A Computational Approach To Design and Evaluate Enzymatic

Jun 14, 2011 - We present a new computational strategy for the design and evaluation of novel enzymatic pathways for the biosynthesis of fuels and ...
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Supplemental Materials Table S1. Operators used in reaction network generation Operator

Operator action OH

1.1.1.a

NAD +

+

W1

W2

O + NADH

H

W1

+

H+

W2

W 1 and W2 can only be carbon or hydrogen. 1.1.-1.a

Exact reverse of 1.1.1.a OH

1.1.1.b

W

W

W2 C

C W2

O All W's can be anything. 1.1.-1.b

Exact reverse of 1.1.1.b OH

1.1.1.c

O

OH W W WW W W

CW3 or H

C W2

W

O

W2 C

C W2

CW3 or H

W W W W

O

W W

OH W W W

All W's can be anything. 1.1.-1.c

1.1.1.d

Exact reverse of 1.1.1.c

W2

O OHO C OH

+ NADH +

OH O W1 OH C NAD+ W2 OH+ H

H+

W1

W1 must be an ethyl or methyl group. W2 can only be carbon. O

1.2.-1.b

W1

+ CoA

NADH +

O

H+ W1

+ CoA H

+

NAD+

W1 can be carbon or long carbon chain, NAD+ and NADH can be NADP+ and NADPH. W1

1.2.7.a

O

W1 + CoA + 2 ferredoxin[ox]

O

OH

CoA + CO2 + 2 H+ + 2 ferredoxin[red] O

W 1 can be carbon, oxygen, sulfer and hydrogen.

1.3.1.a

1.3.-1.a

O or CW 2 or NW H H + NAD + W W W W All W's can be any type of atom.

NADH

+

O or CW2 or NW W + H+ W W W

Exact reverse of 1.3.1.a

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O

W

W W

HO 1.3.1.b

NAD +

W

+

W

W

+

NADH +

W

W

H

W

W

H + + CO 2

W W

All W's can be any type of atom. OH

OH

HO 1.3.1.c

W

HO

W

NAD + +

+ W

W W All W's can be anything.

NADH + 1.3.1.d

W1

W2

W1

W2

+

+ H

W

H+

NADH +

W W

+

W1 H H

NAD +

W1

W2 W2

W1 must be carbon. W2 can be anything. 1.3.-1.d

1.3.1.e

1.3.-1.e

Exact reverse of 1.3.1.d W

W

W +

W W W must be OH or halogen.

W

NADH

+

H+

W

Exact reverse of 1.3.1.e W1

1.3.1.g

W +

NAD +

H

W1 H H

+ NADH + H + H

W2

H H W2

+ NAD+

W 1 can only be carbon, W2 can be anything. O 2.3.1.c

CoA

+

OH

W1

O

OH +

W2

W1

W1

W1

CoA

W2

W1 can be C or H and W2 can be S and H. O or CW2 or NW

2.3.1.f

CoA

W

O or CW2 or NW

+ CoA

CH3

CoA

O or CW2 or NW

H 2C

O or CW 2 or NW

+ CoA

W W can be hydrogen or carbon-based substitent of any length.

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2.3.1.g

O

O

O +

O

+ CoA C W H2 W can be hydrogen or carbon-based substitent of any length. CoA

CoA

W

CoA

CH 3

OH O 2.3.3.a

W

O +

W

CoA

+

W

H 2O

Exact reverse of 2.3.3.a O

4.2.1.a

+ CoA

O

W can only be either carbon or hydrogen. 2.3.-3.a

W

HO

W1

O

W H

W

W

O +

W OH

W

W

W

W W

W 1 can only be C, S, H, and O. All other W's unrestricted. 4.2.-1.a

Exact reverse of 4.2.1.a O

4.2.1.b

H

O

W CoA W W OH

H 2O +

CoA

W W

W

W can be anything. 4.2.-1.b

Exact reverse of 4.2.1.b O W W 2 2

4.2.1.c

+ W1 OH

HO H NH2

W O W + HO W H NH2 O

OH

OH

W1-OH is limited to water. W2 can be anything.

4.2.-1.c

4.2.1.d

Exact reverse of 4.2.1.c W1

O

O

H

W2 + W2 NH2

HO

H N

O W2 HO H

NH + HO W1

W2 NH2

-OW1 leaving group can also be SW1. W2 can be anything.

4.2.-1.d

Exact reverse of 4.2.1.d

W1

4.2.1.e

OH H H

OH

W2

H2O +

W1

O W2

W1 can only be H or OH. W2 can only be H or CH3.

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O

4.2.1.f

H2O + W

N W

NH2

W can be anything.

W

W

W

W

W

W

W

W

+ 4.2.-1.g

H2 O

W can be carbon or hydrogen. O

4.2.-1.h

W2

W1

H2 O

+

W1

W2

H

W 1 can be any atom. W 2 is C or N.

4.2.2.a

H2O

+

OW

OH C W2

O C CW 3 W2

OH CW 3

+

WO

W can be anything including H. O W O P O 2

W2

4.2.3.a

H2 N W1 H

O HO P O W2 + O W2

O W2 W2

H2N

W2

W1

W2

W can be anything. O W O P O W O W H W W

4.2.3.b

W O

O HO P O W + O W

O

W

W

W W

W can be anything.

4.2.-3.b

Exact reverse of 4.2.3.b O W O P O W H O W

4.2.3.c

W

W

W W W

W O W W HO P O W+ W O W W W

W can be anything.

4.2.-3.c

Exact reverse of 4.2.3.c

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Table S2. KEGG reactions that can be reproduced by the selected operators R00205 R00264

R01293 R01294

R01735 R01738

R02347 R02349

R02756 R02762

R03114 R03119

R03544 R03545

R04065 R04088

R04552 R04556

R04862 R04880

R05240 R05241

R00300

R01333

R01739

R02352

R02776

R03123

R03572

R04099

R04557

R04882

R05243

R00342

R01337

R01740

R02353

R02777

R03155

R03577

R04105

R04681

R04883

R05271

R00343

R01338

R01745

R02377

R02792

R03169

R03581

R04106

R04682

R04888

R05272

R00351

R01361

R01747

R02395

R02793

R03176

R03582

R04115

R04697

R04889

R05275

R00352

R01370

R01752

R02401

R02799

R03177

R03583

R04136

R04724

R04891

R05282

R00402

R01371

R01763

R02413

R02800

R03191

R03584

R04139

R04725

R04892

R05283

R00465

R01388

R01773

R02462

R02819

R03192

R03585

R04151

R04737

R04903

R05286

R00472

R01392

R01775

R02463

R02820

R03198

R03586

R04185

R04739

R04910

R05289

R00604

R01403

R01781

R02471

R02832

R03226

R03591

R04186

R04741

R04916

R05305

R00703

R01404

R01813

R02472

R02834

R03227

R03592

R04198

R04743

R04917

R05310

R00704

R01414

R01825

R02476

R02836

R03234

R03636

R04199

R04745

R04953

R05311

R00710

R01415

R01836

R02477

R02841

R03251

R03667

R04203

R04748

R04954

R05312

R00711

R01419

R01838

R02527

R02855

R03261

R03707

R04210

R04753

R04955

R05313

R00713

R01420

R01866

R02528

R02856

R03264

R03709

R04236

R04757

R04956

R05315

R00714

R01429

R01869

R02531

R02878

R03278

R03713

R04278

R04758

R04958

R05347

R00717

R01430

R01899

R02536

R02892

R03279

R03716

R04279

R04778

R04959

R05348

R00732

R01446

R01921

R02537

R02893

R03290

R03733

R04285

R04805

R04961

R05349

R00733

R01451

R01932

R02544

R02940

R03292

R03745

R04304

R04810

R04962

R05350

R00746

R01456

R01971

R02545

R02941

R03300

R03753

R04307

R04812

R04964

R05353

R00754

R01457

R01975

R02548

R02944

R03302

R03759

R04309

R04817

R04965

R05354

R00812

R01465

R01976

R02553

R02945

R03324

R03763

R04310

R04818

R04966

R05395

R00814

R01486

R01977

R02565

R02946

R03325

R03764

R04330

R04819

R04967

R05396

R00835

R01487

R01978

R02566

R02954

R03336

R03776

R04344

R04823

R04969

R05397

R00842

R01488

R01986

R02577

R02969

R03337

R03790

R04360

R04824

R04970

R05575

R00844

R01505

R02032

R02580

R02975

R03338

R03792

R04370

R04829

R04996

R05576

R00845

R01513

R02034

R02593

R02978

R03339

R03827

R04375

R04830

R05038

R05581

R00871

R01520

R02039

R02609

R02988

R03357

R03845

R04387

R04831

R05049

R05582

R00904

R01521

R02047

R02610

R02989

R03373

R03847

R04412

R04832

R05050

R05639

R00919

R01524

R02123

R02611

R02993

R03396

R03848

R04418

R04833

R05066

R05641

R00977

R01525

R02124

R02637

R02994

R03397

R03856

R04419

R04834

R05068

R05643

R00978

R01542

R02177

R02639

R03012

R03398

R03869

R04426

R04835

R05099

R05649

R00998

R01543

R02207

R02640

R03021

R03399

R03886

R04429

R04836

R05119

R05663

R01000

R01550

R02208

R02651

R03022

R03401

R03889

R04430

R04837

R05124

R05664

R01034

R01604

R02209

R02655

R03043

R03406

R03900

R04440

R04838

R05150

R05678

R01036

R01607

R02229

R02678

R03044

R03407

R03918

R04453

R04839

R05231

R05679

R01039

R01608

R02252

R02679

R03048

R03431

R03930

R04506

R04840

R05232

R05680

R01041

R01644

R02257

R02680

R03051

R03495

R03942

R04517

R04842

R05233

R05681

R01058

R01689

R02258

R02683

R03054

R03497

R03945

R04518

R04843

R05234

R05682

R01096

R01704

R02259

R02684

R03080

R03498

R03962

R04533

R04844

R05235

R05683

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R01163

R01708

R02260

R02695

R03102

R03506

R03963

R04536

R04845

R05237

R05684

R01183

R01728

R02343

R02697

R03103

R03507

R03989

R04543

R04846

R05238

R05685

R01213

R01730

R02344

R02736

R03104

R03520

R04049

R04544

R04847

R05239

R05686

R05687

R06117

R06785

R06983

R07417

R07804

R08105

R08544

R01202

R03317

R07150

R05689

R06126

R06832

R06985

R07418

R07890

R08140

R08557

R01694

R03826

R07728

R05690

R06166

R06846

R07015

R07428

R07894

R08141

R08558

R01758

R05069

R08310

R05691

R06180

R06847

R07060

R07437

R07898

R08194

R08573

R01895

R05071

R02906

R05692

R06272

R06857

R07104

R07441

R07936

R08198

R08590

R01896

R05147

R03322

R05693

R06286

R06891

R07136

R07442

R07952

R08226

R00286

R01903

R05571

R03463

R05694

R06366

R06896

R07137

R07483

R07985

R08281

R00421

R01904

R05604

R05308

R05699

R06407

R06910

R07138

R07495

R07998

R08282

R00501

R02441

R05607

R06927

R05700

R06408

R06914

R07139

R07666

R07999

R08283

R00758

R02454

R05831

R05701

R06562

R06917

R07140

R07667

R08083

R08306

R00868

R02455

R06894

R05702

R06563

R06918

R07141

R07703

R08084

R08307

R00870

R02555

R07133

R05703

R06570

R06928

R07142

R07705

R08085

R08379

R00875

R02703

R07134

R05812

R06571

R06931

R07146

R07747

R08086

R08380

R00880

R02896

R07135

R05823

R06621

R06935

R07147

R07751

R08087

R08383

R01093

R02928

R07143

R05827

R06734

R06941

R07148

R07759

R08094

R08385

R01095

R02983

R07144

R05879

R06784

R06980

R07156

R07761

R08096

R08442

R01158

R03183

R07145

Table S3. Cofactor compounds used in this study NADH

ATP

NAD+

ADP

H+

AMP

HCO3-

Formaldehyde

CO2

electron

H2O

Oxygen

NH3

Chloride

Orthophosphate

Nitrite

Pyrophosphate

Bromide

CoA

Fluoride

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Table S4. Synthetic Media (g/liter) ammonium acetate 2.2 biotin 0.00001 FeSO4·7H2O 0.01 glucose 20 K2HPO4·3H2O 0.5 KH2PO4 0.5 MgSO4 0.2 MnSO4·1H2O 0.01 NaCl 0.01 para-aminobenzoic acid 0.001

Table S5. EFF scores for novel reactants catalyzed by 4.2.1 enzymes with presence of crystal waters PDB

Ligand

EFF(Å2)

2ONE

3-Hydroxybutanal(R) 3-Hydroxybutanal(S) 3-Hydroxy-1-butanol(R) 3-Hydroxy-1-butanol(S)

5.037 5.091 4.274 3.334

7ACN 3-Hydroxybutanal(R) 3-Hydroxybutanal(S) 3-Hydroxy-1-butanol(R) 3-Hydroxy-1-butanol(S)

4.313 1.799 2.693 4.092

2DW7 3-Hydroxybutanal(R) 3-Hydroxybutanal(S) 3-Hydroxy-1-butanol(R) 3-Hydroxy-1-butanol(S)

1.342 1.964 0.005 0.125

7ENL

0.099 0.066 5.651 5.433

3-Hydroxybutanal(R) 3-Hydroxybutanal(S) 3-Hydroxy-1-butanol(R) 3-Hydroxy-1-butanol(S)

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Table S6. EFF scores for novel reactants catalyzed by 1.1.1 enzymes with presence of crystal waters PDB

Ligand

EFF(Å2)

PDB

Ligand

EFF(Å2)

1M2W

3-Hydroxybutanal(R) 3-Hydroxybutanal(S) Acetylacetaldehyde(a) Acetylacetaldehyde(b) 1-Hydroxy-3-butanone Crotonaldehyde

7.606 7.504 6.601 8.686 6.490 6.446

1MRQ

3-Hydroxybutanal(R) 3-Hydroxybutanal(S) Acetylacetaldehyde(a) Acetylacetaldehyde(b) 1-Hydroxy-3-butanone Crotonaldehyde

37.232 80.690 74.342 34.968 38.403 3.951

1PJ2

3-Hydroxybutanal(R) 3-Hydroxybutanal(S) Acetylacetaldehyde(a) Acetylacetaldehyde(b) 1-Hydroxy-3-butanone Crotonaldehyde

0.305 1.895 2.047 0.789 0.417 0.041

1KAE

3-Hydroxybutanal(R) 3-Hydroxybutanal(S) Acetylacetaldehyde(a) Acetylacetaldehyde(b) 1-Hydroxy-3-butanone Crotonaldehyde

6.593 9.060 66.625 49.166 5.859 70.867

3CXT

3-Hydroxybutanal(R) 3-Hydroxybutanal(S) Acetylacetaldehyde(a) Acetylacetaldehyde(b) 1-Hydroxy-3-butanone Crotonaldehyde

0.677 0.954 5.507 8.118 5.408 6.771

1PS6

3-Hydroxybutanal(R) 3-Hydroxybutanal(S) Acetylacetaldehyde(a) Acetylacetaldehyde(b) 1-Hydroxy-3-butanone Crotonaldehyde

23.644 23.807 22.257 21.066 25.528 28.788

3EEW

3-Hydroxybutanal(R) 3-Hydroxybutanal(S) Acetylacetaldehyde(a) Acetylacetaldehyde(b) 1-Hydroxy-3-butanone Crotonaldehyde

7.016 9.945 0.051 7.550 0.041 7.334

3KB6

3-Hydroxybutanal(R) 3-Hydroxybutanal(S) Acetylacetaldehyde(a) Acetylacetaldehyde(b) 1-Hydroxy-3-butanone Crotonaldehyde

2.772 0.741 5.158 0.655 0.167 15.545

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