C-I-TASSER PF03157

C-I-TASSER results for PF03157

Input Sequence in FASTA format

>PF03157 (803 residues)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Predicted contact map

C-I-TASSER simulation is guided by consensus contact map derived based on confidence scores of TripletRes ResTriplet, ResPRE, and NeBcon. In the contact map, the axes mark the residue indexes along the sequence, while each dot represents a residue pair with predicted contact. The upper left triangle is for top L contact map, while the lower right triangle is for top L/5 contact map. No contact is close to the diagonal, because C-I-TASSER does not consider contacts for residue pairs separated by <6 residues.

Top 10 threading templates (target type: hard)

Rank

PDB
hit

ID1

ID2

Cov

Norm.
Zscore

Threading
program

                  20                  40                  60                  80                 100                 120                 140                 160                 180                 200                 220                 240                 260                 280                 300                 320                 340                 360                 380                 400                 420                 440                 460                 480                 500                 520                 540                 560                 580                 600                 620                 640                 660                 680                 700                 720                 740                 760                 780                 800

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

Seq

MAKRLVLFVAVVVALVALTVAEGEASEQLQCERELQELQERELKACQQVMDQQLRDISPECHPVVVSPVAGQYEQQIVVPPKGGSFYPGETTPPQQLQQRIFWGIPALLKRYYPSVTSPQQVSYYPGQASPQRPGQGQQPGQGQQSGQGQQGYYPTSPQQPGQWQQPEQGQPGYYPTSPQQPGQLQQPAQGQQPGQGQQGQQPGQGQPGYYPTSSQLQPGQLQQPAQGQQGQQPGQGQQGQQPGQGQQPGQGQQGQQPGQGQQPGQGQQGQQLGQGQQGYYPTSLQQSGQGQPGYYPTSLQQLGQGQSGYYPTSPQQPGQGQQPGQLQQPAQGQQPGQGQQGQQPGQGQQGQQPGQGQQPGQGQPGYYPTSPQQSGQGQPGYYPTSSQQPTQSQQPGQGQQGQQVGQGQQAQQPGQGQQPGQGQPGYYPTSPQQSGQGQPGYYLTSPQQSGQGQQPGQLQQSAQGQKGQQPGQGQQPGQGQQGQQPGQGQQGQQPGQGQPGYYPTSPQQSGQGQQPGQWQQPGQGQPGYYPTSPLQPGQGQPGYDPTSPQQPGQGQQPGQLQQPAQGQQGQQLAQGQQGQQPAQVQQEQQPAQGQQGQQLGQGQQGQQPGQGQQGQQPAQGQQGQQPGQGQQGQQPGQGQPGYYLTSPLQLGQGQQGYYPTSLQQPGQGQQPGQWQQSGQGQHEYYPTSPQLSGQGQRPGQWLQPGQGQQGYYPTSPQQSGQGQQLGQWLQPGQGQQGYYPTSLQQTGQGQQSGQGQQGYYSSYHVSVEHQAASLKVAKAQQLAAQLPAMCRLEGGDALSASQ

3gawA

0.09

3.48

2.61

SPARKS-K

KPKCVEISCKSPDVINGSPISQKIIYKENERFQYKCNMGYEYSERGDAVCTESGWRPLPSCEEKSCDNPNGDYSPLKHRTGDEITYQCRNGFYPATRGNTAKCGWIPAPRCTLKPCDYPDIKHGGLYHENMRRPYFPVAVGK-YYSYYCDEHFETPSGSYWDHIHCT---QDGWSPAVPCLRKCYFPYLENGYNQNHGRKFVQGKSHPGYALPKAQTPTPRCIRVKTCSKSSIDIENGFISESQYTYALKEKKLGYVTADGETSGSARTKNDFTWFKLNDTLDYECHDGYESNTGSGSIVCGYNGWSDLPICYERECELPKIDVHLVPDRKKDTIVGPNSFGLSPDLPICKEQVQSCGPPPELLNGNVKEKTKEYGHSEVVEYYCNPRFLMKGPNKIQCVDGEWTTLPVCIVEESTCGDIPELEHGWAQLSSPPYYYGDSVEFNCSETMIGHRSIHGVWTQLPQCVAIDKLKKCKSSNLIILEEHLKNKKE---FDHNSNIRYRCRGKEGWIHTVCINGRWDPEVNIQLCPPPPQIPNSHNMTTTLNYRDQENYLIQEGEEITCKDGRWQSIPLCVEKIPCSQPPQIEHGTINSSRSSQESYAHGTKEGGFRISEENEMGKWSSPPQCEGLPCKSPPEISHGVVAHMSYQYGEEVTYKCFEGFGIDGPAILGEKWSHPPSCIKTDCLSLPSFENAIPMGEKKDVYKAGEQVTYTCATYYKMDGAINSRWTGRPTCRD-TSCVNPPTVQNAYIVSRQMSKYPSGERVRYQCRSPYEMFGDEEVMCLNGNWTEPPQCKDSTGKCG

2pffB

0.20

6.27

1.98

MUSTER

CPLIGVIQLAHYVVTAKLLGATGHSQGLVTAVASFFVSVRKAITVLFFIGVRCYEAYPNTSLPPSIEGVPSPMLSISNLTPAGKQVNGAKNGPPQSLYGLNLAKAPSGRKLKFSNRFLPVASPFHSHLLVPASDLINKDLVKNNVSFNAKDIQIPDTFDGSDLRVLSGSISERIVDCIIRLPVKWEGPGGASGLGVLTHRNKDGTGVRVIVAGTLDINPDDDYGFKQGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGG-------GGGGGGGGGG

3hr2B

0.17

0.15

5.06

7.91

Neff-PPAS

--------------------------------------------------------------------PAGARGSDGSVGPVGPAGPIGSAGPPVGNGPAGPAGPRGEAGLGLSGPVGPGNPGANGLTGAATGLGVAGAGLGPRGIGPVGAAGATGPRGLVGEGPAGETGNKGEGSAGAQGPGPSGEEGKRGSPGEPGSAGPAGPGLRGSGSRGLGADGRAGVMGPPGNRGSTGPAGVRGPNGDAGRGGNVGPAGKEGPVGLRGPIGPAGPRGEAGNIGFGPKGPSGDGKGEKGHPGLAGARGGAQGPGPQGVQGGKGEQGPAGPGFQGLGPSGTAGEVGKGERGLPGEFGLPAGPRGERGPGESGAAGPSGPIGIRGPSG-AGPDGNKGEAGAVGAPGSAGASGPGGLERGAAGIGGKGEKGETGLRGEIGNPGRDGARGPAGASGDRGEAGAAGPSGPAGPRGSPGERGEVGPAGPNGFAGPAGSAGQGGEKGTKGPKGENGIVGPTGPVGAAGPSGPNGPPGPAGSRGDGGPPGMTGFPGAAGKEGIRGPRGDQGPVGRTGEIGASGPPGFAGEKGPSGEGTTGGTAGPQGLLGAGILGLGSRGERGQGIAGALGEGPLGIAGPGARGPGAVGEAGRDGNGSDGPGRDGQGHKGERGNIGPTGAAGAPGPHGSVGPAGKHGNRGEPGPAGSVGPVGAVGPRGPSGPQGIRGDKGEPGARGLPGLKGHNGLQGLPGLAGLHGDQGAPGPVGPAGPRGPAGPSGPIGKDGRSGHP---------------GPVGPAGVRGSQ

3cnfA

0.07

0.06

2.53

3.67

PROSPECTOR2

FTKK------------------------------------------DKLRASEADDRIVGPTVNLFKYGAAVFDTATGIDLTKGIPLVQDLLVPIGVTAGAEQSAEYVSGLLMVLRLVIVGETTTPMSNTLSTVVNNVLRTTYHGVNPALLRDFTQVNWLNRDITNMLQQAGTKYGLGLTETRLDYVRLVKTIVGHALNIDHFAASVLNNVTADDRIKALQAHSMISTQFHGPNQGALRPELAFDHDHIIRCLMLAAANYPRLEGIIVQINTPVSEKRYFPENLEQNQSAARLVSAVKARASEADISSIHLAIAREVSPMFNVHELKKIAESFEDPSSIVVVLEFILRIKGDIQNVLLLFFSRIFVQRGATYTINAAGEFEFSGRNEKWDQALSDVPLAGANTIIAIMRLFTPQGFLRTDDLAIAANFPRASRNPQTYIVATLANVVNERAVQDDMQKATRSCTKQWTQFDNIAVAHTDHLSVVYATMSNFMLNFTNNFATHVAVVLYQSGVINGPASTYLRENEVLVVMPDYYDRQLRALMPTLSTSQITDVDSTDYGKLTRSLKMQNAQIRRIRPDGTVLRYDDQIDIEAFRWSRYFLDELQLTDDDPDPDFVPDVPEGAVQYAHRLFSSSLANKRNRVTYTHPPTGMAYPSPTGRPHVHMTINERAGMSKLVADNMTPSEGYTQHVDAESIMTAPKGKLFHLQFMDGLLRPEPPASGEDMRLIYPLQPISVARSMRAIVNHNEVDRPRMDTGTLSRNGDLLY-----------------------------SPVANGQVG

5jcss

0.08

3.05

2.57

SPARKS-K

--------------------TFVPTHKTVSSLRQLGRKIQNSTPIMKTFLINELSKYMGCHDSIVKIHLGEQTDAKLTSGDKPGTFEWRAGVLATAVKEGRWVLIEDID--KAPTDVLSLLEKREPSRGETVKAANGFQLISTVRINEDHQKDSSNKIYNLNMI-----GMRIWNVIELEEP-SEEDLTHILAQKFPILTNLIPKLIDSYKNVKSIYMNTKFISLNKGAHTRVVSFKNNGINKPDQLIQSSVYDSIFSCFAGAIGEFKALEPIIQAIGESLDIASSRISLFLTQHVPTLENLDDSIKIGR--AVLLKEKLNIQKKSMNSTLFAFTNHSLRLMEQISVCIQMTEPGEAKMLAKKLTVINVSQQTETGDLLGGYKPKTVAVPIQNATFSLKKNEKFHKMLHRCFNKNQWKNVVKLWQSILKITNTENENENAKKKKRRLNTHEKKLLLDKWADFNDSVKKFEAQSSSIENSFVFNFVEGSLVKTIRAGE-WLLLDEVNLATADTEPDSRSILLSEKGDAEPIKAHPDMNPATDVGKRDLPMYVHSPERDITDLLSIIDKYIGKYSVSDEWVGNDKKLSDNNTIVDGSNQKPHFSITDIIHIYGLRRSLYDGFCMSFLTLLDQKSEAILKPVIEKFTLGRLKNVKSIMSYIITPFVEKNMMKRFPVLIQPTSSGKFVRINNHEHTDLQSFKEGVLVEALRKGYWIVLDELNLAPTDDDNRELFIPETQEVVHPHPDFLQNPPGIYGGRKIRAFRNRFLEPQDPSYAKKIVEVYRQLSIERSASRLFEQKNSFATLR

3hr2B

0.19

0.17

5.59

1.95

MUSTER

-------------------------------------------------------SDKGVSAGPGPMGLMGPRGPQGFQGPAGQTGPAGSRGPAG--------GKPGGERGVVGPQGARGIRGHNGLDGLKGQGAQGGQAGARGPAGARGSDGSVGPVGPAGPIGSAGPGFGAGPVGPAGPAGPRGEAGLGLSGGNPGANGLTGAGATGGVAGAGLGPRGIGPVGAAGATGPRGLVGETGNKGSAGAQGPSGEEGKRGSPGEPGSAGPAGPLRGSGSRG-LGADGRAGVMGPPGNRGSTGPAGVRGPNGDAGRGGLMGPRGNVGPAGKEGPVGLIDGRGPIGPAGPRGEAGNIGPKGPSGDKGEKGHPGLAGAR-GAGPDGNNGAQG-PGPQGVQGGKGEQGPAGGLGPSGTAGEVGKEFGLGPAGPRGERGESGAAGPSGPIGIRGPSGPDGNKGEAGAVGAPGSAGASGPGGLAAGIGGKGEKGETGLRGEIGNPGRDGARGA---AIGAGPAGASGDRGEAGAAGPSGPAGPRGSPGERGEVGPAGPNGFAGPAGSAGEKGTKGPKGENGIVGPTGPVGAAGPSGPNGPPGPAGSRGDGGPPGMTGGPGAAGKEGIRGPRGDQGPVGRTGEIGASGPPGFAGEKGPSTGPGTAGPQGLLGAILGLGSRGGIAGALGEGPLGIAARGPGAVGSGVNAGEAGRDGNGSDG-NIGPTGAAGAPGPHGSVGPAGKHGNRGEPGPAGSVGPGAVGPRGPSGPQGIRGDKGEPGARGLPGLKGHNGLQGLPGLAGLHGDQGAPGPV

3cnfB

0.05

2.24

7.21

Neff-PPAS

FDTATGIDLTKGIPLVQDLLVPIGVTAGAEQSAEYVSGLLMVLDNRLVIVGETTTPMSNTLSTVVNNVLRTTYHNNVGVNPALLRDFTQVNWLNRDITNMLQQAGTKYGLGLTETRLDYVRLVKTIVGHALNIDHFAASVLNINLRALMEANVTADDRIKALQAHSMISTQFHGPNQGALRPELAFDHDHIIRCLMLAAANYPRLEGIIVQINTGYVASANVIRPVSEKRYFPENLEQNQSAARLVSAVKARASEADISSIHLAVSPMFNVHELKKIAESFEDPSSIPTEFNRIKGDIQNVLLLFFSRWYPVEYGIFVQRGATYTINAAGEFEFSGRNEKWDQALYLSEHSDVPLAGANTDLAIAANFPRASRNPQTYIPYTNQRGTVTNEFASRFRTIVATLANVVNERAVQDDMQKATRSCTKQWLRHLETQFDNIAVAHTDHLSNFMLNFTNNFATHVAVVLYQSGVINGPASTYLRENEVLVVMPDYYDVVSRFANANLQMNNNRYHESVLEIADIFDQADFIQTSDAVRQLRALMPTLSTSQIRHAIERIAQITDVDSTDYGKLTLRFLGTLTRSLKMQNAQIRRIRPDGTVLRYDDQIDIEAFRWSRYFLDELQLRRLSVGLRLITNPRIARRFNGVRIMYLTDDDPDPDFVPDVPEGYVAVQYAHRLFSSSLANKRNRVTYTHPPTGMAYPSPTGRPNERAGMSKLVADNIIASVIKSNWVVDILDEVMTPSEGYTQHVDAESIMTAPKGKLFHLQFMDGLLRPEASGEDMRLIYPLQPISVARSMRAIVNHNEVD

2nbiA

0.11

0.07

2.46

3.44

PROSPECTOR2

-------------------------------------------------------------QPSDLNPS----------SQPSECADVLEECPIDECF-------------------LPYSDASRPPSCLSFGRPDCDVLPTPQNINCPRCCATECRPDNPMFTPSPDGSPPICSPTMLPTN-QPTPPEPSSAPSDCGEVIEECPLDTCFLPTSDPARPPDCTAVGRPDCDVLPFPNNLGCPACCPFECSPDNPMFTPSPDGSPPNCSPTMLPTP-----------QPSTPTVITSPAPSSQPSQCAEVIEQCPIDECFLPYGDSSRPLDCTDPAVNRPDCDVLPTPQNINCPACCAFECRPDNPMFTPSPDGSPPICSPTMMPSPEPSSQPSDCGEVIEECPIDACFLPKSDSARPPDCTAVGRPDCNVLPFPNNIGCPSCCPFECSPDNPMFTPSPDGSPPNCSPTMLPSPSPSAVTVPLTPAPSSAPTRQPSSQ------PTGPQPSSQPSECADVLELCPYDTCFLPFDDSSR--------PPDCTDPSVNRPDCD-------------------------------------------------------------------------------------KLSTAIDFTCPTCCPTQCRPDNPMFSPSPDGSPPVCSPTMMPSPLPSP------------------------------------------------------------------------------------------------------------TE

3gavA

0.10

3.68

2.49

SPARKS-K

KSCDNPYIPNGDYSPLRIKHRTGDEITYQCRNGFYPATRGNTAKCTSTGWIPAPRCTLKPCDYPDIKLYHENMRRPYFPVAVGKYYSYYSYWDHIHCTQDGWSPAVPLRKCYFPYLENGYNQNHGRKFVQGKSIDVACHPGYALPKAQTTNGWSPTPRCIRVKTCSKSSID----IENGFISESQYTYALKEKAKKLGYVTADGETSGSITCGKDGWSAQPTCIKDIPVFMNARTKNDFTWFKLNDTLDYECHDGYESNTGSTTGGYNGWSDLPICYERECELPKIDVHLVPDRKKVGEVTIVGPNSFGLSPDLPICKEQVQSCGPPPELLNGNVKEKTKEEYGHSEVVEYYCNPRFLMKGPNVDGEWTTLPVCIVEESTCGDIPELEHGWAQLSSPPYYYGTMIGHRIHGVWLKKCKSSNLIILEEHLKNKKEFDHNSNIRYRCRGKEGWIHTVCINGRWDPEVNCSMAQIQLCPPPPQIPNSHNMTTTLNYRDGEKQENYLIQRWQSIPLCVEKIPCSQPPQIEHGTINSSRSSQESYAHGFRISEENESSPPQEGLPCKSPPEISHGVVAHMSDSYQYGEEVTYKCFEGFGIDGPAIALGEKWSHPPSCIKTDCLSLPSFENAIPMGEKKDVYKAGEQVTYTCATYYKMDGASNVTCINSRWTGRPTRDTSCVNPPTVQNAYIVSRQMSKYPSCRSPYEMFGDEELNGNPPQPPPPIDNGDIPLSVYAPASSQNLYQLEGNKRNGQWSEPPKCLHPCVISYNIALRWTAKQKLYS---RTGESVEFVCKLSSRSHTLRTT

1vt4I

0.20

6.30

1.90

MUSTER

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--------------GGGGGGGGG

(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)	Threading program lists the threading program used to identify the template.
(f)	Template residues identical to query sequence are highlighted in color.

Top 5 final models from C-I-TASSER

Click to view	Rank^a	Download	C-score^b	Estimated TM-score^c	Estimated RMSD^c
	1	model1.pdb.gz	-7.74	0.02±0.02	27.0±4.7Å
	2	model2.pdb.gz	-7.74
	3	model3.pdb.gz	-7.95
	4	model4.pdb.gz	-8.49
	5	model5.pdb.gz	-8.49

(a)	C-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 C-score, calculated based on significance of threading template alignments and convergence of C-I-TASSER simulations. higher C-score signifies higher model confidence.
(c)	Model TM-score and RMSD are estimated based on C-score and protein length for the first model.

References:
1.	Wei Zheng, Yang Li, Chengxin Zhang, Robin Pearce, S. M. Mortuza, Yang Zhang. "Deep-learning contact-map guided protein structure prediction in CASP13." Proteins: Structure, Function, and Bioinformatics, 87: 1149-1164 (2019).