ืื ื’ืœื™ืชืฆืจืคืชื™ืชืกืคืจื“ื™

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cmbuild - ืžืงื•ื•ืŸ ื‘ืขื ืŸ

ื”ืคืขืœ cmbuild ื‘ืกืคืง ืื™ืจื•ื— ื—ื™ื ืžื™ ืฉืœ OnWorks ืขืœ Ubuntu Online, Fedora Online, ืืžื•ืœื˜ื•ืจ ืžืงื•ื•ืŸ ืฉืœ Windows ืื• ืืžื•ืœื˜ื•ืจ ืžืงื•ื•ืŸ ืฉืœ MAC OS

ื–ื•ื”ื™ ื”ืคืงื•ื“ื” cmbuild ืฉื ื™ืชืŸ ืœื”ืคืขื™ืœ ื‘ืกืคืง ื”ืื™ืจื•ื— ื”ื—ื™ื ืžื™ ืฉืœ OnWorks ื‘ืืžืฆืขื•ืช ืื—ืช ืžืชื—ื ื•ืช ื”ืขื‘ื•ื“ื” ื”ืžืงื•ื•ื ื•ืช ื”ืžืจื•ื‘ื•ืช ืฉืœื ื•, ื›ื’ื•ืŸ Ubuntu Online, Fedora Online, ืืžื•ืœื˜ื•ืจ ืžืงื•ื•ืŸ ืฉืœ Windows ืื• ืืžื•ืœื˜ื•ืจ ืžืงื•ื•ืŸ ืฉืœ MAC OS

ืชึธื›ึฐื ึดื™ืช:

ืฉืึตื


cmbuild - ื‘ื ื™ื™ืช ืžื•ื“ืœ(ื™ื) ืฉืœ ืฉื™ืชื•ืฃ ืคืขื•ืœื” ืžืจืฆืฃ ืžืจื•ื‘ื” ืฉืœ RNA ืขื ื”ืขืจื•ืช ืžื‘ื ื™ื•ืช
ื™ื™ืฉื•ืจ(ื™ื)

ืชึทืงืฆึดื™ืจ


cmbuild [ืืคืฉืจื•ื™ื•ืช]

ืชื™ืื•ืจ


ืขื‘ื•ืจ ื›ืœ ื™ื™ืฉื•ืจ ืจืฆืฃ ืžืจื•ื‘ื” ื‘ ืœื‘ื ื•ืช ืžื•ื“ืœ ืฉื™ืชื•ืคื™ื•ืช ื•ืœืฉืžื•ืจ ืื•ืชื•
ืงื•ื‘ืฅ ื—ื“ืฉ .

ืงื•ื‘ืฅ ื”ื™ื™ืฉื•ืจ ื—ื™ื™ื‘ ืœื”ื™ื•ืช ื‘ืคื•ืจืžื˜ ืฉื˜ื•ืงื”ื•ืœื ืื• SELEX, ื•ืขืœื™ื• ืœื”ื›ื™ืœ ืงื•ื ืฆื ื–ื•ืก
ื”ืขืจืช ืžื‘ื ื” ืžืฉื ื™. cmbuild ืžืฉืชืžืฉ ื‘ืžื‘ื ื” ื”ืงื•ื ืฆื ื–ื•ืก ื›ื“ื™ ืœืงื‘ื•ืข ืืช
ืืจื›ื™ื˜ืงื˜ื•ืจื” ืฉืœ ื”-CM.

ืขืฉื•ื™ ืœื”ื™ื•ืช '-' (ืžืงืฃ), ื›ืœื•ืžืจ ืงืจื™ืืช ืงืœื˜ ื–ื” ืกื˜ื“ื™ืŸ ื‘ืžืงื•ื ืงื•ื‘ืฅ.
ื›ื“ื™ ืœื”ืฉืชืžืฉ ื‘-'-', ืขืœื™ืš ืœืฆื™ื™ืŸ ื’ื ืืช ืคื•ืจืžื˜ ืงื•ื‘ืฅ ื”ื™ื™ืฉื•ืจ ืขื --ืื™ื ืคื•ืจืžื˜ , ื›ืžื• ื‘
--ืื™ื ืคื•ืจืžื˜ ืฉื˜ื•ืงื”ื•ืœื (ื‘ื’ืœืœ ืžื’ื‘ืœื” ื ื•ื›ื—ื™ืช ื‘ื™ื™ืฉื•ื ืฉืœื ื•, ืงื•ื‘ืฅ MSA
ืœื ื ื™ืชืŸ ืœื–ื”ื•ืช ืคื•ืจืžื˜ื™ื ื‘ืื•ืคืŸ ืื•ื˜ื•ืžื˜ื™ ื‘ื–ืจื ืงืœื˜ ืฉืื™ื ื• ื ื™ืชืŸ ืœืื—ื•ืจ.)

ืื•ืœื™ ืœื '-' (ืกื˜ื“out), ื›ื™ ืฉืœื™ื—ืช ืงื•ื‘ืฅ ื”-CM ืืœ stdout ื”ื™ื” ืžืชื ื’ืฉ
ืขื ืคืœื˜ ื”ื˜ืงืกื˜ ื”ืฉื ื™ ืฉืœ ื”ืชื•ื›ื ื™ืช.

ื‘ื ื•ืกืฃ ืœื›ืชื™ื‘ืช CM(s) ืœ , cmbuild ื’ื ืžื•ืฆื™ื ืฉื•ืจื” ื‘ื•ื“ื“ืช ืขื‘ื•ืจ ื›ืœ ืื—ื“ ืžื”ื
ืžื•ื“ืœ ื ื•ืฆืจ ืœ-stdout. ืœื›ืœ ืฉื•ืจื” ื™ืฉ ืืช ื”ืฉื“ื•ืช ื”ื‘ืื™ื: "aln": ื”ืื™ื ื“ืงืก ืฉืœ ื”-
ื™ื™ืฉื•ืจ ื”ืžืฉืžืฉ ืœื‘ื ื™ื™ืช ื”-CM; "idx": ื”ืื™ื ื“ืงืก ืฉืœ ื”-CM ื‘- ; "ืฉืึตื":
ืฉื ื”-CM; "nseq": ืžืกืคืจ ื”ืจืฆืคื™ื ื‘ื™ื™ืฉื•ืจ ื”ืžืฉืžืฉ ืœื‘ื ื™ื™ืช ื”-CM;
"eff_nseq": ื”ืžืกืคืจ ื”ืืคืงื˜ื™ื‘ื™ ืฉืœ ืจืฆืคื™ื ื”ืžืฉืžืฉื™ื ืœื‘ื ื™ื™ืช ื”ืžื•ื“ืœ; "ืืœืŸ": ื”ืื•ืจืš
ืฉืœ ื”ื™ื™ืฉื•ืจ ื”ืžืฉืžืฉ ืœื‘ื ื™ื™ืช ื”-CM; "clen": ืžืกืคืจ ื”ืขืžื•ื“ื•ืช ืžื”ื™ื™ืฉื•ืจ
ืžื•ื’ื“ืจ ื›ืขืžื•ื“ื•ืช ืงื•ื ืฆื ื–ื•ืก (ื”ืชืืžื”); "bps": ืžืกืคืจ ื–ื•ื’ื•ืช ื”ื‘ืกื™ืก ื‘-CM; "ื‘ื™ืคื™ื":
ืžืกืคืจ ื”ื”ืชืคืฆืœื•ืช ื‘-CM; "rel entropy: CM": ื”ืื ื˜ืจื•ืคื™ื” ื”ื™ื—ืกื™ืช ื”ื›ื•ืœืœืช ืฉืœ
ืžื•ื“ืœ ื—ืœืงื™ ืžืกืคืจ ืขืžื•ื“ื•ืช ื”ืงื•ื ืฆื ื–ื•ืก; "rel entropy: HMM": ื”ื™ื—ืก ื”ื™ื—ืกื™ ื”ื›ื•ืœืœ
ืื ื˜ืจื•ืคื™ื” ืฉืœ ื”ืžื•ื“ืœ ืชื•ืš ื”ืชืขืœืžื•ืช ืžืžื‘ื ื” ืžืฉื ื™ ื—ืœืงื™ ืžืกืคืจ ื”ืงื•ื ืฆื ื–ื•ืก
ืขืžื•ื“ื•ืช. "ืชื™ืื•ืจ": ืชื™ืื•ืจ ื”ื“ื’ื/ื™ื™ืฉื•ืจ.

ืืคืฉืจื•ื™ื•ืช


-h ืขึถื–ืจึธื”; ื”ื“ืคืก ืชื–ื›ื•ืจืช ืงืฆืจื” ืœื’ื‘ื™ ื”ืฉื™ืžื•ืฉ ื‘ืฉื•ืจืช ื”ืคืงื•ื“ื” ื•ื”ืืคืฉืจื•ื™ื•ืช ื”ื–ืžื™ื ื•ืช.

-n ืชืŸ ืฉื ืœ-CM ื”ื—ื“ืฉ . ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื ืœื”ืฉืชืžืฉ ื‘ืฉื ื”ื™ื™ืฉื•ืจ (ืื ื›ืŸ
ื ื•ื›ื— ื‘ ), ืื•, ืื ืœื, ืฉื ื”- . If
ืžื›ื™ืœ ื™ื•ืชืจ ืžื™ืฉื•ืจ ืื—ื“, -n ืœื ืขื•ื‘ื“, ื•ื›ืœ ื™ื™ืฉื•ืจ
ื—ื™ื™ื‘ ืœื”ื™ื•ืช ื‘ืขืœ ืฉื ืžื•ืขืจ ื‘- (ื›ืžื• ื‘ืฉื˜ื•ืงื”ื•ืœื #=ื‘ื™ืื•ืจ ืžื–ื”ื” GF).

-F ืœื”ืชื™ืจ ืœื”ื—ืœืคืช. ืœืœื ืืคืฉืจื•ืช ื–ื•, ืื ื›ึผึฐื‘ึธืจ
ืงื™ื™ื, cmbuild ื™ื•ืฆื ืขื ืฉื’ื™ืื”.

-o ื”ืคื ื” ืืช ืคืœื˜ ื”ืกื™ื›ื•ื ืœืงื•ื‘ืฅ , ื•ืœื ืžืืฉืจ stdout.

-O ืœืื—ืจ ื‘ื ื™ื™ืช ื›ืœ ืžื•ื“ืœ, ืฉืžื•ืจ ืžื—ื“ืฉ ื™ื™ืฉื•ืจื™ ืžืงื•ืจ ืžื•ืขืจื™ื ืœืงื•ื‘ืฅ
ื‘ืคื•ืจืžื˜ ืฉื˜ื•ืงื”ื•ืœื. ืจืฆืคื™ื ืžืกื•ืžื ื™ื ืขื ืžืฉืงืœ ื”ืจืฆืฃ ื”ื™ื—ืกื™
ื”ื•ืงืฆื•. ื”ื™ื™ืฉื•ืจื™ื ืžืกื•ืžื ื™ื ื’ื ืขื ืงื• ื”ืขืจืช ื”ืชื™ื™ื—ืกื•ืช
ืžืฆื™ื™ืŸ ืื™ืœื• ืขืžื•ื“ื•ืช ื”ื•ืงืฆื• ื›ืงื•ื ืฆื ื–ื•ืก. ืื ื™ื™ืฉื•ืจ ื”ืžืงื•ืจ ื”ื™ื”
ื”ืขืจืช ื”ืชื™ื™ื—ืกื•ืช ("#=GC RF") ื”ื™ื ืชื•ื—ืœืฃ ื‘ืฉืืจื™ืช ื”ืงื•ื ืฆื ื–ื•ืก ืฉืœ
ื”ืžื•ื“ืœ ืœืขืžื•ื“ื•ืช ืงื•ื ืฆื ื–ื•ืก ื•-'.' ืขื‘ื•ืจ ื”ื•ืกืคืช ืขืžื•ื“ื•ืช, ืืœื ืื ื›ืŸ --ื™ื“
ืื•ืคืฆื™ื” ืฉื™ืžืฉื” ืœืฆื™ื•ืŸ ืขืžื“ื•ืช ืงื•ื ืฆื ื–ื•ืก, ื•ื‘ืžืงืจื” ื›ื–ื” ื”ื™ื ืชื”ื™ื”
ืœืœื ืฉื™ื ื•ื™.

--devhelp ื”ื“ืคืก ืขื–ืจื”, ื›ืžื• ืขื -h , ืืœื ืœื›ืœื•ืœ ื’ื ืืคืฉืจื•ื™ื•ืช ืžื•ืžื—ื™ื ืฉืœื
ืžื•ืฆื’ ืขื -h . ืืคืฉืจื•ื™ื•ืช ืžื•ืžื—ื™ื ืืœื• ืื™ื ืŸ ืฆืคื•ื™ื•ืช ืœื”ื™ื•ืช ืจืœื•ื•ื ื˜ื™ื•ืช ืขื‘ื•ืจ
ืจื•ื‘ื ื”ืžื›ืจื™ืข ืฉืœ ื”ืžืฉืชืžืฉื™ื ื•ืœื›ืŸ ืื™ื ื ืžืชื•ืืจื™ื ื‘ื“ืฃ ื”ืžื“ืจื™ืš. ื”ื™ื—ื™ื“
ืžืฉืื‘ื™ื ืœื”ื‘ื ืช ืžื” ืฉื”ื ืขื•ืฉื™ื ื‘ืคื•ืขืœ ื”ื ื”ืฉื•ืจื” ื”ืื—ืช ื”ืงืฆืจื”
ืคืœื˜ ืชื™ืื•ืจื™ื ืžืชื™ --devhelp ืžื•ืคืขืœ, ื•ืงื•ื“ ื”ืžืงื•ืจ.

ืืคืฉืจื•ื™ื•ืช ืฉืœื™ื˜ื” ื“ื’ื ื‘ึผึฐื ึดื™ึธื”


ืืคืฉืจื•ื™ื•ืช ืืœื” ืงื•ื‘ืขื•ืช ื›ื™ืฆื“ ืขืžื•ื“ื•ืช ืงื•ื ืฆื ื–ื•ืก ืžื•ื’ื“ืจื•ืช ื‘ื™ื™ืฉื•ืจ.

--ืžึธื”ึดื™ืจ ื”ื’ื“ืจ ืขืžื•ื“ื•ืช ืงื•ื ืฆื ื–ื•ืก ื‘ืื•ืคืŸ ืื•ื˜ื•ืžื˜ื™ ื›ืขืžื•ื“ื•ืช ืฉื™ืฉ ืœื”ืŸ ืฉื‘ืจ >= ืกื™ืžืคืจืง of
ืฉืืจื™ื•ืช ื‘ื ื™ื’ื•ื“ ืœืคืขืจื™ื. (ืจืื” ืœื”ืœืŸ ืขื‘ื•ืจ --symfrac ืืคืฉืจื•ืช.) ื–ื” ื”
ื‘ืจื™ืจืช ื”ืžื—ื“ืœ.

--ื™ื“ ื”ืฉืชืžืฉ ื‘ื‘ื™ืื•ืจ ืงื•ืื•ืจื“ื™ื ื˜ื•ืช ื”ืคื ื™ื” (#=GC RF ืงื•, ื‘ืฉื˜ื•ืงื”ื•ืœื) ื›ื“ื™ ืœืงื‘ื•ืข ืื™ื–ื”
ืขืžื•ื“ื•ืช ื”ืŸ ืงื•ื ืฆื ื–ื•ืก, ื•ืืฉืจ ื”ืŸ ืชื•ืกืคื•ืช. ื›ืœ ืชื• ืœืœื ืคืขืจ ืžืฆื™ื™ืŸ ื
ื˜ื•ืจ ืงื•ื ืฆื ื–ื•ืก. (ืœื“ื•ื’ืžื”, ืกืžืŸ ืขืžื•ื“ื•ืช ืงื•ื ืฆื ื–ื•ืก ื‘-"x", ื•ื”ื•ืกืฃ ืขืžื•ื“ื•ืช
ืขื ".".) ืืคืฉืจื•ืช ื–ื• ื ืงืจืื” --rf ื‘ื’ืจืกืื•ืช ืงื•ื“ืžื•ืช ืฉืœ Infernal (0.1
ืขื“ 1.0.2).

--symfrac
ื”ื’ื“ืจ ืืช ืกืฃ ืฉื‘ืจ ื”ืฉืืจื™ื•ืช ื”ื“ืจื•ืฉ ืœื”ื’ื“ืจืช ืขืžื•ื“ืช ืงื•ื ืฆื ื–ื•ืก ืžืชื™
ืœื ืžืฉืชืžืฉ --ื™ื“. ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื 0.5. ืฉื‘ืจ ื”ืกืžืœ ื‘ื›ืœ ืขืžื•ื“ื” ื”ื•ื
ืžื—ื•ืฉื‘ ืœืื—ืจ ื”ืชื—ืฉื‘ื•ืช ื‘ืฉืงืœื•ืœ ื”ืจืฆืฃ ื”ื™ื—ืกื™. ืžื’ื“ื™ืจ ืืช ื–ื” ืœ
0.0 ืื•ืžืจ ืฉื›ืœ ืขืžื•ื“ืช ื™ื™ืฉื•ืจ ืชื•ืงืฆื” ื›ืงื•ื ืฆื ื–ื•ืก, ื•ื™ื›ื•ืœ ืœื”ื™ื•ืช
ืฉื™ืžื•ืฉื™ ื‘ืžืงืจื™ื ืžืกื•ื™ืžื™ื. ื”ื’ื“ืจืชื• ืœ-1.0 ืคื™ืจื•ืฉื” ืฉืจืง ืขืžื•ื“ื•ืช ื”ื›ื•ืœืœื•ืช 0 ืคืขืจื™ื
ื™ื•ืงืฆื” ื›ืงื•ื ืฆื ื–ื•ืก. ืืคืฉืจื•ืช ื–ื• ืžื—ืœื™ืคื” ืืช --gapthresh ืื•ึนืคึผึฐืฆึดื™ึธื”
ืžื’ื™ืจืกืื•ืช ืงื•ื“ืžื•ืช ืฉืœ Infernal (0.1 ืขื“ 1.0.2), ืขื ืฉื•ื•ื” ืœ-(1.0 -
). ืœืžืฉืœ ืœืฉื—ื–ืจ ื”ืชื ื”ื’ื•ืช ืœืคืงื•ื“ื” ืฉืœ cmbuild --gapthresh 0.8
ื‘ื’ืจืกื” ืงื•ื“ืžืช, ื”ืฉืชืžืฉ cmbuild --symfrac 0.2 ืขื ื”ื’ืจืกื” ื”ื–ื•.

--ื ื•ืก ื”ืชืขืœื ืžื”ืขืจืช ื”ืžื‘ื ื” ื”ืžืฉื ื™, ืื ื™ืฉ, ื‘ ื•ืœื‘ื ื•ืช ืขื CM
ืืคืก ื–ื•ื’ื•ืช ื‘ืกื™ืก. ื“ื’ื ื–ื” ื™ื”ื™ื” ื“ื•ืžื” ืœืคืจื•ืคื™ืœ HMM ื•ื”- cmsearch ื•
cmscan ืชื•ื›ื ื™ื•ืช ื™ืฉืชืžืฉื• ื‘ืืœื’ื•ืจื™ืชืžื™ HMM ืฉื”ื ืžื”ื™ืจื™ื ื™ื•ืชืจ ืžืืœื• ืฉืœ CM ืœืฉื ื›ืš
ื“ึถื’ึถื. ื‘ื ื•ืกืฃ, ืื™ืŸ ืฆื•ืจืš ืœื›ื™ื™ืœ ื“ื’ื ืืคืก ื–ื•ื’ ื‘ืกื™ืกื™ cmcalibrate
ืœืคื ื™ ื”ืจื™ืฆื” cmsearch ืขื ื–ื”. ื” --ื ื•ืก ื™ืฉ ืœื”ืฉืชืžืฉ ื‘ืืคืฉืจื•ืช ืื ืื™ืŸ
ื”ืขืจืช ืžื‘ื ื” ืžืฉื ื™ ื‘ .

--ืžื—ืงืจ
ืคืจืžื˜ืจ ืฆื™ื•ื ื™ ืคืœื™ื˜ื” ื-ืœื” RSEARCH, ื‘ืืžืฆืขื•ืช ืžื˜ืจื™ืฆืช RIBOSUM ื‘ืงื•ื‘ืฅ .
ืขื --ืžื—ืงืจ ืžื•ืคืขืœ, ื›ืœ ื”ื™ื™ืฉื•ืจื™ื ื‘- ื—ื™ื™ื‘ ืœื”ื›ื™ืœ ื‘ื“ื™ื•ืง ืื—ื“
ืจืฆืฃ ืื• ื” --ืฉื‚ึดื™ื—ึธื” ื™ืฉ ืœื”ืคืขื™ืœ ื’ื ืืช ื”ืืคืฉืจื•ืช. ื›ืœ ื”ืขืžื“ื•ืช ื‘ื›ืœ ืจืฆืฃ
ื™ื™ื—ืฉื‘ื• "ืขืžื•ื“ื•ืช" ื‘ืงื•ื ืฆื ื–ื•ืก. ืœืžืขืฉื”, ืฆื™ื•ื ื™ ื”ืคืœื™ื˜ื” ืขื‘ื•ืจ ืืœื”
ืžื•ื“ืœื™ื ืœื ื™ื”ื™ื• ื–ื”ื™ื ืœืฆื™ื•ื ื™ RIBOSUM ืขืงื‘ ื”ื‘ื“ืœื™ื ื‘ื“ื•ื’ืžื ื•ืช
ื”ืืกื˜ืจื˜ื’ื™ื” ื‘ื™ืŸ Infernal ืœ-RSEARCH, ืื‘ืœ ื”ื ื™ื”ื™ื• ื“ื•ืžื™ื ื›ื›ืœ ื”ืืคืฉืจ.
ืงื‘ืฆื™ ืžื˜ืจื™ืฆื•ืช RIBOSUM ื›ืœื•ืœื™ื ืขื Infernal ื‘ืกืคืจื™ื™ืช ื”ืžืฉื ื” "matrices/" ืฉืœ
ืกืคืจื™ื™ืช "infernal-xxx" ื‘ืจืžื” ื”ืขืœื™ื•ื ื”. ืžื˜ืจื™ืฆื•ืช RIBOSUM ื”ืŸ ืฆื™ื•ืŸ ื”ื—ืœืคื”
ืžื˜ืจื™ืฆื•ืช ืฉื”ื•ื›ืฉืจื• ื‘ืžื™ื•ื—ื“ ืขื‘ื•ืจ RNAs ืžื‘ื ื™ื™ื ืขื ื’ื“ื™ืœื™ื ื‘ื•ื“ื“ื™ื ื ืคืจื“ื™ื
ืฆื™ื•ื ื™ ื”ื—ืœืคืช ืฉืืจื™ื•ืช ื•ื–ื•ื’ ื‘ืกื™ืกื™ื. ืœืžื™ื“ืข ื ื•ืกืฃ ืขื™ื™ืŸ ื‘-RSEARCH
ืคืจืกื•ื (Klein and Eddy, BMC Bioinformatics 4:44, 2003).

ืื—ืจ ื“ื’ื ื‘ึผึฐื ึดื™ึธื” ืืคืฉืจื•ื™ื•ืช


--ืจื™ืง
ืงืจื ืžื•ื“ืœ ืจื™ืง ืž . ืžื•ื“ืœ ื”ืืคืก ืžื’ื“ื™ืจ ืืช ื”ื”ืกืชื‘ืจื•ืช ืฉืœ ื›ืœ RNA
ื ื•ืงืœืื•ื˜ื™ื“ ื‘ืจืฆืฃ ืจืงืข, ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื ืœื”ืฉืชืžืฉ ื‘-0.25 ืขื‘ื•ืจ ื›ืœ ื ื•ืงืœืื•ื˜ื™ื“.
ื”ืคื•ืจืžื˜ ืฉืœ ืงื‘ืฆื™ null ืžืฆื•ื™ืŸ ื‘ืžื“ืจื™ืš ืœืžืฉืชืžืฉ.

--ืงื•ึนื“ึตื
ืงืจื Dirichlet ืœืคื ื™ ืž , ื”ื—ืœืคืช ืชืขืจื•ื‘ืช ื‘ืจื™ืจืช ื”ืžื—ื“ืœ Dirichlet. ื”
ืคื•ืจืžื˜ ืฉืœ ืงื‘ืฆื™ื ืงื•ื“ืžื™ื ืžืฆื•ื™ืŸ ื‘ืžื“ืจื™ืš ืœืžืฉืชืžืฉ.

ื”ืฉืชืžืฉ --devhelp ื›ื“ื™ ืœืจืื•ืช ืืคืฉืจื•ื™ื•ืช ื ื•ืกืคื•ืช ืœื‘ื ื™ื™ืช ืžื•ื“ืœื™ื, ืฉืœื ืžืชื•ืขื“ื™ื ืื—ืจืช.

ืืคืฉืจื•ื™ื•ืช ืฉืœื™ื˜ื” ืงืจื•ื‘ ืžืฉืคื—ื” ืžืฉืงื•ืœื•ืช


cmbuild ืžืฉืชืžืฉ ื‘ืืœื’ื•ืจื™ืชื ืฉืงืœื•ืœ ืฉืœ ืจืฆืฃ ืื“-ื”ื•ืง ืœื”ื•ืจื“ืช ืžืฉืงืœ ื‘ืงืฉืจ ื”ื“ื•ืง
ืจืฆืคื™ื ื•ื‘ืขืœื™ ืžืฉืงืœ ืงืฉื•ืจื™ื ืจื—ื•ืงื™ื. ื™ืฉ ืœื›ืš ื”ืฉืคืขื” ืฉืœ ื”ืคื™ื›ืช ื“ื’ืžื™ื ืœืคื—ื•ืช
ืžื•ื˜ื” ืขืœ ื™ื“ื™ ื™ื™ืฆื•ื’ ืคื™ืœื•ื’ื ื˜ื™ ืœื ืื—ื™ื“. ืœื“ื•ื’ืžื”, ืฉื ื™ ืจืฆืคื™ื ื–ื”ื™ื ื™ืขืฉื• ื–ืืช
ื‘ื“ืจืš ื›ืœืœ ื›ืœ ืื—ื“ ืžืงื‘ืœ ื—ืฆื™ ืžื”ืžืฉืงืœ ืฉืจืฆืฃ ืื—ื“ ื™ืงื‘ืœ. ืืคืฉืจื•ื™ื•ืช ืืœื” ืฉื•ืœื˜ื•ืช
ื‘ืื™ื–ื” ืืœื’ื•ืจื™ืชื ืžืฉืชืžืฉื™ื.

--wpb ื”ืฉืชืžืฉ ื‘ืกื›ื™ืžืช ืฉืงืœื•ืœ ื”ืจืฆืฃ ื”ืžื‘ื•ืกืกืช ืขืœ ืžื™ืงื•ื ื”ื ื™ืงื•ืฃ [ื”ื ื™ืงื•ืฃ ื•ื”ื ื™ืงื•ืฃ,
ื™.ืžื•ืœ. ื‘ื™ื•ืœ. 243:574, 1994]. ื–ื•ื”ื™ ื‘ืจื™ืจืช ื”ืžื—ื“ืœ.

--wgsc ื”ืฉืชืžืฉ ื‘ืืœื’ื•ืจื™ืชื ื”ืฉืงืœื•ืœ ืฉืœ Gerstein/Sonnhammer/Chothia [Gerstein et al, J. Mol.
ื‘ื™ื•ืœ. 235:1067, 1994].

--ืœืœื
ื›ื‘ื” ืืช ืฉืงืœื•ืœ ื”ืจืฆืฃ; ืœืžืฉืœ, ื”ื’ื“ืจ ื‘ืžืคื•ืจืฉ ืืช ื›ืœ ืžืฉืงืœื™ ื”ืจืฆืฃ ืœ-1.0.

-- ื ืชื•ืŸ
ื”ืฉืชืžืฉ ื‘ืžืฉืงืœื™ ืจืฆืฃ ื›ืคื™ ืฉืžื•ืคื™ืขื™ื ื‘ื”ืขืจื” ื‘ืงื•ื‘ืฅ ื™ื™ืฉื•ืจ ื”ืงืœื˜. ืื ืœื
ื ื™ืชื ื• ืžืฉืงืœื™ื, ื ื ื™ื— ืฉื›ื•ืœื 1.0. ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื ืœืงื‘ื•ืข ื—ื“ืฉ
ืžืฉืงืœื™ ืจืฆืฃ ืขืœ ื™ื“ื™ ืืœื’ื•ืจื™ืชื Gerstein/Sonnehammer/Chothia, ืชื•ืš ื”ืชืขืœืžื•ืช ืžื›ืœ
ืžืฉืงื•ืœื•ืช ืžื•ืขืจื•ืช.

--wblosum
ื”ืฉืชืžืฉ ื‘ืืœื’ื•ืจื™ืชื ื”ืกื™ื ื•ืŸ BLOSUM ื›ื“ื™ ืœืฉืงืœืœ ืืช ื”ืจืฆืคื™ื, ื‘ืžืงื•ื ื‘ืจื™ืจืช ื”ืžื—ื“ืœ
ืฉืงืœื•ืœ GSC. ืืฉื›ื•ืœ ืืช ื”ืจืฆืคื™ื ื‘ืื—ื•ื– ื–ื”ื•ืช ื ืชื•ืŸ (ืจืื” --wid);
ืœื”ืงืฆื•ืช ืœื›ืœ ืืฉื›ื•ืœ ืžืฉืงืœ ื›ื•ืœืœ ืฉืœ 1.0, ื”ืžื—ื•ืœืง ื‘ืื•ืคืŸ ืฉื•ื•ื” ื‘ื™ืŸ ื”ื—ื‘ืจื™ื
ืฉืœ ืื•ืชื• ืืฉื›ื•ืœ.

--wid
ืฉื•ืœื˜ ื‘ื”ืชื ื”ื’ื•ืช ืฉืœ --wblosum ืืคืฉืจื•ืช ืฉืงืœื•ืœ ืขืœ ื™ื“ื™ ื”ื’ื“ืจืช ื”ืื—ื•ื–
ื–ื”ื•ืช ืœืื™ืกื•ืฃ ื”ื”ืชืืžื” ืœ .

ืืคืฉืจื•ื™ื•ืช ืฉืœื™ื˜ื” ืืคืงื˜ื™ื‘ื™ ืกื“ืจ ืคืขื•ืœื•ืช ืžืกืคืจ


ืœืื—ืจ ืงื‘ื™ืขืช ืžืฉืงืœื™ื ื™ื—ืกื™ื™ื, ื”ื ืžื ื•ืจืžืœื™ื ืœืกื™ื›ื•ื ืกื”"ื› ืืคืงื˜ื™ื‘ื™
ืžืกืคืจ ืจืฆืฃ, eff_nseq. ืžืกืคืจ ื–ื” ืขืฉื•ื™ ืœื”ื™ื•ืช ื”ืžืกืคืจ ื”ืืžื™ืชื™ ืฉืœ ืจืฆืคื™ื ื‘-
ื™ื™ืฉื•ืจ, ืื‘ืœ ื”ื•ื ื›ืžืขื˜ ืชืžื™ื“ ืงื˜ืŸ ืžื–ื”. ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ืฉืœ ืฉืงืœื•ืœ ื”ืื ื˜ืจื•ืคื™ื”
ืฉื™ื˜ื” (--eent) ืžืงื˜ื™ืŸ ืืช ืžืกืคืจ ื”ืจืฆืฃ ื”ืืคืงื˜ื™ื‘ื™ ื›ื“ื™ ืœืฆืžืฆื ืืช ืชื•ื›ืŸ ื”ืžื™ื“ืข
(ืื ื˜ืจื•ืคื™ื” ื™ื—ืกื™ืช, ืื• ืฆื™ื•ืŸ ืžืžื•ืฆืข ืฆืคื•ื™ ื‘ื”ื•ืžื•ืœื•ื’ื™ื ืืžื™ืชื™ื™ื) ืœืคื™ ืขืžื“ืช ืงื•ื ืฆื ื–ื•ืก. ื”
ื”ืื ื˜ืจื•ืคื™ื” ื”ื™ื—ืกื™ืช ืฉืœ ื”ืžื˜ืจื” ื ืฉืœื˜ืช ืขืœ ื™ื“ื™ ืคื•ื ืงืฆื™ื” ืฉืœ ืฉื ื™ ืคืจืžื˜ืจื™ื, ื›ืืฉืจ ื”ืฉื ื™ื™ื
ืคืจืžื˜ืจื™ื ื ื™ืชื ื™ื ืœื”ื’ื“ืจื” ืขื --ื”ื ื” ื• --ืืกื™ื’ืžื”.

--eent ื”ืฉืชืžืฉ ื‘ืืกื˜ืจื˜ื’ื™ื™ืช ืฉืงืœื•ืœ ื”ืื ื˜ืจื•ืคื™ื” ื›ื“ื™ ืœืงื‘ื•ืข ืืช ืžืกืคืจ ื”ืจืฆืฃ ื”ืืคืงื˜ื™ื‘ื™
ื ื•ืชืŸ ืื ื˜ืจื•ืคื™ื” ื™ื—ืกื™ืช ืฉืœ ืžืฆื‘ ื”ืชืืžื” ืžืžื•ืฆืข ืฉืœ ื™ืขื“. ืืคืฉืจื•ืช ื–ื• ื”ื™ื ื‘ืจื™ืจืช ื”ืžื—ื“ืœ, ื•
ื ื™ืชืŸ ืœื›ื‘ื•ืช ืขื --enone. ื™ืขื“ ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ืžืžื•ืฆืข ืžืฆื‘ ื”ืชืืžื” ื™ื—ืกื™ืช
ื”ืื ื˜ืจื•ืคื™ื” ื”ื™ื 0.59 ืกื™ื‘ื™ื•ืช ืขื‘ื•ืจ ื“ื’ืžื™ื ืขื ื–ื•ื’ ื‘ืกื™ืกื™ ืื—ื“ ืœืคื—ื•ืช ื•-1 ืกื™ื‘ื™ื•ืช ืขื‘ื•ืจ ื“ื’ืžื™ื
ืขื ืืคืก ื–ื•ื’ื•ืช ื‘ืกื™ืก, ืื‘ืœ ื”ืฉืชื ื• ืขื --ื”ื ื”. ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ืฉืœ 0.59 ืื• 0.38 ืกื™ื‘ื™ื•ืช ื”ื™ื
ื”ืฉืชื ื” ืื•ื˜ื•ืžื˜ื™ืช ืื ื”ืื ื˜ืจื•ืคื™ื” ื”ื™ื—ืกื™ืช ื”ื›ื•ืœืœืช ืฉืœ ื”ืžื•ื“ืœ (ื”ืชืืžื” ืžืกื•ื›ืžืช
ื”ืื ื˜ืจื•ืคื™ื” ื”ื™ื—ืกื™ืช ืฉืœ ืžืฆื‘) ื”ื•ื ืคื—ื•ืช ืž-cutoff, ืฉื”ื•ื 6.0 ืกื™ื‘ื™ื•ืช ื›ื‘ืจื™ืจืช ืžื—ื“ืœ, ืื‘ืœ
ื ื™ืชืŸ ืœืฉื ื•ืช ืขื ื”ืžื•ืžื—ื”, ืœืœื ืชื™ืขื•ื“ --ืœึฐืฉืึถืขึธื‘ึทืจ ืื•ึนืคึผึฐืฆึดื™ึธื”. ืื ืืชื” ื‘ืืžืช ืจื•ืฆื”
ืฉื—ืง ืขื ื”ืืคืฉืจื•ืช ื”ื–ื•, ืขื™ื™ืŸ ื‘ืงื•ื“ ื”ืžืงื•ืจ.

--enone
ื›ื‘ื” ืืช ืืกื˜ืจื˜ื’ื™ื™ืช ืฉืงืœื•ืœ ื”ืื ื˜ืจื•ืคื™ื”. ืžืกืคืจ ื”ืจืฆืฃ ื”ืืคืงื˜ื™ื‘ื™ ื”ื•ื ืจืง ื”
ืžืกืคืจ ืจืฆืคื™ื ื‘ื™ื™ืฉื•ืจ.

--ื”ื ื”
ื”ื’ื“ืจ ืืช ื”ืื ื˜ืจื•ืคื™ื” ื”ื™ื—ืกื™ืช ืฉืœ ืžืฆื‘ ื”ืชืืžื” ืžืžื•ืฆืข ื”ื™ืขื“ ื› . ื›ื‘ืจื™ืจืช ืžื—ื“ืœ ื”ื™ืขื“
ื”ืื ื˜ืจื•ืคื™ื” ื”ื™ื—ืกื™ืช ืœื›ืœ ืžื™ืงื•ื ื”ืชืืžื” ื”ื™ื 0.59 ืกื™ื‘ื™ื•ืช ืขื‘ื•ืจ ื“ื’ืžื™ื ืขื ืœืคื—ื•ืช 1
ื–ื•ื’ ื‘ืกื™ืก ื•-0.38 ืขื‘ื•ืจ ื“ื’ืžื™ื ืขื ืืคืก ืฆืžื“ื™ ื‘ืกื™ืก.

--eminseq
ื”ื’ื“ืจ ืืช ืžืกืคืจ ื”ืจืฆืฃ ื”ืืคืงื˜ื™ื‘ื™ ื”ืžื™ื ื™ืžืœื™ ื”ืžื•ืชืจ ื› .

--ื”ืžืžืจ
ื”ื’ื“ืจ ืืช ื”ืื ื˜ืจื•ืคื™ื” ื”ื™ื—ืกื™ืช ืฉืœ ื”ื™ืขื“ HMM ืžืžื•ืฆืข ืžืฆื‘ ื”ืชืืžื” ื› . ืื ื˜ืจื•ืคื™ื” ืขื‘ื•ืจ
ืžืฆื‘ื™ ื”ืชืืžื” ืฉืœ ืฆืžื“ื™ ื‘ืกื™ืก ืžื—ื•ืฉื‘ ื‘ืืžืฆืขื•ืช ืคืœื™ื˜ืช ื–ื•ื’ ื‘ืกื™ืก ืฉื•ืœื™ืช
ื”ืกืชื‘ืจื•ื™ื•ืช.

--eset
ื”ื’ื“ืจ ืืช ืžืกืคืจ ื”ืจืฆืฃ ื”ืืคืงื˜ื™ื‘ื™ ืขื‘ื•ืจ ืฉืงืœื•ืœ ืื ื˜ืจื•ืคื™ื” ื› .

ืืคืฉืจื•ื™ื•ืช ืฉืœื™ื˜ื” ืกื ืŸ P7 HMM ื‘ึผึฐื ึดื™ึธื”


ืขื‘ื•ืจ ื›ืœ CM ื–ื” cmbuild ื‘ื•ื ื”, ืžืกื ืŸ ื ืœื•ื•ื” p7 HMM ื‘ื ื•ื™ ืžื”ืงืœื˜
ื™ื™ืฉื•ืจ ื’ื ื›ืŸ. ืืคืฉืจื•ื™ื•ืช ืืœื” ืฉื•ืœื˜ื•ืช ื‘ื‘ื ื™ื™ืช ืžืกื ืŸ HMM:

--p7ere
ื”ื’ื“ืจ ืืช ื”ืื ื˜ืจื•ืคื™ื” ื”ื™ื—ืกื™ืช ืฉืœ ืžืฆื‘ ื”ืชืืžื” ืžืžื•ืฆืข ื”ื™ืขื“ ืขื‘ื•ืจ ื”ืžืกื ืŸ p7 HMM ื› . By
ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ืื ื˜ืจื•ืคื™ื” ื”ื™ื—ืกื™ืช ืฉืœ ื”ื™ืขื“ ืœื›ืœ ืžื™ืงื•ื ื”ืชืืžื” ื”ื™ื 0.38 ืกื™ื‘ื™ื•ืช.

--p7ml ื”ืฉืชืžืฉ ื‘ืกื‘ื™ืจื•ืช ืžืงืกื™ืžืœื™ืช p7 HMM ืฉื ื‘ื ื” ืžื”-CM ื›ืžืกื ืŸ HMM. HMM ื–ื” ื™ื”ื™ื”
ืœื”ื™ื•ืช ื“ื•ืžื” ื›ื›ืœ ื”ืืคืฉืจ ืœ-CM (ื‘ืขื•ื“ ื‘ื”ื›ืจื— ื‘ื•ืจื™ื ืœื’ื‘ื™ ืžืฉื ื™
ืžึดื‘ึฐื ึถื”).

ื”ืฉืชืžืฉ --devhelp ื›ื“ื™ ืœืจืื•ืช ืืคืฉืจื•ื™ื•ืช ื‘ื ื™ื™ื” ื ื•ืกืคื•ืช ืฉืœ HMM, ืฉืœื ืžืชื•ืขื“ื•ืช ืื—ืจืช.

ืืคืฉืจื•ื™ื•ืช ืฉืœื™ื˜ื” ืกื ืŸ P7 HMM ื›ึผึดื™ื•ึผืœ


ืœืื—ืจ ื‘ื ื™ื™ืช ื›ืœ ืžืกื ืŸ HMM, cmbuild ืงื•ื‘ืข ืคืจืžื˜ืจื™ื ืžืชืื™ืžื™ื ืฉืœ E-value ืœืฉื™ืžื•ืฉ
ื‘ืžื”ืœืš ื”ืกื™ื ื•ืŸ ืคื ื™ืžื” cmsearch ื• cmscan ืขืœ ื™ื“ื™ ื“ื’ื™ืžืช ืกื˜ ืฉืœ ืจืฆืคื™ื ื•ื—ื™ืคื•ืฉ ืื—ืจื™ื”ื
ืขื ื›ืœ ืชืฆื•ืจืช ืžืกื ืŸ ื•ืืœื’ื•ืจื™ืชื ืฉืœ HMM.

--EmN ื”ื’ื“ืจ ืืช ืžืกืคืจ ื”ืจืฆืคื™ื ืฉื ื“ื’ืžื• ืขื‘ื•ืจ ื›ื™ื•ืœ HMM ืžืงื•ืžื™ ืฉืœ ืžืกื ืŸ MSV ืœ .
200 ื›ื‘ืจื™ืจืช ืžื—ื“ืœ.

--EvN ื”ื’ื“ืจ ืืช ืžืกืคืจ ื”ืจืฆืคื™ื ืฉื ื“ื’ืžื• ืขื‘ื•ืจ ื›ื™ื•ืœ HMM ืžืงื•ืžื™ ืฉืœ ืžืกื ืŸ Viterbi ืœ
. 200 ื›ื‘ืจื™ืจืช ืžื—ื“ืœ.

--ElfN ื”ื’ื“ืจ ืืช ืžืกืคืจ ื”ืจืฆืคื™ื ืฉื ื“ื’ืžื• ืขื‘ื•ืจ ื›ื™ื•ืœ ืžืงื•ืžื™ Forward filter HMM ืœ
. 200 ื›ื‘ืจื™ืจืช ืžื—ื“ืœ.

--EgfN ื”ื’ื“ืจ ืืช ืžืกืคืจ ื”ืจืฆืคื™ื ืฉื ื“ื’ืžื• ืขื‘ื•ืจ ื›ื™ื•ืœ ื’ืœื•ืงืœื™ Forward Filter HMM
ืœ . 200 ื›ื‘ืจื™ืจืช ืžื—ื“ืœ.

ื”ืฉืชืžืฉ --devhelp ื›ื“ื™ ืœืจืื•ืช ืืคืฉืจื•ื™ื•ืช ื›ื™ื•ืœ HMM ื ื•ืกืคื•ืช, ืฉืื™ื ืŸ ืžืชื•ืขื“ื•ืช ืื—ืจืช.

ืืคืฉืจื•ื™ื•ืช ืขื‘ื•ืจ ืžื—ื–ื•ืจ LA ืงืœื˜ ื™ื™ืฉื•ืจ


--ืœืขื“ืŸ
ื ืกื” ืœื—ื“ื“ ืืช ื”ื™ื™ืฉื•ืจ ืœืคื ื™ ื‘ื ื™ื™ืช ื”-CM ื‘ืืžืฆืขื•ืช ืฆื™ืคื™ื™ื”-
ืžืงืกื•ื (EM). CM ื ื‘ื ื” ืœืจืืฉื•ื ื” ืžื”ื™ื™ืฉื•ืจ ื”ืจืืฉื•ื ื™ ื›ืจื’ื™ืœ. ืœืื—ืจ ืžื›ืŸ,
ื”ืจืฆืคื™ื ื‘ื™ื™ืฉื•ืจ ืžื™ื•ืฉืจื™ื ืžื—ื“ืฉ ื‘ืฆื•ืจื” ืื•ืคื˜ื™ืžืœื™ืช (ืขื CYK ืขื ืคืก HMM
ืืœื’ื•ืจื™ืชื, ืื•ืคื˜ื™ืžืœื™ ืคื™ืจื•ืฉื• ืื•ืคื˜ื™ืžืœื™ ื‘ื”ืชื—ืฉื‘ ื‘ืจืฆื•ืขื•ืช) ืœ-CM, ื•ื ื‘ื ื” CM ื—ื“ืฉ
ืžื”ื™ื™ืฉื•ืจ ืฉื ื•ืฆืจ. ืœืื—ืจ ืžื›ืŸ ื”ืจืฆืคื™ื ืžื™ื•ืฉืจื™ื ืžื—ื“ืฉ ืœ-CM ื”ื—ื“ืฉ, ื•ื
CM ื—ื“ืฉ ื‘ื ื•ื™ ืžื”ื™ื™ืฉื•ืจ ื”ื–ื”. ื–ื” ื ืžืฉืš ืขื“ ืœื”ืชื›ื ืกื•ืช,
ื‘ืžื™ื•ื—ื“ ื›ืืฉืจ ื”ื™ื™ืฉื•ืจื™ื ืขื‘ื•ืจ ืฉืชื™ ืื™ื˜ืจืฆื™ื•ืช ืขื•ืงื‘ื•ืช ืื™ื ืŸ
ืฉื•ื ื” ื‘ืื•ืคืŸ ืžืฉืžืขื•ืชื™ (ืฆื™ื•ื ื™ ื”ืกื™ื‘ื™ื•ืช ื”ืžืกื•ื›ืžื™ื ืฉืœ ื›ืœ ื”ืจืฆืคื™ื ื‘-
ืฉื™ื ื•ื™ื™ ื™ื™ืฉื•ืจ ืฉืœ ืคื—ื•ืช ืž-1% ื‘ื™ืŸ ืฉืชื™ ืื™ื˜ืจืฆื™ื•ืช ืขื•ืงื‘ื•ืช). ื”ื’ืžืจ
alignment (ื”ื™ื™ืฉื•ืจ ื”ืžืฉืžืฉ ืœื‘ื ื™ื™ืช ื”-CM ืฉื ื›ืชื‘ ืืœื™ื• ) is
ื›ืชื‘ ืœื™ .

-l ืขื --ืœืขื“ืŸ, ื”ืคืขืœ ืืช ืืœื’ื•ืจื™ืชื ื”ื™ื™ืฉื•ืจ ื”ืžืงื•ืžื™, ื”ืžืืคืฉืจ ืืช ื”ื™ื™ืฉื•ืจ
ืžืฉืชืจืข ืขืœ ืฉืชื™ ืจืฆืคื™ ืžืฉื ื” ืื• ื™ื•ืชืจ ื‘ืžื™ื“ืช ื”ืฆื•ืจืš (ืœืžืฉืœ ืื ืžื‘ื ื™ ื”ืฉืื™ืœืชื”
ื”ืžื•ื“ืœ ื•ืจืฆืฃ ื”ื™ืขื“ ืžืฉื•ืชืคื™ื ืจืง ื‘ื—ืœืงื), ืžื” ืฉืžืืคืฉืจ ื—ืœืง ื’ื“ื•ืœ
ื”ื•ืกืคื•ืช ื•ืžื—ื™ืงื•ืช ื‘ืžื‘ื ื” ืฉื™ืฉ ืœื”ืขื ื™ืฉ ื‘ืฆื•ืจื” ืฉื•ื ื” ืžื”ืจื’ื™ืœ
ืื™ื ื“ืœืก. ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื ื™ื™ืฉื•ืจ ื’ืœื•ื‘ืœื™ ืฉืœ ืžื•ื“ืœ ื”ืฉืื™ืœืชื” ืœืจืฆืคื™ ื”ื™ืขื“.

--ื’ื™ื‘ืก
ืžืฉื ื” ืืช ื”ื”ืชื ื”ื’ื•ืช ืฉืœ --ืœืขื“ืŸ ืื– ื ืขืฉื” ืฉื™ืžื•ืฉ ื‘ื“ื’ื™ืžืช Gibbs ื‘ืžืงื•ื EM. ื”
ื”ื”ื‘ื“ืœ ื”ื•ื ืฉื‘ืฉืœื‘ ื”ื™ื™ืฉื•ืจ ื”ื™ื™ืฉื•ืจ ืื™ื ื• ื‘ื”ื›ืจื—
ืื•ืคื˜ื™ืžืœื™, ื‘ืžืงื•ื ื–ืืช ื ื“ื’ืžืช ื™ื™ืฉื•ืจ (parsetree) ืขื‘ื•ืจ ื›ืœ ืจืฆืฃ ืžื”-
ื”ืคืฆื” ืื—ื•ืจื™ืช ืฉืœ ื™ื™ืฉื•ืจื™ื ื›ืคื™ ืฉื ืงื‘ืข ืขืœ ื™ื“ื™ ืืœื’ื•ืจื™ืชื Inside. ืขืงื‘
ืฉืœื‘ ื”ื“ื’ื™ืžื” ื”ื–ื” --ื’ื™ื‘ืก ื”ื•ื ืœื ื“ื˜ืจืžื™ื ื™ืกื˜ื™, ื•ืœื›ืŸ ืจื™ืฆื•ืช ืฉื•ื ื•ืช ืขื ืื•ืชื• ื”ื“ื‘ืจ
ื™ื™ืฉื•ืจ ืขืฉื•ื™ ืœื”ื ื™ื‘ ืชื•ืฆืื•ืช ืฉื•ื ื•ืช. ื–ื” ืœื ื ื›ื•ืŸ ืžืชื™ --ืœืขื“ืŸ ืžืฉืžืฉ
ื‘ืœื™ ื” --ื’ื™ื‘ืก ืืคืฉืจื•ืช, ื•ื‘ืžืงืจื” ื–ื” ื”ื™ื™ืฉื•ืจ ื”ืกื•ืคื™ ื•-CM ื™ื”ื™ื• ืชืžื™ื“
ืื•ืชื• ื”ื“ื‘ืจ. ืžืชื™ --ื’ื™ื‘ืก ืžื•ืคืขืœืช, ื”- --ื–ึถืจึทืข ื ื™ืชืŸ ืœื”ืฉืชืžืฉ ื‘ืืคืฉืจื•ืช ืœื–ืจื™ืขื” ืฉืœ
ืžื—ื•ืœืœ ืžืกืคืจื™ื ืืงืจืื™ื™ื ื‘ืื•ืคืŸ ืฆืคื•ื™, ืžื” ืฉื”ื•ืคืš ืืช ื”ืชื•ืฆืื•ืช ืœื ื™ืชื ื•ืช ืœืฉื—ื–ื•ืจ. ื”ืžื˜ืจื” ืฉืœ
ืžื” ื”ื™ื --ื’ื™ื‘ืก ื”ืืคืฉืจื•ืช ื”ื™ื ืœืขื–ื•ืจ ืœืื•ืฆืจื™ ื™ื™ืฉื•ืจ RNA ืžื•ืžื—ื™ื ืœื—ื“ื“ ืืช ื”ืžื‘ื ื™
ื™ื™ืฉื•ืจื™ื ื‘ื›ืš ืฉื”ื ืžืืคืฉืจื™ื ืœื”ื ืœืฆืคื•ืช ื‘ื™ื™ืฉื•ืจื™ื ื—ืœื•ืคื™ื™ื ืขื ื ื™ืงื•ื“ ื’ื‘ื•ื”.

--ื–ึถืจึทืข
ื–ืจืขื™ ืืช ืžื—ื•ืœืœ ื”ืžืกืคืจื™ื ื”ืืงืจืื™ื™ื ืขื , ืžืกืคืจ ืฉืœื >= 0. ืืคืฉืจื•ืช ื–ื• ื™ื›ื•ืœื” ืจืง
ืœืฉืžืฉ ื‘ืฉื™ืœื•ื‘ ืขื --ื’ื™ื‘ืก. If ืื™ื ื• ืืคืก, ื“ื’ื™ืžื” ืกื˜ื•ื›ืกื˜ื™ืช ืฉืœ
ื™ื™ืฉื•ืจื™ื ื™ื”ื™ื• ื ื™ืชื ื™ื ืœืฉื—ื–ื•ืจ; ืื•ืชื” ืคืงื•ื“ื” ืชื™ืชืŸ ืืช ืื•ืชืŸ ืชื•ืฆืื•ืช. ืื
ื”ื•ื 0, ืžื—ื•ืœืœ ื”ืžืกืคืจื™ื ื”ืืงืจืื™ื™ื ืžื•ื–ืจืข ื‘ืื•ืคืŸ ืฉืจื™ืจื•ืชื™ ื•ืกื˜ื•ื›ืกื˜ื™
ื”ื“ื’ื™ืžื•ืช ืขืฉื•ื™ื•ืช ืœื”ืฉืชื ื•ืช ืžื”ืคืขืœื” ืœื”ืจืฆื” ืฉืœ ืื•ืชื” ืคืงื•ื“ื”. ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื 0.

--cyk ืขื --ืœืขื“ืŸ, ื”ืชื™ื™ืฉืจ ืขื ืืœื’ื•ืจื™ืชื CYK. ื›ื‘ืจื™ืจืช ืžื—ื“ืœ ื”ื“ื™ื•ืง ื”ืื•ืคื˜ื™ืžืœื™
ื ืขืฉื” ืฉื™ืžื•ืฉ ื‘ืืœื’ื•ืจื™ืชื. ื™ืฉ ืžื™ื“ืข ื ื•ืกืฃ ืขืœ ื–ื” ื‘- cmalign ื“ืฃ ื™ื“ื ื™.

--notrunc
ืขื --ืœืขื“ืŸ, ื›ื‘ื” ืืช ืืœื’ื•ืจื™ืชื ื”ื™ื™ืฉื•ืจ ื”ืงื˜ื•ืข. ื™ืฉ ืขื•ื“
ืžื™ื“ืข ืขืœ ื›ืš ื‘- cmalign ื“ืฃ ื™ื“ื ื™.

ื”ืฉืชืžืฉ --devhelp ื›ื“ื™ ืœืจืื•ืช ืืคืฉืจื•ื™ื•ืช ื—ื™ื“ื•ื“ ื™ื™ืฉื•ืจ ื ื•ืกืคื•ืช, ืœื ืžืชื•ืขื“ื•ืช ืื—ืจืช
ื›ืžื• ื’ื ืืคืฉืจื•ื™ื•ืช ืื—ืจื•ืช ืฉืœ ืงื‘ืฆื™ ืคืœื˜ ื•ืืคืฉืจื•ื™ื•ืช ืœื‘ื ื™ื™ืช ื“ื’ืžื™ื ืžืจื•ื‘ื™ื ืขื‘ื•ืจ ื™ื—ื™ื“
ื™ื™ืฉื•ืจ.

ื”ืฉืชืžืฉ ื‘-cmbuild ื‘ืื™ื ื˜ืจื ื˜ ื‘ืืžืฆืขื•ืช ืฉื™ืจื•ืชื™ onworks.net


ืฉืจืชื™ื ื•ืชื—ื ื•ืช ืขื‘ื•ื“ื” ื‘ื—ื™ื ื

ื”ื•ืจื“ ืืคืœื™ืงืฆื™ื•ืช Windows & Linux

  • 1
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  • 3
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    SWASH
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ืคืงื•ื“ื•ืช ืœื™ื ื•ืงืก

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