Title: NAR??
1?????
?????? ????????
2?????????????
??? ??
- ??????????????????????
- ????????????????
- ???????????????????????
3???????????
4????????5?????
- ???
- ??
- ????
- ????
- ????
- ???
- ???????
5??????????
- ???????????
- ???????????
- ????????????
- ??????
- ????
6???????????
- ??????????????????????????,??????????????
- ????????????????????????,???????????????????????
7(No Transcript)
8NAR??
- ????(Nucleic Acids Research, NAR)(http//nar.oxf
ordjournals.org/)???1994??,??????????????? - 2000??,????????????????????????,??????????,?????
????????
9(No Transcript)
10NAR(Nucleic Acid Research)?????
- ???????(Nucleic Acid Sequence)
- ???????(Gene Expression)
- ?????????(Comparative genomics)
- ????????????(Gene Identification and Structure)
11- ??????????(Genetic and physical maps)
- ??????(Genomic Databases)
- ?????????(Intermolecular interactions)
- ????????????(Metabolic Pathways and Cellular
Regulation) - ?????(Mutation Databases)
- ?????(Pathology)
12- ??????(Protein Databases)
- ????????(Protein sequence Motifs)
- ???????(Proteome Resources)
- RNA?????(RNA Sequences)
- ?????(Structure)
13??? ???????
- ???????????????
- (1)???????????GenBank http//www.ncbi.nlm.nih.g
ov/Web/Genbank/index.html - (2)???????????EMBL
- http//www.embl-heidelberg.de
- (3)????????DDBJ
- http//www.ddbj.nig.ac.jp/
14??????????? (????????????,????bp)
15??????????
16Half day on the web,
saves you
half month in the lab.
- Alan Bleasby
17NCBI?????
GenBank???
18 Search Human alternatively spliced mRNA sequences
GenBank Search
19 A sample GenBank record.
20 Saving search results.
21 Saving large result sets Batch Entrez
22GenBank????
Accession number
????
????
Definition ??
GI number
???
23GenBank?????
24FASTA??
25EMBL???
21 Mar 2003 37,943,364,438 bases in 24,353,128 records.
26EMBL????????(??Gigabases) (EST-Expressed sequence tags STS-sequence tagged sites) (??http//www3.ebi.ac.uk/Services/DBStats/)
27EMBL??????????????????????,????????????
EMBL?????????ASCII???????, ???????????????????
????????????????, ????????????????(annotation)
ID????????,????????,?????
AC????? XX?????? DT?????????
DE?????? KW????? OG??????? OS????????
OC?????????? RN????????? RP????????? RA
????????? RT????????? RL????????? RC?????
???? RX?DR????????? FH ??????? FT?????
(1)Feature Key,?????????????
(2)Location,????????????? (3)Qualifiers,?????
????????
???????????,?SQ??????? ????????//?
28????
(1)??????
(2)??Authorin??
(3)????WWW???????????
29??EMBL
(1)CD-ROM??
(2)ftp???
(3)Gopher???
(4)WWW???
????????????
30EMBL??????????????(??3W???)
(1)????
????????????????(?X58929) ?????(?SCARGC)?????
??????????,??????????HTML??????? ???????????MEDLI
NE?????,????????????????????MEDLINE?? ???????????
??????,????????
31?? ????J00231????????????????
DR SWISS-PROTP01860GC3_HUMAN
(2)???????
3W?????????FastA??????????? FastA?????????????????
?????
32??????(GDB)
???????????????
??GDB????????????
(1)??????? ????????PCR????????????????????
EST??????contigs????
(2)???????, ??????????????????????contig
???????,?????????????????
(3)?????????, ????????????,???????????
33?????????
34???????????? ???????? MGD (http//www.informatic
s.jax.org/) ???????? SGD (http//genome-www.stan
ford.edu/Saccharomyces/)
35????????Ensembl
Ensembl (http//www.ensembl.org/)
- Ensembl????????????DNA??,???????????????
?????????,?????????????? - ????
- ???????
- ?????GenScan?????
- ?????
- ???????(SNP)??????
36Ensembl ??????
37- Ensembl????????
-
- ???????
- ?BLAST?????????
- ????????????????
- ??????????????????? ????
- ???????
38(No Transcript)
39???9???????????????
40Genomic Data
- Entrez Genome (http//www.ncbi.nlm.nih.gov/entrez/
query.fcgi?dbGenome) - TIGR Genome (http//www.tigr.org/tdb/)
- GDB (http//gdbwww.gdb.org/)
41Genomic map
- Entrez Genome viewer (http//www.ncbi.nlm.nih.gov/
cgi-bin/Entrez/map_search) - GDB Mapviewer (http//www.gdb.org/gdb-bin/genera/g
enera/hgd/Map?!modequery) - Ensembl genome browser (http//www.ensembl.org/)
42Morbid /Disease
Genes
Ideogram
43?????????dbEST
EST(Expressed Sequence Tags)???????????????????
,EST????????????90?
DbEST (http//www.ncbi.nlm.nih.gov/dbEST/) ?GenBan
k?????,???????????EST?? ?????????,????????????????
? mRNA???
??EST???
WEB???email
dbEST???
FTP
44Gene Expression Data
- NCBI dbEST (http//www.ncbi.nlm.nih.gov/dbEST/)
- Stanford Microarray Database (http//genome-www5.s
tanford.edu/MicroArray/SMD/) - Incyte LifeSeq Database (http//www.incyte.com/seq
uence/index.shtml)
45?????????dbSTS
STS(Sequence Tagged Sites)??????? dbSTS(http//ww
w.ncbi.nlm.nih.gov/dbSTS/) ?NCBI??????,??????????(
STS) ????????? ????BLAST??STS???
46?????????UniGene
UniGene( http//www.ncbi.nlm.nih.gov/UniGene/) ???
?GenBank??????????,?? ????????????
??UniGene??? ?????????????,??????????,
??????????????? ?????????,??????EST???
??,UniGene??????????????????, ??????????EST???
47??? ????????
48Primary Structure Database
- Protein Information Resource, PIR
(http//pir.georgetown.edu) - SWISS-PORT (http//www/expasy.ch/sprot/)
- TrEMBL (http//www.ebi.ac.uk/trembl/)
- OWL (http//www.bioinf.man.ac.uk/dbbrowser/OWL/),
composite of SWISS-PROT, PIR, GenBank and NRL-3D.
49Properties of PIR-PSD and Swiss-Prot
50PIR(Protein Information Resource)
- ??
- ?????????????????,?????????????
- ???????????????????????????
- ???????????,??99????????????,??????????????????
51- ???????????,PIR???????
- (1)???????????????????
- (2)???????????
- (3)??????????????,????????????????
- (4)??????????????
52PIR??????????? ????????????, ?????????????? ?
???????????, ??BLAST?FastA?? ?????????????? ????
?????????, ?????????????? ???????
53??????
54SWISS-PROT
SWISS-PROT (http//www.expasy.ch/sprot/sprot-top.h
tml) ???????????????????,????? ?????????
SWISS-PROT??????????? (1)?????????????? (2)?????
??PIR???????? (3)???????? (4)????????????????
SWISS-PROT????????
551)?? ?SWISS-PROT?,??????????????? ?????? ????????
??????(??????????) ???? (A)????????
(B)????? (C)??????,???????ATP?????
(D)???????? (E)????????,?????????????
(F)?????????? (G)??????????????
(H)??????????
562)????
- ??????????,???????????
- ??????????????,???????????????
3)?????????
????????,?????????????????,???????????????
???????? ?EMBL??????????,
?PROSITE????????, ???????????PDB???? ?
57- ??????
- (a)??????
- (b) ??Authorin??
- (c)WWW???
- ??SWISS-PROT
- (a)CD-ROM??
- (b)ftp???
- (c)Gopher???
- (d)WWW???(SRS)
- ????????
- (a)????
- (b)?????????
58TrEMBL
TrEMBL (http//www.ebi.ac.uk/trembl/index.html)
??SWISS-PROT????????? ???EMBL????????????(CDS)????
???????,???????????SWISS-PROT????? TrEMBL????? (
1)SP-TrEMBL(SWISS-PROT TrEMBL) ?????????SWISS-PROT
???,???SP-TrEMBL ???????SWISS-PROT?
???? (2)REM-TrEMBL(REMaining TrEMBL) ?????????SWI
SS-PROT???,??????????????
59???????UniProt
??Swiss-Prot TrEMBL PIR
?????????????,????BLAST???????,???????FTP ?????
60UniProt??3??? (1)UniProt Knowledgebase(UniProt)
??????????????????????? (2)UniProt
Non-redundant Reference(UniRef)???
??????????????????? ???????? (3)UniProt
Archive(UniParc) ???,?????????????
61Secondary Structure Database
- PROSITE (http//www.expasy.org/prosite/)
- Motif database by Swiss Institute of
Bioinformatics. - Pfam (http//pfam.wustl.edu/)
- High-quality protein domain family database based
on HMMs by Sanger Center. - InterproScan (http//www.ebi.ac.uk/interpro/scan.h
tml) - Integrated system of pattern(domain,motif) from
SWISS-PROT,TrEMBL,PROSITE,PRINTS,PFAM etc. by EBI.
62(No Transcript)
63InterProScan result
64The Protein Folding Problem
65Protein Folding Problem(Sequence 3D Structure)
- 1 Protein folding is thermodynamically determined
(Anfinsens thermodynamic principle) - Protein Environment
- 2. Protein folding is a reaction imvolving other
interacting molecules
(Principle of molecular interactions) - Protein Chaperonins .
66Tertiary Structure Database
- Protein Data Bank, PDB (http//www.rcsb.org/pdb/)
- Structural Classification of Proteins, SCOP
(http//scop.mrc-lmb.cam.ac.uk/scop/) - Class, Architecture, Topology, Homology, CATH
(http//www.biochem.ucl.ac.uk/bsm/cath_new/)
67- PDB(Protein Data Bank)
- PDB???????(X??????,????NMR)??????????????
68- ?????????(explicit sequence)
- ?PDB???,????SEQRES????????,?????????????????????
- ?????????(implicit sequence)
- PDB?????????????,??????????????????
69Customizing the PDB's SearchFields form
Search PDB
70(No Transcript)
71 PDB?? ??
HEADER HYDROLASE
19-FEB-97 1ADZ TITLE THE
SOLUTION STRUCTURE OF THE SECOND KUNITZ DOMAIN OF
TITLE 2 TISSUE FACTOR PATHWAY
INHIBITOR, NMR, 30 STRUCTURES
COMPND MOL_ID 1
COMPND 2
MOLECULE TISSUE FACTOR PATHWAY INHIBITOR
?????? COMPND 8
BIOLOGICAL_UNIT MONOMER
SOURCE MOL_ID 1
?????? SOURCE 7 EXPRESSION_SYSTEM_PLASMID
PFLAG KEYWDS
HYDROLASE, INHIBITOR, COAGULATION
EXPDTA NMR, 30
STRUCTURES
AUTHOR M.J.M.BURGERING,L.P.M.ORBON
S
REVDAT 1 25-FEB-98 1ADZ 0
JRNL AUTH
M.J.BURGERING,L.P.ORBONS,A.VAN DER DOELEN,
?????? REMARK 1 REFERENCE 1
REMARK 1 AUTH M.T.STUBBS II
REMARK 1 TITL
STRUCTURAL ASPECTS OF FACTOR XA INHIBITION
?????? REMARK 999 SEQUENCE
REMARK 999 1ADZ SWS P10646 1 -
111 NOT IN ATOMS LIST REMARK 999 1ADZ
SWS P10646 183 - 304 NOT IN ATOMS
LIST REMARK 999 THE FIRST NINE RESIDUES
ARE NOT PART OF THE TFPI DOMAIN II
REMARK 999 SEQUENCE BUT ARE FROM THE PFLAG
PEPTIDE CLONING VECTOR. DBREF 1ADZ
1 71 SWS P10646 TFPI_HUMAN 112
182 SEQADV 1ADZ ASP 1 SWS
P10646 ILE 112 ENGINEERED
SEQADV 1ADZ TYR 2 SWS P10646 ILE
113 ENGINEERED SEQRES 1
71 ASP TYR LYS ASP ASP ASP ASP LYS LEU LYS PRO
ASP PHE SEQRES 2 71 CYS PHE LEU
GLU GLU ASP PRO GLY ILE CYS ARG GLY TYR
SEQRES 3 71 ILE THR ARG TYR PHE TYR ASN
ASN GLN THR LYS GLN CYS SEQRES 4
71 GLU ARG PHE LYS TYR GLY GLY CYS LEU GLY ASN
MET ASN SEQRES 5 71 ASN PHE GLU
THR LEU GLU GLU CYS LYS ASN ILE CYS GLU
SEQRES 6 71 ASP GLY PRO ASN GLY PHE
HELIX 1 1
ASP 12 PHE 15 5
4 HELIX 2 2 ASN 34 THR
36 5 3
HELIX 3 3 LEU 57 ILE 63 1
7 SHEET 1 A 2
ARG 29 ASN 33 0
SHEET 2 A 2 GLN 38 PHE
42 -1 N PHE 42 O ARG 29
CRYST1 1.000 1.000 1.000 90.00 90.00
90.00 P 1 1 ORIGX1
1.000000 0.000000 0.000000 0.00000
ORIGX2 0.000000 1.000000
0.000000 0.00000
ORIGX3 0.000000 0.000000 1.000000
0.00000 SCALE1
1.000000 0.000000 0.000000 0.00000
SCALE2 0.000000 1.000000
0.000000 0.00000
SCALE3 0.000000 0.000000 1.000000
0.00000
72RasMol
View PDB flat-file
73(No Transcript)
74PDB Deposition
- AutoDep (http//autodep.ebi.ac.uk/)
- AutoDep input tool, ADIT (http//pdb.rutgers.edu/a
dit/)
75MMDB(Molecular Modeling Database)
- ????MMDB ?(NCBI)???????????????Entrez?????,??????
?????????????????? - ?PDB??,?????????????????,MMDB?????????,???????????
??????????????? ? - ?????????????????????????????
76MMDB ????
77DNAMAN
- DNAMAN
- http//www.lynnon.com/
- Integrated System for Sequence Analysis
78??? ?????????
1??????????dbSNP
(http//www3.ncbi.nlm.nih.gov/SNP/),
- ??????
- ??????SNPs(Single nucleotide polymorphisms)
- SNPs????????????????????
- ??????????????,???????????????,????????SNPs?
79?? GTTTGTGATT ACTTTGTAAA AACAGTGTAA TAAGTACTCA
CTAAAGGAAA TTTAGAAAAT GATAAGCTTA Aggccgggca
tggtgcctca tgcctgtaat cctagcactt tgggaggctg
aggtgggtgg atcacctgag ctcaggagtt ccagatcatc
ctggacaata tggtgaaacc ctgtctacgc ttaaaatacg R
aaattagccg ggcgtggtgg ggcatgcctg tggtctcagc
tactttggag actaaggtag aaggatcact tgaatcctgg
aggtggaggt tgcagagtga gccaatatcg tgccactgca
ctccagccta ggtgacagag gaagactctg tctcaaaaaa
aagaaaaTAA GGCCAGACAC GGGGGCTCAT GCTTGTAATC
RA/G
80?????
812???????????SCOP
- SCOP??? ( http//scop.mrc-lmb.cam.ac.uk/scop/)????
??????????????????????????,??????????PDB??????? - SCOP????????????????????,????????????????PDB???,?
?,????,??????? - ????????????????,???????????????,????????????????
- (1)???????????
- (2)???????????,????????
- (3)?????????
82(No Transcript)
833???????????DSSP
- DSSP(http//www.sander.embl-heidelberg.de/dssp/)
????????????? - ?????????PDB?????????,??????????????????
- ????????????????????????????
- ????????,DSSP???????????????????
84The DSSP code H alpha helix B residue in
isolated beta-bridge E extended strand,
participates in beta ladder G 3-helix (3/10
helix) I 5 helix (pi helix) T hydrogen
bonded turn S bend ?
854?????????????HSSP
- HSSP(http//www.sander.embl-heidelberg.de/hssp/)
- ??????
- ?????PDB,????SWISS-PROT
- ??PDB????????,HSSP???????????????????,????????????
?????????? - HSSP?????????????,??????????,????????????
86From PDB
From Swiss-prot
??????
???? ? ????
875?OMIM
http//www.ncbi.nlm.nih.gov80/entrez/query.fcgi?d
bOMIM
- OMIM (Online Mendelian Inheritance in
Man),?????????????????? ? - ????????????????????????????????????
- OMIM???????
- ???????????????????????????,????????????,?????????
????????????OMIM?????
88?????
896?EPD
- EPD( http//www.epd.isb-sib.ch/ )
- ???????????
- ???EMBL??????????????,???????????????????????????
??????
907?TRRD
- TRRD?????????????????,???????????????????????????
- ???TRRD??????????,??????????-????
- TRRD6.0??????????
- (1)?????TRRDGENES
- (2)?????TRRDLCR
- (3)?????TRRDUNITS
- (4)?????????TRRDSITES
- (5)?????TRRDFACTORS
- (6)?????TRRDEXP
- (7)?????TRRDBIB
918?TRANSFAC
- TRANSFAC (http//transfac.gbf.de/)????????????????
?????,????????????? - TRANSFAC??6???
- (1)SITE???
- (2)GENE???
- (3)FACTOR???
- (4)CELL???
- (5)CLASS???
- (6)MATRIX??
929?BODYMAP
- BODYMAP (http//bodymap.ims.u-tokyo.ac.jp/)
- ?????????????????,????????????????????????????????
??????3??EST? - ????????,????????????,?????mRNA???,????????,??????
?
9310?PROSITE
- PROSITE ( http//www.expasy.ch/prosite/)??????????
???,???????????????????????????????? - PROSITE???????????????????????????????????????????
?????????????????? - PROSITE????????????????????,?????????????????????
9411?DBCat
(http//www.infobiogen.fr/services/dbcat/)
- DBCat??????????????,????500?????????????,?????????
?????? - DNA
- RNA
- ???
- ???
- ??
- ?????
- ?????????,
95DBCat????????
???? ?????
DNA 87
RNA 29
Protein 94
Genomic 58
Mapping 29
Protein structure 18
Literature 43
Miscellaneous 153
9612?PubMed
- PubMed(http//www.ncbi.nlm.nih.gov/)?NCBI?????????
???????,???MEDLINE?Pre-MEDLINE????????????????????
??????????Entrez?????PubMed??????????
97Biochemical Pathway Data
- WIT (http//wit.mcs.anl.gov/WIT2/)
- The Kyoto Encyclopedia of Genes and Genomes, KEGG
(http//www.genome.ad.jp/kegg/) - PathDB (http//www.ncgr.org/pathdb/)
98KEGG Pathway
Large Difference
Expression Percentage
Pathway Catalog
99GO Tree
- Gene Ontology Consortium (http//www.geneontology.
org/)
100Gene Ontology
Percent of Genes
Functional Catalog
101??? ?????
- ?????
- ?????
- ????
- ??????
- ????
- ???? O(n2)
- ???????????????
- FastA
- BLAST
102FASTA?????
1?FASTA??
?????????????????
??s
?? 6
?? t
6 8 10 s -----A-A-T--- t
--A-A-T----- 3 5 7
?? 3
103- FASTP??????????????????????????,?????????????????
- ???????????k??(????k???,k-tup),???????,k1?2?
- k???????????k?????????????,????????????????,??????
?
104- ??????????
- (1)???
- ????????k?????
- (2)????
- ????????????????????????
- ?????k?????si?tj,?????i-j?
105 1 2 3 4 5 6 7 8 9 10 11 s H
A R F Y A A Q I V L
??? A 2,6,7 F 4 H 1 I 9 L 11 Q
8 R 3 V 10 Y 5
1 2 3 4 5 6 7 8 t V
D M A A Q I A
?? 9 -2 -3 2 2 -6
2 1 -2 3
2 -1
???? -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5
6 7 8 9 10 1 1 2 1 1 4 1
1
??????
106????????? (1)???????? (2)????????????????? ????
??????????????k??????,???????????????????,????????
???,??????????????? ????5??????PAM????????,???????
??s???t????????? ????????????,????????????????????
??????????????????????,????????????????????,??????
????????????????????,??????????????(????????????)?
????
107FastA??????FastA3???,??2??FastA3 ??????
? ? ?????? ?????
FastA DNA DNA
FastA ??? ???
FASTX FASTY DNA ???
TFastA ??? DNA
TFASTX TFASTY ??? DNA
FASTS TFASTS ??????? ???
FASTS TFASTS ??????? DNA
FASTF TFASTF ??????? ???
FASTF TFASTF ??????? DNA
FastA??
108FastA????
1092?BLAST
- BLAST ????????????????????BLAST??????????FastA????
??,????????????,?????? ? - ???????????????,BLAST?????,??????????????????
110BLAST?????
????????????,???????????????
??
??S
??t
??
111- ????????,BLAST??????????????????????S?????
- ??S???????,???????????????S??????
- ????????????????????S
112- ???????????,BLAST????????,???????????????????
- ???????????,???????????????
113- BLAST???????????
- (1)??????????,????????
- (2)????
- (3)????
114- ?????????
- ?????w????????
- ?????????????T
- ??,w?T?????
- ????????????w?(??????)?4
- ????????????????????????
- ?????,?????????????
- Hash table
- ?????
- ?????????????
- ?????????????????????????,?????
115- ??DNA????
- ????????????w?????
- ????,??????2?(bit)??,4?????????
- ?????????????????????
116- BLAST??????????????
- ????????????,
117BLAST ????
118(No Transcript)
119- ???????????????
- 4??? Vs. 20???
- DNA??????????
- ????
- ??????DNA??????
1203?VAST
http//www.ncbi.nlm.nih.gov/Structure/VAST/)
- VAST?NCBI?????????,??????????????PDB?MMDB?????????
??? - ????????,VAST??????????????????,???????????????Cn3
D(Wang et al., 2000)??????????,????????????????,??
??????????????? ?
121- VAST????????
- ??,?????????,??????????????a???ß???
- ????????????????????????????????????????????,?????
????????,??????????????????,???????????????????? - ??,???????????????????????????
122??? ?????
- ???????????????????,?????????????,??????????????
?? . - Entrez?SRS??????????
- ??????????????????????,???????????
1231?Entrez
http//www.ncbi.nlm.nih.gov/gorf/gorf.html
- ???????
- ??NCBI?????????
- ????
- ?????
- ???????
- ?????
- ???????
- ??????????(OMIM)
- Pubmed
124- NCBI Entrez
- http//www.ncbi.nlm.nih.gov/Entrez/
Entrez????????
125 126(No Transcript)
1272. SRS
- SRS(Sequence Retrieval System)?EMBL???????WEB?????
- SRS?????????
- ??EMBL?EMBL_NEW?SwissProt?PIR??????
- ??????????,
- ?????????????Prosite???????ReBase?PDB???????NRL_3
D???????????EPD?E.coli ???ECD??????????ENZYME?????
?????SEQANALREF?,??????????????,???80????? - SRS??????????????????????
128(No Transcript)
1293?ExPASy
- ExPASy (Expert Protein Analysis
System,http//www.expasy.org/) ???????????????????
??WWW???,?????????????? - ??
- ????????SWISS-PROT?TrEMBL
- ????????????PROSITE
- 2??3?????????????SWISS-2DPAGE?SWISS-3DIMAGE?
130??? ????????GCG
- GCG (Genetics Computer Group) ???
- ?????????????????????????????
- ?140?????????,????????????????
- ????
131- GCG??????????
- GenBank???
- ????EMBL???????
-
- GCG???????????
- PIR
- SWISS-PROT
- SP-TrEMBL????
132- 1????????
- Gap
- BestFit
- FrameAlign
- Compare
- DotPlot
- GapShow
- ProfileGap
1332???????
- PileUp
- HmmerAlign
- PlotSimilarity
- Pretty
- PrettyBox
- MEME
- HmmerBuild
- HmmerCalibrate
- ProfileMake
- ProfileGap
- Overlap
- NoOverlap
- OldDistances
1343???????????
- LookUp
- StringSearch
- Names
1354?????????
- BLAST
- NetBLAST
- FastA
- Ssearch
- TFastA/TfastX/FastX
- FrameSearch
- MotifSearch
- HmmerSearch
- ProfileSearch
- ProfileSegments
- FindPatterns
- Motifs
- WordSearch
- HmmerPfam
- Segments
1365?DNA/RNA????
- Mfold
- ?????????,??DNA??RNA?????????????????
- PlotFold
- ???Mfold???????
- StemLoop
- ?????????,?????????????????????
1376?????
- PAUPSearch
- PAUPDisplay
- Distances
- Diverge
1387?????
- GelStart
- GelEnter
- GelMerge
- GelAssemble
- GelView
- GelDisassemble
1398??????????
- TestCode
- CodonPreference
- Frames
- Repeat
- Composition
- CodonFrequency
- Correspond
1409???
- Map
- MapPlot
- MapSort
- PeptideMap
- PlasmidMap
- PeptideSort
14110?????
14211??????
- ProfileScan
- CoilScan
- HTHScan
- SPScan
- Isoelectric
- PepPlot
- PeptideStructure
- PlotStructure
14312???????
- ?????????
- Reverse
- Shuffle
- Corrupt
- Sample
- ??????????
- DataSet
- GCGToBLAST