainly uncharged residue to a negatively charged residue disturbs this interface.
 
But nevertheless, the mutation is disease causing, which might be due to the fact that the loop where it is located is still part of the binding interface to ferritin and that the change from an aromatic, mainly uncharged residue to a negatively charged residue disturbs this interface.
   
 
=== Met97Ile ===
 
=== Met97Ile ===
   
<figtable id="97_mut">
+
<figure id="97_mut">
 
{| class="colBasic2"
 
{| class="colBasic2"
 
| [[File:97_wt.png|center|thumb|300px]] || [[File:97_mut.png|center|thumb|300px]]
 
| [[File:97_wt.png|center|thumb|300px]] || [[File:97_mut.png|center|thumb|300px]]
 
|-
 
|-
|+ style="caption-side: bottom; text-align: left" |<font size=2>'''Figure 4:''' Wild type(grey) and mutant(red) residues for position 97.
+
|+ style="caption-side: bottom; text-align: left" |<font size=2>'''Figure 4:''' Wild type (grey) and mutant (red) residues for position 97 with hydrogen bonds indicated in yellow.
 
|}
 
|}
  +
</figure>
   
Both variants show the same polar contacts, which are only the intra-backbone hydrogen bonds that stabilize the alpha helix (Figure 4). The isoleucin is slightly smaller than methione, but the residue stays uncharged and nonpolar and thus, although it is located directly at the binding interface to ferritin, the mutatiion is neutral.
+
Both variants show the same polar contacts, which are only the intra-backbone hydrogen bonds that stabilize the alpha helix (<xr id="97_mut"/>). The isoleucine is slightly smaller than methionine, but the residue stays uncharged and nonpolar and thus, although it is located directly at the binding interface to ferritin, the mutatiion is neutral.
   
   
=== T217I ===
+
=== Thr217Ile ===
   
<figtable id="217_mut">
+
<figure id="217_mut">
 
{| class="colBasic2"
 
{| class="colBasic2"
 
| [[File:217_wt.png|center|thumb|300px]] || [[File:217_mut.png|center|thumb|300px]]
 
| [[File:217_wt.png|center|thumb|300px]] || [[File:217_mut.png|center|thumb|300px]]
 
|-
 
|-
|+ style="caption-side: bottom; text-align: left" |<font size=2>'''Figure 5:''' Wild type(grey) and mutant(red) residues for position 217.
+
|+ style="caption-side: bottom; text-align: left" |<font size=2>'''Figure 5:''' Wild type(grey) and mutant(red) residues for position 217 with hydrogen bonds colored in yellow.
 
|}
 
|}
  +
</figure>
   
While the change from a polar to a non-polar side chain reduces the number of hydrogen bonds at this loop and thus the stability of the loop (Figure 5), it is not enough to affect the function of the protein, because the loop is not near a binding interface or an essential structural part.
+
While the change from a polar to a non-polar side chain reduces the number of hydrogen bonds at this loop and thus the stability of the loop (<xr id="217_mut"/>), it is not enough to affect the function of the protein, because the loop is not near a binding interface or an essential structural part.
 
=== C282Y ===
 
   
  +
=== Cys282Tyr ===
   
<figtable id="282_mut">
+
<figure id="282_mut">
 
{| class="colBasic2"
 
{| class="colBasic2"
 
| [[File:282_wt.png|center|thumb|300px]] || [[File:282_mut.png|center|thumb|300px]] || [[File:282_clash.png|center|thumb|300px]] || [[File:282_mut2.png|center|thumb|300px]]
 
| [[File:282_wt.png|center|thumb|300px]] || [[File:282_mut.png|center|thumb|300px]] || [[File:282_clash.png|center|thumb|300px]] || [[File:282_mut2.png|center|thumb|300px]]
 
|-
 
|-
|+ style="caption-side: bottom; text-align: left" |<font size=2>'''Figure 6:''' Wild type(grey) and mutant(red) residues for position 282. The disulfide bridge binding partner of C282 is shown in white.
+
|+ style="caption-side: bottom; text-align: left" |<font size=2>'''Figure 6:''' Wild type(grey) and mutant(red) residues for position 282. The disulfide bridge binding partner of C282 is shown in white. Hydrogen bonds are shown in yellow.
 
|}
 
|}
  +
</figure>
   
Although for this mutation, the polar contacts to the neighbouring beta sheet remain unchanged (Figure 6), it is evident why this mutation is the major cause for hemochromatosis. The replacement of cysteine with tyrosine causes a break of the disulfide bond that connects the two beta sheets of the Ig c1-set domain. Consequently, the structure of this domain is destabilized, which probably inhibits the formation of the HFE,ferritin,beta-micorglobulin complex.
+
Although for this mutation, the polar contacts to the neighbouring beta sheet remain unchanged (<xr id="282_mut"/>), it is evident why this mutation is the major cause for hemochromatosis. The replacement of cysteine with tyrosine causes a break of the disulfide bond that connects the two beta sheets of the Ig c1-set domain. Consequently, the structure of this domain is destabilized, which probably inhibits the formation of the HFE,ferritin, beta-micorglobulin complex.
It is also noteworthy, that scwrl does not change the conformation of the cysteine binding partner, resulting in a clash of tyrosine and cysteine.
+
It is also noteworthy, that SCWRL does not change the conformation of the cysteine binding partner, resulting in a clash of tyrosine and cysteine.
   
 
== Comparison of SCWRL and FoldX ==
 
== Comparison of SCWRL and FoldX ==
   
  +
<figure id="fx_scwrl" style="border-width: 0px">
 
<figtable id="fx_scwrl" style="border-width: 0px">
 
 
{| class="colBasic2"
 
{| class="colBasic2"
 
| [[File:53_both.png|center|thumb|300px|V53M: Practically, there is no difference between the rotamers generated by the two programs.]] || [[File:63_both2.png|center|thumb|300px| H63D: In this case, there is also nearly no difference between the placements of the programs. ]] || [[File:97_both.png|center|thumb|300px| M97I: As in the two cases before, the results do not differ significantly.]]
 
| [[File:53_both.png|center|thumb|300px|V53M: Practically, there is no difference between the rotamers generated by the two programs.]] || [[File:63_both2.png|center|thumb|300px| H63D: In this case, there is also nearly no difference between the placements of the programs. ]] || [[File:97_both.png|center|thumb|300px| M97I: As in the two cases before, the results do not differ significantly.]]
 
|-
 
|-
| [[File:217_scwrl2.png|center|thumb|300px| T217I SCWRL: For this mutation, the rotamer of the mutant differs, but this has nearly no effect, since the side chain sticks out of the protein and has no interaction partner inside of the protein. The major difference betwen the programs in this case is, that FoldX minimises the protein after a suitable rotamer has been found and thus changes the conformation of the surrounding residues. In this particular case, the minimisation results in a weakening or loss of the polar interactions with neighbouring residues.]] || [[File:217_fx2.png|center|thumb|300px| T217I FoldX: See neighbouring image description.]]
+
| [[File:217_scwrl2.png|center|thumb|300px| T217I SCWRL: For this mutation, the rotamer of the mutant differs, but this has nearly no effect, since the side chain sticks out of the protein and has no interaction partner inside of the protein. The major difference between the programs in this case is, that FoldX minimises the protein after a suitable rotamer has been found and thus changes the conformation of the surrounding residues. In this particular case, the minimisation results in a weakening or loss of the polar interactions with neighbouring residues.]] || [[File:217_fx2.png|center|thumb|300px| T217I FoldX: See neighbouring image description.]]
 
|-
 
|-
| [[File:282_scwrl.png|center|thumb|300px| C282Y SCWRL: In this case, the two rotamers do again not differ significantly, but the minimisation step from FoldX resolves the clash between the partner cysteine and the tyrosine. ]] || [[File:282_foldx.png|center|thumb|300px]] || [[File:282_both.png|center|thumb|300px]]
+
| [[File:282_scwrl.png|center|thumb|300px| C282Y SCWRL: In this case, the two rotamers from SCWRL and FolX do again not differ significantly. SCWRL was not able to resolve the clash between the partner cysteine and the tyrosine.]] || [[File:282_foldx.png|center|thumb|300px| The minimisation step from FoldX resolves the clash between the partner cysteine and the tyrosine.]] || [[File:282_both.png|center|thumb|300px| Superposition of the tyrosine in the SCWRL (green) and FoldX (cyan) mutated structures. Both rotameres are very similar.]]
 
|-
 
|-
|+ style="caption-side: bottom; text-align: left" |<font size=2>'''Figure 7:''' Comparison between mutations performed by SCWRL(green) and foldx(cyan). For the C282Y mutation, the disulfide bridge binding partner is shown in white.
+
|+ style="caption-side: bottom; text-align: left" |<font size=2>'''Figure 7:''' Pymol visualisation of the mutations performed by SCWRL (green) and FoldX (cyan). The structures were superimposed for better comparison.
 
|}
 
|}
  +
</figure>
   
  +
FoldX was also used to mutate the HFE proteins. The mutated structures from SCWRL and FoldX were superimposed and are compared in <xr id="fx_scwrl"/>
=== Val53Met ===
 
 
=== His63Asp ===
 
 
=== Met97Ile ===
 
 
=== Thr217Ile ===
 
 
=== Cys282Tyr ===
 
   
  +
== Energy Comparisons ==
   
  +
It might be possible to infer whether a mutation has a functional effect or not, if the calculated energies of a protein differ significantly before and after the 3D mutation. But the energies from different force fields should not be compared, because every force field has different parameters and usually a slightly different formula. Therefore, in the following only the energies from one force field are compared.
  +
<figtable id="energies">
  +
{| class="colBasic2"
  +
! || colspan="3" | SCWRL || colspan="5" | FoldX
  +
|-
  +
! Mutant || Energy ||Mutant/WT || Prediction || Energy Mutant || Energy WT || Mutant/WT || Prediction || Actual
  +
|-
  +
| WT || 247.94 || 1.0 || - || || || || ||
  +
|-
  +
| V53M || 264.93 || 1.07 || maybe || 164.92 || 164.24 || 1.00 || - || +
  +
|-
  +
| H63D || 245.20 || 0.99 || - || 167.83 || 166.43 || 1.01 || - || +
  +
|-
  +
| M97I || 247.68 || 1.00 || - || 166.08 || 164.84 || 1.01 || - || -
  +
|-
  +
| T217I || 260.18 || 1.05 || maybe || 169.74 || 167.99 || 1.01 || - || -
  +
|-
  +
| C282Y || 389.54 || 1.57 || + || 182.49 || 167.24 || 1.09 || + || +
  +
|-
  +
|+ style="caption-side: bottom; text-align: left" |<font size=2>''' Table 3:''' Comparison of the wildtype and mutant energies of the structures created with SCWRL and FoldX. For SCWRL, the energy of the WT protein was computed and compared to the energies given after performing each single mutation. For FoldX, every mutation had a different WT energy that was compared to the energy of the mutant.
  +
|}
  +
</figtable>
  +
To assess the effect of a mutation on a proteins energy relative to its wildtype energy, the ratio between the wild type protein energy and the mutant protein energy was computed. Thereafter, we empirically predicted whether a mutation has a functional effect, based on the energy ratio.
  +
As <xr id="energies" /> shows, the energies between mutant and wildtype structures differ only slightly most of the time. Only in the case of the C282Y mutation, a large relative energy difference can be observed. Thus, it can be concluded that the energy difference yields correct hints at the structural effect of a mutation only in extreme cases.
   
 
== Minimisation ==
 
== Minimisation ==
   
  +
<figtable id="minimise">
 
{| class="colBasic2"
 
{| class="colBasic2"
 
! Method || Mutation || Iter. 1 || Iter. 2 || Iter. 3 || Iter. 4 || Iter. 5
 
! Method || Mutation || Iter. 1 || Iter. 2 || Iter. 3 || Iter. 4 || Iter. 5
Line 165: Line 194:
 
|| -3724.2 || -5003.5 || -5118.4 || -5198.3 ||style="background-color: #66FF66"| -5301.4
 
|| -3724.2 || -5003.5 || -5118.4 || -5198.3 ||style="background-color: #66FF66"| -5301.4
 
|-
 
|-
! rowspan="5" | scwrl
+
! rowspan="5" | SCWRL
 
|| V53M || -5022.7 ||style="background-color: #66FF66"| -5295.7 || -5154.7 || -5272.5 || -5260.4
 
|| V53M || -5022.7 ||style="background-color: #66FF66"| -5295.7 || -5154.7 || -5272.5 || -5260.4
 
|-
 
|-
Line 176: Line 205:
 
| C282Y || -2596.7 || -5107.7 || -5037.12 || -5159.1 || style="background-color: #66FF66"| -5191.7
 
| C282Y || -2596.7 || -5107.7 || -5037.12 || -5159.1 || style="background-color: #66FF66"| -5191.7
 
|-
 
|-
!rowspan="5" | foldx
+
!rowspan="5" | FoldX
 
|| V53M || -5323.9 ||style="background-color: #66FF66"| -5544.4 || -5450.0 || -5377.1 || -5436.9
 
|| V53M || -5323.9 ||style="background-color: #66FF66"| -5544.4 || -5450.0 || -5377.1 || -5436.9
 
|-
 
|-
Line 187: Line 216:
 
| C282Y || -3376.9 || -5217.0 || -5194.0 || -5231.1 ||style="background-color: #66FF66"| -5290.4
 
| C282Y || -3376.9 || -5217.0 || -5194.0 || -5231.1 ||style="background-color: #66FF66"| -5290.4
 
|-
 
|-
|+ style="caption-side: bottom; text-align: left" |<font size=2>'''Table 3:''' The energies after each minimisation iteration are shown for all mutations and the wildtype. For each minimisation series, the step that yields the lowest energy is marked in green.
+
|+ style="caption-side: bottom; text-align: left" |<font size=2>'''Table 4:''' The energies after each minimisation iteration are shown for all mutations and the wildtype. For each minimisation series, the step that yields the lowest energy is marked in green.
 
|}
 
|}
  +
</figtable>
   
  +
The results of the minimisation runs (see <xr id="minimise"/>) nearly all have their lowest energy after iteration 2. The only exception to this are the C282Y mutant structures and the wildtype structure.
 
  +
The reason for this probably is, that the local minimum is already reached after iteration 2 and the computation of the gradient at a local minimum points to a higher energy state. The method "overshoots" its target. In the case of two consecutive energy increases, the following reasoning might apply: the minimisation first finds one local minimum that it then leaves to reach a second local minimum. But from the second local minimum, it does not find its way back to the first one, but finds a third one with even higher energy instead.
The results of the minimisation runs (Table 3), nearly all have their lowest energy after iteration 2. The only exception to this are the C282Y mutant structures and the wildtype structure.
 
The reason for this probably is, that the local minimum is already reached after iteration 2 and the computation of the gradient at a local minimum points to a higher energy state. The method "overshoots" its target. In the case of two consecutive energy increases, the following reasoning might apply: The minimisation first finds one local minimum that it then leaves to reach a second local minimum. But from the second local minimum, it does not find its way back to the first one, but finds a third one with even higher energy instead.
 
 
The wildtype and the C282Y mutant structures probably reach a local minimum only after the 5th iteration.
 
The wildtype and the C282Y mutant structures probably reach a local minimum only after the 5th iteration.
   
 
When comparing the energies of the mutant structures between the two programs after the first iteration, it stands out, that the energies of the FoldX mutants are always significantly lower than those of the SCWRL mutants. This is due to the additional minimisation step carried out by FoldX. Interestingly, the overall best energy of every FoldX mutant structure is lower than that of the corresponding SCWRL structure.
 
When comparing the energies of the mutant structures between the two programs after the first iteration, it stands out, that the energies of the FoldX mutants are always significantly lower than those of the SCWRL mutants. This is due to the additional minimisation step carried out by FoldX. Interestingly, the overall best energy of every FoldX mutant structure is lower than that of the corresponding SCWRL structure.
 
   
 
<figure id="282_min2">
 
<figure id="282_min2">
Line 202: Line 230:
 
</figure>
 
</figure>
   
Figure 8 shows that the rotamers for the tyrosine and cysteine residues generated by FoldX and SCWRL are nearly identical after minimisation.
+
<xr id="282_min2"/> shows that the rotamers for the tyrosine and cysteine residues generated by FoldX and SCWRL are nearly identical after minimisation.
 
   
 
In conclusion, it can be said that FoldX produces better initial results than SCWRL, but after minimisation, there is nearly no difference between the two methods.
 
In conclusion, it can be said that FoldX produces better initial results than SCWRL, but after minimisation, there is nearly no difference between the two methods.

Latest revision as of 22:11, 1 September 2013

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Lab_Journal_Hemochromatosis_Task9

Structure Selection

<figtable id="structures">

PDB ID Res [A] R-value (obs) pH missing residues coverage
1A6Z 2.60 2.33 6.5 1-3 83.4%
1DE4 2.80 2.31 8.0 1-3 83.4%
Table 1: List of available structures for the human hemochromatosis protein in the PDB.

</figtable>

From the two available structures listed in <xr id="structures"/>, we chose 1A6Z, because it has a slightly higher resolution and a nearly identical R-value compared to 1DE4. On the downside, 1A6Z was resolved at a pH value of 6.5, which is more distant to the physiological pH than the resolution pH of 1DE4. 1A6Z was chosen nevertheless, because it was used in all previous tasks, in order to keep consistency.

Mutations

<figtable id="mutations">

Mutation Disease causing ?
Val53Met Yes
His63Asp Yes
Met97Ile No
Thr217Ile No
Cys282Tyr Yes
Table 2: List of selected mutations. The mutation positions correspond to the Uniprot entry Q30201.

</figtable> We chose 5 mutations from the ones described in task 8, some of which are disease causing and some not. They are listed in <xr id="mutations"/>.

<figure id="mut_overview" >

Mut 1 lab.png
Mut 2 lab.png
Figure 1: The PDB structure 1A6Z of HFE_HUMAN with the MHC I domain colored in limegreen and the Ig C1-set domain colored in blue. The disease causing mutations are shown in red and the non-disease causing in orange. The cysteine that is the disulfide bridge binding partner of C282 is colored in white.

</figure>

<xr id="mut_overview"/> shows the 3D structure of the HFE protein and the 5 mutations. The disease causing ones are marked in red and the non-disease causing ones in orange.

Structure Mutation using SCWRL

SCWRL was used to mutate the HFE protein. The mutated structures are shown and analysed in the following.

Val53Met

<figure id="53_mut">

53 wt.png
53 mut.png
Figure 2: Visualisation of the HFE protein (green) with the Val53Me mutations, The wild type valine is shown in grey and the mutant in red. Hydrogen bonds are colored in yellow.

</figure>

<xr id="53_mut"/> shows that the mutation to methionine does not change the polar contacts of the residue. But methionine extends further into the binding pocket than valine, which might disturb the structure of the binding pocket and inhibit the binding process.

His63Asp

<figure id="63_mut">

63 wt.png
63 mut.png
Figure 3: Wild type (grey) and mutant (red) residues for position 63.

</figure>

Regarding the polar contacts of residue 63, there is no change, because both variants do not exhibit polar interactions (<xr id="63_mut"/>). Also, the mutation lies in a loop region and does not disturb an ordered secondary structure. But nevertheless, the mutation is disease causing, which might be due to the fact that the loop where it is located is still part of the binding interface to ferritin and that the change from an aromatic, mainly uncharged residue to a negatively charged residue disturbs this interface.

Met97Ile

<figure id="97_mut">

97 wt.png
97 mut.png
Figure 4: Wild type (grey) and mutant (red) residues for position 97 with hydrogen bonds indicated in yellow.

</figure>

Both variants show the same polar contacts, which are only the intra-backbone hydrogen bonds that stabilize the alpha helix (<xr id="97_mut"/>). The isoleucine is slightly smaller than methionine, but the residue stays uncharged and nonpolar and thus, although it is located directly at the binding interface to ferritin, the mutatiion is neutral.


Thr217Ile

<figure id="217_mut">

217 wt.png
217 mut.png
Figure 5: Wild type(grey) and mutant(red) residues for position 217 with hydrogen bonds colored in yellow.

</figure>

While the change from a polar to a non-polar side chain reduces the number of hydrogen bonds at this loop and thus the stability of the loop (<xr id="217_mut"/>), it is not enough to affect the function of the protein, because the loop is not near a binding interface or an essential structural part.

Cys282Tyr

<figure id="282_mut">

282 wt.png
282 mut.png
282 clash.png
282 mut2.png
Figure 6: Wild type(grey) and mutant(red) residues for position 282. The disulfide bridge binding partner of C282 is shown in white. Hydrogen bonds are shown in yellow.

</figure>

Although for this mutation, the polar contacts to the neighbouring beta sheet remain unchanged (<xr id="282_mut"/>), it is evident why this mutation is the major cause for hemochromatosis. The replacement of cysteine with tyrosine causes a break of the disulfide bond that connects the two beta sheets of the Ig c1-set domain. Consequently, the structure of this domain is destabilized, which probably inhibits the formation of the HFE,ferritin, beta-micorglobulin complex. It is also noteworthy, that SCWRL does not change the conformation of the cysteine binding partner, resulting in a clash of tyrosine and cysteine.

Comparison of SCWRL and FoldX

<figure id="fx_scwrl" style="border-width: 0px">

V53M: Practically, there is no difference between the rotamers generated by the two programs.
H63D: In this case, there is also nearly no difference between the placements of the programs.
M97I: As in the two cases before, the results do not differ significantly.
T217I SCWRL: For this mutation, the rotamer of the mutant differs, but this has nearly no effect, since the side chain sticks out of the protein and has no interaction partner inside of the protein. The major difference between the programs in this case is, that FoldX minimises the protein after a suitable rotamer has been found and thus changes the conformation of the surrounding residues. In this particular case, the minimisation results in a weakening or loss of the polar interactions with neighbouring residues.
T217I FoldX: See neighbouring image description.
C282Y SCWRL: In this case, the two rotamers from SCWRL and FolX do again not differ significantly. SCWRL was not able to resolve the clash between the partner cysteine and the tyrosine.
The minimisation step from FoldX resolves the clash between the partner cysteine and the tyrosine.
Superposition of the tyrosine in the SCWRL (green) and FoldX (cyan) mutated structures. Both rotameres are very similar.
Figure 7: Pymol visualisation of the mutations performed by SCWRL (green) and FoldX (cyan). The structures were superimposed for better comparison.

</figure>

FoldX was also used to mutate the HFE proteins. The mutated structures from SCWRL and FoldX were superimposed and are compared in <xr id="fx_scwrl"/>

Energy Comparisons

It might be possible to infer whether a mutation has a functional effect or not, if the calculated energies of a protein differ significantly before and after the 3D mutation. But the energies from different force fields should not be compared, because every force field has different parameters and usually a slightly different formula. Therefore, in the following only the energies from one force field are compared. <figtable id="energies">

SCWRL FoldX
Mutant Energy Mutant/WT Prediction Energy Mutant Energy WT Mutant/WT Prediction Actual
WT 247.94 1.0 -
V53M 264.93 1.07 maybe 164.92 164.24 1.00 - +
H63D 245.20 0.99 - 167.83 166.43 1.01 - +
M97I 247.68 1.00 - 166.08 164.84 1.01 - -
T217I 260.18 1.05 maybe 169.74 167.99 1.01 - -
C282Y 389.54 1.57 + 182.49 167.24 1.09 + +
Table 3: Comparison of the wildtype and mutant energies of the structures created with SCWRL and FoldX. For SCWRL, the energy of the WT protein was computed and compared to the energies given after performing each single mutation. For FoldX, every mutation had a different WT energy that was compared to the energy of the mutant.

</figtable> To assess the effect of a mutation on a proteins energy relative to its wildtype energy, the ratio between the wild type protein energy and the mutant protein energy was computed. Thereafter, we empirically predicted whether a mutation has a functional effect, based on the energy ratio. As <xr id="energies" /> shows, the energies between mutant and wildtype structures differ only slightly most of the time. Only in the case of the C282Y mutation, a large relative energy difference can be observed. Thus, it can be concluded that the energy difference yields correct hints at the structural effect of a mutation only in extreme cases.

Minimisation

<figtable id="minimise">

Method Mutation Iter. 1 Iter. 2 Iter. 3 Iter. 4 Iter. 5
- WT -3724.2 -5003.5 -5118.4 -5198.3 -5301.4
SCWRL V53M -5022.7 -5295.7 -5154.7 -5272.5 -5260.4
H63D -4940.5 -5212.8 -5084.4 -5190.7 -5189.6
M97I -5025.3 -5291.5 -5146.5 -5247.7 -5246.2
T217I -5037.7 -5307.9 -5171.54 -5277.0 -5269.3
C282Y -2596.7 -5107.7 -5037.12 -5159.1 -5191.7
FoldX V53M -5323.9 -5544.4 -5450.0 -5377.1 -5436.9
H63D -5284.4 -5493.8 -5437.6 -5364.6 -5454.7
M97I -5264.6 -5482.1 -5405.7 -5343.1 -5255.8
T217I -5275.8 -5492.3 -5416.5 -5343.9 -5431.5
C282Y -3376.9 -5217.0 -5194.0 -5231.1 -5290.4
Table 4: The energies after each minimisation iteration are shown for all mutations and the wildtype. For each minimisation series, the step that yields the lowest energy is marked in green.

</figtable>

The results of the minimisation runs (see <xr id="minimise"/>) nearly all have their lowest energy after iteration 2. The only exception to this are the C282Y mutant structures and the wildtype structure. The reason for this probably is, that the local minimum is already reached after iteration 2 and the computation of the gradient at a local minimum points to a higher energy state. The method "overshoots" its target. In the case of two consecutive energy increases, the following reasoning might apply: the minimisation first finds one local minimum that it then leaves to reach a second local minimum. But from the second local minimum, it does not find its way back to the first one, but finds a third one with even higher energy instead. The wildtype and the C282Y mutant structures probably reach a local minimum only after the 5th iteration.

When comparing the energies of the mutant structures between the two programs after the first iteration, it stands out, that the energies of the FoldX mutants are always significantly lower than those of the SCWRL mutants. This is due to the additional minimisation step carried out by FoldX. Interestingly, the overall best energy of every FoldX mutant structure is lower than that of the corresponding SCWRL structure.

<figure id="282_min2">

Figure 8: The conformation of the C282Y mutants is shown after 2 iterations of minimisation. The SCWRL mutant strucure is shown in green and the FoldX structure in cyan.

</figure>

<xr id="282_min2"/> shows that the rotamers for the tyrosine and cysteine residues generated by FoldX and SCWRL are nearly identical after minimisation.

In conclusion, it can be said that FoldX produces better initial results than SCWRL, but after minimisation, there is nearly no difference between the two methods.