Showing posts with label genomics. Show all posts
Showing posts with label genomics. Show all posts

Thursday, September 30, 2010

Notes from ETNA Summer School 2010






Prof. Atanas Atanassov from JGC giving a speech

This year ETNA Summer School is jointly organized by Joint Genomic Centre (JGC) and AgroBioInstitute (ABI) which are located at the Department of Biology in Sofia University. After a tour around the facilities, we were given an interesting introduction about the research interests in Bulgaria. Besides rose oil and grapewine(and Black Sea!), this country has a lot more economically important areas. ABI also focused on important crop such as wheat, barley, berries, lactic acid bacteria, thermophile bacteria, honey bee, medicinal herbs, and animal breeding.

The first day is followed by 10 presentations. Most plant-specific talks focused on grapevine genomics and breeding. A plant totally unfamiliar to me. Grapevine or vitis vinifera is grown for wine and table grapes. Wine yard covers 59% of Europe. It’s a perennial crop, grafted and high in genetic diversity, Quality of wine is greatly influenced by environment . The sugar content in the grape is important for fermentation. Although the genome sequences are available, many genes are still unknown and unannotated. Many are unique to the grapevine. It's a highly heterozygous plant. Difficult transformation. It’s an ancient allopolyploid before going through diploidization 2(6+6+7)=38. However, the American grapewine (such as Muscadinia) contains 40 chromosomes. The studies focused on disease resistant, cold or drought tolerant, budding responses and berry development using a combination of transcriptomic (mainly using microarray) and metabolomics.


Visiting the wine yard in Starosel

Metabolomic is an important component of this course. Something new to me. The participants were introduced to basic concepts of metabolomics, sample preparation, detection using GC-MS and most importantly analysing metabolomic data using bioinformatics tools. Every metabolite profile is closely associated to phenotype. For example, different developmental stages of grapewine berry has different concentration of compounds. Metobolomic helps scientists to link the change of metabolites to phenotype such as taste or colour. It's interesting how metabolomic can be integrated with transcriptomic data to produce more biological significant results.


Practical sessions

The most interesting talk is epigenetics in plant breeding presented by Prof. Atanasios Tsaftaris. First, he explained the methylation and histone modification mechanisms and some classical examples of plant epigenetics. Epi- means "above" so epigenetics means "above genetics". It's genetics that doesn't follow Mendel's law. I also learn Genetics Imprinting - Expression of only one allele from the parents due to suppression of the other allele caused by methylation. It's now known that epigenetics play an important role in sensing the environment, control of flowering time and seed development. It is also the cause of somaclonal variation in plant tissue culture and why clones in the field don't perform the same. Two years ago, a Nature paper about Arabidopsis epigenome was published but one can't truly appreciate that paper until he/she understand epigenetics and its implication in plant biology. Read this paper!

This summer school has provided me great opportunity to interact with researchers and students. The topic about funding problem was brought up during coffee break. Research funding has been reduced due to economic crisis and I believed it happens everywhere. The grant application criteria in every country are different. In Europe, there's national and EU funding. A national funding is supported by the government. In the Netherlands, the project must be supported by a few private companies before getting grant approval from government. To secure a EU funding, the project must involve two or more countries with a common research interest. In Malaysia, almost all research funding came from the government. Compared to Bulgaria, Malaysia government or universities have been very supportive to postgrad students by providing scholarship and tuition fees waiver. Now I finally have to agree that we have lots of funding and opportunities in Malaysia. It's up to the Malaysian researchers' initiative and creativity to make use of the available resources. So this is one BIG take home message that I wanna tell my colleagues.

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Wednesday, August 11, 2010

Illumina Seminar on developing MAS on agrigenomics in plant



I just came back from a seminar on plant Marker Assisted Breeding organized by Illumina yesterday. Since I'm waiting for a 8-hours script to complete (blame my bad programming skills), I will post something about the seminar. Last month, Illumina has announced to give away 10G of sequences to any Malaysian scientist who come up with the best 5000-words proposal. The deadline is 31 Aug 2010.

Back to the topic. The speaker is Dr. Richard Hodgson from Illumina US. He has vast experience in developing disease diagnostic methods for agriculture and aquaculture. He got involved in many breeding projects such as chili, coconut, shrimps and now he has a liking in durian. He introduced a relatively new approach called Genomic Selection(GS).

Unlike Marker Assisted Selection(MAS), GS is based solely on genotyping and estimation of breeding values. It has the advantage of capturing small gene effects not detected by QTL mapping. First, the breeders must have a large training population with known genotypes and phenotypes. It takes advantage of the cheap genotyping to screen tens to hundreds of thousands SNPs markers for large number of seeds/seedling. The number of markers depends on the diversity of the populations. The more diverse, the more markers needed. The selection is based on how closely the genotype matches the training population and breeding values is estimated based on predicted phenotype. Without phenotyping, the breeding and selection cycle is reduced significantly.

Here is a good introductory article about GS here. "In simulations, the correlation between the true breeding value of unphenotyped experimental lines and that predicted by genomic selection has reached 0.85. Genomic selection accuracies depend on a trait’s underlying genetic architecture, the level of linkage disequilibrium in the crop population relative to the marker density available, and the statistical methods used." Another paper mentioned why GS is better than association mapping.

Studies in maize and wheat has demonstrated success using GS. The question is how well does it work? How to apply it in non-model plants? Does it require a linkage map and location of each markers on the chromosomes? One thing for sure, you need to assemble a consortium, sequence a lot of varieties/lines and design a SNP chip for this purpose. Here's where Illumina play an important role in providing technologies bla bla bla... zzz.

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Wednesday, March 24, 2010

Notes from IUFRO Kuala Lumpur 2010




Bukit Melawati lighthouse, Kuala Selangor (In-conference tour)

I'm back from IUFRO Kuala Lumpur 2010 conference. It's a blast thanks to the committee members for their hard work (including myself :p). Just wanna post some short notes I gathered.

The conference opened with a keynote by Dato Freezailah who is the chairman of Malaysia Timber Certification Council. One of the interesting topics during the first day is about timber tracking. On the second day, Prof. David Neale presented a paper on adaptive and conservation genetics. I was truly captivated by his slides on the history of forest genomic approaches the past 20-30 years. I wasn't even born, imagine that!

On the 3rd day, tree genomics and bioinformatics workshop was held. Prof. Carl Douglas gave us a wonderful start on Popular genomics. It's amazing how many participants showed up for that session. The participants were eager to learn about Next Generation Sequencing and how to apply them in genomics, adaptive genetics and conservation. I presented during the workshop and got some good feedback from the audience. :-) Well, I could have done better.

The next IUFRO conference will be held in Florence, Italy and scheduled to be August 2011. The following conference will be in Kyoto, 2012. It's gonna be exciting!

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Monday, May 18, 2009

Plant Genome Sequencing

I have always wanted to write a post on this topic. Last week, Iattended an informal talk on oil palm genomics. On the same week, Sime Darby announced that they have completed oil palm genome sequencing. This means that another private company has completely sequenced the most important crop in Malaysia. A few years back, there was a debate of whether Malaysia should sequence this plant. Many people don't see the importance to sequence this crop. But, we can understand why.


One major problem in plant genome sequencing is high cost. The sequencing projects are usually joint-collaboration from several sequencing centers, research institutes and universities research groups. Together, they formed a consortium and held meetings on regular basis. Most of the time, one group will be in charge of sequencing one or more chromosomes. Priority will be given to chromosomes that are known to possess desired traits or have most genic region. The difficulties of plant genome sequencing lies in the complexity and large genome size. Some plants are polypoidy. Plant genomes consists a lot of repetitive elements that can be hard to resolved.

The main goal of a plant genome sequencing project is often crop improvement (with the exception of model crops). The first three years involves genome sequencing, assembly and annotation. Re-sequencing and finishing efforts can take a few more years. After the genome is completed, 3 years are required to develop Marker-Assisted Selection (MAS) using high throughput markers such as SNPs. Association mapping and QTL mapping can be carried. The timeframe from genome sequencing to successful phenotypic selection can take at least 9 years.

Joint Genome Institute under US Department of Energy has been actively involved in many sequencing projects. JGI community sequencing programme offers genome sequencing grants . The organism sequenced must be related to energy issues. Basically, this rule is applicable to all microbes and plants because they can produce biomass... which can be converted to biofuel. The catch? Every project must involve US collaborator.

So where does the future lies with researchers from developing countries who can't afford to sequence the whole genome? Here's my suggestion: use a related species as your reference genome. Publications using EST will give you some ideas how genomic studies were carried out in the past. So, keep working with the Poor Man's genome until... genome sequencing become much more affordable.

Complete Genomics has targeted $1000 for a human genome (3.2Gb) this year. That is a few times the size of most crops (Bear in mind that oil palm is 1.8Gb). Whether they can achieve that is another issue. The thing is...Next Generation Sequencing is transforming genomics at a fast pace now. How far is $1000 plant genome from now?

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Sunday, March 29, 2009

MGRC seminar Part II: Plant Genomics

This talk is presented by Dr. Jane Rogers. She was the Head of Sequencing in Wellcome Trust Sanger Institute before joining The Genome Analysis Centre, JIC. She started her presentation with a brief introduction on genome sequencing methods and the types of genome sequences based on sequence quality. The sequence quality measure based on human genome project is showed below:


The main problem in genome sequencing is closing the gaps between large contigs which is thought to be caused by large repeats. According to Dr. Rogers, there are about 340 gaps in the human genome project completed in 2003. Recent studies showed that these gaps are caused by copy number variations (CNV) and different clones that are used for sequencing. This is a fascinating discovery!

Out of nearly 50 plant genome sequencing projects, only complete Arabidopsis and rice genome are obtained. The rest produce draft genome sequences. So why do we need to sequence so many plant genome? The ultimate goal is crop breeding. Genomics assisted selection program is expected to take at least 9 years time before phenotypic selection can be carried out.

Polyploidy plants are the most difficult species to sequence due to huge genome size, repetitive regions and complexity. One example is hexaploid wheat. 80% of this genome is repetitive. Physical mapping of wheat genome using BAC clones has been initiated in 2005. Now Dr. Rogers and her team are interested in sequencing chromosome 3DL of wheat.

Most sequencing projects involve plants with small genome size. Besides Arabidopsis, poplar and Medicago trunculata is used as model plant for tree and legume. Medicago trunculata is a nitrogen fixing plant. The original size of this plant is thought to be 200 Mb but may reach up to 300 Mb. Almost 2600 BAC clones have been sequenced up until Oct 2008. Additional shotgun sequencing using 454 and Illumina platforms are used. The scientists are interested to study nodulation pathway of this plant using genomic approach.

Another important application of genomics is to understand plant resistance. She elaborated on the recent work of Prof. Jonathan Jones which is highly cited. His team sequenced two strains of Arabidopsis white rust using Illumina platform. The 36 bp short reads are assembled using Velvet. Comparison of these two genomes has successfully identified candidate effectors in host resistance mechanism.

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Sunday, March 15, 2009

Some recent thoughts (Mac 09)

Ever since I came back from my vacation, I have been so busy. Suddenly it seems like a bad time to go on holidays. The trip is tiring… I don’t know why. It took me two days to recover from the fatigue.

On Thursday, I joined a visit to Asiatic Centre for Genome Technology (ACGT) in Technology Park Malaysia. ACGT is a BioNexus company under Genting Group that specialize in oil palm genome sequencing and other related research. Besides oil palm, ACGT is also interested in Jatropha genome sequencing, matagenomics analysis and biomarkers discovery for crop improvement. I’m curious about ACGT because the company has been relatively mouth shut about the outcome of their oil palm genome sequencing in Biomalaysia 2008 conference. Naturally, we would expect MPOB to be the first in oil palm genome sequencing but we were wrong. During the visit, we were impressed by their facilities such as re-sequencing pipeline using PCR robots, five ABI 3730xl DNA Analyzer, a nice computer cluster called AGNES and in-house databases with updates once every 2 weeks. The company will be sending a few staff to J Craig Venter Centre each year for internship in bioinformatics. How cool! If you are interested to join the company, it’s not too late. Job vacancies are available, just email hrad@asiatic.com.my.

I have been keeping an eye on high performance laptops lately. Can’t wait for the next PC fair. Haven’t you heard about my laptop tragedy?! Long story cut short: laptop + water = it’s time to get a new one! Hahaha…

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Saturday, February 21, 2009

ESTexplorer: EST analysis for Parasitic Nematodes

Inbiosis seminar on 13 Feb 2009 presented by Prof. Dr. Shoba Ranganathan from Macquaie University, Australia.

After a brief introduction on parasitic nematodes, Prof. Shoba described the problem she and her team encountered during EST analysis. None of the softwares available such as ESTannotator, ESTAP, PartiGene, and EGassembler provides the workflow they need. This is how they started developing a semi-automated pipeline called ESTexplorer to handle larget EST datasets. This pipeline has embedded EST pre-processing, clustering, assembly, database similarity searches and most importantly functional annotation. Click here to view this paper.

Furthermore, ESTexplorer can perform GO and pathway mapping, which can predict how the gene is involved in a biochemical/biological pathway. Her team has successfully identified several genes in parasitic nematodes that can be potentially used as new drug target. I have some EST data for GenBank submission that could really use a pipeline like this. Too bad I missed the workshop.

Besides showing interest in a wide variety of subjects, Prof. Shoba is the current editor of BMC bioinformatics. She can be easily described as a very busy person spending 80 working hours per week. Don’t be shocked because she considers “thinking of work” as working. But how many of us actually work 55 hours a week? Count me out.

Lastly, she did not forget to invite our participation in The International Conference on Bioinformatics (InCoB) which will be held in Singapore in later this year. Check out my previous post for more details.

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