D-I-TASSER Q09019-D2

D-I-TASSER results for Q09019-D2

[Click result.zip to download all results on this page]

Input Sequence in FASTA format

>Q09019 (380 residues)
TQPTCHDFNQFTAATETISLLVGFSAGQVQYLDLIKKDTSKLFNEERLIDKTKVTYLKWL
PESESLFLASHASGHLYLYNVSHPCASAPPQYSLLKQGEGFSVYAAKSKAPRNPLAKWAV
GEGPLNEFAFSPDGRHLACVSQDGCLRVFHFDSMLLRGLMKSYFGGLLCVCWSPDGRYVV
TGGEDDLVTVWSFTEGRVVARGHGHKSWVNAVAFDPYTTRAEEAATAAGADGERSGEEEE
EEPEAAGTGSAGGAPLSPLPKAGSITYRFGSAGQDTQFCLWDLTEDVLYPPRIHEVPLLE
PLVCKKIAQERLTVLLFLEDCIITACQEGLICTWARPGKAFTDEETEAQTGEGSWPRSPS
KSVVEGISSQPGNSPSGTVV

Predicted Secondary Structure

Sequence	20 40 60 80 100 120 140 160 180 200 220 240 260 280 300 320 340 360 380 \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| TQPTCHDFNQFTAATETISLLVGFSAGQVQYLDLIKKDTSKLFNEERLIDKTKVTYLKWLPESESLFLASHASGHLYLYNVSHPCASAPPQYSLLKQGEGFSVYAAKSKAPRNPLAKWAVGEGPLNEFAFSPDGRHLACVSQDGCLRVFHFDSMLLRGLMKSYFGGLLCVCWSPDGRYVVTGGEDDLVTVWSFTEGRVVARGHGHKSWVNAVAFDPYTTRAEEAATAAGADGERSGEEEEEEPEAAGTGSAGGAPLSPLPKAGSITYRFGSAGQDTQFCLWDLTEDVLYPPRIHEVPLLEPLVCKKIAQERLTVLLFLEDCIITACQEGLICTWARPGKAFTDEETEAQTGEGSWPRSPSKSVVEGISSQPGNSPSGTVV
Prediction	CCCCCSSSCSSSSCCCCCSSSSSSCCCSSSSSSCCCCCSSSSSCCCCCCCCCCSSSSSSCCCCCSSSSSSCCCCSSSSSCCCSSSSSSCCCCCSSSSSCCCCSSSSSCCCCCSSSSSSCCCCCCSSSSSSCCCCCSSSSSSCCCSSSSSSCCCCSSSSSSCCCCCCSSSSSSCCCCCSSSSSSCCCSSSSSSCCCCCSSSSSCCCCCCSSSSSSCCCCCCCCCSSSSSCCCCSSSSSCCCCCSSSSSCCCCCCSSSSSSCCCCCCCSSSSSSCCCCSSSSSSCCCCSSSCCCCCCCCCCCSSSSSCCCCCCSSSSSSCCCSSSSSCCCCSSSSSCCCCCCCCCCCCCCCCCCCCSSSCCCCCCSSSSSSCCCCCSSSSSC
Confidence	99847327189997899879999589948999899994517836787878997799999699983999985998399982553589948999699982599099997289984889981789978999998999989999179979999789991889373778987899998999989999179919983088893899974889988999987999852228865379968999789995868114899987999996999830279997299919999889991720235566554305763278897899998799478880899699933899733343344234412135637899289999989998678859
	H:Helix; S:Strand; C:Coil

Predicted Solvent Accessibility

Sequence	20 40 60 80 100 120 140 160 180 200 220 240 260 280 300 320 340 360 380 \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| TQPTCHDFNQFTAATETISLLVGFSAGQVQYLDLIKKDTSKLFNEERLIDKTKVTYLKWLPESESLFLASHASGHLYLYNVSHPCASAPPQYSLLKQGEGFSVYAAKSKAPRNPLAKWAVGEGPLNEFAFSPDGRHLACVSQDGCLRVFHFDSMLLRGLMKSYFGGLLCVCWSPDGRYVVTGGEDDLVTVWSFTEGRVVARGHGHKSWVNAVAFDPYTTRAEEAATAAGADGERSGEEEEEEPEAAGTGSAGGAPLSPLPKAGSITYRFGSAGQDTQFCLWDLTEDVLYPPRIHEVPLLEPLVCKKIAQERLTVLLFLEDCIITACQEGLICTWARPGKAFTDEETEAQTGEGSWPRSPSKSVVEGISSQPGNSPSGTVV
Prediction	83121000000000022221202032413124316445123105554444543010000015131000001332001013353300000462210000143000102256534102304036424202010132311010031402110105344132304024334203020240110010242212231307334112404025321202000020230110000021310000105335233404114320100000241412100000134000000105553144343362431420212411421000000003123102334131043164642454444343243323033243201000001543210004
	Values range from 0 (buried residue) to 8 (highly exposed residue)

Predicted Contact, Hydrogen and Distance Map Used in D-I-TASSER simulation

Contact Map

Distance Map

Hydrogen bond networks

D-I-TASSER simulation is guided by the consensus contact map (left figure), distance map (middle figure) and Hydrogen bond network (right figure) derived based on confidence scores of AttentionPotential. In the contact, distance map and hydrogen bond networks, the axes mark the residue index along the sequence. For the contact map, each dot represents a residue pair with predicted contact, while for the distance map and hydrogen bond network, a color scale represents a distance of 1-20+ angstroms or a angle of 0-180 degree.

Top 10 threading templates used by D-I-TASSER

Rank

PDB
hit

ID1

ID2

Cov

Norm.
Zscore

Download
alignment

                  20                  40                  60                  80                 100                 120                 140                 160                 180                 200                 220                 240                 260                 280                 300                 320                 340                 360                 380

                   |                   |                   |                   |                   |                   |                   |                   |                   |                   |                   |                   |                   |                   |                   |                   |                   |                   |                   |

SS
Seq

CCCCCSSSCSSSSCCCCCSSSSSSCCCSSSSSSCCCCCSSSSSCCCCCCCCCCSSSSSSCCCCCSSSSSSCCCCSSSSSCCCSSSSSSCCCCCSSSSSCCCCSSSSSCCCCCSSSSSSCCCCCCSSSSSSCCCCCSSSSSSCCCSSSSSSCCCCSSSSSSCCCCCCSSSSSSCCCCCSSSSSSCCCSSSSSSCCCCCSSSSSCCCCCCSSSSSSCCCCCCCCCSSSSSCCCCSSSSSCCCCCSSSSSCCCCCCSSSSSSCCCCCCCSSSSSSCCCCSSSSSSCCCCSSSCCCCCCCCCCCSSSSSCCCCCCSSSSSSCCCSSSSSCCCCSSSSSCCCCCCCCCCCCCCCCCCCCSSSCCCCCCSSSSSSCCCCCSSSSSC
TQPTCHDFNQFTAATETISLLVGFSAGQVQYLDLIKKDTSKLFNEERLIDKTKVTYLKWLPESESLFLASHASGHLYLYNVSHPCASAPPQYSLLKQGEGFSVYAAKSKAPRNPLAKWAVGEGPLNEFAFSPDGRHLACVSQDGCLRVFHFDSMLLRGLMKSYFGGLLCVCWSPDGRYVVTGGEDDLVTVWSFTEGRVVARGHGHKSWVNAVAFDPYTTRAEEAATAAGADGERSGEEEEEEPEAAGTGSAGGAPLSPLPKAGSITYRFGSAGQDTQFCLWDLTEDVLYPPRIHEVPLLEPLVCKKIAQERLTVLLFLEDCIITACQEGLICTWARPGKAFTDEETEAQTGEGSWPRSPSKSVVEGISSQPGNSPSGTVV

5vh9B

0.11

0.08

3.01

1.00

DEthreader

LINVESSVTSVKLHPNLPIVFVATDHGKLYAFDL-FNYTIPLAS--LQSHTKAITSMDVLTSNYLVIVTASKDLQIHVFKWVSEEC------------------------KFQQIRSLLGHEHIVSAVKIWQKDVHIASCSRDQTVKIWDFHNGWSLKTFQPHSQWVRSIDVL--GDYIISGSHDTTLRLTHWPSGNGLSVGTGHEFPIEKVKFIHFIED-----T------P-------------------------DRYKNWGMQYCVSASRDRTIKIWEIPLPNFRC---------VL-TLKGH-LSWVRDISIRGQYLFSCADDKSVRCWDLNQCLHVWEKLHT-----------------------VTPRQMMFM

5k19A

0.74

0.57

16.12

1.94

SPARKS-K

TQPTCHDFNHLTATAESVSLLVGFSAGQVQLIDPIKKETSKLFNEERLIDKSRVTCVKWVPGSESLFLVAHSSGNMYLYNVEHTCGTTAPHYQLLKQGESFAVHTCK---TRNPLLKWTVGEGALNEFAFSPDGKFLACVSQDGFLRVFNFDSVELHGTMKSYFGGLLCVCWSPDGKYIVTGGEDDLVTVWSFVDCRVIARGHGHKSWVSVVAFDPYTTS---------------------------------------VEEGDVTYRFGSVGQDTQLCLWDLTEDILFPVPLLEPL-----ICKKIAHERLTVLIFLEDCIVTACQEGFICTWGRPGK-----------------------------------------

5k19A

0.71

0.53

14.95

0.39

MapAlign

----TQPTCHDFNTAESVSLLVGFSAGQVQLIDPIKKETSKLFNEERLIDKSRVTCVKWVPGSESLFLVAHSSGNMYLYNVEHTCGTTAPHYQLLKQGESFAVHTCK---TRNPLLKWTVGEGALNEFAFSPDGKFLACVSQDGFLRVFNFDSVELHGTMKSYFGGLLCVCWSPDGKYIVTGGEDDLVTVWSFVDCRVIARGHGHKSWVSVVAFDTSV------------------------------------------EEGDVTYRFGSVGQDTQLCLWDLT-----EDILFPVPLLEPLICKKIAHERLTVLIFLEDCIVTACQEGFICTWGR--------------------------------------------

5nrlH

0.17

0.13

4.17

0.26

CEthreader

QLVSTKPISAVSLSTDDMVVATGSWAGDLQVLNSQTLQ---PLTQKLDSHVGKIGAIDWHPDSNNQMISCAEDGLIKNFQYSNEE------------------------GGLRLLGDLVGHERRISDVKYHPSGKFIGSASHDMTWRLWDASTHQELLLQEGHDKGVFSLSFQCDGSLVCSGGMDSLSMLWDIRSGSKVMTLAGHSKPIYTVAWSPNGY------------------------------------------------QVATGGGDGIINVWDIRKRD-----------EGQLNQILAHRNIVTQVRFSKKKLVSCGYDNLINVYSSDWLKMGSLAGHTDKIISLDISNNSHFLVSGGWDRSIKLWN----

5k19A

0.75

0.58

16.40

1.48

MUSTER

TQPTCHDFNHLTATAESVSLLVGFSAGQVQLIDPIKKETSKLFNEERLIDKSRVTCVKWVPGSESLFLVAHSSGNMYLYNVEHTCGTTAPHYQLLKQGES---FAVHTCKTRNPLLKWTVGEGALNEFAFSPDGKFLACVSQDGFLRVFNFDSVELHGTMKSYFGGLLCVCWSPDGKYIVTGGEDDLVTVWSFVDCRVIARGHGHKSWVSVVAFDPYTT---------------------------------------SVEEGDVTYRFGSVGQDTQLCLWDLTEDILFP-----VPLLEPLICKKIAHERLTVLIFLEDCIVTACQEGFICTWGRPGK-----------------------------------------

3dm0A

0.16

0.12

3.85

0.73

HHsearch

GTMRAHTVTAIATPIDNDIIVSASRDKSIILWKLTKGVAQRRL----TGHSHFVEDVVLSSDGQF-ALSGSWDGELRLWDLAAG----------------------------VSTRRFVGHTKDVLSVAFSLDNRQIVSASRDRTIKLWNTL-GECKYTIEGHRDWVSCVRFSPNTLTIVSASWDKTVKVWNLSNCKLRSTLAGHTGYVSTVAVSPDGSLCASGGKVLLWDLAGKKYSLE-ANSVIHALCFSP-----------NRYWLCAA-TEHGIKIWDLESKSIV-------------EDLKVDLKYCTSLNWSADTLFSGYTDGVIRVWGI--------------------------------------------

5k19A

0.75

0.58

16.40

2.50

FFAS-3D

TQPTCHDFNHLTATAESVSLLVGFSAGQVQLIDPIKKETSKLFNEERLIDKSRVTCVKWVPGSESLFLVAHSSGNMYLYNVEHTCGTTAPHYQLLKQGES---FAVHTCKTRNPLLKWTVGEGALNEFAFSPDGKFLACVSQDGFLRVFNFDSVELHGTMKSYFGGLLCVCWSPDGKYIVTGGEDDLVTVWSFVDCRVIARGHGHKSWVSVVAFDPYTTSVE---------------------------------------EGDVTYRFGSVGQDTQLCLWDLTEDILFPV-----PLLEPLICKKIAHERLTVLIFLEDCIVTACQEGFICTWGRPGK-----------------------------------------

5k19A

0.65

0.49

14.04

0.58

EigenThreader

KGTQPTCHDFNHLTATSVSLLVGFSAGQVQLIDPIKKETSKLFNEERLIDKSRVTCVKWVPGSESLFLVAHSSGNMYLYNVEHTCGTTAPHLLKQGES--FAVHTCK---TRNPLLKWTVGEGALNEFAFSPDGKFLACVSQDGFLRVFNFDSVELHGTMKSYFGGLLCVCWSPDGKYIVTGGEDDLVTVWSFVDCRVIARGHGHKSWVSVVAFDPYTTS---------------------------------------VEEGDVTYRFGSVGQDTQLCLWDEDILFPVPLPL--------ICKKIA-HERLTVLIFLEDCIVTACQEGFICTWGRPGK-----------------------------------------

5mzhA

0.13

0.10

3.49

3.92

CNFpred

-------LTNCAFNKSGDRFITGSYDRTCKVWNTFTGEEVFTLE----GHKNVVYAIAFNNYGDKIVTGSFD-KTCKLWDAYTG----------------------------QLYYTLKGHQTEIVCLSFNPQSTIIATGSMDNTAKLWDVETGQERATLAGHRAEIVSLGFNTGGDLIVTGSFDHDSRLWDVRTGQCVHVLSGHRGEVSSTQFNYAGTLVVSGSTSRLWDVRSGRCLSV-HTDEVLDVAFDA-----------AGTKMVSASADGSARLYHTLTG-------------VCQHTLVGHEGEISKVAFNPTRLITASSDKTCRLWDCDGECLQVLEGHTDEIFSCAFNYEGDFIITGS-------------

4u7aA

0.09

0.07

2.58

1.00

DEthreader

AGHKGKVRTLSIDPSGL-WLATGSDDGTVRVWEILT-GREV-YRTTLIDDEYHIECIEWNPDANGILAVAVG-ENIHLIVPPIFG-----K-------QVAQWNKPSQQLEKDICITISC-KKTVKKLSWHRKGDYFVTVQPSGSVLIHQVSKHLTQSPFKKSKGIIMDAKFHPFKPQLFVCSQ-RYVRIYDLSQQILVKKLLPGARWLSKIDIHPRG------------------------------------------------DNLIASSFDKRVLWHDLDLASTP----------YK-TLRYH-EKAVRSVNFHLPLFSSAADDGTIHVFHAIVPLKKLTGH-K------------------------EAWLLWTT

(a)	ID1 is the number of template residues identical to query divided by number of aligned residues.
(b)	ID2 is the number of template residues identical to query divided by query sequence length.
(c)	Cov is equal the number of aligned template residues divided by query sequence length.
(d)	Norm. Zscore is the normalized Z-score of the threading alignments. A Normalized Z-score >1 means a good alignment and is highlighted in bold.
(e)	Download alignment lists the threading program used to identify the template, and provide the 3D structure of aligned regions of threading templates (threading[1-10].pdb.gz).
(f)	Template residues identical to query sequence are highlighted in color.

Top 1 final models from D-I-TASSER

Click to view	Rank^a	Download	Estimated TM-score^b
	1	model1.pdb.gz	0.6198

(a)

D-I-TASSER simulations generate a large ensemble of structural conformations, i.e. decoys. These decoys are clustered by SPICKER based on pairwise structure similarity to report up to five final models from the five largest clusters. Models are ranked in descending order of cluster size. If the simulations converge well, it is possible to have less than 5 models generated, which is usually an indication of good model quality.

(b)

The model confidence is quantitatified by estimated TM-score (eTM-score), calculated based on significance of threading template alignments, contact map satisfaction rate, mean absolute error between distance of model and distance of AttentionPotential, and convergence of D-I-TASSER simulations. eTM-score is typically in the range of [0, 1], with higher eTM-score signifies higher model confidence.

Proteins with similar structure

Top 10 structural analogs in PDB (as identified by TM-align)

Rank	PDB Hit	TM-score	RMSD^a	IDEN^a	Cov.	Download Alignment
1	6tblE	0.70	2.74	0.117	0.779	model1_6tblE.pdb.gz
2	3fm0A	0.69	2.86	0.131	0.782	model1_3fm0A.pdb.gz
3	5vh9B	0.69	3.67	0.094	0.810	model1_5vh9B.pdb.gz
4	2oajA	0.69	3.98	0.115	0.853	model1_2oajA.pdb.gz
5	4u7aA	0.69	3.12	0.081	0.792	model1_4u7aA.pdb.gz
6	6n8pA	0.69	4.26	0.078	0.866	model1_6n8pA.pdb.gz
7	5wjcA	0.69	2.75	0.125	0.776	model1_5wjcA.pdb.gz
8	6em5m	0.69	3.17	0.081	0.787	model1_6em5m.pdb.gz
9	5oqlN	0.69	3.32	0.137	0.805	model1_5oqlN.pdb.gz
10	5nrlH	0.69	2.45	0.178	0.755	model1_5nrlH.pdb.gz

(a)	Query structure is shown in cartoon, while the structural analog is displayed using backbone trace.
(b)	Ranking of proteins is based on TM-score of the structural alignment between the query structure and known structures in the PDB library.
(c)	RMSD^a is the RMSD between residues that are structurally aligned by TM-align.
(d)	IDEN^a is the percentage sequence identity in the structurally aligned region.
(e)	Cov. represents the coverage of the alignment by TM-align and is equal to the number of structurally aligned residues divided by length of the query protein.

Predicted Gene Ontology (GO) Terms

Molecular Function (MF)

GO term	Cscore^GO	Name
GO:1901363	0.38	heterocyclic compound binding
GO:0097159	0.38	organic cyclic compound binding
GO:0003676	0.37	nucleic acid binding
GO:0003723	0.36	RNA binding

Download full result of the above consensus prediction.

Click the graph to show a high resolution version.

(a)

Cscore^GO is the confidence score of predicted GO terms. Cscore^GO values range in between [0-1]; where a higher value indicates a better confidence in predicting the function using the template.

(b)

The graph shows the predicted terms within the Gene Ontology hierachy for Molecular Function. Confidently predicted terms are color coded by Cscore^GO:

[0.4,0.5)

[0.5,0.6)

[0.6,0.7)

[0.7,0.8)

[0.8,0.9)

[0.9,1.0]

Biological Process (BP)

GO term	Cscore^GO	Name
GO:0009987	0.86	cellular process
GO:0071704	0.65	organic substance metabolic process
GO:0044238	0.65	primary metabolic process
GO:0044237	0.65	cellular metabolic process
GO:0044260	0.64	cellular macromolecule metabolic process
GO:0006807	0.57	nitrogen compound metabolic process
GO:0090304	0.56	nucleic acid metabolic process
GO:0016070	0.55	RNA metabolic process
GO:0006396	0.53	RNA processing

Download full result of the above consensus prediction.

Click the graph to show a high resolution version.

(a)

Cscore^GO is the confidence score of predicted GO terms. Cscore^GO values range in between [0-1]; where a higher value indicates a better confidence in predicting the function using the template.

(b)

The graph shows the predicted terms within the Gene Ontology hierachy for Biological Process. Confidently predicted terms are color coded by Cscore^GO:

[0.4,0.5)

[0.5,0.6)

[0.6,0.7)

[0.7,0.8)

[0.8,0.9)

[0.9,1.0]

Cellular Component (CC)

GO term	Cscore^GO	Name
GO:0044424	1.00	intracellular part
GO:0044446	0.93	intracellular organelle part
GO:0032991	0.92	macromolecular complex
GO:0043226	0.87	organelle
GO:0043229	0.86	intracellular organelle
GO:0043227	0.83	membrane-bounded organelle
GO:0043231	0.80	intracellular membrane-bounded organelle
GO:0044428	0.79	nuclear part
GO:0043234	0.79	protein complex
GO:0005634	0.71	nucleus
GO:0044444	0.55	cytoplasmic part

Download full result of the above consensus prediction.

Click the graph to show a high resolution version.

(a)

Cscore^GO is the confidence score of predicted GO terms. Cscore^GO values range in between [0-1]; where a higher value indicates a better confidence in predicting the function using the template.

(b)

The graph shows the predicted terms within the Gene Ontology hierachy for Cellular Component. Confidently predicted terms are color coded by Cscore^GO:

[0.4,0.5)

[0.5,0.6)

[0.6,0.7)

[0.7,0.8)

[0.8,0.9)

[0.9,1.0]

Predicted Enzyme Commission (EC) Numbers

Top 5 enzyme homologs in PDB

Rank	Cscore^EC	PDB Hit	TM-score	RMSD^a	IDEN^a	Cov.	EC Number	Predicted Active Site Residues
1	0.068	1rwlA	0.514	3.76	0.058	0.632	2.7.11.1	NA
2	0.067	2gc7A	0.583	3.95	0.094	0.721	1.4.99.3	132,134
3	0.067	2fpcA	0.527	3.77	0.079	0.642	4.3.3.2	NA
4	0.066	1madH	0.581	3.81	0.085	0.711	1.4.99.3	129,134,138
5	0.066	3fw0A	0.524	4.10	0.051	0.653	4.3.2.5	NA

	Click on the radio buttons to visualize predicted active site residues.
(a)	Cscore^EC is the confidence score for the Enzyme Commission (EC) number prediction. Cscore^EC values range in between [0-1]; where a higher score indicates a more reliable EC number prediction.
(b)	TM-score is a measure of global structural similarity between query and template protein.
(c)	RMSD^a is the RMSD between residues that are structurally aligned by TM-align.
(d)	IDEN^a is the percentage sequence identity in the structurally aligned region.
(e)	Cov. represents the coverage of global structural alignment and is equal to the number of structurally aligned residues divided by length of the query protein.

Predicted Ligand Binding Sites

Template proteins with similar binding site:

Rank	Cscore^LB	PDB Hit	TM-score	RMSD^a	IDEN^a	Cov.	BS-score	Lig. Name	Download Complex	Predicted binding site residues
1	0.08	2xl2A	0.671	2.55	0.127	0.745	0.82	III	complex1.pdb.gz	60,158,172,174,177,194
2	0.07	2xl3B	0.671	2.55	0.127	0.745	0.78	III	complex2.pdb.gz	61,131,132,133,136,157
3	0.03	2h6nA	0.672	2.58	0.130	0.747	0.78	III	complex3.pdb.gz	25,55,72,142,143,166,184,327,328
4	0.03	2qxvA	0.678	2.95	0.125	0.771	0.47	III	complex4.pdb.gz	13,20,30,42,58,66,174,268,269,279,336,337
5	0.02	2j041	0.665	3.10	0.089	0.766	0.45	III	complex5.pdb.gz	50,80,115,120,121,122,142,143,148,149,150,158,162,196

	Click on the radio buttons to visualize predicted binding site and residues.
(a)	Cscore^LB is the confidence score of predicted binding site. Cscore^LB values range in between [0-1]; where a higher score indicates a more reliable ligand-binding site prediction.
(b)	BS-score is a measure of local similarity (sequence & structure) between template binding site and predicted binding site in the query structure. Based on large scale benchmarking analysis, we have observed that a BS-score >1 reflects a significant local match between the predicted and template binding site.
(c)	TM-score is a measure of global structural similarity between query and template protein.
(d)	RMSD^a the RMSD between residues that are structurally aligned by TM-align.
(e)	IDEN^a is the percentage sequence identity in the structurally aligned region.
(f)	Cov. represents the coverage of global structural alignment and is equal to the number of structurally aligned residues divided by length of the query protein.

[Click result.zip to download all results on this page]

References:
1.	Wei Zheng, Chengxin Zhang, Yang Li, Robin Pearce, Eric W. Bell, Yang Zhang. Folding non-homology proteins by coupling deep-learning contact maps with I-TASSER assembly simulations. In preparation, 2020.