Identification of Protein Coding Regions in the Human Genome by Quadratic Discriminant Analysis

A new method for predicting internal coding exons in genomic DNA sequences has been developed. This method is based on a prediction algorithm that uses the quadratic discriminant function for multivariate statistical pattern recognition. Substantial improvements have been made (with only 9 discrimin...

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Published inProceedings of the National Academy of Sciences - PNAS Vol. 94; no. 2; pp. 565 - 568
Main Author Zhang, M. Q.
Format Journal Article
LanguageEnglish
Published United States National Academy of Sciences of the United States of America 21.01.1997
National Acad Sciences
National Academy of Sciences
The National Academy of Sciences of the USA
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Online AccessGet full text
ISSN0027-8424
1091-6490
1091-6490
DOI10.1073/pnas.94.2.565

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Abstract A new method for predicting internal coding exons in genomic DNA sequences has been developed. This method is based on a prediction algorithm that uses the quadratic discriminant function for multivariate statistical pattern recognition. Substantial improvements have been made (with only 9 discriminant variables) when compared with existing methods: HEXON [Solovyev, V. V., Salamov, A. A. & Lawrence, C. B. (1994) Nucleic Acids Res. 22, 5156-5163] (based on linear discriminant analysis) and GRAIL2 [Uberbacher, E. C. & Mural, R. J. (1991) Proc. Natl. Acad. Sci. USA 88, 11261-11265] (based on neural networks). A computer program called MZEF is freely available to the genome community and allows users to adjust prior probability and to output alternative overlapping exons.
AbstractList A new method for predicting internal coding exons in genomic DNA sequences has been developed. This method is based on a prediction algorithm that uses the quadratic discriminant function for multivariate statistical pattern recognition. Substantial improvements have been made (with only 9 discriminant variables) when compared with existing methods: HEXON [Solovyev, V. V., Salamov, A. A. & Lawrence, C. B. (1994) Nucleic Acids Res. 22, 5156-5163] (based on linear discriminant analysis) and GRAIL2 [Uberbacher, E. C. & Mural, R. J. (1991) Proc. Natl. Acad. Sci. USA 88, 11261-11265] (based on neural networks). A computer program called MZEF is freely available to the genome community and allows users to adjust prior probability and to output alternative overlapping exons.A new method for predicting internal coding exons in genomic DNA sequences has been developed. This method is based on a prediction algorithm that uses the quadratic discriminant function for multivariate statistical pattern recognition. Substantial improvements have been made (with only 9 discriminant variables) when compared with existing methods: HEXON [Solovyev, V. V., Salamov, A. A. & Lawrence, C. B. (1994) Nucleic Acids Res. 22, 5156-5163] (based on linear discriminant analysis) and GRAIL2 [Uberbacher, E. C. & Mural, R. J. (1991) Proc. Natl. Acad. Sci. USA 88, 11261-11265] (based on neural networks). A computer program called MZEF is freely available to the genome community and allows users to adjust prior probability and to output alternative overlapping exons.
A new method for predicting internal coding exons in genomic DNA sequences has been developed. This method is based on a prediction algorithm that uses the quadratic discriminant function for multivariate statistical pattern recognition. Substantial improvements have been made (with only 9 discriminant variables) when compared with existing methods: HEXON [Solovyev, V. V., Salamov, A. A. & Lawrence, C. B. (1994) Nucleic Acids Res. 22, 5156-5163] (based on linear discriminant analysis) and GRAIL2 [Uberbacher, E. C. & Mural, R. J. (1991) Proc. Natl. Acad. Sci. USA 88, 11261-11265] (based on neural networks). A computer program called MZEF is freely available to the genome community and allows users to adjust prior probability and to output alternative overlapping exons.
A new method for predicting internal coding exons in genomic DNA sequences has been developed. This method is based on a prediction algorithm that uses the quadratic discriminant function for multivariate statistical pattern recognition. Substantial improvements have been made (with only 9 discriminant variables) when compared with existing methods: hexon [Solovyev, V. V., Salamov, A. A. & Lawrence, C. B. (1994) Nucleic Acids Res. 22, 5156–5163] (based on linear discriminant analysis) and grail 2 [Uberbacher, E. C. & Mural, R. J. (1991) Proc. Natl. Acad. Sci. USA 88, 11261–11265] (based on neural networks). A computer program called mzef is freely available to the genome community and allows users to adjust prior probability and to output alternative overlapping exons.
Zhang developed a new method for predicting internal exons in genomic DNA sequences. This method is based on a prediction algorithm. A computer program called MZEF allows users to output alternative overlapping exons.
A new method for predicting internal coding exons in genomic DNA sequences has been developed. This method is based on a prediction algorithm that uses the quadratic discriminant function for multivariate statistical pattern recognition. Substantial improvements have been made (with only 9 discriminant variables) when compared with existing methods: hexon [Solovyev, V. V., Salamov, A. A. & Lawrence, C. B. (1994) Nucleic Acids Res. 22, 5156–5163] (based on linear discriminant analysis) and grail 2 [Uberbacher, E. C. & Mural, R. J. (1991) Proc. Natl. Acad. Sci. USA 88, 11261–11265] (based on neural networks). A computer program called mzef is freely available to the genome community and allows users to adjust prior probability and to output alternative overlapping exons.
Author Zhang, M. Q.
AuthorAffiliation Cold Spring Harbor Laboratory, P.O. Box 100, Cold Spring Harbor, NY 11724
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/9012824$$D View this record in MEDLINE/PubMed
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Snippet A new method for predicting internal coding exons in genomic DNA sequences has been developed. This method is based on a prediction algorithm that uses the...
Zhang developed a new method for predicting internal exons in genomic DNA sequences. This method is based on a prediction algorithm. A computer program called...
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SubjectTerms Algorithms
Base Sequence
Biological Sciences
Deoxyribonucleic acid
Discriminant analysis
Discriminants
DNA
Exons
Genes
Genomes
Genomics
Human Genome Project
Humans
Linear discriminant analysis
Molecular Sequence Data
Multivariate Analysis
Murals
Nucleic acids
Pattern recognition
Proteins - genetics
Sequence Analysis, DNA - methods
Software
Title Identification of Protein Coding Regions in the Human Genome by Quadratic Discriminant Analysis
URI https://www.jstor.org/stable/41243
http://www.pnas.org/content/94/2/565.abstract
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https://www.ncbi.nlm.nih.gov/pmc/articles/19553
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