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ืกืžืœ OnWorks

cmalign - ืžืงื•ื•ืŸ ื‘ืขื ืŸ

ื”ืคืขืœ cmalign ื‘ืกืคืง ื”ืื™ืจื•ื— ื”ื—ื™ื ืžื™ ืฉืœ OnWorks ืขืœ ืื•ื‘ื•ื ื˜ื• ืžืงื•ื•ืŸ, ืคื“ื•ืจื” ืžืงื•ื•ืŸ, ืืžื•ืœื˜ื•ืจ ืžืงื•ื•ืŸ ืฉืœ Windows ืื• ืืžื•ืœื˜ื•ืจ ืžืงื•ื•ืŸ ืฉืœ MAC OS

ื–ื•ื”ื™ ื”ืคืงื•ื“ื” cmalign ื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


cmalign - ื™ื™ืฉื•ืจ ืจืฆืคื™ื ืœืžื•ื“ืœ ืฉื™ืชื•ืคื™ื•ืช

ืชึทืงืฆึดื™ืจ


cmalign
[ืืคืฉืจื•ื™ื•ืช]

ืชื™ืื•ืจ


cmalign ืžื™ื™ืฉืจ ืืช ืจืฆืคื™ ื”-RNA ืคื ื™ืžื” ืœืžื•ื“ืœ ืฉื™ืชื•ืคื™ื•ืช (CM) ื‘ .
ื”ื™ื™ืฉื•ืจ ื”ื—ื“ืฉ ื™ื•ืฆื ืืœ stdout ื‘ืคื•ืจืžื˜ ืฉื˜ื•ืงื”ื•ืœื, ืืš ื ื™ืชืŸ ืœื”ืคื ื•ืช ืื•ืชื• ืœืงื•ื‘ืฅ
ืขื -o ืื•ึนืคึผึฐืฆึดื™ึธื”.

ืื• or (ืื‘ืœ ืœื ืฉื ื™ื”ื) ืขืฉื•ื™ื™ื ืœื”ื™ื•ืช '-' (ืžืงืฃ), ื›ืœื•ืžืจ ืœืงืจื•ื ืืช ื–ื”
ืงืœื˜ ืž ืกื˜ื“ื™ืŸ ื‘ืžืงื•ื ืงื•ื‘ืฅ.

ืงื•ื‘ืฅ ื”ืจืฆืฃ ื—ื™ื™ื‘ ืœื”ื™ื•ืช ื‘ืคื•ืจืžื˜ FASTA ืื• Genbank.

cmalign ืžืฉืชืžืฉ ื‘ื˜ื›ื ื™ืงืช ืคืกื™ื ืฉืœ HMM ื›ื“ื™ ืœื”ืื™ืฅ ืืช ื”ื™ื™ืฉื•ืจ ื›ื‘ืจื™ืจืช ืžื—ื“ืœ ื›ืžืชื•ืืจ
ืœืžื˜ื” ืขื‘ื•ืจ --hbanded ืื•ึนืคึผึฐืฆึดื™ึธื”. ื ื™ืชืŸ ืœื›ื‘ื•ืช ืืช ืคืก HMM ืขื --ืœื ืจืฆื•ืขื•ืช ืื•ึนืคึผึฐืฆึดื™ึธื”.

ื›ื‘ืจื™ืจืช ืžื—ื“ืœ, cmalign ืžื—ืฉื‘ ืืช ื”ื™ื™ืฉื•ืจ ื‘ื“ื™ื•ืง ื”ืžืงืกื™ืžืœื™ ื”ืฆืคื•ื™ ื›ืœื•ืžืจ
ื‘ืงื ื” ืื—ื“ ืขื ืื™ืœื•ืฆื™ื (ืœื”ืงื•ืช) ืฉื ื’ื–ืจื• ืž-HMM, ืชื•ืš ืฉื™ืžื•ืฉ ื‘ื’ืจืกื” ืคืกื™ืช ืฉืœ ื”-
ืืœื’ื•ืจื™ืชื ื“ื™ื•ืง ืื•ืคื˜ื™ืžืœื™ ืฉืœ ื“ื•ืจื‘ื™ืŸ/ื”ื•ืœืžืก. ื”ืชื ื”ื’ื•ืช ื–ื• ื ื™ืชื ืช ืœืฉื™ื ื•ื™ ืขื --cyk or
--ืœึดื˜ืขื•ึนื ืืคืฉืจื•ื™ื•ืช.

cmalign ืžืงืคื™ื“ ื‘ืžื™ื•ื—ื“ ืœื™ื™ืฉืจ ื ื›ื•ืŸ ืจืฆืคื™ื ืงื˜ื•ืžื™ื, ืฉื‘ื”ื ื›ืžื” ื ื•ืงืœืื•ื˜ื™ื“ื™ื
ืžื”ื”ืชื—ืœื” (5') ื•/ืื• ื”ืกื•ืฃ (3') ืฉืœ ื”ืจืฆืฃ ื”ื‘ื™ื•ืœื•ื’ื™ ื‘ืคื•ืขืœ ื‘ืื•ืจืš ืžืœื
ืื™ื ื• ืงื™ื™ื ื‘ืจืฆืฃ ื”ืงืœื˜ (ืจืื” DL Kolbe ื•-SR Eddy, Bioinformatics, 25:1236-1243,
2009). ื”ืชื ื”ื’ื•ืช ื–ื• ืžื•ืคืขืœืช ื›ื‘ืจื™ืจืช ืžื—ื“ืœ, ืืš ื ื™ืชืŸ ืœื‘ื˜ืœ ืื•ืชื” ื‘ืืžืฆืขื•ืช --notrunc. ื‘ืงื•ื“ื
ื’ื™ืจืกืื•ืช ืฉืœ cmalign ืžื” ื”ื™ื --ืชึทืช ื ื“ืจืฉื” ืืคืฉืจื•ืช ืœื˜ืคืœ ื›ืจืื•ื™ ื‘ืงืฆื•ืฅ
ืจืฆืคื™ื. ื” --ืชึทืช ื”ืืคืฉืจื•ืช ืขื“ื™ื™ืŸ ื–ืžื™ื ื” ื‘ื’ืจืกื” ื–ื•, ืืš ืฉื™ื˜ืช ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื—ื“ืฉื”
ืœื˜ื™ืคื•ืœ ื‘ืจืฆืคื™ื ืงื˜ื•ืขื™ื ืฆืจื™ืš ืœื”ื™ื•ืช ื˜ื•ื‘ ืื• ืขื“ื™ืฃ ืขืœ ืฉื™ื˜ืช ื”ืžืฉื ื” ื›ืžืขื˜
ื›ืœ ื”ืžืงืจื™ื.

ืืœ ื”ืื ื™ --mapali ื”ืืคืฉืจื•ืช ืžืืคืฉืจืช ื”ื›ืœืœื” ืฉืœ ื™ื™ืฉื•ืจ ื”ืื™ืžื•ืŸ ื”ืงื‘ื•ืข ื”ืžืฉืžืฉ ืœื‘ื ื™ื™ืช
CM ืžื”ืงื•ื‘ืฅ ื‘ืชื•ืš ื™ื™ืฉื•ืจ ื”ืคืœื˜ ืฉืœ cmalign.

ืืคืฉืจ ืœืžื–ื’ ืฉื ื™ ื™ื™ืฉื•ืจื™ื ืื• ื™ื•ืชืจ ืฉื ื•ืฆืจื• ืขืœ ื™ื“ื™ ืื•ืชื• CM ื‘ืืžืฆืขื•ืช ื”-Easel
ืžื™ื ื™-ืืคืœื™ืงืฆื™ื” esl-alimerge (ื›ืœื•ืœ ื‘ืกืคืจื™ื™ืช ื›ืŸ/ืžื™ื ื™-ืืคืœื™ืงืฆื™ื•ืช/ ืžืฉื ื” ืฉืœ Infernal). ืงื•ื“ื
ื’ื™ืจืกืื•ืช ืฉืœ cmalign ื›ืœืœื• ืืคืฉืจื•ื™ื•ืช ืœืžื™ื–ื•ื’ ื™ื™ืฉื•ืจื™ื ืืš ื”ื ื”ื•ืฆืื• ืžืฉื™ืžื•ืฉ
ืคื™ืชื•ื— ืฉืœ esl-alimerge, ืฉื”ื•ื ื™ืขื™ืœ ื™ื•ืชืจ ื‘ื–ื™ื›ืจื•ืŸ ื‘ืื•ืคืŸ ืžืฉืžืขื•ืชื™.

ื›ื‘ืจื™ืจืช ืžื—ื“ืœ, cmalign ื™ื•ืฆื™ื ืืช ื”ื™ื™ืฉื•ืจ ืœ-stdout. ื ื™ืชืŸ ืœื ืชื‘ ืืช ื”ื™ื™ืฉื•ืจ ืžื—ื“ืฉ
ืœืงื•ื‘ืฅ ืคืœื˜ ืขื -o ืื•ึนืคึผึฐืฆึดื™ึธื”. ืขื -ืื•, ืžื™ื“ืข ืขืœ ื›ืœ ืžื™ื•ืฉืจ
ืจืฆืฃ, ื›ื•ืœืœ ื ื™ืงื•ื“ ื•ื’ื‘ื•ืœื•ืช ื™ื™ืฉื•ืจ ืžื•ื“ืœ, ื™ื•ื“ืคืก ืœ-stdout (ืขื•ื“
ืขืœ ื–ื” ืœืžื˜ื”).

ื™ื™ืฉื•ืจ ื”ืคืœื˜ ื™ื”ื™ื” ื‘ืคื•ืจืžื˜ ืฉื˜ื•ืงื”ื•ืœื ื›ื‘ืจื™ืจืช ืžื—ื“ืœ. ื ื™ืชืŸ ืœืฉื ื•ืช ื–ืืช ืœ-Pfam,
ืคื•ืจืžื˜ FASTA (AFA), A2M, Clustal ืื• Phylip ืžื™ื•ืฉืจ ื‘ืืžืฆืขื•ืช ื” -- ืคื•ืจืžื˜ ืื•ึนืคึผึฐืฆึดื™ึธื”,
ืื™ืคื” ื”ื•ื ื”ืฉื ืฉืœ ื”ืคื•ืจืžื˜ ื”ืจืฆื•ื™. ื›ืžืงืจื” ืžื™ื•ื—ื“, ืื ื™ื™ืฉื•ืจ ื”ืคืœื˜
ื”ื•ื ื’ื“ื•ืœ (ื™ื•ืชืจ ืž-10,000 ืจืฆืคื™ื ืื• ื™ื•ืชืจ ืž-10,000,000 ื ื•ืงืœืื•ื˜ื™ื“ื™ื ื‘ืกืš ื”ื›ืœ) ืžืืฉืจ
ืคื•ืจืžื˜ ื”ืคืœื˜ ื™ื”ื™ื” ื‘ืคื•ืจืžื˜ Pfam, ื›ืืฉืจ ื›ืœ ืจืฆืฃ ื™ื•ืคื™ืข ื‘ืฉื•ืจื” ืื—ืช, ืขื‘ื•ืจ
ืกื™ื‘ื•ืช ืฉืœ ื™ืขื™ืœื•ืช ื–ื™ื›ืจื•ืŸ. ืขื‘ื•ืจ ื™ื™ืฉื•ืจื™ื ื’ื“ื•ืœื™ื ืžื–ื”, ื‘ืืžืฆืขื•ืช --ืื ื™ ืขื–ื‘ืชื™ ื™ื›ืจื™ื—
ืคื•ืจืžื˜ ืฉื˜ื•ืงื”ื•ืœื ืžืฉื•ืœื‘, ืืš ื”ืžืฉืชืžืฉ ืฆืจื™ืš ืœื”ื™ื•ืช ืžื•ื“ืข ืœื›ืš ืฉื–ื” ืขืฉื•ื™ ืœื“ืจื•ืฉ ื”ืจื‘ื”
ื–ื™ื›ืจื•ืŸ. --ืื ื™ ืขื–ื‘ืชื™ ื™ืขื‘ื•ื“ ืจืง ืขื‘ื•ืจ ื™ื™ืฉื•ืจื™ื ืฉืœ ืขื“ 100,000 ืจืฆืคื™ื ืื• 100,000,000
ืกืš ื”ื ื•ืงืœืื•ื˜ื™ื“ื™ื.

ืื ืคื•ืจืžื˜ ื™ื™ืฉื•ืจ ื”ืคืœื˜ ื”ื•ื ืฉื˜ื•ืงื”ื•ืœื ืื• Pfam, ื™ื™ืฉื•ืจ ื”ืคืœื˜ ื™ื”ื™ื”
ืžื‘ื•ืืจ ืขื ื”ืกืชื‘ืจื•ื™ื•ืช ืื—ื•ืจื™ื•ืช ืืฉืจ ืžืขืจื™ื›ื•ืช ืืช ืจืžืช ื”ื‘ื™ื˜ื—ื•ืŸ ืฉืœ ื›ืœ ืžื™ื•ืฉืจ
ื ื•ืงืœืื•ื˜ื™ื“. ื”ืขืจื” ื–ื• ืžื•ืคื™ืขื” ื›ืฉื•ืจื•ืช ื”ืžืชื—ื™ืœื•ืช ื‘-"#=GR PP", ืื—ื“ ืœื›ืœ
ืจืฆืฃ, ื›ืœ ืื—ื“ ืžื™ื“ ืžืชื—ืช ืœืจืฆืฃ ื”ืžื™ื•ืฉืจ ื”ืžืชืื™ื " ".
ืœืชื•ื•ื™ื ื‘ืงื•ื•ื™ PP ื™ืฉ 12 ืขืจื›ื™ื ืืคืฉืจื™ื™ื: "0-9", "*", ืื• ".". ืื ".", ื”ืžื™ืงื•ื
ืžืชืื™ื ืœืคืขืจ ื‘ืจืฆืฃ. ืขืจืš ืฉืœ "0" ืžืฆื™ื™ืŸ ื”ืกืชื‘ืจื•ืช ืื—ื•ืจื™ืช ืฉืœ
ื‘ื™ืŸ 0.0 ืœ-0.05, "1" ืžืฆื™ื™ืŸ ื‘ื™ืŸ 0.05 ืœ-0.15, "2" ืžืฆื™ื™ืŸ ื‘ื™ืŸ 0.15 ืœ-
0.25 ื•ื›ืŸ ื”ืœืื” ืขื“ "9" ื”ืžืฆื™ื™ืŸ ื‘ื™ืŸ 0.85 ืœ-0.95. ืขืจืš ืฉืœ "*" ืžืฆื™ื™ืŸ ื
ื”ืกืชื‘ืจื•ืช ืื—ื•ืจื™ืช ืฉืœ ื‘ื™ืŸ 0.95 ืœ-1.0. ื”ืกืชื‘ืจื•ื™ื•ืช ืื—ื•ืจื™ื•ืช ื’ื‘ื•ื”ื•ืช ื™ื•ืชืจ ืžืชืื™ืžื•ืช
ืœื‘ื™ื˜ื—ื•ืŸ ืจื‘ ื™ื•ืชืจ ืฉื”ื ื•ืงืœืื•ื˜ื™ื“ ื”ืžื™ื•ืฉืจ ืฉื™ื™ืš ืœืžืงื•ื ื‘ื• ื”ื•ื ืžื•ืคื™ืข ื‘
ื™ื™ืฉื•ืจ. ืขื --ืœื ืจืฆื•ืขื•ืช, ื”ื—ื™ืฉื•ื‘ ืฉืœ ื”ื”ืกืชื‘ืจื•ื™ื•ืช ื”ืื—ื•ืจื™ื•ืช ืœื•ืงื— ื‘ื—ืฉื‘ื•ืŸ ื”ื›ืœ
ื™ื™ืฉื•ืจ ืืคืฉืจื™ ืฉืœ ืจืฆืฃ ื”ืžื˜ืจื” ืœ-CM. ืœึฐืœึนื --ืœื ืจืฆื•ืขื•ืช (ื›ืœื•ืžืจ ื›ื‘ืจื™ืจืช ืžื—ื“ืœ
ื‘ืžืฆื‘), ื”ื—ื™ืฉื•ื‘ ืžืชื™ื™ื—ืก ืจืง ืœื™ื™ืฉื•ืจื™ื ืืคืฉืจื™ื™ื ื‘ืชื•ืš ืคืกื™ HMM. ื ื•ืกืฃ,
ื”ื”ืกืชื‘ืจื•ื™ื•ืช ื”ืื—ื•ืจื™ื•ืช ืžื•ืชื ื•ืช ื‘ืžืฆื‘ ื”ืงื˜ื™ืขื” ืฉืœ ื”ื™ื™ืฉื•ืจ. ืœ
ืœื“ื•ื’ืžื”, ืื ื™ื™ืฉื•ืจ ื”ืจืฆืฃ ืงื˜ื•ืข 5', ืขืจืš PP ืฉืœ "9" ืžืฆื™ื™ืŸ ื‘ื™ืŸ
0.85 ื•-0.95 ืžื›ืœ ื™ื™ืฉื•ืจื™ 5' ื”ืงื˜ื•ืขื™ื ื›ื•ืœืœื™ื ืืช ื”ื ื•ืงืœืื•ื˜ื™ื“ ื”ื ืชื•ืŸ ื‘ื ืชื•ืŸ
ืขืžื“ื”. ื ื™ืชืŸ ืœื›ื‘ื•ืช ืืช ื”ื”ืขืจื” ื”ืื—ื•ืจื™ืช ื‘ืืžืฆืขื•ืช ื”- --ืื™ืŸ ื‘ืขื™ื” ืื•ึนืคึผึฐืฆึดื™ึธื”. ืื --ืงึธื˜ึธืŸ
ืžื•ืคืขืœ, ื™ืฉ ืœื›ื‘ื•ืช ื’ื ืืช ื”ื”ืขืจื” ื”ืื—ื•ืจื™ืช ื‘ืืžืฆืขื•ืช --ืื™ืŸ ื‘ืขื™ื”.

ื”ืคืœื˜ ื”ื˜ื‘ืœืื™ ืฉืžื•ื“ืคืก ืœ-stdout ืื -o ื”ืืคืฉืจื•ืช ืžืฉืžืฉืช ื›ื•ืœืœ ืฉื•ืจื” ืื—ืช
ืœื›ืœ ืจืฆืฃ ื•ืฉื ื™ื ืขืฉืจ ืฉื“ื•ืช ื‘ืฉื•ืจื”: "idx": ืื™ื ื“ืงืก ื”ืจืฆืฃ ื‘ืงืœื˜
file, "seq name": ืฉื ื”ืจืฆืฃ; "ืื•ืจืš": ืื•ืจืš ื”ืจืฆืฃ; "ืก"ืž ืž" ื•
"cm to": ืขืžื“ื•ืช ื”ื”ืชื—ืœื” ื•ื”ืกื™ื•ื ืฉืœ ื”ื“ื’ื ืฉืœ ื”ื™ื™ืฉื•ืจ; "trunc": "ืœื" ืื ื”ืจืฆืฃ
ืื™ื ื• ืงื˜ื•ืข, "5'" ืื ืชื—ื™ืœืช ื”ืจืฆืฃ ืงื˜ื•ืขื” 5', "3'" ืื ืกื•ืฃ
ื”ืจืฆืฃ ืงื˜ื•ืข, ื•-"5'&3'" ืื ื”ืŸ ื”ื”ืชื—ืœื” ื•ื”ืŸ ื”ืกื•ืฃ ืงื˜ื•ืขื™ื;
"bit sc": ืฆื™ื•ืŸ ื”ืกื™ื‘ื™ื•ืช ืฉืœ ื”ื™ื™ืฉื•ืจ, "ืžืžื•ืฆืข pp" ื”ื”ืกืชื‘ืจื•ืช ื”ืื—ื•ืจื™ืช ื”ืžืžื•ืฆืขืช ืฉืœ
ื›ืœ ื”ื ื•ืงืœืื•ื˜ื™ื“ื™ื ื”ืžื™ื•ืฉืจื™ื ื‘ื™ื™ืฉื•ืจ; "ื—ืฉื‘ื•ืŸ ื”ืœื”ืงื”", "ื™ื™ืฉื•ืจ" ื•"ืกืš ื”ื›ืœ": ื”ื–ืžืŸ
ื‘ืฉื ื™ื•ืช ื”ื ื“ืจืฉื•ืช ืœื—ื™ืฉื•ื‘ ืคืกื™ HMM, ืžื—ืฉื•ื‘ ื”ื™ื™ืฉื•ืจ ื•ื”ืฉืœืžื”
ืขื™ื‘ื•ื“ ื”ืจืฆืฃ, ื‘ื”ืชืืžื”; "mem (Mb)": ื”ื’ื•ื“ืœ ื‘-Mb ืฉืœ ื›ืœ ื“ื™ื ืžื™
ืžื˜ืจื™ืฆื•ืช ืชื›ื ื•ืช ื”ื ื“ืจืฉื•ืช ืœื™ื™ืฉื•ืจ ื”ืจืฆืฃ. ื ื™ืชืŸ ืœืฉืžื•ืจ ืืช ื”ื ืชื•ื ื™ื ื”ื˜ื‘ืœืื™ื™ื ื”ืœืœื•
ืœืชื™ื™ืง ืขื --sfile ืื•ึนืคึผึฐืฆึดื™ึธื”.

ืืคืฉืจื•ื™ื•ืช


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

-o ืฉืžื•ืจ ืืช ื”ื™ื™ืฉื•ืจ ื‘ืคื•ืจืžื˜ ืฉื˜ื•ืงื”ื•ืœื ืœืงื•ื‘ืฅ . ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื ืœื›ืชื•ื‘ ืืช ื–ื”
ืœืชืคื•ืงื” ืจื’ื™ืœื”.

-g ื”ื’ื“ืจ ืืช ื”ืžื•ื“ืœ ืœื™ื™ืฉื•ืจ ื’ืœื•ื‘ืœื™ ืฉืœ ืžื•ื“ืœ ื”ืฉืื™ืœืชื” ืœื™ืขื“
ืจืฆืคื™ื. ื›ื‘ืจื™ืจืช ืžื—ื“ืœ, ื”ืžื•ื“ืœ ืžื•ื’ื“ืจ ืœื™ื™ืฉื•ืจ ืžืงื•ืžื™. ืžึฐืงื•ึนืžึดื™
ื™ื™ืฉื•ืจื™ื ื™ื›ื•ืœื™ื ืœื”ื›ื™ืœ ื”ื•ืกืคื•ืช ื•ืžื—ื™ืงื•ืช ื’ื“ื•ืœื•ืช ื”ื ืงืจืื•ืช "ืงืฆื•ื•ืช ืžืงื•ืžื™ื™ื" ื‘-
ืžื‘ื ื” ืฉื™ืฉ ืœื”ืขื ื™ืฉ ืื—ืจืช ืžืืฉืจ ืื™ื ื“ืœืก ืจื’ื™ืœ. ืืœื” ืžืกื•ืžื ื™ื ื›
ืขืžื•ื“ื•ืช "~" ื‘ืงื• ื”-RF ืฉืœ ื™ื™ืฉื•ืจ ื”ืคืœื˜. ื” -g ื ื™ืชืŸ ืœื”ืฉืชืžืฉ ื‘ืืคืฉืจื•ืช
ืœื ืœืืคืฉืจ ืืช ื”ืžื˜ืจื•ืช ื”ืžืงื•ืžื™ื•ืช ื”ืœืœื•. ื” -g ื ื“ืจืฉืช ืืคืฉืจื•ืช ืื ื” --ืชึทืช ืืคืฉืจื•ืช ื”ื™ื ื’ื
ืžึฐืฉืื•ึผืžึธืฉื.

ืืคืฉืจื•ื™ื•ืช ืขื‘ื•ืจ ืฉืœื™ื˜ื” LA ื™ื™ืฉื•ืจ ืึทืœื’ื•ึนืจึดื™ืชึฐื


--optacc
ื™ื™ืฉืจ ืจืฆืคื™ื ื‘ืืžืฆืขื•ืช ืืœื’ื•ืจื™ืชื ื”ื“ื™ื•ืง ื”ืื•ืคื˜ื™ืžืœื™ ืฉืœ ื“ื•ืจื‘ื™ืŸ/ื”ื•ืœืžืก. ื–ื”
ื‘ึผึฐืจึดื™ืจึทืช ืžึถื—ื“ึธืœ. ื™ื™ืฉื•ืจ ื”ื“ื™ื•ืง ื”ืื•ืคื˜ื™ืžืœื™ ื™ื•ื’ื‘ืœ ืขืœ ื™ื“ื™ ืœื”ืงื•ืช HMM ืขื‘ื•ืจ
ื”ืืฆื” ืืœื ืื ื›ืŸ --ืœื ืจืฆื•ืขื•ืช ื”ืืคืฉืจื•ืช ืžื•ืคืขืœืช. ื”ื“ื™ื•ืง ื”ืื•ืคื˜ื™ืžืœื™
ื”ืืœื’ื•ืจื™ืชื ืงื•ื‘ืข ืืช ื”ื™ื™ืฉื•ืจ ืฉืžืžืงืกื ืืช ื”ื”ืกืชื‘ืจื•ื™ื•ืช ื”ืื—ื•ืจื™ื•ืช ืฉืœ
ื”ื ื•ืงืœืื•ื˜ื™ื“ื™ื ื”ืžื™ื•ืฉืจื™ื ื‘ืชื•ื›ื•. ื”ื”ืกืชื‘ืจื•ื™ื•ืช ื”ืื—ื•ืจื™ื•ืช ื ืงื‘ืขื•ืช ื‘ืืžืฆืขื•ืช
ื’ืจืกืื•ืช (ืื•ืœื™ HMM banded) ืฉืœ ื”ืืœื’ื•ืจื™ืชืžื™ื Inside ื•-Outside.

--cyk ืื™ืŸ ืœื”ืฉืชืžืฉ ื‘ื™ื™ืฉื•ืจ ื”ื“ื™ื•ืง ื”ืื•ืคื˜ื™ืžืœื™ ืฉืœ ื“ื•ืจื‘ื™ืŸ/ื”ื•ืœืžืก ื›ื“ื™ ืœื™ื™ืฉืจ ืืช ื”ืจืฆืคื™ื,
ื‘ืžืงื•ื ื–ืืช ื”ืฉืชืžืฉ ื‘ืืœื’ื•ืจื™ืชื CYK ืฉืงื•ื‘ืข ืืช ื”ื ื™ืงื•ื“ ื”ืื•ืคื˜ื™ืžืœื™ (ืžืงืกื™ืžื•ื
ืกื‘ื™ืจื•ืช) ื™ื™ืฉื•ืจ ื”ืจืฆืฃ ืœืžื•ื“ืœ, ื‘ื”ื™ื ืชืŸ ืœื”ืงื•ืช HMM (ืืœื ืื ื›ืŸ
--ืœื ืจืฆื•ืขื•ืช ืžื•ืคืขืœ ื’ื).

--ืœึดื˜ืขื•ึนื
ื“ื’ื•ื ื™ื™ืฉื•ืจ ืžื”ื”ืคืฆื” ื”ืื—ื•ืจื™ืช ืฉืœ ื”ื™ื™ืฉื•ืจื™ื. ื”ืื—ื•ืจื™
ื”ื”ืคืฆื” ื ืงื‘ืขืช ื‘ืืžืฆืขื•ืช ืคืก HMM (ืืœื ืื ื›ืŸ --ืœืœื ืคืกื™ื) ื’ืจืกื” ืฉืœ
ืืœื’ื•ืจื™ืชื ืคื ื™ืžื™.

--ื–ึถืจึทืข
ื–ืจืขื™ ืืช ืžื—ื•ืœืœ ื”ืžืกืคืจื™ื ื”ืืงืจืื™ื™ื ืขื , ืžืกืคืจ ืฉืœื >= 0. ืืคืฉืจื•ืช ื–ื• ื™ื›ื•ืœื” ืจืง
ืœืฉืžืฉ ื‘ืฉื™ืœื•ื‘ ืขื --ืœึดื˜ืขื•ึนื. 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 ื”ื™ื 181.

--notrunc
ื›ื‘ื” ืืœื’ื•ืจื™ืชืžื™ ื™ื™ืฉื•ืจ ืงื˜ื•ืขื™ื. ื›ืœ ื”ืจืฆืคื™ื ื‘ืงื•ื‘ืฅ ื”ืงืœื˜ ื™ื”ื™ื•
ื”ื”ื ื—ื” ื”ื™ื ื‘ืื•ืจืš ืžืœื, ืืœื ืื ื›ืŸ --ืชึทืช ืžืฉืžืฉ ื’ื, ื•ื‘ืžืงืจื” ื–ื” ื”ืชื•ื›ื ื™ืช ื™ื›ื•ืœื”
ืขื“ื™ื™ืŸ ืžื˜ืคืœ ื‘ืจืฆืคื™ื ืงื˜ื•ืขื™ื ืืš ื™ืฉืชืžืฉ ื‘ืืกื˜ืจื˜ื’ื™ื” ื—ืœื•ืคื™ืช ืขื‘ื•ืจื
ื™ื™ืฉื•ืจ.

--ืชึทืช ื”ืคืขืœ ืืช ื”ืœื™ืš ื”ื‘ื ื™ื™ื” ื•ื”ื™ื™ืฉื•ืจ ืฉืœ ืชืช ื”ื“ื’ื. ืขื‘ื•ืจ ื›ืœ ืจืฆืฃ, an
HMM ืžืฉืžืฉ ืœืจืืฉื•ื ื” ื›ื“ื™ ืœื—ื–ื•ืช ืืช ืขืžื•ื“ื•ืช ื”ื”ืชื—ืœื” ื•ื”ืกื™ื•ื ืฉืœ ื”ืžื•ื“ืœ, ื•ืขืžื•ื“ื” ื—ื“ืฉื”
ืชืช CM ื ื‘ื ื” ืฉืจืง ืžื“ื’ืžืŸ ืขืžื•ื“ื•ืช ืงื•ื ืฆื ื–ื•ืก ืžื”ื”ืชื—ืœื” ื•ืขื“ ื”ืกื•ืฃ. ื”
ื”ืจืฆืฃ ืžื™ื•ืฉืจ ืœืื—ืจ ืžื›ืŸ ืœ-CM ื”ืžืฉื ื” ื”ื–ื”. ื™ื™ืฉื•ืจ ืžืฉื ื” ื”ื™ื ืฉื™ื˜ื” ื™ืฉื ื” ื™ื•ืชืจ ืžื”-
ื‘ืจื™ืจืช ืžื—ื“ืœ ืœื™ื™ืฉื•ืจ ืจืฆืคื™ื ืฉืื•ืœื™ ืงื˜ื•ืขื™ื. ื›ื‘ืจื™ืจืช ืžื—ื“ืœ, cmalign
ืžืฉืชืžืฉ ื‘ืืœื’ื•ืจื™ืชืžื™ DP ืžื™ื•ื—ื“ื™ื ื›ื“ื™ ืœื˜ืคืœ ื‘ืจืฆืคื™ื ืงื˜ื•ืขื™ื ืฉืืžื•ืจื™ื ืœื”ื™ื•ืช ื™ื•ืชืจ
ืžื“ื•ื™ืง ื™ื•ืชืจ ืžืฉื™ื˜ืช ื”ืžืฉื ื” ื‘ืจื•ื‘ ื”ืžืงืจื™ื. --ืชึทืช ืขื“ื™ื™ืŸ ื ื›ืœืœ ื›ืื•ืคืฆื™ื”
ื‘ืขื™ืงืจ ืœื‘ื“ื™ืงื” ืžื•ืœ ื˜ื™ืคื•ืœ ื‘ืจืฆืฃ ืงืฆื•ืฅ ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื–ื”. "ืชืช CM" ื–ื”
ื”ื”ืœื™ืš ืื™ื ื• ื–ื”ื” ืœ"ืžืฉื ื” CMs" ืฉืชื•ืืจื• ืขืœ ื™ื“ื™ ื•ื™ื™ื ื‘ืจื’ ื•-Ruzo.

ืืคืฉืจื•ื™ื•ืช ืขื‘ื•ืจ ืฉืœื™ื˜ื” ืกืคื™ื“ ื• ื–ื™ื›ืจื•ืŸ ื“ืจื™ืฉื•ืช


--hbanded
ืืคืฉืจื•ืช ื–ื• ืžื•ืคืขืœืช ื›ื‘ืจื™ืจืช ืžื—ื“ืœ. ื”ืืฅ ืืช ื”ื™ื™ืฉื•ืจ ืขืœ ื™ื“ื™ ื—ื™ืชื•ืš ืื–ื•ืจื™ื
ืฉืœ ืžื˜ืจื™ืฆืช CM DP ืฉื ื—ืฉื‘ื™ื ื–ื ื™ื—ื™ื ืขืœ ื™ื“ื™ HMM. ืจืืฉื™ืช, ื›ืœ ืจืฆืฃ ื”ื•ื
ื ื™ืงื•ื“ ืขื ืชื•ื›ื ื™ืช CM 9 HMM ื”ื ื’ื–ืจืช ืžื”-CM ื‘ืืžืฆืขื•ืช HMM ืงื“ื™ืžื” ื•ืื—ื•ืจื”
ืืœื’ื•ืจื™ืชืžื™ื ืœื—ื™ืฉื•ื‘ ื”ืกืชื‘ืจื•ื™ื•ืช ืื—ื•ืจื™ื•ืช ืฉื›ืœ ื ื•ืงืœืื•ื˜ื™ื“ ืžืชื™ื™ืฉืจ ืœื›ืœ ืื—ืช ืžื”ืŸ
ืžืฆื‘ ื”-HMM. ื”ื”ืกืชื‘ืจื•ื™ื•ืช ื”ืื—ื•ืจื™ื•ืช ื”ืœืœื• ืžืฉืžืฉื•ืช ืœื’ื–ื™ืจืช ืื™ืœื•ืฆื™ื
(ืœื”ืงื•ืช) ืขืœ ืžื˜ืจื™ืฆืช CM DP. ืœื‘ืกื•ืฃ, ืจืฆืฃ ื”ื™ืขื“ ืžื™ื•ืฉืจ ืœ-CM
ื‘ืืžืฆืขื•ืช ืžื˜ืจื™ืฆืช ื”-DP banded, ืฉื‘ืžื”ืœื›ื” ืžืชืขืœืžื™ื ืžืชืื™ื ืžื—ื•ืฅ ืœืจืฆื•ืขื•ืช.
ื‘ื“ืจืš ื›ืœืœ ืจื•ื‘ ืžื˜ืจื™ืฆืช ื”-DP ื”ืžืœืื” ื ืžืฆืืช ืžื—ื•ืฅ ืœืจืฆื•ืขื•ืช (ืœืขืชื™ื ืงืจื•ื‘ื•ืช ื™ื•ืชืจ ืž-95%),
ืžื” ืฉื”ื•ืคืš ืืช ื”ื˜ื›ื ื™ืงื” ื”ื–ื• ืœืžื”ื™ืจื” ื™ื•ืชืจ ืžื›ื™ื•ื•ืŸ ืฉื ื“ืจืฉื™ื ืคื—ื•ืช ื—ื™ืฉื•ื‘ื™ DP, ื•ื™ื•ืชืจ
ื™ืขื™ืœ ื‘ื–ื™ื›ืจื•ืŸ ืžื›ื™ื•ื•ืŸ ืฉืฆืจื™ืš ืœื”ืงืฆื•ืช ืจืง ืชืื™ื ื‘ืชื•ืš ื”ืจืฆื•ืขื•ืช.

ื—ืฉื•ื‘ ืœืฆื™ื™ืŸ, ืคืกื™ HMM ืžืงืจื™ื‘ ืืช ื”ืขืจื‘ื•ืช ืœืงื‘ื™ืขืช ื”ืื•ืคื˜ื™ืžืœื™ืช
ื™ื™ืฉื•ืจ ืžื“ื•ื™ืง ืื• ืื•ืคื˜ื™ืžืœื™, ืืฉืจ ื™ื—ืกืจ ืื ื”ื•ื ื ืžืฆื ืžื—ื•ืฅ ืœืจืฆื•ืขื•ืช.
ื”-tau paramater ื”ื•ื ื›ืžื•ืช ืžืกืช ื”ื”ืกืชื‘ืจื•ืช ื”ื ื—ืฉื‘ืช ื–ื ื™ื—ื” ื‘ืžื”ืœืš
ื—ื™ืฉื•ื‘ ืจืฆื•ืขืช HMM; ืขืจื›ื™ื ื ืžื•ื›ื™ื ื™ื•ืชืจ ืฉืœ ื˜ืื• ืžื ื™ื‘ื™ื ืžื”ื™ืจื•ืช ื’ื‘ื•ื”ื” ื™ื•ืชืจ ืืš ื’ื ื’ื“ื•ืœื” ื™ื•ืชืจ
ืกื™ื›ื•ื™ ืœื”ื—ืžื™ืฅ ืืช ื”ื™ื™ืฉื•ืจ ื”ืื•ืคื˜ื™ืžืœื™. ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื˜ืื• ื”ื™ื 1E-7, ื ืงื‘ืข
ืžื‘ื—ื™ื ื” ืืžืคื™ืจื™ืช ื‘ืชื•ืจ ืคืฉืจื” ื˜ื•ื‘ื” ื‘ื™ืŸ ืจื’ื™ืฉื•ืช ืœืžื”ื™ืจื•ืช, ืื ื›ื™ ืขืจืš ื–ื” ื™ื›ื•ืœ
ืœื”ืฉืชื ื•ืช ืขื --ื˜ืื• ืื•ึนืคึผึฐืฆึดื™ึธื”. ืจืžืช ื”ืชืื•ืฆื” ืขื•ืœื” ืขื
ื’ื ืื•ืจืš ื•ื’ื ืจืžืช ืฉื™ืžื•ืจ ื”ืจืฆืฃ ื”ืจืืฉื•ื ื™ืช ืฉืœ ื”ืžืฉืคื—ื”. ืœื“ื•ื’ืžื”,
ืขื ื‘ืจื™ืจืช ื”ืžื—ื“ืœ tau ืฉืœ 1E-7, ืžื•ื“ืœื™ื tRNA (ืฉื™ืžื•ืจ ืจืฆืฃ ืจืืฉื•ื ื™ ื ืžื•ืš ืขื
ืื•ืจืš ืฉืœ ื›-75 ื ื•ืงืœืื•ื˜ื™ื“ื™ื) ืžืจืื™ื ืชืื•ืฆื” ืฉืœ ืคื™ 10 ื‘ืขืจืš, ื•-rRNA ื—ื™ื™ื“ืงื™ SSU
ืžื•ื“ืœื™ื (ืฉื™ืžื•ืจ ืจืฆืฃ ืจืืฉื•ื ื™ ื’ื‘ื•ื” ื‘ืื•ืจืš ืฉืœ ื›-1500 ื ื•ืงืœืื•ื˜ื™ื“ื™ื)
ื”ืฆื’ ื‘ืขืจืš 700X. ื ื™ืชืŸ ืœื›ื‘ื•ืช ืคืกื™ื ืฉืœ HMM ืขื --ืœื ืจืฆื•ืขื•ืช ืื•ึนืคึผึฐืฆึดื™ึธื”.

--ื˜ืื•
ื”ื’ื“ืจ ืืช ื”ื”ืกืชื‘ืจื•ืช ืœืื•ื‘ื“ืŸ ื–ื ื‘ ื”ืžืฉืžืฉ ื‘ืžื”ืœืš ื—ื™ืฉื•ื‘ ืจืฆื•ืขืช HMM ืœ . ื–ื”
ื›ืžื•ืช ืžืกืช ื”ื”ืกืชื‘ืจื•ืช ื‘ืชื•ืš ื”ื”ืกืชื‘ืจื•ื™ื•ืช ื”ืื—ื•ืจื™ื•ืช ืฉืœ HMM ื›ืœื•ืžืจ
ื ื—ืฉื‘ ื–ื ื™ื—. ืขืจืš ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื•ื 1E-7. ื‘ืื•ืคืŸ ื›ืœืœื™, ืขืจื›ื™ื ื’ื‘ื•ื”ื™ื ื™ื•ืชืจ ื™ื”ื™ื•
ืœื’ืจื•ื ืœืชืื•ืฆื” ื’ื“ื•ืœื” ื™ื•ืชืจ, ืืš ืœื”ื’ื“ื™ืœ ืืช ื”ืกื™ื›ื•ื™ ืœื”ื—ืžื™ืฅ ืืช ื”ืื•ืคื˜ื™ืžืœื™
ื™ื™ืฉื•ืจ ืขืงื‘ ืคืกื™ HMM.

--mxsize
ื”ื’ื“ืจ ืืช ื’ื•ื“ืœ ืžื˜ืจื™ืฆืช DP ื”ื›ื•ืœืœ ื”ืžืงืกื™ืžืœื™ ืœ ืžื’ื” ื‘ื™ื™ื˜. ื›ื‘ืจื™ืจืช ืžื—ื“ืœ ื–ื”
ื”ื’ื•ื“ืœ ื”ื•ื 1028 ืžื’ื”-ื‘ื™ื˜. ื–ื” ืฆืจื™ืš ืœื”ื™ื•ืช ืžืกืคื™ืง ื’ื“ื•ืœ ืขื‘ื•ืจ ื”ืจื•ื‘ ื”ืžื›ืจื™ืข ืฉืœ ื”ื™ื™ืฉื•ืจื™ื,
ืื•ืœื ืื ืœื cmalign ื™ื ืกื” ืœื”ื“ืง ื‘ืื•ืคืŸ ืื™ื˜ืจื˜ื™ื‘ื™ ืืช ืคืกื™ HMM
ืžืฉืชืžืฉ ื›ื“ื™ ืœื”ื’ื‘ื™ืœ ืืช ื”ื™ื™ืฉื•ืจ ืขืœ ื™ื“ื™ ื”ืขืœืืช ื”ืคืจืžื˜ืจ tau ื•ื—ื™ืฉื•ื‘ ืžื—ื“ืฉ ืฉืœ
ืœื”ืงื•ืช ืขื“ ืฉื’ื•ื“ืœ ื”ืžื˜ืจื™ืฆื” โ€‹โ€‹ื”ื›ื•ืœืœ ื”ื“ืจื•ืฉ ื™ื•ืจื“ ืžืชื—ืช ืžื’ื” ื‘ื™ื™ื˜ ืื• ืžืงืกื™ืžื•ื
ืขืจืš ื˜ืื• ืžื•ืชืจ (0.05 ื›ื‘ืจื™ืจืช ืžื—ื“ืœ, ืืš ื ื™ืชืŸ ืœืฉื™ื ื•ื™ ืขื --ืžืงืกื˜ืื•) ืžื’ื™ืข. ื‘ึผึฐ
ื›ืœ ืื™ื˜ืจืฆื™ื” ืฉืœ ื”ื™ื“ื•ืง ื”ืจืฆื•ืขื”, ื˜ืื• ืžื•ื›ืคืœ ื‘-2.0. ื”ืœื”ืงื” ืžืชื”ื“ืงืช
ื ื™ืชืŸ ืœื›ื‘ื•ืช ืืช ื”ืืกื˜ืจื˜ื’ื™ื” ืขื ื” --fixedtau ืื•ึนืคึผึฐืฆึดื™ึธื”. ืื ื”ื˜ืื• ื”ืžืงืกื™ืžืœื™ ื”ื•ื
ื”ื’ื™ืข ื•ื’ื•ื“ืœ ื”ืžื˜ืจื™ืฆื” โ€‹โ€‹ื”ื ื“ืจืฉ ืขื“ื™ื™ืŸ ื—ื•ืจื’ ืื• ืื ืคืก HMM ืื™ื ื•
ื‘ืฉื™ืžื•ืฉ ื•ื’ื•ื“ืœ ื”ืžื˜ืจื™ืฆื” โ€‹โ€‹ื”ื ื“ืจืฉ ื—ื•ืจื’ ืื– cmalign ื™ื™ืฆื
ื‘ื˜ืจื ืขืช ื•ืœื“ื•ื•ื— ืขืœ ื”ื•ื“ืขืช ืฉื’ื™ืื” ืฉื”ืžื˜ืจื™ืงืก ื—ืจื’ ืžื”ืžืงืกื™ืžื•ื ืฉืœื”
ื’ื•ื“ืœ ืžื•ืชืจ. ื‘ืžืงืจื” ื–ื”, ื” --mxsize ื ื™ืชืŸ ืœื”ืฉืชืžืฉ ื›ื“ื™ ืœื”ืขืœื•ืช ืืช ืžื’ื‘ืœืช ื”ื’ื•ื“ืœ ืื•
ื ื™ืชืŸ ืœื”ืขืœื•ืช ืืช ื”ื˜ืื• ื”ืžืงืกื™ืžืœื™ ืขื --ืžืงืกื˜ืื•. ื‘ื“ืจืš ื›ืœืœ ืชื—ืจื•ื’ ืžื”ืžื’ื‘ืœื”
ื›ืืฉืจ --ืœื ืจืฆื•ืขื•ืช ื”ืืคืฉืจื•ืช ืžืฉืžืฉืช ืœืœื --ืงึธื˜ึธืŸ ืืคืฉืจื•ืช, ืืš ืขื“ื™ื™ืŸ ื™ื›ื•ืœื” ืœื”ืชืจื—ืฉ
ืžืชื™ --ืœื ืจืฆื•ืขื•ืช ืื™ื ื• ื‘ืฉื™ืžื•ืฉ. ืฉื™ืžื• ืœื‘ ืฉืื cmalign ืžื•ืจืฅ ืคื ื™ืžื” ืžืกืคืจ
ื—ื•ื˜ื™ื ื‘ืžื›ื•ื ื” ืžืจื•ื‘ืช ืœื™ื‘ื•ืช ืื– ืœื›ืœ ื—ื•ื˜ ืขืฉื•ื™ื” ืœื”ื™ื•ืช ืžื˜ืจื™ืฆื” โ€‹โ€‹ืžื•ืงืฆื™ืช ืฉืœ ืœืžืขืœื”
ืœืžื“ื•ื“ Mb ื‘ื›ืœ ื–ืžืŸ ื ืชื•ืŸ.

--fixedtau
ื›ื‘ื” ืืช ืืกื˜ืจื˜ื’ื™ื™ืช ื”ื™ื“ื•ืง ืจืฆื•ืขืช HMM ื”ืžืชื•ืืจืช ื‘ื”ืกื‘ืจ ืฉืœ
--mxsize ืืคืฉืจื•ืช ืœืขื™ืœ.

--ืžืงืกื˜ืื•
ื”ื’ื“ืจ ืืช ื”ืขืจืš ื”ืžืจื‘ื™ ื”ืžื•ืชืจ ืขื‘ื•ืจ tau ื‘ืžื”ืœืš ื”ื™ื“ื•ืง ื”ืจืฆื•ืขื”, ื”ืžืชื•ืืจ ื‘-
ื”ืกื‘ืจ ืฉืœ --mxsize ืœืžืขืœื”, ืœ . ื›ื‘ืจื™ืจืช ืžื—ื“ืœ, ืขืจืš ื–ื” ื”ื•ื 0.05.

--ืœื ืจืฆื•ืขื•ืช
ืžื›ื‘ื” ืืช ืคืกื™ HMM. ื”ื”ืชืืžื” ื”ืžื•ื—ื–ืจืช ืžื•ื‘ื˜ื—ืช ืชื”ื™ื” ื”ื’ืœื•ื‘ืœื™ืช
ื”ืžื“ื•ื™ืง ื‘ืฆื•ืจื” ืื•ืคื˜ื™ืžืœื™ืช (ื›ื‘ืจื™ืจืช ืžื—ื“ืœ) ืื• ื”ืฆื™ื•ืŸ ื”ืื•ืคื˜ื™ืžืœื™ ื‘ืขื•ืœื (ืื --cyk
ืžื•ืคืขืœ). ื” --ืงึธื˜ึธืŸ ืืคืฉืจื•ืช ืžื•ืžืœืฆืช ื‘ืฉื™ืœื•ื‘ ืขื ืืคืฉืจื•ืช ื–ื•,
ื›ื™ ื™ื™ืฉื•ืจ ืกื˜ื ื“ืจื˜ื™ ืœืœื ืคืกื™ HMM ื“ื•ืจืฉ ื”ืจื‘ื” ื–ื™ื›ืจื•ืŸ (ืจืื”
--ืงึธื˜ึธืŸ ).

--ืงึธื˜ึธืŸ
ื”ืฉืชืžืฉ ื‘ืืœื’ื•ืจื™ืชื ื™ื™ืฉื•ืจ ื”ื—ืœื•ืงื” ื•ื”ื›ื‘ื•ืฉ CYK ื”ืžืชื•ืืจ ื‘-SR Eddy, BMC
ื‘ื™ื•ืื™ื ืคื•ืจืžื˜ื™ืงื” 3:18, 2002. ื” --ืœื ืจืฆื•ืขื•ืช ื™ืฉ ืœื”ืฉืชืžืฉ ื‘ืืคืฉืจื•ืช ื‘ืฉื™ืœื•ื‘ ืขื
ืืคืฉืจื•ื™ื•ืช ื–ื•. ื›ืžื• ื›ืŸ, ืžื•ืžืœืฅ ื‘ื›ืœ ืคืขื --ืœื ืจืฆื•ืขื•ืช ืžืฉืžืฉ ื‘ื–ื” --ืงึธื˜ึธืŸ is
ืžืฉืžืฉ ื’ื ื›ื™ ื™ื™ืฉื•ืจ CM ืกื˜ื ื“ืจื˜ื™ ืœืœื ืคืกื™ HMM ื“ื•ืจืฉ ื”ืจื‘ื”
ื–ื™ื›ืจื•ืŸ, ื‘ืžื™ื•ื—ื“ ืขื‘ื•ืจ RNAs ื’ื“ื•ืœื™ื. --ืงึธื˜ึธืŸ ืžืืคืฉืจ ื™ื™ืฉื•ืจ CM ื‘ืชื•ืš ืžืขืฉื™
ืžื’ื‘ืœื•ืช ื–ื™ื›ืจื•ืŸ, ืฆืžืฆื•ื ื”ื–ื™ื›ืจื•ืŸ ื”ื ื“ืจืฉ ืœื™ื™ืฉื•ืจ LSU rRNA, ื”ื’ื“ื•ืœ ื‘ื™ื•ืชืจ
RNAs ื™ื“ื•ืขื™ื, ืž-150 Gb ืขื“ ืคื—ื•ืช ืž-300 Mb. ื ื™ืชืŸ ืœื”ืฉืชืžืฉ ื‘ืืคืฉืจื•ืช ื–ื• ืจืง ื‘
ืฉื™ืœื•ื‘ ืขื --ืœื ืจืฆื•ืขื•ืช, --notrunc, ื• --cyk.

ืื•ืคืฆื™ื•ื ืืœื™ ืชืคื•ืงื” ืงื‘ืฆื™ื


--sfile
ื–ืจื•ืง ืฆื™ื•ืŸ ื™ื™ืฉื•ืจ ืœืคื™ ืจืฆืฃ ื•ืžื™ื“ืข ืชื™ืžื ื™ืช ืœืงื•ื‘ืฅ . ื”ืคื•ืจืžื˜ ืฉืœ
ืงื•ื‘ืฅ ื–ื” ืžืชื•ืืจ ืœืขื™ืœ (ื–ื” ืื•ืชื ื ืชื•ื ื™ื ื‘ืื•ืชื• ืคื•ืจืžื˜ ื›ืžื• ื”ื˜ื‘ืœื”
ืคืœื˜ stdout ื›ืืฉืจ -o ื ืขืฉื” ืฉื™ืžื•ืฉ ื‘ืื•ืคืฆื™ื”).

--tfile
ื–ืจื•ืง ืขืงื‘ื•ืช ืจืฆืฃ ื˜ื‘ืœืื™ ืขื‘ื•ืจ ื›ืœ ืจืฆืฃ ื‘ื•ื“ื“ ืœืงื•ื‘ืฅ .
ืฉื™ืžื•ืฉื™ ื‘ืขื™ืงืจ ืœื ื™ืคื•ื™ ื‘ืื’ื™ื.

--file
ื”ื•ืกืฃ ืžื™ื“ืข ืœืคื™ ืจืฆืฃ ืœืงื•ื‘ืฅ . ื”ืคื•ืจืžื˜ ืฉืœ ื”ืงื•ื‘ืฅ ื”ื•ื
ืžืชื•ืืจ ืขืœ ื™ื“ื™ ืฉื•ืจื•ืช ื”ืขืจื” ืขื ืงื™ื“ื•ืžืช "#" ื”ื›ืœื•ืœื•ืช ื‘ืจืืฉ ื”ืงื•ื‘ืฅ . ืืœ ื”ืื ื™
ื”ื›ื ืก ืžื™ื“ืข ืชืงืฃ ื’ื ื›ืืฉืจ --ื”ืชืืžื” ื‘ืœื‘ื“ ื ืขืฉื” ืฉื™ืžื•ืฉ ื‘ืื•ืคืฆื™ื”.

--elfile
dump ืœืคื™ ืจืฆืฃ ืžืฆื‘ EL (ืงืฆื” ืžืงื•ืžื™) ื”ื•ืกืฃ ืžื™ื“ืข ืœืงื•ื‘ืฅ . ื”ืคื•ืจืžื˜
ืฉืœ ื”ืงื•ื‘ืฅ ืžืชื•ืืจ ืขืœ ื™ื“ื™ ืฉื•ืจื•ืช ื”ืขืจื” ืขื ืงื™ื“ื•ืžืช "#" ื”ื›ืœื•ืœื•ืช ื‘ื—ืœืง ื”ืขืœื™ื•ืŸ ืฉืœ ื”ืงื•ื‘ืฅ
ืคื™ืœื” . ืžื™ื“ืข ื”ื•ืกืคื” ืฉืœ EL ืชืงืฃ ื’ื ื›ืืฉืจ --ื”ืชืืžื” ื‘ืœื‘ื“ ื”ืืคืฉืจื•ืช ื”ื™ื
ืžึฐืฉืื•ึผืžึธืฉื.

ืื—ืจ ืืคืฉืจื•ื™ื•ืช


--mapali
ืงื•ืจื ืืช ื”ื™ื™ืฉื•ืจ ืžื”ืงื•ื‘ืฅ ื”ืžืฉืžืฉ ืœื‘ื ื™ื™ืช ื”ืžื•ื“ืœ ืžื™ื™ืฉืจ ืื•ืชื• ื›ื™ื—ื™ื“
ืœื”ืชื ื’ื“ ืœ-CM; ืœืžืฉืœ ื”ื™ื™ืฉื•ืจ ื‘ ืžื•ื—ื–ืง ืงื‘ื•ืข. ื–ื” ืžืืคืฉืจ ืœืš
ื™ื™ืฉืจ ืจืฆืคื™ื ืœืžื•ื“ืœ ืขื cmalign ื•ืœืจืื•ืช ืื•ืชื ื‘ื”ืงืฉืจ ืฉืœ ืงื™ื™ื
ืžื”ื™ืžืŸ ื™ื™ืฉื•ืจ ืžืจื•ื‘ื”. ื—ื™ื™ื‘ ืœื”ื™ื•ืช ืงื•ื‘ืฅ ื”ื™ื™ืฉื•ืจ ืฉื”-CM ื ื‘ื ื”
ืž. ื”ืชื•ื›ื ื™ืช ืžื•ื•ื“ืืช ืฉืกื›ื•ื ื”ื‘ื“ื™ืงื” ืฉืœ ื”ืงื•ื‘ืฅ ืชื•ืื ืœื–ื” ืฉืœ ื”ืงื•ื‘ืฅ
ืžืฉืžืฉ ืœื‘ื ื™ื™ืช ื”-CM. ืืคืฉืจื•ืช ื“ื•ืžื” ืœื–ื• ื ืงืจืื” --withali in
ื’ืจืกืื•ืช ืงื•ื“ืžื•ืช ืฉืœ cmalign.

--mapstr
ื™ืฉ ืœื”ืฉืชืžืฉ ื‘ืฉื™ืœื•ื‘ ืขื --mapali . ืœื”ืคื™ืฅ ืžื™ื“ืข ืžื‘ื ื™
ืขื‘ื•ืจ ื›ืœ ืคืกืื•ื“ื•-ื ื•ื˜ ืฉืงื™ื™ื ื‘ ืœื™ื™ืฉื•ืจ ื”ืคืœื˜. ืืคืฉืจื•ืช ื“ื•ืžื” ืœ
ื–ื” ื ืงืจื --withstr ื‘ื’ืจืกืื•ืช ืงื•ื“ืžื•ืช ืฉืœ cmalign.

--ืื™ื ืคื•ืจืžื˜
ื˜ืขืŸ ื›ื™ ื”ืงืœื˜ ื”ื•ื ื‘ืคื•ืจืžื˜ . ืืœ ืชืคืขื™ืœ ืืช ืคื•ืจืžื˜ Babelfish
ื–ื™ื”ื•ื™ ืื•ื˜ื•ืžื˜ื™. ื–ื” ืžื’ื‘ื™ืจ ื‘ืžื™ื“ืช ืžื” ืืช ื”ืืžื™ื ื•ืช ืฉืœ ื”ืชื•ื›ื ื™ืช, ื›ื™
Babelfish ื™ื›ื•ืœ ืœืขืฉื•ืช ื˜ืขื•ื™ื•ืช; ืžื•ืžืœืฅ ื‘ืžื™ื•ื—ื“ ืขื‘ื•ืจ ืœืœื ื”ืฉื’ื—ื”, ื’ื‘ื•ื”-
ืจื™ืฆื•ืช ืชืคื•ืงื” ืฉืœ Infernal. ื”ืคื•ืจืžื˜ื™ื ื”ืžืงื•ื‘ืœื™ื ื”ื: FASTA, GENBANK ื•-DDBJ.
ืื™ื ื• ืจื’ื™ืฉ ืœืื•ืชื™ื•ืช.

-- ืคื•ืจืžื˜
ืฆื™ื™ืŸ ืืช ืคื•ืจืžื˜ ื™ื™ืฉื•ืจ ื”ืคืœื˜ ื‘ืชื•ืจ . ืคื•ืจืžื˜ื™ื ืžืงื•ื‘ืœื™ื ื”ื: Pfam, AFA,
A2M, Clustal ื•-Phylip. AFA ืžื™ื•ืฉืจ fasta. ืจืง ื™ื™ืฉื•ืจ Pfam ื•ืฉื˜ื•ืงื”ื•ืœื
ื”ืคื•ืจืžื˜ื™ื ื™ื›ืœืœื• ื‘ื™ืื•ืจ ืžื‘ื ื” ืงื•ื ืฆื ื–ื•ืก ื•ื”ืกืชื‘ืจื•ืช ืื—ื•ืจื™ืช
ื‘ื™ืื•ืจ ืฉืœ ืฉืืจื™ื•ืช ืžื™ื•ืฉืจื•ืช.

--ื“ื ืื•ื˜
ืคืœื˜ ืืช ื”ื™ื™ืฉื•ืจื™ื ื›ื™ืฉื•ืจื™ ืจืฆืฃ DNA, ื‘ืžืงื•ื ืืœื” ืฉืœ RNA.

--ืื™ืŸ ื‘ืขื™ื”
ืื™ืŸ ืœื”ืขื™ืจ ืืช ื™ื™ืฉื•ืจ ื”ืคืœื˜ ืขื ื”ืกืชื‘ืจื•ื™ื•ืช ืื—ื•ืจื™ื•ืช.

--ื”ืชืืžื” ื‘ืœื‘ื“
ื›ืœื•ืœ ืจืง ืขืžื•ื“ื•ืช ื”ืชืืžื” ื‘ื™ื™ืฉื•ืจ ื”ืคืœื˜, ืืœ ืชื›ืœื•ืœ ื”ื•ืกืคื•ืช ื›ืœืฉื”ืŸ
ื‘ื™ื—ืก ืœืžื•ื“ืœ ื”ืงื•ื ืฆื ื–ื•ืก. ืืคืฉืจื•ืช ื–ื• ืขืฉื•ื™ื” ืœื”ื™ื•ืช ืฉื™ืžื•ืฉื™ืช ื‘ืขืช ื™ืฆื™ืจืช ื’ื“ื•ืœ ืžืื•ื“
ื™ื™ืฉื•ืจื™ื ื”ื“ื•ืจืฉื™ื ื”ืจื‘ื” ื–ื™ื›ืจื•ืŸ ื•ืฉื˜ื— ื“ื™ืกืง, ืจื•ื‘ื ื”ื›ืจื—ื™ื™ื
ืจืง ื›ื“ื™ ืœื”ืชืžื•ื“ื“ ืขื ื”ื•ืกืคืช ืขืžื•ื“ื•ืช ืฉื”ืŸ ืคืขืจื™ื ื‘ืจื•ื‘ ื”ืจืฆืคื™ื.

--ืื ื™ ืขื–ื‘ืชื™
ืคืœื˜ ืืช ื”ื™ื™ืฉื•ืจ ื‘ืคื•ืจืžื˜ ืฉื˜ื•ืงื”ื•ืœื ืžืฉื•ืœื‘ ื‘ืจื•ื—ื‘ ืงื‘ื•ืข ืฉื™ื›ื•ืœ ืœื”ื™ื•ืช
ื ื•ื— ื™ื•ืชืจ ืœื‘ื“ื™ืงื”. ื–ื” ื”ื™ื” ืคื•ืจืžื˜ ื™ื™ืฉื•ืจ ื”ืคืœื˜ ื”ืžื•ื’ื“ืจ ื›ื‘ืจื™ืจืช ืžื—ื“ืœ ืฉืœ
ื’ืจืกืื•ืช ืงื•ื“ืžื•ืช ืฉืœ cmalign. ืฉื™ื ืœื‘ ื›ื™ cmalign ื“ื•ืจืฉ ื™ื•ืชืจ ื–ื™ื›ืจื•ืŸ ื›ืืฉืจ ื–ื”
ื ืขืฉื” ืฉื™ืžื•ืฉ ื‘ืื•ืคืฆื™ื”. ืžื”ืกื™ื‘ื” ื”ื–ื•, --ืื ื™ ืขื–ื‘ืชื™ ื™ืขื‘ื•ื“ ืจืง ืขื‘ื•ืจ ื™ื™ืฉื•ืจื™ื ืฉืœ ืขื“
100,000 ืจืฆืคื™ื ืื• ืกืš ืฉืœ 100,000,000 ื ื•ืงืœืื•ื˜ื™ื“ื™ื ืžื™ื•ืฉืจื™ื.

--ืœึธืกึถื’ึถืช
ืฉืžื•ืจ ืขื•ืชืง ื ื•ืกืฃ ืฉืœ ื™ื™ืฉื•ืจ ื”ืคืœื˜ ืœืœื ืžื™ื“ืข ืžื—ื‘ืจ ืœืงื•ื‘ืฅ
.

--ืžึดืœื•ึผืœึดื™
ืคืœื˜ ืžื™ื“ืข ื ื•ืกืฃ ื‘ืคืœื˜ ื”ืฆื™ื•ื ื™ื ื”ื˜ื‘ืœืื™ (ืคืœื˜ ืœ-stdout if -o
ืžืฉืžืฉ, ืื• ืœ if --sfile ืžืฉืžืฉ). ืืœื” ืฉื™ืžื•ืฉื™ื™ื ื‘ืขื™ืงืจ ืœื‘ื“ื™ืงื” ื•
ื ื™ืคื•ื™ ื‘ืื’ื™ื.

--ืžืขื‘ื“
ืฆื™ื™ืŸ ื–ืืช ื™ืฉ ืœื”ืฉืชืžืฉ ื‘ืขื•ื‘ื“ื™ CPU ืžืงื‘ื™ืœื™ื. ืื ืžื•ื’ื“ืจ ื›-"0", ื•ืื– ื”-
ื”ืชื•ื›ื ื™ืช ืชื•ืคืขืœ ื‘ืžืฆื‘ ื˜ื•ืจื™, ืœืœื ืฉื™ืžื•ืฉ ื‘ืฉืจืฉื•ืจื™ื. ืืชื” ื™ื›ื•ืœ ื’ื ืœืฉืœื•ื˜
ืžืกืคืจ ื–ื” ืขืœ ื™ื“ื™ ื”ื’ื“ืจืช ืžืฉืชื ื” ืกื‘ื™ื‘ื”, INFERNAL_NCPU. ืืคืฉืจื•ืช ื–ื• ืชื”ื™ื”
ื™ื”ื™ื” ื–ืžื™ืŸ ืจืง ืื ื”ืžื›ื•ื ื” ืฉืขืœื™ื” ื ื‘ื ืชื” Infernal ืžืกื•ื’ืœืช ืœื”ืฉืชืžืฉ
ื”ืฉืจืฉื•ืจ POSIX (ืจืื” ืกืขื™ืฃ ื”ืชืงื ื” ื‘ืžื“ืจื™ืš ืœืžืฉืชืžืฉ ืœืžื™ื“ืข ื ื•ืกืฃ
ืžึตื™ื“ึธืข).

--ืžืคื™ ื”ืคืขืœ ื›ืชื•ื›ื ื™ืช MPI ืžืงื‘ื™ืœื”. ืืคืฉืจื•ืช ื–ื• ืชื”ื™ื” ื–ืžื™ื ื” ืจืง ืื Infernal ื™ืฉ
ื”ื•ื’ื“ืจ ื•ื ื‘ื ื” ืขื ื”ื“ื’ืœ "--enable-mpi" (ืจืื” ืืช ื”ื”ืชืงื ื”
ื‘ืžื“ืจื™ืš ืœืžืฉืชืžืฉ ืœืžื™ื“ืข ื ื•ืกืฃ).

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


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

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

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