D-I-TASSER Q8NES3-D1

D-I-TASSER results for Q8NES3-D1

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

Input Sequence in FASTA format

>Q8NES3 (379 residues)
MLKRCGRRLLLALAGALLACLLVLTADPPPPPLPAERGRRALRSLAGPAGAAPAPGLGAA
AAAPGALVRDVHSLSEYFSLLTRARRDAGPPPGAAPRPADGHPRPLAEPLAPRDVFIAVK
TTKKFHRARLDLLLETWISRHKEMTFIFTDGEDEALARHTGNVVITNCSAAHSRQALSCK
MAVEYDRFIESGRKWFCHVDDDNYVNLRALLRLLASYPHTRDVYVGKPSLDRPIQAMERV
SENKVRPVHFWFATGGAGFCISRGLALKMSPWASGGHFMNTAERIRLPDDCTIGYIVEAL
LGVPLIRSGLFHSHLENLQQVPTSELHEQVTLSYGMFENKRNAVHVKGPFSVEADPSRFR
SIHCHLYPDTPWCPRTAIF

Predicted Secondary Structure

Sequence	20 40 60 80 100 120 140 160 180 200 220 240 260 280 300 320 340 360 \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| MLKRCGRRLLLALAGALLACLLVLTADPPPPPLPAERGRRALRSLAGPAGAAPAPGLGAAAAAPGALVRDVHSLSEYFSLLTRARRDAGPPPGAAPRPADGHPRPLAEPLAPRDVFIAVKTTKKFHRARLDLLLETWISRHKEMTFIFTDGEDEALARHTGNVVITNCSAAHSRQALSCKMAVEYDRFIESGRKWFCHVDDDNYVNLRALLRLLASYPHTRDVYVGKPSLDRPIQAMERVSENKVRPVHFWFATGGAGFCISRGLALKMSPWASGGHFMNTAERIRLPDDCTIGYIVEALLGVPLIRSGLFHSHLENLQQVPTSELHEQVTLSYGMFENKRNAVHVKGPFSVEADPSRFRSIHCHLYPDTPWCPRTAIF
Prediction	CCCCCCCHHHHHHHHHHHHHHHHHCCCCCCCCCCCCCCCCCHHHCCCCCCCCCCCCCCCCCCCCCCCCCCCCCHHHHCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCSSSSSSSCCHHHHHHHHHHHHHHHHHHCCCCSSSSCCCCCCCCCCCCCSSCCCCCCCCCHHHHHHHHHHHHHHHHHCCCCCSSSSSCCCCCCCHHHHHHHHHHCCCCCCSSSCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCHHHHHHHHHHHHHHHCCCCCCCCCCCCCCCHHHHHHHHHHHHCCCCCSSCCCCCCCCCCCCCCCHHHHCCCCCSSCCCCCCCCCCSCCCCCCCCCCCCHHHHHHHHCCCCCCCCCCCCCCC
Confidence	9865451269999999999998633688988876445653011013211245565555555687543332110122113456544567777545676667888878788992518999975657878599999999975367516874588864333343121256765541057889999999999746898459995487412479999999868999984612346787653331234555565787874788634555999999999843564323456789812589856999721986254467566655601188556135664303556777641115778872238257763231247998878541359
	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 \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| \| MLKRCGRRLLLALAGALLACLLVLTADPPPPPLPAERGRRALRSLAGPAGAAPAPGLGAAAAAPGALVRDVHSLSEYFSLLTRARRDAGPPPGAAPRPADGHPRPLAEPLAPRDVFIAVKTTKKFHRARLDLLLETWISRHKEMTFIFTDGEDEALARHTGNVVITNCSAAHSRQALSCKMAVEYDRFIESGRKWFCHVDDDNYVNLRALLRLLASYPHTRDVYVGKPSLDRPIQAMERVSENKVRPVHFWFATGGAGFCISRGLALKMSPWASGGHFMNTAERIRLPDDCTIGYIVEALLGVPLIRSGLFHSHLENLQQVPTSELHEQVTLSYGMFENKRNAVHVKGPFSVEADPSRFRSIHCHLYPDTPWCPRTAIF
Prediction	7354241100000001100000002243423434453545214313423333234434443333343264354244315414544554444434344444432541567141410000000024115400410250004404411101033535413430320313314432232121000001022113562200000011001104102400461216200000123342424124433233244231100000000000230033005205444224206523111000001002221603013052002223306403463025111000021534220341553043741151022000101161610353227
	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 DeepPotential. 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

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

SS
Seq

CCCCCCCHHHHHHHHHHHHHHHHHCCCCCCCCCCCCCCCCCHHHCCCCCCCCCCCCCCCCCCCCCCCCCCCCCHHHHCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCSSSSSSSCCHHHHHHHHHHHHHHHHHHCCCCSSSSCCCCCCCCCCCCCSSCCCCCCCCCHHHHHHHHHHHHHHHHHCCCCCSSSSSCCCCCCCHHHHHHHHHHCCCCCCSSSCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCHHHHHHHHHHHHHHHCCCCCCCCCCCCCCCHHHHHHHHHHHHCCCCCSSCCCCCCCCCCCCCCCHHHHCCCCCSSCCCCCCCCCCSCCCCCCCCCCCCHHHHHHHHCCCCCCCCCCCCCCC
MLKRCGRRLLLALAGALLACLLVLTADPPPPPLPAERGRRALRSLAGPAGAAPAPGLGAAAAAPGALVRDVHSLSEYFSLLTRARRDAGPPPGAAPRPADGHPRPLAEPLAPRDVFIAVKTTKKFHRARLDLLLETWISRHKEMTFIFTDGEDEALARHTGNVVITNCSAAHSRQALSCKMAVEYDRFIESGRKWFCHVDDDNYVNLRALLRLLASYPHTRDVYVGKPSLDRPIQAMERVSENKVRPVHFWFATGGAGFCISRGLALKMSPWASGGHFMNTAERIRLPDDCTIGYIVEALLGVPLIRSGLFHSHLENLQQVPTSELHEQVTLSYGMFENKRNAVHVKGPFSVEADPSRFRSIHCHLYPDTPWCPRTAIF

7jhiA

0.13

0.11

3.66

1.47

SPARKS-K

-------------------------PEAYWNREQEKLNRQYNPILSMISHLNYCEPDLRVTSVVTGFNNLPDRFKDFLLYLRCRN----------YSLLIDQPDKCAKKP---FLLLAIKSLTPHF-ARRQAIRESWGQEQTVVRVFLLGQTPKFESEKHQDILMWNYRDTFFNLSLKEVLFLRWVSTSCPDTEFVFKGDDDVFVNTHHILNYLNSLSKAKDLFIGDVIHNAGPHRLKYYIPEVVYSGLYPPYAGGGGFLYSGHLALRLYHITDQVHLY-------PIDDVYTGMCLQKL-GLVPEKHKGF--RTFDIEEKNKNNICSYVLMLVHSR-KPQEMIDIWSQLQSAHLKC----------------------

2gamC

0.10

0.07

2.60

0.83

DEthreader

--------------VQFKKRPRW------------------------------------------------YIVEPLTK-----------------------------EEVGFPIAYSIVV-H-HKIEMLDRLLRAIY-MPQNFYCIHVDRALAAVQGIASVFVAQLESVVYASWTRVKADLNCMKDLYRNAWKYLINLCGMDFPKNLEIVRKLKCSTG---ENNLETEKMPPNKEEWKKGIVKAPPPLFSG-SA--YFVVTREYVGYVLENENIQKLMEWAQDTYSPDEFLWATIQRIPEVSFDLSNAIARFVKWPCSGGDLSWMLRQHHFANKFDMDV-DP----------F-A--IQCLDEHLRRKA--L-----E

7jhiA

0.13

0.11

3.64

1.16

MapAlign

-----------PEAYWNREQEKLNRQ----------------YNPILSMISHLNYCEPDLRVTSVVTGFNNLPDRFKDFLLYLRCRNYSL-----------LIDQPDKCAKKPFLLLAIKSLTPH-FARRQAIRESWGQEQTVVRVFLLGQTLKFESEKHQDILMWNYRD---TFFNLSLKEVLFLRWVSPDTEFVFKGDDDVFVNTHHILNYLNSLKA-KDLFIGDVI--HNAGPHRDKKLKYYPEGLYPYAG-GGGFLYSGHLALRLYHIT------DQVHLY-PIDDVYTGMCLQ-KLGLVPEKHKGFRTFDIEEKNKNNICSVDLMLVHSRKP-------------------QEMIDIWSQLQSAHLKC------

2j0aA

0.64

0.41

11.68

1.86

SPARKS-K

------------------------------------------------------------------------------------------------------------ELQLGDIFIAVKTTWAFHRSRLDLLLDTWVSRIRQQTFIFTDSPDERLQERLGPHL-VVTQCALSC-----KMAAEFDAFLVSGLRWFCHVDDDNYVNPKALLQLLKTFPQDRDVYVGKPSLFW-------------------FATGGAGFCINRQLALKMVPWASGSHFVDTSALIRLPDDCTVGYIIECKLGGRLQPSPLFHSHLETLQLLGAAQLPEQVTLSYGVFEGKLNVIKLPGPFSHEEDPSRFRSLHCLLYPDTPWCPLL---

7jhiA

0.15

0.12

4.01

5.17

HHsearch

-----------PEAY-WNREQE--KLNRQYN--PI-LSM-ISHLNYCE----PDLRVTSVVTGFNNLPDRFKDFLLY-----LRCRNYSLLI--------DQPDKCA---KKPFLLLAIKSLTPH-FARRQAIRESWGQESNVVRVFLLGQTPPDLSEKHQDILMWNYRDTFFNLSLKEVLFLRWVSTSCPDTEFVFKGDDDVFVNTHHILNYLNSLSKAKDLFIGDVIHAGPHRDKKYYPEVVYS-GLYPPYAGGGGFLYSGHLALRLYHITDQVHLYP-------IDDVYTGMCLQ-KLGLVPEKHKGFRTFDIEENKNNICSYV--DLMLVHSRK-PQEMIDIWSQLQS---A----HLKC---------------

2j0aA

0.62

0.40

11.32

1.16

MapAlign

-------------------------------------------------------------------------------------------------------------LQLGDIFIAVKTTWAFHRSRLDLLLDTWVSRIRQQTFIFTDSPDERLQERLPHLVVTQC--------ALSCKMAAEFDAFLSGLRWFCHVDDDNYVNPKALLQLLKTFPQDRDVYVGKPS-------------------LFWFATGGAGFCINRQLALKMVPWASGSHFVDTSALIRLPDDCTVGYIIECKLGGRLQPSPLFHSHLETLQLLGAAQLPEQVTLSYGVFEGKLNVIKLPGPFSHEEDPSRFRSLHCLLYPDTPWCPLL---

7jhiA

0.16

0.13

4.28

1.68

FFAS-3D

-----------------------------------NREQEKLNRQYNPILSMISHLNYCEPDLRTSVVTGFNNLPDRFKDFLLYLRCRNYS------LLIDQPDKCAKKPF---LLLAIKSLTPHFARR-QAIRESWGQESNARVFLLGQTPPEFESEKHQDILMWNYRDTFFNLSLKEVLFLRWVSTSCPDTEFVFKGDDDVFVNTHHILNYLNSLSKTKADVIHNAGPHRDKKLKYYIPEVVYSG-LYPPYAGGGGFLYSGHLALRLYHITDQVHLY-------PIDDVYTGMCLQK-LGLVPEKHKGFRTDIEEKNKNNICSYVDL--MLVHSR-----------------KPQEMIDIWSQLQSAHLKC------

2j0aA

0.65

0.42

11.90

1.23

CEthreader

------------------------------------------------------------------------------------------------------------ELQLGDIFIAVKTTWAFHRSRLDLLLDTWVSRIRQQTFIFTDSPDERLQERLGPHLVVTQCA------LSCKMAAEFDAFLVSGLRWFCHVDDDNYVNPKALLQLLKTFPQDRDVYVGKPS-------------------LFWFATGGAGFCINRQLALKMVPWASGSHFVDTSALIRLPDDCTVGYIIECKLGGRLQPSPLFHSHLETLQLLGAAQLPEQVTLSYGVFEGKLNVIKLPGPFSHEEDPSRFRSLHCLLYPDTPWCPLL---

7jhiA

0.12

0.10

3.42

1.03

EigenThreader

PEAYWNREQEKLNRQYN-----------------------PILSMISHLNYCEPDLRVTSVVTGFNNLPDRFKDFLLY-------------------LRCRNYSQPDKCAKKPFLLLAIKSLTP-HFARRQAIRESWGQEGNQTVVRVFTPLSDMLKFESEKHQRDTFFN---LSLKEVLFLRWVSTSCP-DTEFVFKGDDDVFVNTHHILNYLNSLSAKDLFIGDVIAGPHRDKKLKYYIPEVVYSGLYPPYAGGGGFLYSGHLALRLYHITDQV-------HLYPIDDVYTGMCLQKLG-LVPEKHFRTFDIEEKN-KNNICSYVDLMLVHSR-------------------KPQEMIDIWSQLQSAHLKC------

2j0aA

0.63

0.41

11.61

1.55

MUSTER

------------------------------------------------------------------------------------------------------------ELQLGDIFIAVKTTWAFHRSRLDLLLDTWVSRIRQQTFIFTDSPDERLQER----LGPHLVVTQCALS--CKMAAEFDAFLVSGLRWFCHVDDDNYVNPKALLQLLKTFPQDRDVYVGKPS-------------------LFWFATGGAGFCINRQLALKMVPWASGSHFVDTSALIRLPDDCTVGYIIECKLGGRLQPSPLFHSHLETLQLLGAAQLPEQVTLSYGVFEGKLNVIKLPGPFSHEEDPSRFRSLHCLLYPDTPWCPLL---

(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	0.6423

(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 DeepPotential, 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	7jhiA	0.66	3.64	0.146	0.786	model1_7jhiA.pdb.gz
2	2j0aA	0.58	2.31	0.600	0.628	model1_2j0aA.pdb.gz
3	6ej7A	0.55	4.30	0.081	0.689	model1_6ej7A.pdb.gz
4	2gamC	0.53	3.61	0.088	0.636	model1_2gamC.pdb.gz
5	4bqhA	0.52	5.05	0.061	0.691	model1_4bqhA.pdb.gz
6	5mu1A	0.52	5.34	0.046	0.710	model1_5mu1A.pdb.gz
7	2yqjA	0.51	4.98	0.082	0.678	model1_2yqjA.pdb.gz
8	6u4bA	0.51	4.73	0.067	0.660	model1_6u4bA.pdb.gz
9	1jv3A	0.51	4.73	0.048	0.657	model1_1jv3A.pdb.gz
10	4bmaA	0.50	4.91	0.056	0.657	model1_4bmaA.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:0016757	0.88	transferase activity, transferring glycosyl groups
GO:0016758	0.83	transferase activity, transferring hexosyl groups
GO:0008194	0.73	UDP-glycosyltransferase activity
GO:0033829	0.61	O-fucosylpeptide 3-beta-N-acetylglucosaminyltransferase 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:0044699	0.92	single-organism process
GO:0065007	0.80	biological regulation
GO:0050789	0.80	regulation of biological process
GO:0009987	0.80	cellular process
GO:0050794	0.76	regulation of cellular process
GO:0044763	0.73	single-organism cellular process
GO:0032502	0.73	developmental process
GO:0044767	0.72	single-organism developmental process
GO:0048583	0.64	regulation of response to stimulus
GO:0048869	0.63	cellular developmental process
GO:0009966	0.63	regulation of signal transduction
GO:0048519	0.62	negative regulation of biological process
GO:0032501	0.62	multicellular organismal process
GO:0044707	0.61	single-multicellular organism process
GO:0008593	0.60	regulation of Notch signaling pathway
GO:0048523	0.59	negative regulation of cellular process
GO:0007389	0.59	pattern specification process
GO:0002315	0.56	marginal zone B cell differentiation
GO:0051239	0.53	regulation of multicellular organismal process
GO:0003002	0.53	regionalization
GO:0048646	0.52	anatomical structure formation involved in morphogenesis
GO:0051241	0.51	negative regulation of multicellular organismal process
GO:0035282	0.51	segmentation
GO:0009968	0.50	negative regulation of signal transduction

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:0043227	0.83	membrane-bounded organelle
GO:0044464	0.81	cell part
GO:0044421	0.77	extracellular region part
GO:0044424	0.74	intracellular part
GO:1903561	0.65	extracellular vesicle

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	0.540	2j0aA	0.583	2.31	0.600	0.628	2.4.1.222	120,177,197,200,202,227,229,252,255,288,291,305
2	0.060	3dk5A	0.430	4.61	0.071	0.562	2.3.1.157	140
3	0.060	3fwwA	0.439	4.74	0.065	0.581	2.3.1.157 2.7.7.23	140
4	0.060	1lvwA	0.432	4.70	0.056	0.567	2.7.7.24	8
5	0.060	2i5kB	0.476	5.05	0.068	0.633	2.7.7.9	191

	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	0.61	2j0bA	0.585	2.39	0.604	0.631	1.46	UDP	complex1.pdb.gz	120,121,122,125,129,200,201,202,314
	2	0.01	1g93A	0.445	3.87	0.072	0.549	0.61	UPG	complex2.pdb.gz	120,121,174,177,178,181,200,292,293,294

	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, Qiqige Wuyun, Yang Li, Quancheng Liu, Xiaogen Zhou, Yiheng Zhu, P. Lydia Freddolino, Yang Zhang. Integrating deep learning potentials with I-TASSER for single- and multi-domain protein structure prediction. Submitted. 2023.