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Simulation Results Mutation results for MG1655 and O157:H7 E-Coli strains

Simulation Results

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Simulation Results. Mutation results for MG1655 and O157:H7 E-Coli strains. Detected Translation Signals. MG1655. Detected translation signals. -1. -2. -3. Termination. Codon. Initiation Codon. -4. Average Free Energy (kcal/mol). -5. -6. -7. Shine Dalgarno. Signal. -8. - PowerPoint PPT Presentation

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Page 1: Simulation Results

Simulation Results

Mutation results for MG1655 and O157:H7 E-Coli strains

Page 2: Simulation Results

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Detected translation signals

Coding (translated)

Non coding (arbitrary)

Shine DalgarnoSignal

Initiation Codon

Termination Codon

MG1655Detected Translation Signals

Page 3: Simulation Results

Detected Translation Signals O157:H7

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Detected translation signals

Non coding (arbitrary)

Coding (translated)

Shine DalgarnoSignal

Initiation Signal

Termination Signal

Page 4: Simulation Results

Mutations• Experimental results obtained by mutating regions of the 3’ end of the

16SrRNA are compared with results obtained by incorporating these mutations in the 16SrRNA based codebook of our model.

• Jacob introduced a point mutation in the 5th position of the 16SrRNA [16]. Specifically, the 5th position in the arrangement illustrated below:

Original UAAGGAGGUGAUC Mutated UAACCUCCUGAUC

• This point mutation consisted in a change of the nucleotide C → U in the ribosome small subunit. This is equivalent to make a mutation from G → A in the complement sequence shown above. The result of this mutation was a reduction in the level of protein synthesis. Fig. 1 and Fig. 2 show how the recognition of the Shine-Dalgarno signal is affected for the Jacob mutation. It can be inferred from the plot that the levels of protein production will be reduced but not completely stopped.

Page 5: Simulation Results

MG1655

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Position (101 initiation codon)

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Results with Jacob mutation

No mutaion

G to A

Partial lossdue to mutation

Fig 1

Page 6: Simulation Results

O157:H7

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Position (101 initiation codon)

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Results with Jacob mutation

No mutaion

G to A

Partial Loss

due to mutation

Fig 2

Page 7: Simulation Results

• Hui and De Boer did another published record of the behavior of the protein synthesis under mutations in the 3’ end of the 16SrRNA.

• In this experiment, the mutations were done in positions 4 to 8(GGAGG → CCUCC) and positions 5 to 7 (GAG → UGU).

Original UAAGGAGGUGAUC Mutated 1 UAACCUCCUGAUC Mutated 2 UAACUGUCUGAUC

• The results of both mutations were lethal for the organism in the sense that the production of proteins stopped. After introducing these two mutations, the results showed a complete loss of the SD signal. Hence, it can be inferred that the translation will never take place. This is illustrated in Fig. 3 and Fig. 4.

Page 8: Simulation Results

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Position (101 initiation codon)

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Results with Hui and De Boer mutations

No mutaion

GGAGG to GUGUG

GGAGG to CCUCC

Complete lossdue to mutation

MG1655

Fig 3

Page 9: Simulation Results

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Position (101 initiation codon)

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Results with Hui and De Boer mutations

No mutaion

GGAGG to GUGUG

GGAGG to CCUCC

O157:H7

Fig 4

Page 10: Simulation Results

Point Mutations

• To exploit the model further, point mutations have been introduced in all positions of the last 13 bases of the 16SrRNA molecule in order to study their influence on the process of translation.

• The obtained results are summarized in Table I by quantizing into 5 levels the influence of these mutations on each of the translation signals (SD, initiation, stop). The levels are:

– represents no influence in the recognition of the signal, represents a strong negative influence ↓ a weak influence ↑ a weak positive influence a strong positive influence.

Page 11: Simulation Results

Table I: POINT MUTATIONS IN 16SrRNA

For example, results show how a mutation in position 5 has a strong negative influence in the recognition of the SD signal, just as found in the Jacob investigation.

Page 12: Simulation Results

Remarkable Findings

• A mutation in position 8 has no influence in the detection of the translation signals, probably the reason is that the role of this nucleotide is to introduce spacing at the moment of decoding the mRNA sequence.

• A mutation at position 6 has nearly the same influence as a mutation at position 5.

• A mutation at position 9 affects the recognition of the initiation codon even if it does not affect the SD signal. This could lead to a wrong initiation of translation or a “frame shift”.

• Exactly the central part of the 13 bases (bases 4-8) which influences the SD is missing in eukaryotes. The rest of the sequence that involves AUG and stop codon recognition are still there.

Page 13: Simulation Results

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Position (101 initiation codon)

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Mutataion in the 1st position (U to A)

No mutaion

1st position (U to A)

MG1655

Mutation in the 1st Position (U to A) (SD ─ , IC ─ , SC ↓ )

1st Position

Page 14: Simulation Results

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Position

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Mutataion in the 1st position (U to A)

No mutaion

1st position (U to A)

1st Position

Mutation in the 1st Position (U to A) (SD ─ , IC ─ , SC ↓ )

O157:H7

Page 15: Simulation Results

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Mutataion in the 1st position (U to A)

No mutaion

1st position (U to A)

MG1655

Mutation in the 1st Position (U to A) (SD ─ , IC ─ , SC ↓ )

1st Position

Page 16: Simulation Results

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Mutataion in the 1st position (U to A)

No mutaion

1st position (U to A)

1st Position

Mutation in the 1st Position (U to A) (SD ─ , IC ─ , SC ↓ )

O157:H7

Page 17: Simulation Results

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Position

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Mutataion in the 2nd position (A to U)

No mutaion

2nd position (A to U)

MG1655

Mutation in the 2nd Position (U to A) (SD ─ , IC ─ , SC )

2nd Position

Page 18: Simulation Results

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Mutataion in the 2nd position (U to A)

No mutaion

2nd position (A to U)

Mutation in the 2nd Position (U to A) (SD ─ , IC ─ , SC )

2nd Position O157:H7

Page 19: Simulation Results

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Mutataion in the 2nd position (A to U)

No mutaion

2nd position (A to U)

MG1655

Mutation in the 2nd Position (U to A) (SD ─ , IC ─ , SC )

2nd Position

Page 20: Simulation Results

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Mutataion in the 2nd position (U to A)

No mutaion

2nd position (A to U)

Mutation in the 2nd Position (U to A) (SD ─ , IC ─ , SC )

2nd Position O157:H7

Page 21: Simulation Results

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Mutataion in the 3rd position (A to U)

No mutaion

3rd position (A to U)

MG1655

Mutation in the 3rd position (A to U) (SD ─ , IC , SC ↓ )

3rd Position

Page 22: Simulation Results

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Mutataion in the 3rd position (A to U)

No mutaion

3rd position (A to U)

O157:H7

Mutation in the 3rd position (A to U) (SD ─ , IC , SC ↓ )

3rd Position

Page 23: Simulation Results

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Mutataion in the 3rd position (A to U)

No mutaion

3rd position (A to U)

MG1655

Mutation in the 3rd position (A to U) (SD ─ , IC , SC ↓ )

3rd Position

Page 24: Simulation Results

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Mutataion in the 3rd position (A to U)

No mutaion

3rd position (A to U)

O157:H7

Mutation in the 3rd position (A to U) (SD ─ , IC , SC ↓ )

3rd Position

Page 25: Simulation Results

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Mutataion in the 4th position (G to C)

No mutaion

4th position (G to C)

MG1655

Mutation in the 4th position (G to C) (SD ↓ , IC , SC ─ )

4th Position

Page 26: Simulation Results

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Mutataion in the 4th position (G to C)

No mutaion

4th position (G to C)

Mutation in the 4th position (G to C) (SD ↓ , IC , SC ─ )

4th Position O157:H7

Page 27: Simulation Results

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Mutataion in the 4th position (G to C)

No mutaion

4th position (G to C)

MG1655

Mutation in the 4th position (G to C) (SD ↓ , IC , SC ─ )

4th Position

Page 28: Simulation Results

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Position

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Mutataion in the 4th position (G to C)

No mutaion

4th position (G to C)

Mutation in the 4th position (G to C) (SD ↓ , IC , SC ─ )

4th Position O157:H7

Page 29: Simulation Results

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Mutataion in the 5th position (G to C)

No mutaion

5th position (G to C)

MG1655

Mutation in the 5th position (G to C) (SD , IC ↓ , SC ─ )

5th Position

Page 30: Simulation Results

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Mutataion in the 5th position (G to C)

No mutaion

5th position (G to C)

Mutation in the 5th position (G to C) (SD , IC ↓ , SC ─ )

5th Position O157:H7

Page 31: Simulation Results

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Mutataion in the 5th position (G to C)

No mutaion

5th position (G to C)

MG1655

Mutation in the 5th position (G to C) (SD , IC ↓ , SC ─ )

5th Position

Page 32: Simulation Results

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Mutataion in the 5th position (G to C)

No mutaion

5th position (G to C)

Mutation in the 5th position (G to C) (SD , IC ↓ , SC ─ )

5th Position O157:H7

Page 33: Simulation Results

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Mutataion in the 6th position (A to U)

No mutaion

6th position (A to U)

Mutation in the 6th position (A to U) (SD , IC ↓ , SC ─ )

6th Position MG1655

Page 34: Simulation Results

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Mutataion in the 6th position (A to U)

No mutaion

6th position (A to U)

Mutation in the 6th position (A to U) (SD , IC ↓ , SC ─ )

6th Position O157:H7

Page 35: Simulation Results

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Mutataion in the 6th position (A to U)

No mutaion

6th position (A to U)

Mutation in the 6th position (A to U) (SD , IC ↓ , SC ─ )

6th Position MG1655

Page 36: Simulation Results

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Mutataion in the 6th position (A to U)

No mutaion

6th position (A to U)

Mutation in the 6th position (A to U) (SD , IC ↓ , SC ─ )

6th Position O157:H7

Page 37: Simulation Results

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Mutataion in the 7th position (G to C)

No mutaion

6th position (G to C)

Mutation in the 7th position (G to C) (SD ↓ , IC ↓ , SC ─ )

7th Position MG1655

Page 38: Simulation Results

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Mutataion in the 7th position (G to C)

No mutaion

6th position (G to C)

Mutation in the 7th position (G to C) (SD ↓ , IC ↓ , SC ─ )

7th Position O157:H7

Page 39: Simulation Results

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Mutataion in the 7th position (G to C)

No mutaion

6th position (G to C)

Mutation in the 7th position (G to C) (SD ↓ , IC ↓ , SC ─ )

7th Position MG1655

Page 40: Simulation Results

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Mutataion in the 7th position (G to C)

No mutaion

6th position (G to C)

Mutation in the 7th position (G to C) (SD ↓ , IC ↓ , SC ─ )

7th Position O157:H7

Page 41: Simulation Results

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Mutataion in the 8th position (G to C)

No mutaion

8th position (G to C)

Mutation in the 8th position (G to C) (SD ─ , IC ─ , SC ─ )

8th Position MG1655

Page 42: Simulation Results

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Mutataion in the 8th position (G to C)

No mutaion

8th position (G to C)

Mutation in the 8th position (G to C) (SD ─ , IC ─ , SC ─ )

8th Position O157:H7

Page 43: Simulation Results

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Mutataion in the 8th position (G to C)

No mutaion

8th position (G to C)

Mutation in the 8th position (G to C) (SD ─ , IC ─ , SC ─ )

8th Position MG1655

Page 44: Simulation Results

Mutation in the 8th position (G to C) (SD ─ , IC ─ , SC ─ )

8th Position O157:H7

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Mutataion in the 8th position (G to C)

No mutaion

8th position (G to C)

Page 45: Simulation Results

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Mutataion in the 9th position (U to A)

No mutaion

9th position (U to A)

Mutation in the 9th position (U to A) (SD ─ , IC , SC ↓ )

9th Position MG1655

Page 46: Simulation Results

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Mutataion in the 9th position (U to A)

No mutaion

9th position (U to A)

Mutation in the 9th position (U to A) (SD ─ , IC , SC ↓ )

9th Position O157:H7

Page 47: Simulation Results

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Mutataion in the 9th position (U to A)

No mutaion

9th position (U to A)

Mutation in the 9th position (U to A) (SD ─ , IC , SC ↓ )

9th Position MG1655

Page 48: Simulation Results

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Mutataion in the 9th position (U to A)

No mutaion

9th position (U to A)

Mutation in the 9th position (U to A) (SD ─ , IC , SC ↓ )

9th Position O157:H7

Page 49: Simulation Results

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Mutataion in the 10th position (G to C)

No mutaion

10th position (G to C)

Mutation in the 10th position (U to A) (SD ─ , IC ↓ , SC )

10th Position MG1655

Page 50: Simulation Results

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Mutataion in the 10th position (G to C)

No mutaion

10th position (G to C)

Mutation in the 10th position (U to A) (SD ─ , IC ↓ , SC )

10th Position O157:H7

Page 51: Simulation Results

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Mutataion in the 10th position (G to C)

No mutaion

10th position (G to C)

Mutation in the 10th position (U to A) (SD ─ , IC ↓ , SC )

10th Position MG1655

Page 52: Simulation Results

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Mutataion in the 10th position (G to C)

No mutaion

10th position (G to C)

Mutation in the 10th position (U to A) (SD ─ , IC ↓ , SC )

10th Position O157:H7

Page 53: Simulation Results

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Mutataion in the 11th position (A to U)

No mutaion

10th position (A to U)

Mutation in the 11th position (A to U) (SD ─ , IC ↓ , SC )

11th Position MG1655

Page 54: Simulation Results

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cal/m

ol)

Mutataion in the 11th position (A to U)

No mutaion

10th position (A to U)

Mutation in the 11th position (A to U) (SD ─ , IC ↓ , SC )

11th Position O157:H7

Page 55: Simulation Results

390 392 394 396 398 400 402 404 406 408 410-9

-8

-7

-6

-5

-4

-3

-2

-1

Position

Ave

rage

Fre

e E

nerg

y (k

cal/m

ol)

Mutataion in the 11th position (A to U)

No mutaion

10th position (A to U)

Mutation in the 11th position (A to U) (SD ─ , IC ↓ , SC )

11th Position MG1655

Page 56: Simulation Results

390 392 394 396 398 400 402 404 406 408 410-9

-8

-7

-6

-5

-4

-3

-2

-1

Position

Ave

rage

Fre

e E

nerg

y (k

cal/m

ol)

Mutataion in the 11th position (A to U)

No mutaion

10th position (A to U)

Mutation in the 11th position (A to U) (SD ─ , IC ↓ , SC )

11th Position O157:H7

Page 57: Simulation Results

0 20 40 60 80 100 120 140 160 180 200-9

-8

-7

-6

-5

-4

-3

-2

-1

Position

Ave

rage

Fre

e E

nerg

y (k

cal/m

ol)

Mutataion in the 12th position (U to A)

No mutaion

10th position (U to A)

Mutation in the 12th position (U to A) (SD ─ , IC ↓ , SC ─ )

12th Position MG1655

Page 58: Simulation Results

0 20 40 60 80 100 120 140 160 180 200-9

-8

-7

-6

-5

-4

-3

-2

-1

Position

Ave

rage

Fre

e E

nerg

y (k

cal/m

ol)

Mutataion in the 12th position (U to A)

No mutaion

10th position (U to A)

Mutation in the 12th position (U to A) (SD ─ , IC ↓ , SC ─ )

12th Position O157:H7

Page 59: Simulation Results

390 392 394 396 398 400 402 404 406 408 410-9

-8

-7

-6

-5

-4

-3

-2

-1

Position

Ave

rage

Fre

e E

nerg

y (k

cal/m

ol)

Mutataion in the 12th position (U to A)

No mutaion

10th position (U to A)

Mutation in the 12th position (U to A) (SD ─ , IC ↓ , SC ─ )

12th Position MG1655

Page 60: Simulation Results

390 392 394 396 398 400 402 404 406 408 410-9

-8

-7

-6

-5

-4

-3

-2

-1

Position

Ave

rage

Fre

e E

nerg

y (k

cal/m

ol)

Mutataion in the 12th position (U to A)

No mutaion

10th position (U to A)

Mutation in the 12th position (U to A) (SD ─ , IC ↓ , SC ─ )

12th Position O157:H7

Page 61: Simulation Results

0 20 40 60 80 100 120 140 160 180 200-9

-8

-7

-6

-5

-4

-3

-2

-1

Position

Ave

rage

Fre

e E

nerg

y (k

cal/m

ol)

Mutataion in the 13th position (C to G)

No mutaion

10th position (C to G)

Mutation in the 13th position (C to G) (SD ─ , IC , SC )

13th Position MG1655

Page 62: Simulation Results

0 20 40 60 80 100 120 140 160 180 200-9

-8

-7

-6

-5

-4

-3

-2

-1

Position

Ave

rage

Fre

e E

nerg

y (k

cal/m

ol)

Mutataion in the 13th position (C to G)

No mutaion

10th position (C to G)

Mutation in the 13th position (C to G) (SD ─ , IC , SC )

13th Position O157:H7

Page 63: Simulation Results

390 392 394 396 398 400 402 404 406 408 410-9

-8

-7

-6

-5

-4

-3

-2

-1

Position

Ave

rage

Fre

e E

nerg

y (k

cal/m

ol)

Mutataion in the 13th position (C to G)

No mutaion

10th position (C to G)

Mutation in the 13th position (C to G) (SD ─ , IC , SC )

13th Position MG1655

Page 64: Simulation Results

390 392 394 396 398 400 402 404 406 408 410-9

-8

-7

-6

-5

-4

-3

-2

-1

Position

Ave

rage

Fre

e E

nerg

y (k

cal/m

ol)

Mutataion in the 13th position (C to G)

No mutaion

10th position (C to G)

Mutation in the 13th position (C to G) (SD ─ , IC , SC )

13th Position O157:H7

Page 65: Simulation Results

0 50 100 150 200 250 300 350 400 450 500-12

-10

-8

-6

-4

-2

0

2

Minimum Free Energy when the algorithm is applied to a single sequence with using the original table

MG1655

Page 66: Simulation Results

Minimum Free Energy when the algorithm is applied to a single sequence with using a uniform table

0 50 100 150 200 250 300 350 400 450 500-12

-10

-8

-6

-4

-2

0

2

MG1655

Page 67: Simulation Results

0 50 100 150 200 250 300 350 400 450 500-7

-6

-5

-4

-3

-2

-1

Position

Ave

rage

Fre

e E

nerg

y (k

cal/m

ol)

Detected translation signals

Non coding (arbitrary)

Coding (translated)

Shine Dalgarno Signal

Initiation Signal

TerminationSignal

Detected Translation Signals when the algorithm is applied using a uniform table