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NAR??

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Title: NAR??


1
  • ??? ???????

?????
?????? ????????
2
?????????????
??? ??
  • ??????????????????????
  • ????????????????
  • ???????????????????????

3
???????????
4
????????5?????
  • ???
  • ??
  • ????
  • ????
  • ????
  • ???
  • ???????

5
??????????
  • ???????????
  • ???????????
  • ????????????
  • ??????
  • ????

6
???????????
  • ??????????????????????????,??????????????
  • ????????????????????????,???????????????????????

7
(No Transcript)
8
NAR??
  • ????(Nucleic Acids Research, NAR)(http//nar.oxf
    ordjournals.org/)???1994??,???????????????
  • 2000??,????????????????????????,??????????,?????
    ????????

9
(No Transcript)
10
NAR(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
??????????
16
Half day on the web,
saves you
half month in the lab.
- Alan Bleasby
17
NCBI?????
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
22
GenBank????
Accession number
????
????
Definition ??
GI number
???
23
GenBank?????
24
FASTA??
25
EMBL???


21 Mar 2003 37,943,364,438 bases in 24,353,128 records.
26


EMBL????????(??Gigabases) (EST-Expressed sequence tags STS-sequence tagged sites) (??http//www3.ebi.ac.uk/Services/DBStats/)
27
EMBL??????????????????????,????????????
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???
????????????
30
EMBL??????????????(??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)??????

36
Ensembl ??????
37
  • Ensembl????????
  • ???????
  • ?BLAST?????????
  • ????????????????
  • ??????????????????? ????
  • ???????

38
(No Transcript)
39
???9???????????????
40
Genomic 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/)

41
Genomic 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/)

42
Morbid /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
44
Gene 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
??? ????????
48
Primary 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.

49
Properties of PIR-PSD and Swiss-Prot
50
PIR(Protein Information Resource)
  • ??
  • ?????????????????,?????????????
  • ???????????????????????????
  • ???????????,??99????????????,??????????????????

51
  • ???????????,PIR???????
  • (1)???????????????????
  • (2)???????????
  • (3)??????????????,????????????????
  • (4)??????????????

52
PIR??????????? ????????????, ?????????????? ?
???????????, ??BLAST?FastA?? ?????????????? ????
?????????, ?????????????? ???????
53
??????
54
SWISS-PROT
SWISS-PROT (http//www.expasy.ch/sprot/sprot-top.h
tml) ???????????????????,????? ?????????
SWISS-PROT??????????? (1)?????????????? (2)?????
??PIR???????? (3)???????? (4)????????????????
SWISS-PROT????????
55
1)?? ?SWISS-PROT?,??????????????? ?????? ????????
??????(??????????) ???? (A)????????
(B)????? (C)??????,???????ATP?????
(D)???????? (E)????????,?????????????
(F)?????????? (G)??????????????
(H)??????????
56
2)????
  • ??????????,???????????
  • ??????????????,???????????????

3)?????????
????????,?????????????????,???????????????
???????? ?EMBL??????????,
?PROSITE????????, ???????????PDB???? ?
57
  • ??????
  • (a)??????
  • (b) ??Authorin??
  • (c)WWW???
  • ??SWISS-PROT
  • (a)CD-ROM??
  • (b)ftp???
  • (c)Gopher???
  • (d)WWW???(SRS)
  • ????????
  • (a)????
  • (b)?????????

58
TrEMBL
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 ?????
60
UniProt??3??? (1)UniProt Knowledgebase(UniProt)
??????????????????????? (2)UniProt
Non-redundant Reference(UniRef)???
??????????????????? ???????? (3)UniProt
Archive(UniParc) ???,?????????????
61
Secondary 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)
63
InterProScan result
64
The Protein Folding Problem
65
Protein 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 .

66
Tertiary 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?????????????,??????????????????

69
Customizing 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
72
RasMol
View PDB flat-file
73
(No Transcript)
74
PDB Deposition
  • AutoDep (http//autodep.ebi.ac.uk/)
  • AutoDep input tool, ADIT (http//pdb.rutgers.edu/a
    dit/)

75
MMDB(Molecular Modeling Database)
  • ????MMDB ?(NCBI)???????????????Entrez?????,??????
    ??????????????????
  • ?PDB??,?????????????????,MMDB?????????,???????????
    ??????????????? ?
  • ?????????????????????????????

76
MMDB ????
77
DNAMAN
  • 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
?????
81
2???????????SCOP
  • SCOP??? ( http//scop.mrc-lmb.cam.ac.uk/scop/)????
    ??????????????????????????,??????????PDB???????
  • SCOP????????????????????,????????????????PDB???,?
    ?,????,???????
  • ????????????????,???????????????,????????????????
  • (1)???????????
  • (2)???????????,????????
  • (3)?????????

82
(No Transcript)
83
3???????????DSSP
  • DSSP(http//www.sander.embl-heidelberg.de/dssp/)
    ?????????????
  • ?????????PDB?????????,??????????????????
  • ????????????????????????????
  • ????????,DSSP???????????????????

84
The 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 ?
85
4?????????????HSSP
  • HSSP(http//www.sander.embl-heidelberg.de/hssp/)
  • ??????
  • ?????PDB,????SWISS-PROT
  • ??PDB????????,HSSP???????????????????,????????????
    ??????????
  • HSSP?????????????,??????????,????????????

86
From PDB
From Swiss-prot
??????
???? ? ????
87
5?OMIM
http//www.ncbi.nlm.nih.gov80/entrez/query.fcgi?d
bOMIM
  • OMIM (Online Mendelian Inheritance in
    Man),?????????????????? ?
  • ????????????????????????????????????
  • OMIM???????
  • ???????????????????????????,????????????,?????????
    ????????????OMIM?????

88
?????
89
6?EPD
  • EPD( http//www.epd.isb-sib.ch/ )
  • ???????????
  • ???EMBL??????????????,???????????????????????????
    ??????

90
7?TRRD
  • TRRD?????????????????,???????????????????????????
  • ???TRRD??????????,??????????-????
  • TRRD6.0??????????
  • (1)?????TRRDGENES
  • (2)?????TRRDLCR
  • (3)?????TRRDUNITS
  • (4)?????????TRRDSITES
  • (5)?????TRRDFACTORS
  • (6)?????TRRDEXP
  • (7)?????TRRDBIB

91
8?TRANSFAC
  • TRANSFAC (http//transfac.gbf.de/)????????????????
    ?????,?????????????
  • TRANSFAC??6???
  • (1)SITE???
  • (2)GENE???
  • (3)FACTOR???
  • (4)CELL???
  • (5)CLASS???
  • (6)MATRIX??

92
9?BODYMAP
  • BODYMAP (http//bodymap.ims.u-tokyo.ac.jp/)
  • ?????????????????,????????????????????????????????
    ??????3??EST?
  • ????????,????????????,?????mRNA???,????????,??????
    ?

93
10?PROSITE
  • PROSITE ( http//www.expasy.ch/prosite/)??????????
    ???,????????????????????????????????
  • PROSITE???????????????????????????????????????????
    ??????????????????
  • PROSITE????????????????????,?????????????????????

94
11?DBCat
(http//www.infobiogen.fr/services/dbcat/)
  • DBCat??????????????,????500?????????????,?????????
    ??????
  • DNA
  • RNA
  • ???
  • ???
  • ??
  • ?????
  • ?????????,

95
DBCat????????
???? ?????
DNA 87
RNA 29
Protein 94
Genomic 58
Mapping 29
Protein structure 18
Literature 43
Miscellaneous 153
96
12?PubMed
  • PubMed(http//www.ncbi.nlm.nih.gov/)?NCBI?????????
    ???????,???MEDLINE?Pre-MEDLINE????????????????????
    ??????????Entrez?????PubMed??????????

97
Biochemical 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/)

98
KEGG Pathway
Large Difference
Expression Percentage
Pathway Catalog
99
GO Tree
  • Gene Ontology Consortium (http//www.geneontology.
    org/)

100
Gene Ontology
Percent of Genes
Functional Catalog
101
??? ?????
  • ?????
  • ?????
  • ????
  • ??????
  • ????
  • ???? O(n2)
  • ???????????????
  • FastA
  • BLAST

102
FASTA?????
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????????? ????????????,????????????????????
??????????????????????,????????????????????,??????
????????????????????,??????????????(????????????)?
????
107
FastA??????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??
108
FastA????
109
2?BLAST
  • BLAST ????????????????????BLAST??????????FastA????
    ??,????????????,?????? ?
  • ???????????????,BLAST?????,??????????????????

110
BLAST?????
????????????,???????????????
??
??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??????????????
  • ????????????,

117
BLAST ????
118
(No Transcript)
119
  • ???????????????
  • 4??? Vs. 20???
  • DNA??????????
  • ????
  • ??????DNA??????

120
3?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??????????
  • ??????????????????????,???????????

123
1?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
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2. 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
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129
3?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

133
2???????
  • PileUp
  • HmmerAlign
  • PlotSimilarity
  • Pretty
  • PrettyBox
  • MEME
  • HmmerBuild
  • HmmerCalibrate
  • ProfileMake
  • ProfileGap
  • Overlap
  • NoOverlap
  • OldDistances

134
3???????????
  • LookUp
  • StringSearch
  • Names

135
4?????????
  • BLAST
  • NetBLAST
  • FastA
  • Ssearch
  • TFastA/TfastX/FastX
  • FrameSearch
  • MotifSearch
  • HmmerSearch
  • ProfileSearch
  • ProfileSegments
  • FindPatterns
  • Motifs
  • WordSearch
  • HmmerPfam
  • Segments

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5?DNA/RNA????
  • Mfold
  • ?????????,??DNA??RNA?????????????????
  • PlotFold
  • ???Mfold???????
  • StemLoop
  • ?????????,?????????????????????

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6?????
  • PAUPSearch
  • PAUPDisplay
  • Distances
  • Diverge

138
7?????
  • GelStart
  • GelEnter
  • GelMerge
  • GelAssemble
  • GelView
  • GelDisassemble

139
8??????????
  • TestCode
  • CodonPreference
  • Frames
  • Repeat
  • Composition
  • CodonFrequency
  • Correspond

140
9???
  • Map
  • MapPlot
  • MapSort
  • PeptideMap
  • PlasmidMap
  • PeptideSort

141
10?????
  • Prime
  • PrimePair
  • MeltTemp

142
11??????
  • ProfileScan
  • CoilScan
  • HTHScan
  • SPScan
  • Isoelectric
  • PepPlot
  • PeptideStructure
  • PlotStructure

143
12???????
  • ?????????
  • Reverse
  • Shuffle
  • Corrupt
  • Sample
  • ??????????
  • DataSet
  • GCGToBLAST
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