D-I-TASSER P58166-D1

D-I-TASSER results for P58166-D1

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

Input Sequence in FASTA format

>P58166 (350 residues)
MRLPDVQLWLVLLWALVRAQGTGSVCPSCGGSKLAPQAERALVLELAKQQILDGLHLTSR
PRITHPPPQAALTRALRRLQPGSVAPGNGEEVISFATVTDSTSAYSSLLTFHLSTPRSHH
LYHARLWLHVLPTLPGTLCLRIFRWGPRRRRQGSRTLLAEHHITNLGWHTLTLPSSGLRG
EKSGVLKLQLDCRPLEGNSTVTGQPRRLLDTAGHQQPFLELKIRANEPGAGRARRRTPTC
EPATPLCCRRDHYVDFQELGWRDWILQPEGYQLNYCSGQCPPHLAGSPGIAASFHSAVFS
LLKANNPWPASTSCCVPTARRPLSLLYLDHNGNVVKTDVPDMVVEACGCS

Predicted Secondary Structure

Sequence	20 40 60 80 100 120 140 160 180 200 220 240 260 280 300 320 340 \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| MRLPDVQLWLVLLWALVRAQGTGSVCPSCGGSKLAPQAERALVLELAKQQILDGLHLTSRPRITHPPPQAALTRALRRLQPGSVAPGNGEEVISFATVTDSTSAYSSLLTFHLSTPRSHHLYHARLWLHVLPTLPGTLCLRIFRWGPRRRRQGSRTLLAEHHITNLGWHTLTLPSSGLRGEKSGVLKLQLDCRPLEGNSTVTGQPRRLLDTAGHQQPFLELKIRANEPGAGRARRRTPTCEPATPLCCRRDHYVDFQELGWRDWILQPEGYQLNYCSGQCPPHLAGSPGIAASFHSAVFSLLKANNPWPASTSCCVPTARRPLSLLYLDHNGNVVKTDVPDMVVEACGCS
Prediction	CCCCHHHHHHHHHHHHHHCCCCCCCCCCCCCCCCCCHHHHHHHHHHHHHHHHHHHCCCCCCCCCCCCCHHHHHHHHHHCCCCCCCCCCCCCSSSSCCCCCCCCCCCSSSSSSCCCCCCCCCCSSSSSSSSCCCCCCSSSSSSSSSCCCCCCCCCSSSSSSSCCCCCCCSSSSCHHHHHHHHCCCCCSSSSSSSSCCCCCCCCCCCCCCCCCCCCCCCCSSSSSSCCCCCCCCCCCCCCCCCCCCCCCSSSSSSSSHHHCCCCCCCCCCCCSSCCCSSCCCCCCCCCCCCCCCCCHHHHHHHHHHHCCCCCCCCCCCCCSCCCSSSSSSSCCCCSSSSSSCCSSSSSCSCC
Confidence	98733789999999998235788888666664445114499999999999999829999999998863789999988614554454444423653146676777734897606887554540127999955888864999999855877777642688751256776089843899998850798247999984378865555542222354445852134773688522354334555567778744777785525616643202798124110213279876678887864114678888762877789987146300236899996899499998189587203078
	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 \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| MRLPDVQLWLVLLWALVRAQGTGSVCPSCGGSKLAPQAERALVLELAKQQILDGLHLTSRPRITHPPPQAALTRALRRLQPGSVAPGNGEEVISFATVTDSTSAYSSLLTFHLSTPRSHHLYHARLWLHVLPTLPGTLCLRIFRWGPRRRRQGSRTLLAEHHITNLGWHTLTLPSSGLRGEKSGVLKLQLDCRPLEGNSTVTGQPRRLLDTAGHQQPFLELKIRANEPGAGRARRRTPTCEPATPLCCRRDHYVDFQELGWRDWILQPEGYQLNYCSGQCPPHLAGSPGIAASFHSAVFSLLKANNPWPASTSCCVPTARRPLSLLYLDHNGNVVKTDVPDMVVEACGCS
Prediction	45124010000000000223443430341435534463325301430253006406066315355522441143113203553334443442131333434254331102030324454323401010113334634131203323546543432211033414432012010130023027444120200010133224244444423544544332334314554644424444444536545303235040303503244112305312122011202220343442323223203320443446431300000142320200001574413234144020534618
	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

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

SS
Seq

CCCCHHHHHHHHHHHHHHCCCCCCCCCCCCCCCCCCHHHHHHHHHHHHHHHHHHHCCCCCCCCCCCCCHHHHHHHHHHCCCCCCCCCCCCCSSSSCCCCCCCCCCCSSSSSSCCCCCCCCCCSSSSSSSSCCCCCCSSSSSSSSSCCCCCCCCCSSSSSSSCCCCCCCSSSSCHHHHHHHHCCCCCSSSSSSSSCCCCCCCCCCCCCCCCCCCCCCCCSSSSSSCCCCCCCCCCCCCCCCCCCCCCCSSSSSSSSHHHCCCCCCCCCCCCSSCCCSSCCCCCCCCCCCCCCCCCHHHHHHHHHHHCCCCCCCCCCCCCSCCCSSSSSSSCCCCSSSSSSCCSSSSSCSCC
MRLPDVQLWLVLLWALVRAQGTGSVCPSCGGSKLAPQAERALVLELAKQQILDGLHLTSRPRITHPPPQAALTRALRRLQPGSVAPGNGEEVISFATVTDSTSAYSSLLTFHLSTPRSHHLYHARLWLHVLPTLPGTLCLRIFRWGPRRRRQGSRTLLAEHHITNLGWHTLTLPSSGLRGEKSGVLKLQLDCRPLEGNSTVTGQPRRLLDTAGHQQPFLELKIRANEPGAGRARRRTPTCEPATPLCCRRDHYVDFQELGWRDWILQPEGYQLNYCSGQCPPHLAGSPGIAASFHSAVFSLLKANNPWPASTSCCVPTARRPLSLLYLDHNGNVVKTDVPDMVVEACGCS

2y26A

0.07

0.05

1.86

0.67

DEthreader

WIAGLV------------------------------------------------------SRISADPYTLSVPHWEL--TLV-DPGVFNGKFLTCPPIFFDLTAVTALRSAGLTGQVLGMGGTVRGRVHICAPIFYSIVLWVVSEWNGTTMDWELYPGVYVEE----DGSFEVKIRSYHRTPQDMSLNFYAIAG-----PIA--PSGETAQ--LPIVVQIDEILSLPSFED-----------------IGSRFFD-----------ACHGLHSGVLTKPSHVFA-------QKLEGT--IKLD--QAKSI--LRVLCKPRFSFRTSFPV---------------------

5ntuA

0.26

0.21

6.61

3.08

SPARKS-K

------------------------------------QNTKSSRIEAIKIQILSKLRLETAPNISKLLPKAPPLRELIDQY-DEDDHATTETIITMPTEK--------CCFFKFSKIQYNKVVKAQLWIYLRPVETPTVFVQILRLIKPMKDGTRYTGIRSLKLDTGIWQSIDVKTVLQNWAPASNLGIEIKALDENGHDL---AVTFPGPGEDGLNPFLEVKVTDTP--KRSRRDFGLDCDEHSTECCRYPLTVDFEAFGW-DWIIAPKRYKANYCSGECEFVAAYPHTH----------LVHQANPRGSAGPCCTPTKMSPINMLYFNGKEQIIYGKIPAMVVDRCGCS

5ntuA

0.23

0.19

6.01

1.58

MapAlign

-------------------------------------NTKSSRIEAIKIQILSKLRLETAPNIQLLPKAPPLRELID-QYDEDDDYHATTETIITMPT-------EKCCFFKFSKIQYNKVVKAQLWIYLRPVTPTTVFVQILRLIKPMKDGTRYTGIRSLKLDMGIWQSIDVKTVLQNWLAASNLGIEIKALDENGHDLA---VTFPGPGEDGLNPFLEVKVTDTPKRSRRDFGLDCDEHSTESRCCRYPLTVDFEAFGWD-WIIAPKRYKANYCSGECEFVFLAAYPHTHL--VHQAN------PRGSAGPCCTPTKMSPINMLYFNGKEQIIYGKIPAMVVDRCGCS

5ntuA

0.24

0.21

6.39

1.48

CEthreader

------------------------------------QNTKSSRIEAIKIQILSKLRLETAPNISKLPKAPPLRELIDQYDEDDDYHATTETIITMPTEK--------CCFFKFSSIQYNKVVKAQLWIYLRPVEPTTVFVQILRLIKPMKDGTRYTGIRSLKLDMGIWQSIDVKTVLQNWLPASNLGIEIKALDENGHDLA---VTFPGPGEDGLNPFLEVKVTDTPKRSRRDFGLDCDEHSTESRCCRYPLTVDFEAFGW-DWIIAPKRYKANYCSGECEFVF-----LAAYPHTHLVHQANP---RGSAGPCCTPTKMSPINMLYFNGKEQIIYGKIPAMVVDRCGCS

5ntuA

0.26

0.22

6.70

2.33

MUSTER

------------------------------------QNTKSSRIEAIKIQILSKLRLETAPNISKDLPKAPPLRELIDQYDEDDYHATTETIITMPTEK--------CCFFKFSKIQYNKVVKAQLWIYLRPVETPTVFVQILRLIKPMKDGTRYTGIRSLKLGTGIWQSIDVKTVLQNWLPASNLGIEIKALDENGHDL---AVTFPGPGEDGLNPFLEVKVTDTPKRSRRDFGLDCDEHSTESRCCRYPLTVDFEAFGW-DWIIAPKRYKANYCSGECEFVF-----LAAYPHTH---LVHQANPRGSAGPCCTPTKMSPINMLYFNGKEQIIYGKIPAMVVDRCGCS

3rjrA

0.24

0.21

6.51

4.41

HHsearch

---------------------PLSTSKTIDM-----ELVKRKRIEAIRGQILSKLRLASPPSQGDPLP-EAVLALYNSTRDRVAGEADYKEVTRVLM-VESGTPHSLYMLFNTSEREPVLLSRAELRLLRLKLK-VEQHVELYQKYS----QDSWRYLSNRLADSPEWLSFDVTGVVRQWRREAIEGFRLSAHCSCDSKDN-TLHVEIATIHGMNRPFLLLMATPLER--AQHALDTNYCFSTEKNCCVRQLYIDFRDLGW-KWIHEPKGYHANFCLGPCPYIWS-----LDTQYSKVLALYNQHNPGASAAPCCVPQALEPLPIVYYVGRK-PKVEQLSNMIVRSCKCS

5ntuA

0.23

0.19

6.02

2.70

FFAS-3D

------------------------------------QNTKSSRIEAIKIQILSKLRLETAPNISKDVIRQLLRELIDQYDEDDDYHATTETIIT-------MPTEKCCFFKFSSKIQYNKVVKAQLWIYLRPVETPTVFVQILRLIKPMKDGTRYTGIRSLKPGTGIWQSIDVKTVLQNWLAAPASNLGIEIKALDENGHDLA-VTFPGPGEDGLNPFLEVKVTDTPKRSRRDFGLDCDEHSTESRCCRYPLTVDFEAFGWDWII-APKRYKANYCSGECEFVFLAAYPHT--------HLVHQANPRGSAGPCCTPTKMSPINMLYFNGKEQIIYGKIPAMVVDRCGCS

5ntuA

0.18

0.14

4.56

1.47

EigenThreader

----------------------------------QN--TKSSRIEAIKIQILSKLRLETAPNISPKAPPLRELIDQY---DEDDDYHATTETIITMPTEKCC-----FFKFSSKIQYNKVVKAQLWIYLRPVETPTTVFVQILRLIKPMKDGTRYTGIRSLKLNPGTGQSIDVKTVLQNWLAAPALGIEIKALDENGHDLAVTFP---GPGEDGLNPFLEVKVTDTPKRSRRDFGLDCDEHSTESRCCRYPLTVDFEAFGWDWIIAP-KRYKANYCSGECENPRGS------------------------AGPCCTPTKM--SPINMLYGKEQIYGKIPA--MVVDRCGC

5hlyA

0.35

0.26

7.85

3.44

CNFpred

------------------------------------------MVEAVKKHILNMLHLKKRPDVTQPVPKAALLNAIRKLHVGKV-MEQTSEIITFAESGT----ARKTLHFEISKEDLSVVERAEVWLFLKVP-RTKVTIRLFQQQKH---ERSELLLSEKVVDASTWHVFPVSSSIQRLLDKSSLDVRIACEQCQES---GASLVLLGEKEQSHRPFLMLQARQS----------GLECDGKVNICCKKQFFVSFKDIGWNDWIIAPSGYHANYCEGECPSHIA-----------------------ANLKSCCVPTKLRPMSMLYYDDGQNIIKKDIQNMIVEECGCS

1a6cA

0.07

0.04

1.69

0.67

DEthreader

LHSQEWCAKGIV-----------------------------------Y--KR----I-LPALGNECSELPTKEWQFN-ELGT-QLGDTFAIDRYYEAKEIKLDGSTSMLSISYNFGSNGWGTISGSVKSVSSLFCT-ASFVIFPWECEAPPTLRQVLPHQIMH---GDGQFEIAIKTLHSAAEEGRLGILPLSG-----PIA--PDAHVGS--YEFIVHINTWRPVHP------------------------------------------TGWHYG---E-----------VDLC-SITT-NY--DWGAYWQAEIPGSIKFWGRSAT-LF--------------------

(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	0.6619

(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	5ntuA	0.79	2.06	0.240	0.834	model1_5ntuA.pdb.gz
2	6h3iA	0.40	5.69	0.043	0.594	model1_6h3iA.pdb.gz
3	1jqnA	0.39	6.14	0.063	0.609	model1_1jqnA.pdb.gz
4	5hlyA	0.39	4.39	0.097	0.489	model1_5hlyA.pdb.gz
5	5n8oA	0.38	7.15	0.054	0.669	model1_5n8oA.pdb.gz
6	3k1qI	0.37	5.86	0.033	0.563	model1_3k1qI.pdb.gz
7	7k66A	0.37	5.17	0.026	0.506	model1_7k66A.pdb.gz
8	3ikmD	0.36	6.56	0.048	0.603	model1_3ikmD.pdb.gz
9	2cseB	0.36	5.62	0.023	0.531	model1_2cseB.pdb.gz
10	2kzzA	0.21	6.79	0.030	0.354	model1_2kzzA.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:0005102	0.98	receptor binding
GO:0005160	0.93	transforming growth factor beta receptor binding
GO:0005125	0.80	cytokine activity

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:0065007	0.99	biological regulation
GO:0050789	0.99	regulation of biological process
GO:0050794	0.98	regulation of cellular process
GO:0044699	0.93	single-organism process
GO:0009987	0.87	cellular process
GO:0048518	0.86	positive regulation of biological process
GO:0080090	0.85	regulation of primary metabolic process
GO:0060255	0.85	regulation of macromolecule metabolic process
GO:0048522	0.85	positive regulation of cellular process
GO:0032502	0.85	developmental process
GO:0031323	0.85	regulation of cellular metabolic process
GO:0044767	0.84	single-organism developmental process
GO:0007165	0.84	signal transduction
GO:0044763	0.83	single-organism cellular process
GO:0048583	0.82	regulation of response to stimulus
GO:0031325	0.82	positive regulation of cellular metabolic process
GO:0010604	0.82	positive regulation of macromolecule metabolic process
GO:0023056	0.79	positive regulation of signaling
GO:0010647	0.79	positive regulation of cell communication
GO:0048869	0.78	cellular developmental process
GO:0009966	0.78	regulation of signal transduction
GO:0051246	0.77	regulation of protein metabolic process
GO:0009967	0.77	positive regulation of signal transduction
GO:0048856	0.76	anatomical structure development
GO:0045937	0.76	positive regulation of phosphate metabolic process
GO:0032270	0.76	positive regulation of cellular protein metabolic process
GO:0001932	0.76	regulation of protein phosphorylation
GO:0001934	0.75	positive regulation of protein phosphorylation
GO:0043408	0.73	regulation of MAPK cascade
GO:0090092	0.72	regulation of transmembrane receptor protein serine/threonine kinase signaling pathway
GO:0042981	0.71	regulation of apoptotic process
GO:0010862	0.71	positive regulation of pathway-restricted SMAD protein phosphorylation
GO:0060395	0.67	SMAD protein signal transduction
GO:0048468	0.63	cell development
GO:0010556	0.58	regulation of macromolecule biosynthetic process
GO:0007166	0.55	cell surface receptor signaling pathway
GO:0031326	0.54	regulation of cellular biosynthetic process
GO:0007178	0.54	transmembrane receptor protein serine/threonine kinase signaling pathway
GO:0051171	0.52	regulation of nitrogen compound metabolic process
GO:0010468	0.52	regulation of gene expression
GO:0006355	0.51	regulation of transcription, DNA-templated
GO:0048523	0.50	negative regulation of cellular process

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:0044421	0.97	extracellular region part
GO:0005615	0.90	extracellular space
GO:0044464	0.65	cell part
GO:0044424	0.52	intracellular 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	0.060	1is2A	0.304	6.32	0.038	0.483	1.3.3.6	NA
2	0.060	1d4m1	0.326	5.41	0.038	0.463	3.6.1.15	NA
3	0.060	1bev1	0.324	4.51	0.024	0.426	2.7.7.48	NA
4	0.060	3c8xA	0.261	3.38	0.071	0.311	2.7.10.1	NA
5	0.060	1f13A	0.314	6.08	0.040	0.491	2.3.2.13	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:

Click to view	Rank	Cscore^LB	PDB Hit	TM-score	RMSD^a	IDEN^a	Cov.	BS-score	Lig. Name	Download Complex	Predicted binding site residues
	1	0.01	2hwe1	0.325	5.11	0.051	0.454	0.12	W54	complex1.pdb.gz	258,259,272,278
	2	0.01	3s90A	0.211	6.47	0.013	0.343	0.11	III	complex2.pdb.gz	42,45,46,49,52

	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.