Microbiology has experienced a transformation during the last 25 years that has altered microbiologists' view of microorganisms and how to study them. The realization that most microorganisms cannot be grown readily in pure culture forced microbiologists to question their belief that the microbial world had been conquered. We were forced to replace this belief with an acknowledgment of the extent of our ignorance about the range of metabolic and organismal diversity.
Metagenomics is the study of metagenome, genetics material, recovered directly from environmental sample such as soil, water or faeces.
Metagenomics is based on the genomics analysis of microbial DNA directly
from the communities present in samples
Metagenomics technology – genomics on a large scale will probably lead to great advances in medicine, agriculture, energy production and bioremediation.
Metagenomics can unlock the massive uncultured microbial diversity present in the environment for new molecule for therapeutic and biotechnological application.
Metagenomic studies have identified many novel microbial genes coding for metabolic pathways such as energy acquisition, carbon and nitrogen metabolism in natural environments that were previously considered to lack such metabolism
Metagenomics is the study of genetic material recovered directly from environmental samples. Metagenomics is a molecular tool used to analyse DNA acquired from environmental samples, in order to study the community of microorganisms present, without the necessity of obtaining pure cultures.
Metagenomics is the study of a collection of genetic material (genomes) from a mixed community of organisms. Metagenomics usually refers to the study of microbial communities.
Metagenomics is the study of metagenome, genetics material, recovered directly from environmental sample such as soil, water or faeces.
Metagenomics is based on the genomics analysis of microbial DNA directly
from the communities present in samples
Metagenomics technology – genomics on a large scale will probably lead to great advances in medicine, agriculture, energy production and bioremediation.
Metagenomics can unlock the massive uncultured microbial diversity present in the environment for new molecule for therapeutic and biotechnological application.
Metagenomic studies have identified many novel microbial genes coding for metabolic pathways such as energy acquisition, carbon and nitrogen metabolism in natural environments that were previously considered to lack such metabolism
Metagenomics is the study of genetic material recovered directly from environmental samples. Metagenomics is a molecular tool used to analyse DNA acquired from environmental samples, in order to study the community of microorganisms present, without the necessity of obtaining pure cultures.
Metagenomics is the study of a collection of genetic material (genomes) from a mixed community of organisms. Metagenomics usually refers to the study of microbial communities.
Course: Bioinformatics for Biologiacl Researchers (2014).
Session: 3.1- Introduction to Metagenomics. Applications, Approaches and Tools.
Statistics and Bioinformatisc Unit (UEB) from Vall d'Hebron Research Institute (www.vhir.org), Barcelona.
STS stands for sequence tagged site which is short DNA sequence, generally between 100 and 500 bp in length, that is easily recognizable and occurs only once in the chromosome or genome being studied.
Hydrocarbon are major constituents of crude oil and petroleum. They can be biodegraded by naturally-occurring microorganisms in freshwater and marine environments under a variety of aerobic and anaerobic conditions. The ability of microorganisms - bacteria, archaea, fungi, or algae - to break down hydrocarbons is the basis for natural and enhanced bioremediation. To promote biodegradation, amendments such as nitrogen and phosphorous fertilizer are often added to stimulate microbial growth and metabolism
After sequencing of the genome has been done, the first thing that comes to mind is "Where are the genes?". Genome annotation is the process of attaching information to the biological sequences. It is an active area of research and it would help scientists a lot to undergo with their wet lab projects once they know the coding parts of a genome.
Course: Bioinformatics for Biologiacl Researchers (2014).
Session: 3.1- Introduction to Metagenomics. Applications, Approaches and Tools.
Statistics and Bioinformatisc Unit (UEB) from Vall d'Hebron Research Institute (www.vhir.org), Barcelona.
STS stands for sequence tagged site which is short DNA sequence, generally between 100 and 500 bp in length, that is easily recognizable and occurs only once in the chromosome or genome being studied.
Hydrocarbon are major constituents of crude oil and petroleum. They can be biodegraded by naturally-occurring microorganisms in freshwater and marine environments under a variety of aerobic and anaerobic conditions. The ability of microorganisms - bacteria, archaea, fungi, or algae - to break down hydrocarbons is the basis for natural and enhanced bioremediation. To promote biodegradation, amendments such as nitrogen and phosphorous fertilizer are often added to stimulate microbial growth and metabolism
After sequencing of the genome has been done, the first thing that comes to mind is "Where are the genes?". Genome annotation is the process of attaching information to the biological sequences. It is an active area of research and it would help scientists a lot to undergo with their wet lab projects once they know the coding parts of a genome.
Molecular pathology in microbiology and metagenomicsCharithRanatunga
INTRODUCTION
HISTORY
Steps
Analysis
Metagenomic Process
Sequence-based analysis
Function-based analysis
Application of metagenomics
Future Directions of metagenomics
Examples for metagenomics projects
Synthetic Biology Approaches to identify Enzymes from Metagenome by Maliha Ra...Maliha Rashid
A detailed PowerPoint presentation on "Synthetic Biology Approaches to Identify Enzymes From Metagenome" mainly extracted from the article that can be accessed at: Appl Biochem Biotechnol (2017) 183:636–651 DOI 10.1007/s12010-017-2568-3
CONTENTS
Synthetic Biology and Metagenomics
Metagenomic Technology
Metagenomic Approaches to identify enzymes and biomolecules
Function-based metagenomics
Synthetic Biology overcome limiting steps in activity-based metagenomic library screening
Enzymes discovered by function-based metagenomics
Tools for function-based metagenomic analysis
Sequenced-based screening of metagenomic libraries
High-Throughput Metagenomic Sequencing and Screening Strategies
Omic Technologies Integrated with Metagenome Research
Applications of Metagenomics in Enzyme Bioprospecting
Novel Enzymes discovered through marine metagenomic Approaches
Conclusion
References
Microbiome Identification to Characterization: Pathogen Detection Webinar Ser...QIAGEN
The research community has begun correlating the makeup of individual microbiomes with disorders and diseases such as autism, atherosclerosis, obesity and cancer. To accomplish this, researchers must first identify and characterize these microbial communities. This slidedeck will begin with a general introduction of metagenomics and an overview of experimental strategies. Following this, a comprehensive microbiome assay pipeline will be introduced. We conclude with application-based examples that demonstrate how to identify and characterize microbiome profiles.
High-throughput sequencing data of microorganisms opens new perspectives for ...OECD Environment
24 June 2019: This OECD seminar presented and discussed the potential use of genome sequence, bioinformatic tools and databases in a regulatory decision process for microbial pesticides.
Microbiome Isolation and DNA Enrichment Protocol: Pathogen Detection Webinar ...QIAGEN
This slidedeck presents an easy-to-use workflow that allows selective isolation of microbial DNA from samples that are intrinsically rich in host DNA. This protocol includes steps for efficient depletion of host DNA while providing optimized conditions specific for bacterial lysis. This workflow is also specific for the identification of live bacteria, avoiding false results due to nucleic acids from dead bacteria. Enriched microbial DNA can be directly used in other molecular methods such as whole genome sequencing, qPCR and microarray assays.
Molecular Markers and Their Application in Animal Breed.pptxTrilokMandal2
Molecular markers have had a significant impact on breed development and conservation efforts, transforming genetics and offering vital insights into genetic diversity, lineage tracing, and genotype characterization. The importance of molecular markers in improving genetic gains, facilitating breeding programs, and preserving genetic diversity for the long-term sustainability of the animal population has been underlined in this review paper. Emerging advancements in molecular marker technology show enormous potential for improving and conserving breeds. Deeper insights into the genetic basis of complex traits will be provided through GWAS, CRISPR/Cas9, gene editing technologies, and sequencing technologies, resulting in faster genetic gains. Breeders and conservationists will be able to make more informed judgments thanks to these technologies. In conclusion, molecular markers have had a significant impact on breed conservation and enhancement. Their innovations have changed the industry and given both conservationists and breeders vital knowledge. We can pave the road for more effective and sustainable genetic improvement and the preservation of biodiversity for future generations by combining the power of molecular markers with conventional breeding and conservation techniques.
Genome Mapping And Biological Resources Slides.pptxAqsaZakaria
Genome Mapping is the process of determining the precise sequence of DNA nucleotides that make up an organism's genome.In rapidly evolving fields of Bioinformatics genome mapping & Biological resources interwine enabling groundbreaking discoveries in biological research. It helps in understanding life intricacies, paving a way for innovative applications in different fields.It helps in understanding the structure and function of genes, identifying genetic variations, and studying the genetic basis of diseases. Techniques like DNA sequencing and genetic markers are used for genome mapping.
In summery, Genome mapping provides critical insights into genetic makeup of biological resources ,enpowering researchers and stakeholders to utlilize these resources in different fields.
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
Automobile Management System Project Report.pdfKamal Acharya
The proposed project is developed to manage the automobile in the automobile dealer company. The main module in this project is login, automobile management, customer management, sales, complaints and reports. The first module is the login. The automobile showroom owner should login to the project for usage. The username and password are verified and if it is correct, next form opens. If the username and password are not correct, it shows the error message.
When a customer search for a automobile, if the automobile is available, they will be taken to a page that shows the details of the automobile including automobile name, automobile ID, quantity, price etc. “Automobile Management System” is useful for maintaining automobiles, customers effectively and hence helps for establishing good relation between customer and automobile organization. It contains various customized modules for effectively maintaining automobiles and stock information accurately and safely.
When the automobile is sold to the customer, stock will be reduced automatically. When a new purchase is made, stock will be increased automatically. While selecting automobiles for sale, the proposed software will automatically check for total number of available stock of that particular item, if the total stock of that particular item is less than 5, software will notify the user to purchase the particular item.
Also when the user tries to sale items which are not in stock, the system will prompt the user that the stock is not enough. Customers of this system can search for a automobile; can purchase a automobile easily by selecting fast. On the other hand the stock of automobiles can be maintained perfectly by the automobile shop manager overcoming the drawbacks of existing system.
Event Management System Vb Net Project Report.pdfKamal Acharya
In present era, the scopes of information technology growing with a very fast .We do not see any are untouched from this industry. The scope of information technology has become wider includes: Business and industry. Household Business, Communication, Education, Entertainment, Science, Medicine, Engineering, Distance Learning, Weather Forecasting. Carrier Searching and so on.
My project named “Event Management System” is software that store and maintained all events coordinated in college. It also helpful to print related reports. My project will help to record the events coordinated by faculties with their Name, Event subject, date & details in an efficient & effective ways.
In my system we have to make a system by which a user can record all events coordinated by a particular faculty. In our proposed system some more featured are added which differs it from the existing system such as security.
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)MdTanvirMahtab2
This presentation is about the working procedure of Shahjalal Fertilizer Company Limited (SFCL). A Govt. owned Company of Bangladesh Chemical Industries Corporation under Ministry of Industries.
Cosmetic shop management system project report.pdfKamal Acharya
Buying new cosmetic products is difficult. It can even be scary for those who have sensitive skin and are prone to skin trouble. The information needed to alleviate this problem is on the back of each product, but it's thought to interpret those ingredient lists unless you have a background in chemistry.
Instead of buying and hoping for the best, we can use data science to help us predict which products may be good fits for us. It includes various function programs to do the above mentioned tasks.
Data file handling has been effectively used in the program.
The automated cosmetic shop management system should deal with the automation of general workflow and administration process of the shop. The main processes of the system focus on customer's request where the system is able to search the most appropriate products and deliver it to the customers. It should help the employees to quickly identify the list of cosmetic product that have reached the minimum quantity and also keep a track of expired date for each cosmetic product. It should help the employees to find the rack number in which the product is placed.It is also Faster and more efficient way.
TECHNICAL TRAINING MANUAL GENERAL FAMILIARIZATION COURSEDuvanRamosGarzon1
AIRCRAFT GENERAL
The Single Aisle is the most advanced family aircraft in service today, with fly-by-wire flight controls.
The A318, A319, A320 and A321 are twin-engine subsonic medium range aircraft.
The family offers a choice of engines
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptxR&R Consult
CFD analysis is incredibly effective at solving mysteries and improving the performance of complex systems!
Here's a great example: At a large natural gas-fired power plant, where they use waste heat to generate steam and energy, they were puzzled that their boiler wasn't producing as much steam as expected.
R&R and Tetra Engineering Group Inc. were asked to solve the issue with reduced steam production.
An inspection had shown that a significant amount of hot flue gas was bypassing the boiler tubes, where the heat was supposed to be transferred.
R&R Consult conducted a CFD analysis, which revealed that 6.3% of the flue gas was bypassing the boiler tubes without transferring heat. The analysis also showed that the flue gas was instead being directed along the sides of the boiler and between the modules that were supposed to capture the heat. This was the cause of the reduced performance.
Based on our results, Tetra Engineering installed covering plates to reduce the bypass flow. This improved the boiler's performance and increased electricity production.
It is always satisfying when we can help solve complex challenges like this. Do your systems also need a check-up or optimization? Give us a call!
Work done in cooperation with James Malloy and David Moelling from Tetra Engineering.
More examples of our work https://www.r-r-consult.dk/en/cases-en/
Explore the innovative world of trenchless pipe repair with our comprehensive guide, "The Benefits and Techniques of Trenchless Pipe Repair." This document delves into the modern methods of repairing underground pipes without the need for extensive excavation, highlighting the numerous advantages and the latest techniques used in the industry.
Learn about the cost savings, reduced environmental impact, and minimal disruption associated with trenchless technology. Discover detailed explanations of popular techniques such as pipe bursting, cured-in-place pipe (CIPP) lining, and directional drilling. Understand how these methods can be applied to various types of infrastructure, from residential plumbing to large-scale municipal systems.
Ideal for homeowners, contractors, engineers, and anyone interested in modern plumbing solutions, this guide provides valuable insights into why trenchless pipe repair is becoming the preferred choice for pipe rehabilitation. Stay informed about the latest advancements and best practices in the field.
2. INTRODUCTION
• The term “Metagenomics" was first used by Jo
Handelsman in 1998.
• Also called Environmental genomics or Microbial
ecogenomics
• “Bioprospecting” microbial habitats for novel
products and processes
• Determine ecological/biogeochemical role of
microbes in unique habitats
10/21/2017 2
4. Microbiology Till Metagenomics
• Until recently, microbiology
research required culture-
based techniques.
• <1% of all microbes can be
cultured (Sleator et al. 2008)
• Traditional techniques have
left us with a biased and
incredibly incomplete
understanding of microbes.
– Sequence the genome of one
organism at a time
– Use cultures to isolate
microbe of interest
10/21/2017 4
5. • Extract sequence data from microbial communities
as they exist in nature
• Bypass the need for culture techniques
• Opened new avenues of research
• Providing access to far more microbial diversity
than has been viewed in the petri dish.
DIFFERENT ASPECTS IN
METAGENOMICS
10/21/2017 5
6. 1. Site selection
2. Sample collection
3. Filtration
• Recording metadata
4. DNA extraction
• DNA enrichment
5. Sequencing
1. Ribotyping
2. Shotgun sequencing
6. Assembly
7. Binning
8. Annotation
SCHEMATIC OVERVIEW OF THE
METAGENOMICS
10/21/2017 6
7. 1.SITE SELECTION
– Collect more information about the habitat (physical,
chemical, and ecological) so more insight can be
derived from the metagenomic data.
– The discovery of the keystone species replies on
knowledge of the site.
10/21/2017 7
8. 2. SAMPLING
• Sample Size and Number of Samples
First and most crucial step
Rarefaction curves: estimate the fraction of
species sequenced
3. FILTERING
Size based separation
Goals:
1. get as much as of what we need, and
2. leave out as much as what we don’t need
10/21/2017 8
9. • Recording Metadata
– Metadata are the ‘‘data about the data’’: where
the samples were taken from, when, and under
which conditions.
– It should be standard, comprehensive, and
amenable to computation.
– Genomic Standards Consortium: standardize the
description of genomes and metagenomes and
the exchange of genomic data and metadata
10/21/2017 9
10. 4. DNA EXTRACTION
DNA extraction based on sample type
• Invertebrate or plant fractionation or
selective lysis
• Soil projects physical separation a
& & isolation of cells
• Biopsies or ground water Multiple
displacement displacement
d amplification
10/21/2017 10
11. Techniques for the enrichment of
genomic DNA
• 5-Bromo-2-deoxyuridine (BrdU)
• Stable isotope probing (SIP)
• Metagenomic library enrichment using PCBs
10/21/2017 11
13. 5. Sequencing technology
• Classical method is Sanger’s sequencing
– Low error rate, long read length and large insert size
– Labor intensive cloning process in its associated bias against
genes toxic for the cloning host
Sequencing
1.Ribotyping
2. Shotgun
sequencing
10/21/2017 13
14. 16S rRNA
• Most commonly used molecular marker
• OTU (operational taxonomic units) based on 16S
rRNA gene
organisms displaying 97 to 98% identity in this
gene to be part of the same OTU
• Rapid and cost-effective approaches for assessing
bacterial diversity and abundance.
10/21/2017 14
15. RIBOTYPING
• PCR amplification with primers that hybridize to highly
conserved regions in bacterial or archaeal 16S rRNA,
followed by cloning and Sequencing
• Phylogenetic analysis of 16S rRNA helps to reveal the
species diversity in a community
10/21/2017 15
16. Environmental Shotgun Sequencing
A
• Sampling from habitat
B
• filtering particles
C
• DNA extraction and
lysis
D
• cloning and library
E
• sequence the clones
F
• sequence assembly
10/21/2017 16
17. • ‘Metagenomic shot gun sequencing’ has gradually
shifted from classical Sanger sequencing to “Next
Generation Sequencing”.
• Second generation sequencing method
Pyrosequencing (eg: Roche 454 sequencing)
10/21/2017 17
18. Pyrosequencing
1
• Addition of one of the
four nucleotides
2
• Nucleotide addition
based on
complementarity
3
• Release of
pyrophosphate and
converted to ATP
4
• Luciferase causes
Light reaction
5
• Degradation by a
pyrase
10/21/2017 18
19. 6. ASSEMBLY
• The reads are assembled into contigs, and finally to
the whole genome
Strategiesfor
metagenomicsamples
Reference based assembly
( co assembly)
De-novo assembly
10/21/2017 19
20. • Reference based assembly
Softwares used
Newbler
AMOS
MIRA
Works well if the metagenomic dataset contains
sequences where closely related reference
genomes are available
• De-novo assembly
Requires larger computational resources
Based on de Bruijn graphs
10/21/2017 20
21. 7. BINNING
• Sorting of DNA sequences into groups that
represent an individual genome or genome from
closely related organisms.
Binning
Compositional binning
similarity-based binning
10/21/2017 21
22. • Involves the identify the protein-coding regions,
rRNA and tRNA genes
8. ANNOTATION
Feature
Prediction
Functional
annotation
10/21/2017 22
23. APPLICATIONS
• $2.3 billion in sales of industrial enzymes in 2003
• Discovery of novel enzymes and catalysts with
industrial uses by screening thousands of microbial
species simultaneously
• Looks for pharmacologically interesting genes (e.g.
antibiotics) that exist in organisms that cannot be
cultured
10/21/2017 23
24. ADVANTAGES OF METAGENOMICS
• Diversity patterns of microorganisms can be studied.
• Examining of genes/operons for desirable enzyme
candidates
• Examining of secretory, regulatory, and signal
transduction mechanisms associated with samples
or genes of interest.
• Examining metabolic pathways.
10/21/2017 24
25. • directed approach towards designing culture media
for the growth of previously-uncultured microbes.
• Examining genes that predominate in a given
environment compared to others.
• Metagenomic data can be leveraged towards
designing low- and high-throughput experiments
focused on defining the roles of genes and
microorganisms in the establishment of a dynamic
microbial community.
10/21/2017 25
26. LIMITATIONS OF METAGENOMICS
Problems with DNA purification
Sample contamination
Issues with sequencing
Immensity of metagenome
Errors in assembly due to inter-species
similarities
Difficulties in sequencing less well-represented
genomes
Low Resolution
10/21/2017 26
27. REFERENCES
• Torsten Thomas, Jack Gilbert and Folker Meyer:
Metagenomics - a guide from sampling to data
analysis., Microbial Informatics and Experimentation
2012, 2:3
• John C. Wooley, Adam Godzik, Iddo Friedberg: A
Primer on Metagenomics., PLoS Computational
Biology 2010, 6(2):e1000667
• Joseph F. Petrosino, Sarah Highlander, Ruth Ann
Luna, Richard A. Gibbs, and James Versalovic:
Metagenomic Pyrosequencing and Microbial
Identification., Clin Chem. 2009, 55(5): 856–866
10/21/2017 27
28. • R.D. Sleator, C. Shortall and C. Hill:
Metagenomics., Letters in Applied
Microbiology 2008,47: 361–366
• Patrick D Schloss and Jo Handelsman:
Biotechnological prospects from
metagenomics., Current Opinion in
Biotechnology 2003, 14:303–310
10/21/2017 28
Microbes are not only ubiquitous, they are essential to all life, as they are the primary source for nutrients,
and the primary recyclers of dead matter back to available organic form. It comes as no surprise then that the human gastrointestinal microbiota is essential; bestowing metabolic functions that are otherwise absent in the host, such as improved strategies of energy harvest from ingested foods, synthesis of essential vitamins and the degradation of complex plant polysaccharides
Microbiology has experienced a transformation during the last 25 years that has altered microbiologists' view of microorganisms and how to study them. The realization that most microorganisms cannot be grown readily in pure culture forced microbiologists to question their belief that the microbial world had been conquered. We were forced to replace this belief with an acknowledgment of the extent of our ignorance about the range of metabolic and organismal diversity.
Metagenomics is a new area of microbial genomics that aims to sequence the full or partial genomes of all members of a microbial community (also called a consortium). The term microbial community refers to the complex microbial ecosystems that exist almost everywhere in nature. For example, a project in soil metagenomics might extract DNA from a soil sample in a corn field and attempt to sequence all the DNA found in the sample. By directly sequencing the DNA, researchers bypass the need to culture organisms. Since only a very small minority of single-cell organisms have been successfully cultured in the laboratory, metagenomics becomes a very powerful technique for sequencing genes from organisms that can not be cultured. Alternatively, homologous genes from a variety of organisms in the microbial community can be selectively sequenced via PCR using tags that exist in known organisms.
Opened new avenues of research by enabling unprecedented analyses of genome heterogeneity and evolution in environmental contexts
keystone species (a
community member whose significance to the
community is larger than its relative abundance)
Most commonly used molecular marker
– essential function
– Ubiquity
– evolutionary properties
The practical applications of metagenomics are vast. The screening of genes from thousands of microbial species will undoubtedly yield many novel enzymes and catalysts with industrial applications. Such approaches are becoming increasingly important as the number of unpatented variants of pre-existing industrial enzymes diminishes. For example, in the case of the high performance detergent bacillus protease, there are patents for substitutions along almost all of its 275 amino acid chain. The possibility of finding novel enzymes in metagenomics screens is high when one considers that samples of ocean water from the Sargasso Sea yielded over one million new open reading frames. Metagenomics will also aid industry by circumventing the need to culture microbial organisms.
Despite the great strides made by metagenomics researchers, significant technical hurdles remain. The complexity of sample environments often makes purification of DNA challenging. For example, in the case of extracting DNA from an acidic environment in a mine, excessive shearing limited insert sizes to 3-4 kb. Sample contamination can also be a problem. In the case of one oceanic metagenome study, the presence of DNA from a freshwater bacterium suggests that the sample might have been contaminated. Problems can also arise because sequence similarities in distinct species can lead to errors in assembly. Perhaps the greatest challenge of metagenomics is attempting to sequence the genomes of under represented species (i.e. comprising less than 1% of the microbial community). Such cases require the sequencing of gigabases of DNA for adequate coverage. Presently, this is outside the reach of sequencing technology.