Development of computational tools for African oil palm genome and gene expression analyses / Joel Low Zi-Bin
Continuing improvements in the yield of oil palm requires knowledge of the genes and mechanisms that regulate oil accumulation. This is believed attainable with the sequencing of the oil palm genome. However, Sime Darby’s oil palm genome assembly is far from complete. Here I look at ways to improve...
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| Format: | Thesis |
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2019
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| Online Access: | http://studentsrepo.um.edu.my/12233/ http://studentsrepo.um.edu.my/12233/2/Joel_Low.pdf http://studentsrepo.um.edu.my/12233/1/Joel_Low.pdf |
| _version_ | 1848774602007773184 |
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| author | Joel Low , Zi-Bin |
| author_facet | Joel Low , Zi-Bin |
| author_sort | Joel Low , Zi-Bin |
| building | UM Research Repository |
| collection | Online Access |
| description | Continuing improvements in the yield of oil palm requires knowledge of the genes and mechanisms that regulate oil accumulation. This is believed attainable with the sequencing of the oil palm genome. However, Sime Darby’s oil palm genome assembly is far from complete. Here I look at ways to improve the genome assembly quality by means of computational tools developed to build exome contigs (GenSeed Pipeline Suite), detection of potential regions of misassembly due to repeats (BridgeReader), and the use of molecular markers as a means to arrange scaffolds into a physical map (MarkMyMap). I show that with the use of these tools, the most recent assembly version, OPg3, had improved over the first version in capturing the gene space (39% more mappable transcripts) and molecular marker representation (3% increase in mappable SSRs and DArTs). Furthermore, the constructed physical map representing the oil palm’s 16 chromosomes had improved genome coverage from Sime Darby’s previous version by 79%. The improvements to the genome draft in this work will assist future Genome-Wide Association Studies and functional studies of genes. Besides that, I have developed a fast Bayesian method to overcome analytical bottlenecks in RNA-Seq experiments with limited number of replicates and low sequencing coverage, such as those found for oil palm studies. I incorporated a previously unused sequencing coverage parameter determined from the concentration of an RNA sample into a procedure to make differentially expressed gene calls. This method had better or comparable performance with NOISeq and GFOLD, according to the results from simulations and experiments with real unreplicated data. The method is called CORNAS (Coverage-dependent RNA-Seq), and I show that robust differentially expressed gene calls can be made in an RNA-Seq study of oil palm inflorescences using CORNAS.
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| first_indexed | 2025-11-14T14:00:54Z |
| format | Thesis |
| id | um-12233 |
| institution | University Malaya |
| institution_category | Local University |
| last_indexed | 2025-11-14T14:00:54Z |
| publishDate | 2019 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | um-122332022-01-24T22:53:41Z Development of computational tools for African oil palm genome and gene expression analyses / Joel Low Zi-Bin Joel Low , Zi-Bin Q Science (General) QH301 Biology Continuing improvements in the yield of oil palm requires knowledge of the genes and mechanisms that regulate oil accumulation. This is believed attainable with the sequencing of the oil palm genome. However, Sime Darby’s oil palm genome assembly is far from complete. Here I look at ways to improve the genome assembly quality by means of computational tools developed to build exome contigs (GenSeed Pipeline Suite), detection of potential regions of misassembly due to repeats (BridgeReader), and the use of molecular markers as a means to arrange scaffolds into a physical map (MarkMyMap). I show that with the use of these tools, the most recent assembly version, OPg3, had improved over the first version in capturing the gene space (39% more mappable transcripts) and molecular marker representation (3% increase in mappable SSRs and DArTs). Furthermore, the constructed physical map representing the oil palm’s 16 chromosomes had improved genome coverage from Sime Darby’s previous version by 79%. The improvements to the genome draft in this work will assist future Genome-Wide Association Studies and functional studies of genes. Besides that, I have developed a fast Bayesian method to overcome analytical bottlenecks in RNA-Seq experiments with limited number of replicates and low sequencing coverage, such as those found for oil palm studies. I incorporated a previously unused sequencing coverage parameter determined from the concentration of an RNA sample into a procedure to make differentially expressed gene calls. This method had better or comparable performance with NOISeq and GFOLD, according to the results from simulations and experiments with real unreplicated data. The method is called CORNAS (Coverage-dependent RNA-Seq), and I show that robust differentially expressed gene calls can be made in an RNA-Seq study of oil palm inflorescences using CORNAS. 2019-12 Thesis NonPeerReviewed application/pdf http://studentsrepo.um.edu.my/12233/2/Joel_Low.pdf application/pdf http://studentsrepo.um.edu.my/12233/1/Joel_Low.pdf Joel Low , Zi-Bin (2019) Development of computational tools for African oil palm genome and gene expression analyses / Joel Low Zi-Bin. PhD thesis, Universiti Malaya. http://studentsrepo.um.edu.my/12233/ |
| spellingShingle | Q Science (General) QH301 Biology Joel Low , Zi-Bin Development of computational tools for African oil palm genome and gene expression analyses / Joel Low Zi-Bin |
| title | Development of computational tools for African oil palm genome and gene expression analyses / Joel Low Zi-Bin |
| title_full | Development of computational tools for African oil palm genome and gene expression analyses / Joel Low Zi-Bin |
| title_fullStr | Development of computational tools for African oil palm genome and gene expression analyses / Joel Low Zi-Bin |
| title_full_unstemmed | Development of computational tools for African oil palm genome and gene expression analyses / Joel Low Zi-Bin |
| title_short | Development of computational tools for African oil palm genome and gene expression analyses / Joel Low Zi-Bin |
| title_sort | development of computational tools for african oil palm genome and gene expression analyses / joel low zi-bin |
| topic | Q Science (General) QH301 Biology |
| url | http://studentsrepo.um.edu.my/12233/ http://studentsrepo.um.edu.my/12233/2/Joel_Low.pdf http://studentsrepo.um.edu.my/12233/1/Joel_Low.pdf |