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Whole genome sequencing

Whole genome sequencing (WGS), also known as full genome sequencing, complete genome sequencing, or entire genome sequencing, is the process of determining the entirety, or nearly the entirety, of the DNA sequence of an organism's genome at a single time.[2] This entails sequencing all of an organism's chromosomal DNA as well as DNA contained in the mitochondria and, for plants, in the chloroplast.

Electropherograms are commonly used to sequence portions of genomes.[1]
Schematic karyogram of a human, showing an overview of the human genome, with 22 homologous chromosomes, both the female (XX) and male (XY) versions of the sex chromosome (bottom right), as well as the mitochondrial genome (to scale at bottom left)

Whole genome sequencing has largely been used as a research tool, but was being introduced to clinics in 2014.[3][4][5] In the future of personalized medicine, whole genome sequence data may be an important tool to guide therapeutic intervention.[6] The tool of gene sequencing at SNP level is also used to pinpoint functional variants from association studies and improve the knowledge available to researchers interested in evolutionary biology, and hence may lay the foundation for predicting disease susceptibility and drug response.

Whole genome sequencing should not be confused with DNA profiling, which only determines the likelihood that genetic material came from a particular individual or group, and does not contain additional information on genetic relationships, origin or susceptibility to specific diseases.[7] In addition, whole genome sequencing should not be confused with methods that sequence specific subsets of the genome – such methods include whole exome sequencing (1–2% of the genome) or SNP genotyping (< 0.1% of the genome).

History edit

 
The first bacterial whole genome to be sequenced was of the bacterium Haemophilus influenzae.
 
The worm Caenorhabditis elegans was the first animal to have its whole genome sequenced.
 
Drosophila melanogaster's whole genome was sequenced in 2000.
 
Arabidopsis thaliana was the first plant genome sequenced.
 
The genome of the lab mouse Mus musculus was published in 2002.
 
It took 10 years and 50 scientists spanning the globe to sequence the genome of Elaeis guineensis (oil palm). This genome was particularly difficult to sequence because it had many repeated sequences which are difficult to organise.[8]

The DNA sequencing methods used in the 1970s and 1980s were manual; for example, Maxam–Gilbert sequencing and Sanger sequencing. Several whole bacteriophage and animal viral genomes were sequenced by these techniques, but the shift to more rapid, automated sequencing methods in the 1990s facilitated the sequencing of the larger bacterial and eukaryotic genomes.[9]

The first virus to have its complete genome sequenced was the Bacteriophage MS2 by 1976.[10] In 1992, yeast chromosome III was the first chromosome of any organism to be fully sequenced.[11] The first organism whose entire genome was fully sequenced was Haemophilus influenzae in 1995.[12] After it, the genomes of other bacteria and some archaea were first sequenced, largely due to their small genome size. H. influenzae has a genome of 1,830,140 base pairs of DNA.[12] In contrast, eukaryotes, both unicellular and multicellular such as Amoeba dubia and humans (Homo sapiens) respectively, have much larger genomes (see C-value paradox).[13] Amoeba dubia has a genome of 700 billion nucleotide pairs spread across thousands of chromosomes.[14] Humans contain fewer nucleotide pairs (about 3.2 billion in each germ cell – note the exact size of the human genome is still being revised) than A. dubia, however, their genome size far outweighs the genome size of individual bacteria.[15]

The first bacterial and archaeal genomes, including that of H. influenzae, were sequenced by Shotgun sequencing.[12] In 1996 the first eukaryotic genome (Saccharomyces cerevisiae) was sequenced. S. cerevisiae, a model organism in biology has a genome of only around 12 million nucleotide pairs,[16] and was the first unicellular eukaryote to have its whole genome sequenced. The first multicellular eukaryote, and animal, to have its whole genome sequenced was the nematode worm: Caenorhabditis elegans in 1998.[17] Eukaryotic genomes are sequenced by several methods including Shotgun sequencing of short DNA fragments and sequencing of larger DNA clones from DNA libraries such as bacterial artificial chromosomes (BACs) and yeast artificial chromosomes (YACs).[18]

In 1999, the entire DNA sequence of human chromosome 22, the second shortest human autosome, was published.[19] By the year 2000, the second animal and second invertebrate (yet first insect) genome was sequenced – that of the fruit fly Drosophila melanogaster – a popular choice of model organism in experimental research.[20] The first plant genome – that of the model organism Arabidopsis thaliana – was also fully sequenced by 2000.[21] By 2001, a draft of the entire human genome sequence was published.[22] The genome of the laboratory mouse Mus musculus was completed in 2002.[23]

In 2004, the Human Genome Project published an incomplete version of the human genome.[24] In 2008, a group from Leiden, the Netherlands, reported the sequencing of the first female human genome (Marjolein Kriek).

Currently thousands of genomes have been wholly or partially sequenced.

Experimental details edit

Cells used for sequencing edit

Almost any biological sample containing a full copy of the DNA—even a very small amount of DNA or ancient DNA—can provide the genetic material necessary for full genome sequencing. Such samples may include saliva, epithelial cells, bone marrow, hair (as long as the hair contains a hair follicle), seeds, plant leaves, or anything else that has DNA-containing cells.

The genome sequence of a single cell selected from a mixed population of cells can be determined using techniques of single cell genome sequencing. This has important advantages in environmental microbiology in cases where a single cell of a particular microorganism species can be isolated from a mixed population by microscopy on the basis of its morphological or other distinguishing characteristics. In such cases the normally necessary steps of isolation and growth of the organism in culture may be omitted, thus allowing the sequencing of a much greater spectrum of organism genomes.[25]

Single cell genome sequencing is being tested as a method of preimplantation genetic diagnosis, wherein a cell from the embryo created by in vitro fertilization is taken and analyzed before embryo transfer into the uterus.[26] After implantation, cell-free fetal DNA can be taken by simple venipuncture from the mother and used for whole genome sequencing of the fetus.[27]

Early techniques edit

 
An ABI PRISM 3100 genetic analyzer. Such capillary sequencers automated the early efforts of sequencing genomes.

Sequencing of nearly an entire human genome was first accomplished in 2000 partly through the use of shotgun sequencing technology. While full genome shotgun sequencing for small (4000–7000 base pair) genomes was already in use in 1979,[28] broader application benefited from pairwise end sequencing, known colloquially as double-barrel shotgun sequencing. As sequencing projects began to take on longer and more complicated genomes, multiple groups began to realize that useful information could be obtained by sequencing both ends of a fragment of DNA. Although sequencing both ends of the same fragment and keeping track of the paired data was more cumbersome than sequencing a single end of two distinct fragments, the knowledge that the two sequences were oriented in opposite directions and were about the length of a fragment apart from each other was valuable in reconstructing the sequence of the original target fragment.

The first published description of the use of paired ends was in 1990 as part of the sequencing of the human HPRT locus,[29] although the use of paired ends was limited to closing gaps after the application of a traditional shotgun sequencing approach. The first theoretical description of a pure pairwise end sequencing strategy, assuming fragments of constant length, was in 1991.[30] In 1995 the innovation of using fragments of varying sizes was introduced,[31] and demonstrated that a pure pairwise end-sequencing strategy would be possible on large targets. The strategy was subsequently adopted by The Institute for Genomic Research (TIGR) to sequence the entire genome of the bacterium Haemophilus influenzae in 1995,[32] and then by Celera Genomics to sequence the entire fruit fly genome in 2000,[33] and subsequently the entire human genome. Applied Biosystems, now called Life Technologies, manufactured the automated capillary sequencers utilized by both Celera Genomics and The Human Genome Project.

Current techniques edit

While capillary sequencing was the first approach to successfully sequence a nearly full human genome, it is still too expensive and takes too long for commercial purposes. Since 2005 capillary sequencing has been progressively displaced by high-throughput (formerly "next-generation") sequencing technologies such as Illumina dye sequencing, pyrosequencing, and SMRT sequencing.[34] All of these technologies continue to employ the basic shotgun strategy, namely, parallelization and template generation via genome fragmentation.

Other technologies have emerged, including Nanopore technology. Though the sequencing accuracy of Nanopore technology is lower than those above, its read length is on average much longer.[35] This generation of long reads is valuable especially in de novo whole-genome sequencing applications.[36]

Analysis edit

In principle, full genome sequencing can provide the raw nucleotide sequence of an individual organism's DNA at a single point in time. However, further analysis must be performed to provide the biological or medical meaning of this sequence, such as how this knowledge can be used to help prevent disease. Methods for analyzing sequencing data are being developed and refined.

Because sequencing generates a lot of data (for example, there are approximately six billion base pairs in each human diploid genome), its output is stored electronically and requires a large amount of computing power and storage capacity.

While analysis of WGS data can be slow, it is possible to speed up this step by using dedicated hardware.[37]

Commercialization edit

 
Total cost of sequencing a whole human genome as calculated by the NHGRI

A number of public and private companies are competing to develop a full genome sequencing platform that is commercially robust for both research and clinical use,[38] including Illumina,[39] Knome,[40] Sequenom,[41]454 Life Sciences,[42] Pacific Biosciences,[43] Complete Genomics,[44]Helicos Biosciences,[45] GE Global Research (General Electric), Affymetrix, IBM, Intelligent Bio-Systems,[46] Life Technologies, Oxford Nanopore Technologies,[47] and the Beijing Genomics Institute.[48][49][50] These companies are heavily financed and backed by venture capitalists, hedge funds, and investment banks.[51][52]

A commonly-referenced commercial target for sequencing cost until the late 2010s was $1,000 USD, however, the private companies are working to reach a new target of only $100.[53]

Incentive edit

In October 2006, the X Prize Foundation, working in collaboration with the J. Craig Venter Science Foundation, established the Archon X Prize for Genomics,[54] intending to award $10 million to "the first team that can build a device and use it to sequence 100 human genomes within 10 days or less, with an accuracy of no more than one error in every 1,000,000 bases sequenced, with sequences accurately covering at least 98% of the genome, and at a recurring cost of no more than $1,000 per genome".[55] The Archon X Prize for Genomics was cancelled in 2013, before its official start date.[56][57]

History edit

In 2007, Applied Biosystems started selling a new type of sequencer called SOLiD System.[58] The technology allowed users to sequence 60 gigabases per run.[59]

In June 2009, Illumina announced that they were launching their own Personal Full Genome Sequencing Service at a depth of 30× for $48,000 per genome.[60][61] In August, the founder of Helicos Biosciences, Stephen Quake, stated that using the company's Single Molecule Sequencer he sequenced his own full genome for less than $50,000.[62] In November, Complete Genomics published a peer-reviewed paper in Science demonstrating its ability to sequence a complete human genome for $1,700.[63][64]

In May 2011, Illumina lowered its Full Genome Sequencing service to $5,000 per human genome, or $4,000 if ordering 50 or more.[65] Helicos Biosciences, Pacific Biosciences, Complete Genomics, Illumina, Sequenom, ION Torrent Systems, Halcyon Molecular, NABsys, IBM, and GE Global appear to all be going head to head in the race to commercialize full genome sequencing.[34][66]

With sequencing costs declining, a number of companies began claiming that their equipment would soon achieve the $1,000 genome: these companies included Life Technologies in January 2012,[67] Oxford Nanopore Technologies in February 2012,[68] and Illumina in February 2014.[69][70] In 2015, the NHGRI estimated the cost of obtaining a whole-genome sequence at around $1,500.[71] In 2016, Veritas Genetics began selling whole genome sequencing, including a report as to some of the information in the sequencing for $999.[72] In summer 2019 Veritas Genetics cut the cost for WGS to $599.[73] In 2017, BGI began offering WGS for $600.[74]

However, in 2015 some noted that effective use of whole gene sequencing can cost considerably more than $1000.[75] Also, reportedly there remain parts of the human genome that have not been fully sequenced by 2017.[76][77]

Comparison with other technologies edit

DNA microarrays edit

Full genome sequencing provides information on a genome that is orders of magnitude larger than by DNA arrays, the previous leader in genotyping technology.

For humans, DNA arrays currently provide genotypic information on up to one million genetic variants,[78][79][80] while full genome sequencing will provide information on all six billion bases in the human genome, or 3,000 times more data. Because of this, full genome sequencing is considered a disruptive innovation to the DNA array markets as the accuracy of both range from 99.98% to 99.999% (in non-repetitive DNA regions) and their consumables cost of $5000 per 6 billion base pairs is competitive (for some applications) with DNA arrays ($500 per 1 million basepairs).[42]

Applications edit

Mutation frequencies edit

Whole genome sequencing has established the mutation frequency for whole human genomes. The mutation frequency in the whole genome between generations for humans (parent to child) is about 70 new mutations per generation.[81][82] An even lower level of variation was found comparing whole genome sequencing in blood cells for a pair of monozygotic (identical twins) 100-year-old centenarians.[83] Only 8 somatic differences were found, though somatic variation occurring in less than 20% of blood cells would be undetected.

In the specifically protein coding regions of the human genome, it is estimated that there are about 0.35 mutations that would change the protein sequence between parent/child generations (less than one mutated protein per generation).[84]

In cancer, mutation frequencies are much higher, due to genome instability. This frequency can further depend on patient age, exposure to DNA damaging agents (such as UV-irradiation or components of tobacco smoke) and the activity/inactivity of DNA repair mechanisms.[citation needed] Furthermore, mutation frequency can vary between cancer types: in germline cells, mutation rates occur at approximately 0.023 mutations per megabase, but this number is much higher in breast cancer (1.18-1.66 somatic mutations per Mb), in lung cancer (17.7) or in melanomas (≈33).[85] Since the haploid human genome consists of approximately 3,200 megabases,[86] this translates into about 74 mutations (mostly in noncoding regions) in germline DNA per generation, but 3,776-5,312 somatic mutations per haploid genome in breast cancer, 56,640 in lung cancer and 105,600 in melanomas.

The distribution of somatic mutations across the human genome is very uneven,[87] such that the gene-rich, early-replicating regions receive fewer mutations than gene-poor, late-replicating heterochromatin, likely due to differential DNA repair activity.[88] In particular, the histone modification H3K9me3 is associated with high,[89] and H3K36me3 with low mutation frequencies.[90]

Genome-wide association studies edit

In research, whole-genome sequencing can be used in a Genome-Wide Association Study (GWAS) – a project aiming to determine the genetic variant or variants associated with a disease or some other phenotype.[91]

Diagnostic use edit

In 2009, Illumina released its first whole genome sequencers that were approved for clinical as opposed to research-only use and doctors at academic medical centers began quietly using them to try to diagnose what was wrong with people whom standard approaches had failed to help.[92] In 2009, a team from Stanford led by Euan Ashley performed clinical interpretation of a full human genome, that of bioengineer Stephen Quake.[93] In 2010, Ashley's team reported whole genome molecular autopsy[94] and in 2011, extended the interpretation framework to a fully sequenced family, the West family, who were the first family to be sequenced on the Illumina platform.[95] The price to sequence a genome at that time was $19,500 USD, which was billed to the patient but usually paid for out of a research grant; one person at that time had applied for reimbursement from their insurance company.[92] For example, one child had needed around 100 surgeries by the time he was three years old, and his doctor turned to whole genome sequencing to determine the problem; it took a team of around 30 people that included 12 bioinformatics experts, three sequencing technicians, five physicians, two genetic counsellors and two ethicists to identify a rare mutation in the XIAP that was causing widespread problems.[92][96][97]

Due to recent cost reductions (see above) whole genome sequencing has become a realistic application in DNA diagnostics. In 2013, the 3Gb-TEST consortium obtained funding from the European Union to prepare the health care system for these innovations in DNA diagnostics.[98][99] Quality assessment schemes, Health technology assessment and guidelines have to be in place. The 3Gb-TEST consortium has identified the analysis and interpretation of sequence data as the most complicated step in the diagnostic process.[100] At the Consortium meeting in Athens in September 2014, the Consortium coined the word genotranslation for this crucial step. This step leads to a so-called genoreport. Guidelines are needed to determine the required content of these reports.

Genomes2People (G2P), an initiative of Brigham and Women's Hospital and Harvard Medical School was created in 2011 to examine the integration of genomic sequencing into clinical care of adults and children.[101] G2P's director, Robert C. Green, had previously led the REVEAL study — Risk EValuation and Education for Alzheimer's Disease – a series of clinical trials exploring patient reactions to the knowledge of their genetic risk for Alzheimer's.[102][103] Green and a team of researchers launched the BabySeq Project in 2013 to study the ethical and medical consequences of sequencing an infant's DNA.[104][105] A second phase, BabySeq2, was funded by NIH in 2021 and is an implementation study that expands this project, planning to enroll 500 infants from diverse families and track the effects of their genomic sequencing on their pediatric care.[106]

In 2018, researchers at Rady Children's Institute for Genomic Medicine in San Diego, CA determined that rapid whole-genome sequencing (rWGS) can diagnose genetic disorders in time to change acute medical or surgical management (clinical utility) and improve outcomes in acutely ill infants. The researchers reported a retrospective cohort study of acutely ill inpatient infants in a regional children's hospital from July 2016-March 2017. Forty-two families received rWGS for etiologic diagnosis of genetic disorders. The diagnostic sensitivity of rWGS was 43% (eighteen of 42 infants) and 10% (four of 42 infants) for standard genetic tests (P = .0005). The rate of clinical utility of rWGS (31%, thirteen of 42 infants) was significantly greater than for standard genetic tests (2%, one of 42; P = .0015). Eleven (26%) infants with diagnostic rWGS avoided morbidity, one had a 43% reduction in likelihood of mortality, and one started palliative care. In six of the eleven infants, the changes in management reduced inpatient cost by $800,000-$2,000,000. These findings replicate a prior study of the clinical utility of rWGS in acutely ill inpatient infants, and demonstrate improved outcomes and net healthcare savings. rWGS merits consideration as a first tier test in this setting.[107]

A 2018 review of 36 publications found the cost for whole genome sequencing to range from $1,906 USD to $24,810 USD and have a wide variance in diagnostic yield from 17% to 73% depending on patient groups.[108]

Rare variant association study edit

Whole genome sequencing studies enable the assessment of associations between complex traits and both coding and noncoding rare variants (minor allele frequency (MAF) < 1%) across the genome. Single-variant analyses typically have low power to identify associations with rare variants, and variant set tests have been proposed to jointly test the effects of given sets of multiple rare variants.[109] SNP annotations help to prioritize rare functional variants, and incorporating these annotations can effectively boost the power of genetic association of rare variants analysis of whole genome sequencing studies.[110] Some tools have been specifically developed to provide all-in-one rare variant association analysis for whole-genome sequencing data, including integration of genotype data and their functional annotations, association analysis, result summary and visualization.[111][112]

Meta-analysis of whole genome sequencing studies provides an attractive solution to the problem of collecting large sample sizes for discovering rare variants associated with complex phenotypes. Some methods have been developed to enable functionally informed rare variant association analysis in biobank-scale cohorts using efficient approaches for summary statistic storage.[113]

Oncology edit

In this field, whole genome sequencing represents a great set of improvements and challenges to be faced by the scientific community, as it makes it possible to analyze, quantify and characterize circulating tumor DNA (ctDNA) in the bloodstream. This serves as a basis for early cancer diagnosis, treatment selection and relapse monitoring, as well as for determining the mechanisms of resistance, metastasis and phylogenetic patterns in the evolution of cancer. It can also help in the selection of individualized treatments for patients suffering from this pathology and observe how existing drugs are working during the progression of treatment. Deep whole genome sequencing involves a subclonal reconstruction based on ctDNA in plasma that allows for complete epigenomic and genomic profiling, showing the expression of circulating tumor DNA in each case. [114]

Ethical concerns edit

The introduction of whole genome sequencing may have ethical implications.[115] On one hand, genetic testing can potentially diagnose preventable diseases, both in the individual undergoing genetic testing and in their relatives.[115] On the other hand, genetic testing has potential downsides such as genetic discrimination, loss of anonymity, and psychological impacts such as discovery of non-paternity.[116]

Some ethicists insist that the privacy of individuals undergoing genetic testing must be protected,[115] and is of particular concern when minors undergo genetic testing.[117] Illumina's CEO, Jay Flatley, claimed in February 2009 that "by 2019 it will have become routine to map infants' genes when they are born".[118] This potential use of genome sequencing is highly controversial, as it runs counter to established ethical norms for predictive genetic testing of asymptomatic minors that have been well established in the fields of medical genetics and genetic counseling.[119][120][121][122] The traditional guidelines for genetic testing have been developed over the course of several decades since it first became possible to test for genetic markers associated with disease, prior to the advent of cost-effective, comprehensive genetic screening.

When an individual undergoes whole genome sequencing, they reveal information about not only their own DNA sequences, but also about probable DNA sequences of their close genetic relatives.[115] This information can further reveal useful predictive information about relatives' present and future health risks.[123] Hence, there are important questions about what obligations, if any, are owed to the family members of the individuals who are undergoing genetic testing. In Western/European society, tested individuals are usually encouraged to share important information on any genetic diagnoses with their close relatives, since the importance of the genetic diagnosis for offspring and other close relatives is usually one of the reasons for seeking a genetic testing in the first place.[115] Nevertheless, a major ethical dilemma can develop when the patients refuse to share information on a diagnosis that is made for serious genetic disorder that is highly preventable and where there is a high risk to relatives carrying the same disease mutation. Under such circumstances, the clinician may suspect that the relatives would rather know of the diagnosis and hence the clinician can face a conflict of interest with respect to patient-doctor confidentiality.[115]

Privacy concerns can also arise when whole genome sequencing is used in scientific research studies. Researchers often need to put information on patient's genotypes and phenotypes into public scientific databases, such as locus specific databases.[115] Although only anonymous patient data are submitted to locus specific databases, patients might still be identifiable by their relatives in the case of finding a rare disease or a rare missense mutation.[115] Public discussion around the introduction of advanced forensic techniques (such as advanced familial searching using public DNA ancestry websites and DNA phenotyping approaches) has been limited, disjointed, and unfocused. As forensic genetics and medical genetics converge toward genome sequencing, issues surrounding genetic data become increasingly connected, and additional legal protections may need to be established.[124]

Public human genome sequences edit

First people with public genome sequences edit

The first nearly complete human genomes sequenced were two Americans of predominantly Northwestern European ancestry in 2007 (J. Craig Venter at 7.5-fold coverage,[125][126][127] and James Watson at 7.4-fold).[128][129][130] This was followed in 2008 by sequencing of an anonymous Han Chinese man (at 36-fold),[131] a Yoruban man from Nigeria (at 30-fold),[132] a female clinical geneticist (Marjolein Kriek) from the Netherlands (at 7 to 8-fold), and a female leukemia patient in her mid-50s (at 33 and 14-fold coverage for tumor and normal tissues).[133] Steve Jobs was among the first 20 people to have their whole genome sequenced, reportedly for the cost of $100,000.[134] As of June 2012, there were 69 nearly complete human genomes publicly available.[135] In November 2013, a Spanish family made their personal genomics data publicly available under a Creative Commons public domain license. The work was led by Manuel Corpas and the data obtained by direct-to-consumer genetic testing with 23andMe and the Beijing Genomics Institute. This is believed to be the first such Public Genomics dataset for a whole family.[136]

Databases edit

According to Science the major databases of whole genomes are:[137]

Biobank Completed whole genomes Release/access information
UK Biobank 200,000 Made available through a Web platform in November 2021, it is the largest public dataset of whole genomes. The genomes are linked to anonymized medical information and are made more accessible for biomedical research than prior, less comprehensive datasets. 300,000 more genomes are set to be released in early 2023.[137][138]
Trans-Omics for Precision Medicine 161,000 National Institutes of Health (NIH) requires project-specific consent
Million Veteran Program 125,000 Non–Veterans Affairs researchers get access in 2022
Genomics England's 100,000 Genomes 120,000 Researchers must join collaboration
All of Us 90,000 NIH expects to release by early 2022

Genomic coverage edit

In terms of genomic coverage and accuracy, whole genome sequencing can broadly be classified into either of the following:[139]

  • A draft sequence, covering approximately 90% of the genome at approximately 99.9% accuracy
  • A finished sequence, covering more than 95% of the genome at approximately 99.99% accuracy

Producing a truly high-quality finished sequence by this definition is very expensive. Thus, most human "whole genome sequencing" results are draft sequences (sometimes above and sometimes below the accuracy defined above).[139]

See also edit

References edit

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External links edit

whole, genome, sequencing, genome, sequencing, redirects, here, sequencing, only, sequencing, further, information, karyotype, also, known, full, genome, sequencing, complete, genome, sequencing, entire, genome, sequencing, process, determining, entirety, near. Genome sequencing redirects here For the sequencing only of DNA see DNA sequencing Further information Karyotype Whole genome sequencing WGS also known as full genome sequencing complete genome sequencing or entire genome sequencing is the process of determining the entirety or nearly the entirety of the DNA sequence of an organism s genome at a single time 2 This entails sequencing all of an organism s chromosomal DNA as well as DNA contained in the mitochondria and for plants in the chloroplast Electropherograms are commonly used to sequence portions of genomes 1 Schematic karyogram of a human showing an overview of the human genome with 22 homologous chromosomes both the female XX and male XY versions of the sex chromosome bottom right as well as the mitochondrial genome to scale at bottom left Whole genome sequencing has largely been used as a research tool but was being introduced to clinics in 2014 3 4 5 In the future of personalized medicine whole genome sequence data may be an important tool to guide therapeutic intervention 6 The tool of gene sequencing at SNP level is also used to pinpoint functional variants from association studies and improve the knowledge available to researchers interested in evolutionary biology and hence may lay the foundation for predicting disease susceptibility and drug response Whole genome sequencing should not be confused with DNA profiling which only determines the likelihood that genetic material came from a particular individual or group and does not contain additional information on genetic relationships origin or susceptibility to specific diseases 7 In addition whole genome sequencing should not be confused with methods that sequence specific subsets of the genome such methods include whole exome sequencing 1 2 of the genome or SNP genotyping lt 0 1 of the genome Contents 1 History 2 Experimental details 2 1 Cells used for sequencing 2 2 Early techniques 2 3 Current techniques 2 4 Analysis 3 Commercialization 3 1 Incentive 3 2 History 4 Comparison with other technologies 4 1 DNA microarrays 5 Applications 5 1 Mutation frequencies 5 2 Genome wide association studies 5 3 Diagnostic use 5 4 Rare variant association study 5 5 Oncology 6 Ethical concerns 7 Public human genome sequences 7 1 First people with public genome sequences 7 2 Databases 8 Genomic coverage 9 See also 9 1 Sequenced genomes 10 References 11 External linksHistory edit nbsp The first bacterial whole genome to be sequenced was of the bacterium Haemophilus influenzae nbsp The worm Caenorhabditis elegans was the first animal to have its whole genome sequenced nbsp Drosophila melanogaster s whole genome was sequenced in 2000 nbsp Arabidopsis thaliana was the first plant genome sequenced nbsp The genome of the lab mouse Mus musculus was published in 2002 nbsp It took 10 years and 50 scientists spanning the globe to sequence the genome of Elaeis guineensis oil palm This genome was particularly difficult to sequence because it had many repeated sequences which are difficult to organise 8 The DNA sequencing methods used in the 1970s and 1980s were manual for example Maxam Gilbert sequencing and Sanger sequencing Several whole bacteriophage and animal viral genomes were sequenced by these techniques but the shift to more rapid automated sequencing methods in the 1990s facilitated the sequencing of the larger bacterial and eukaryotic genomes 9 The first virus to have its complete genome sequenced was the Bacteriophage MS2 by 1976 10 In 1992 yeast chromosome III was the first chromosome of any organism to be fully sequenced 11 The first organism whose entire genome was fully sequenced was Haemophilus influenzae in 1995 12 After it the genomes of other bacteria and some archaea were first sequenced largely due to their small genome size H influenzae has a genome of 1 830 140 base pairs of DNA 12 In contrast eukaryotes both unicellular and multicellular such as Amoeba dubia and humans Homo sapiens respectively have much larger genomes see C value paradox 13 Amoeba dubia has a genome of 700 billion nucleotide pairs spread across thousands of chromosomes 14 Humans contain fewer nucleotide pairs about 3 2 billion in each germ cell note the exact size of the human genome is still being revised than A dubia however their genome size far outweighs the genome size of individual bacteria 15 The first bacterial and archaeal genomes including that of H influenzae were sequenced by Shotgun sequencing 12 In 1996 the first eukaryotic genome Saccharomyces cerevisiae was sequenced S cerevisiae a model organism in biology has a genome of only around 12 million nucleotide pairs 16 and was the first unicellular eukaryote to have its whole genome sequenced The first multicellular eukaryote and animal to have its whole genome sequenced was the nematode worm Caenorhabditis elegans in 1998 17 Eukaryotic genomes are sequenced by several methods including Shotgun sequencing of short DNA fragments and sequencing of larger DNA clones from DNA libraries such as bacterial artificial chromosomes BACs and yeast artificial chromosomes YACs 18 In 1999 the entire DNA sequence of human chromosome 22 the second shortest human autosome was published 19 By the year 2000 the second animal and second invertebrate yet first insect genome was sequenced that of the fruit fly Drosophila melanogaster a popular choice of model organism in experimental research 20 The first plant genome that of the model organism Arabidopsis thaliana was also fully sequenced by 2000 21 By 2001 a draft of the entire human genome sequence was published 22 The genome of the laboratory mouse Mus musculus was completed in 2002 23 In 2004 the Human Genome Project published an incomplete version of the human genome 24 In 2008 a group from Leiden the Netherlands reported the sequencing of the first female human genome Marjolein Kriek Currently thousands of genomes have been wholly or partially sequenced Experimental details editCells used for sequencing edit Almost any biological sample containing a full copy of the DNA even a very small amount of DNA or ancient DNA can provide the genetic material necessary for full genome sequencing Such samples may include saliva epithelial cells bone marrow hair as long as the hair contains a hair follicle seeds plant leaves or anything else that has DNA containing cells The genome sequence of a single cell selected from a mixed population of cells can be determined using techniques of single cell genome sequencing This has important advantages in environmental microbiology in cases where a single cell of a particular microorganism species can be isolated from a mixed population by microscopy on the basis of its morphological or other distinguishing characteristics In such cases the normally necessary steps of isolation and growth of the organism in culture may be omitted thus allowing the sequencing of a much greater spectrum of organism genomes 25 Single cell genome sequencing is being tested as a method of preimplantation genetic diagnosis wherein a cell from the embryo created by in vitro fertilization is taken and analyzed before embryo transfer into the uterus 26 After implantation cell free fetal DNA can be taken by simple venipuncture from the mother and used for whole genome sequencing of the fetus 27 Early techniques edit nbsp An ABI PRISM 3100 genetic analyzer Such capillary sequencers automated the early efforts of sequencing genomes Sequencing of nearly an entire human genome was first accomplished in 2000 partly through the use of shotgun sequencing technology While full genome shotgun sequencing for small 4000 7000 base pair genomes was already in use in 1979 28 broader application benefited from pairwise end sequencing known colloquially as double barrel shotgun sequencing As sequencing projects began to take on longer and more complicated genomes multiple groups began to realize that useful information could be obtained by sequencing both ends of a fragment of DNA Although sequencing both ends of the same fragment and keeping track of the paired data was more cumbersome than sequencing a single end of two distinct fragments the knowledge that the two sequences were oriented in opposite directions and were about the length of a fragment apart from each other was valuable in reconstructing the sequence of the original target fragment The first published description of the use of paired ends was in 1990 as part of the sequencing of the human HPRT locus 29 although the use of paired ends was limited to closing gaps after the application of a traditional shotgun sequencing approach The first theoretical description of a pure pairwise end sequencing strategy assuming fragments of constant length was in 1991 30 In 1995 the innovation of using fragments of varying sizes was introduced 31 and demonstrated that a pure pairwise end sequencing strategy would be possible on large targets The strategy was subsequently adopted by The Institute for Genomic Research TIGR to sequence the entire genome of the bacterium Haemophilus influenzae in 1995 32 and then by Celera Genomics to sequence the entire fruit fly genome in 2000 33 and subsequently the entire human genome Applied Biosystems now called Life Technologies manufactured the automated capillary sequencers utilized by both Celera Genomics and The Human Genome Project Current techniques edit Main article DNA Sequencing While capillary sequencing was the first approach to successfully sequence a nearly full human genome it is still too expensive and takes too long for commercial purposes Since 2005 capillary sequencing has been progressively displaced by high throughput formerly next generation sequencing technologies such as Illumina dye sequencing pyrosequencing and SMRT sequencing 34 All of these technologies continue to employ the basic shotgun strategy namely parallelization and template generation via genome fragmentation Other technologies have emerged including Nanopore technology Though the sequencing accuracy of Nanopore technology is lower than those above its read length is on average much longer 35 This generation of long reads is valuable especially in de novo whole genome sequencing applications 36 Analysis edit In principle full genome sequencing can provide the raw nucleotide sequence of an individual organism s DNA at a single point in time However further analysis must be performed to provide the biological or medical meaning of this sequence such as how this knowledge can be used to help prevent disease Methods for analyzing sequencing data are being developed and refined Because sequencing generates a lot of data for example there are approximately six billion base pairs in each human diploid genome its output is stored electronically and requires a large amount of computing power and storage capacity While analysis of WGS data can be slow it is possible to speed up this step by using dedicated hardware 37 Commercialization editMain article 1 000 genome nbsp Total cost of sequencing a whole human genome as calculated by the NHGRIA number of public and private companies are competing to develop a full genome sequencing platform that is commercially robust for both research and clinical use 38 including Illumina 39 Knome 40 Sequenom 41 454 Life Sciences 42 Pacific Biosciences 43 Complete Genomics 44 Helicos Biosciences 45 GE Global Research General Electric Affymetrix IBM Intelligent Bio Systems 46 Life Technologies Oxford Nanopore Technologies 47 and the Beijing Genomics Institute 48 49 50 These companies are heavily financed and backed by venture capitalists hedge funds and investment banks 51 52 A commonly referenced commercial target for sequencing cost until the late 2010s was 1 000 USD however the private companies are working to reach a new target of only 100 53 Incentive edit In October 2006 the X Prize Foundation working in collaboration with the J Craig Venter Science Foundation established the Archon X Prize for Genomics 54 intending to award 10 million to the first team that can build a device and use it to sequence 100 human genomes within 10 days or less with an accuracy of no more than one error in every 1 000 000 bases sequenced with sequences accurately covering at least 98 of the genome and at a recurring cost of no more than 1 000 per genome 55 The Archon X Prize for Genomics was cancelled in 2013 before its official start date 56 57 History edit In 2007 Applied Biosystems started selling a new type of sequencer called SOLiD System 58 The technology allowed users to sequence 60 gigabases per run 59 In June 2009 Illumina announced that they were launching their own Personal Full Genome Sequencing Service at a depth of 30 for 48 000 per genome 60 61 In August the founder of Helicos Biosciences Stephen Quake stated that using the company s Single Molecule Sequencer he sequenced his own full genome for less than 50 000 62 In November Complete Genomics published a peer reviewed paper in Science demonstrating its ability to sequence a complete human genome for 1 700 63 64 In May 2011 Illumina lowered its Full Genome Sequencing service to 5 000 per human genome or 4 000 if ordering 50 or more 65 Helicos Biosciences Pacific Biosciences Complete Genomics Illumina Sequenom ION Torrent Systems Halcyon Molecular NABsys IBM and GE Global appear to all be going head to head in the race to commercialize full genome sequencing 34 66 With sequencing costs declining a number of companies began claiming that their equipment would soon achieve the 1 000 genome these companies included Life Technologies in January 2012 67 Oxford Nanopore Technologies in February 2012 68 and Illumina in February 2014 69 70 In 2015 the NHGRI estimated the cost of obtaining a whole genome sequence at around 1 500 71 In 2016 Veritas Genetics began selling whole genome sequencing including a report as to some of the information in the sequencing for 999 72 In summer 2019 Veritas Genetics cut the cost for WGS to 599 73 In 2017 BGI began offering WGS for 600 74 However in 2015 some noted that effective use of whole gene sequencing can cost considerably more than 1000 75 Also reportedly there remain parts of the human genome that have not been fully sequenced by 2017 76 77 Comparison with other technologies editDNA microarrays edit Full genome sequencing provides information on a genome that is orders of magnitude larger than by DNA arrays the previous leader in genotyping technology For humans DNA arrays currently provide genotypic information on up to one million genetic variants 78 79 80 while full genome sequencing will provide information on all six billion bases in the human genome or 3 000 times more data Because of this full genome sequencing is considered a disruptive innovation to the DNA array markets as the accuracy of both range from 99 98 to 99 999 in non repetitive DNA regions and their consumables cost of 5000 per 6 billion base pairs is competitive for some applications with DNA arrays 500 per 1 million basepairs 42 Applications editMutation frequencies edit Whole genome sequencing has established the mutation frequency for whole human genomes The mutation frequency in the whole genome between generations for humans parent to child is about 70 new mutations per generation 81 82 An even lower level of variation was found comparing whole genome sequencing in blood cells for a pair of monozygotic identical twins 100 year old centenarians 83 Only 8 somatic differences were found though somatic variation occurring in less than 20 of blood cells would be undetected In the specifically protein coding regions of the human genome it is estimated that there are about 0 35 mutations that would change the protein sequence between parent child generations less than one mutated protein per generation 84 In cancer mutation frequencies are much higher due to genome instability This frequency can further depend on patient age exposure to DNA damaging agents such as UV irradiation or components of tobacco smoke and the activity inactivity of DNA repair mechanisms citation needed Furthermore mutation frequency can vary between cancer types in germline cells mutation rates occur at approximately 0 023 mutations per megabase but this number is much higher in breast cancer 1 18 1 66 somatic mutations per Mb in lung cancer 17 7 or in melanomas 33 85 Since the haploid human genome consists of approximately 3 200 megabases 86 this translates into about 74 mutations mostly in noncoding regions in germline DNA per generation but 3 776 5 312 somatic mutations per haploid genome in breast cancer 56 640 in lung cancer and 105 600 in melanomas The distribution of somatic mutations across the human genome is very uneven 87 such that the gene rich early replicating regions receive fewer mutations than gene poor late replicating heterochromatin likely due to differential DNA repair activity 88 In particular the histone modification H3K9me3 is associated with high 89 and H3K36me3 with low mutation frequencies 90 Genome wide association studies edit Main article Genome wide association study In research whole genome sequencing can be used in a Genome Wide Association Study GWAS a project aiming to determine the genetic variant or variants associated with a disease or some other phenotype 91 Diagnostic use edit Further information Personal genomics predictive medicine and elective genetic and genomic testing In 2009 Illumina released its first whole genome sequencers that were approved for clinical as opposed to research only use and doctors at academic medical centers began quietly using them to try to diagnose what was wrong with people whom standard approaches had failed to help 92 In 2009 a team from Stanford led by Euan Ashley performed clinical interpretation of a full human genome that of bioengineer Stephen Quake 93 In 2010 Ashley s team reported whole genome molecular autopsy 94 and in 2011 extended the interpretation framework to a fully sequenced family the West family who were the first family to be sequenced on the Illumina platform 95 The price to sequence a genome at that time was 19 500 USD which was billed to the patient but usually paid for out of a research grant one person at that time had applied for reimbursement from their insurance company 92 For example one child had needed around 100 surgeries by the time he was three years old and his doctor turned to whole genome sequencing to determine the problem it took a team of around 30 people that included 12 bioinformatics experts three sequencing technicians five physicians two genetic counsellors and two ethicists to identify a rare mutation in the XIAP that was causing widespread problems 92 96 97 Due to recent cost reductions see above whole genome sequencing has become a realistic application in DNA diagnostics In 2013 the 3Gb TEST consortium obtained funding from the European Union to prepare the health care system for these innovations in DNA diagnostics 98 99 Quality assessment schemes Health technology assessment and guidelines have to be in place The 3Gb TEST consortium has identified the analysis and interpretation of sequence data as the most complicated step in the diagnostic process 100 At the Consortium meeting in Athens in September 2014 the Consortium coined the word genotranslation for this crucial step This step leads to a so called genoreport Guidelines are needed to determine the required content of these reports Genomes2People G2P an initiative of Brigham and Women s Hospital and Harvard Medical School was created in 2011 to examine the integration of genomic sequencing into clinical care of adults and children 101 G2P s director Robert C Green had previously led the REVEAL study Risk EValuation and Education for Alzheimer s Disease a series of clinical trials exploring patient reactions to the knowledge of their genetic risk for Alzheimer s 102 103 Green and a team of researchers launched the BabySeq Project in 2013 to study the ethical and medical consequences of sequencing an infant s DNA 104 105 A second phase BabySeq2 was funded by NIH in 2021 and is an implementation study that expands this project planning to enroll 500 infants from diverse families and track the effects of their genomic sequencing on their pediatric care 106 In 2018 researchers at Rady Children s Institute for Genomic Medicine in San Diego CA determined that rapid whole genome sequencing rWGS can diagnose genetic disorders in time to change acute medical or surgical management clinical utility and improve outcomes in acutely ill infants The researchers reported a retrospective cohort study of acutely ill inpatient infants in a regional children s hospital from July 2016 March 2017 Forty two families received rWGS for etiologic diagnosis of genetic disorders The diagnostic sensitivity of rWGS was 43 eighteen of 42 infants and 10 four of 42 infants for standard genetic tests P 0005 The rate of clinical utility of rWGS 31 thirteen of 42 infants was significantly greater than for standard genetic tests 2 one of 42 P 0015 Eleven 26 infants with diagnostic rWGS avoided morbidity one had a 43 reduction in likelihood of mortality and one started palliative care In six of the eleven infants the changes in management reduced inpatient cost by 800 000 2 000 000 These findings replicate a prior study of the clinical utility of rWGS in acutely ill inpatient infants and demonstrate improved outcomes and net healthcare savings rWGS merits consideration as a first tier test in this setting 107 A 2018 review of 36 publications found the cost for whole genome sequencing to range from 1 906 USD to 24 810 USD and have a wide variance in diagnostic yield from 17 to 73 depending on patient groups 108 Rare variant association study edit Whole genome sequencing studies enable the assessment of associations between complex traits and both coding and noncoding rare variants minor allele frequency MAF lt 1 across the genome Single variant analyses typically have low power to identify associations with rare variants and variant set tests have been proposed to jointly test the effects of given sets of multiple rare variants 109 SNP annotations help to prioritize rare functional variants and incorporating these annotations can effectively boost the power of genetic association of rare variants analysis of whole genome sequencing studies 110 Some tools have been specifically developed to provide all in one rare variant association analysis for whole genome sequencing data including integration of genotype data and their functional annotations association analysis result summary and visualization 111 112 Meta analysis of whole genome sequencing studies provides an attractive solution to the problem of collecting large sample sizes for discovering rare variants associated with complex phenotypes Some methods have been developed to enable functionally informed rare variant association analysis in biobank scale cohorts using efficient approaches for summary statistic storage 113 Oncology edit In this field whole genome sequencing represents a great set of improvements and challenges to be faced by the scientific community as it makes it possible to analyze quantify and characterize circulating tumor DNA ctDNA in the bloodstream This serves as a basis for early cancer diagnosis treatment selection and relapse monitoring as well as for determining the mechanisms of resistance metastasis and phylogenetic patterns in the evolution of cancer It can also help in the selection of individualized treatments for patients suffering from this pathology and observe how existing drugs are working during the progression of treatment Deep whole genome sequencing involves a subclonal reconstruction based on ctDNA in plasma that allows for complete epigenomic and genomic profiling showing the expression of circulating tumor DNA in each case 114 Ethical concerns editThe introduction of whole genome sequencing may have ethical implications 115 On one hand genetic testing can potentially diagnose preventable diseases both in the individual undergoing genetic testing and in their relatives 115 On the other hand genetic testing has potential downsides such as genetic discrimination loss of anonymity and psychological impacts such as discovery of non paternity 116 Some ethicists insist that the privacy of individuals undergoing genetic testing must be protected 115 and is of particular concern when minors undergo genetic testing 117 Illumina s CEO Jay Flatley claimed in February 2009 that by 2019 it will have become routine to map infants genes when they are born 118 This potential use of genome sequencing is highly controversial as it runs counter to established ethical norms for predictive genetic testing of asymptomatic minors that have been well established in the fields of medical genetics and genetic counseling 119 120 121 122 The traditional guidelines for genetic testing have been developed over the course of several decades since it first became possible to test for genetic markers associated with disease prior to the advent of cost effective comprehensive genetic screening When an individual undergoes whole genome sequencing they reveal information about not only their own DNA sequences but also about probable DNA sequences of their close genetic relatives 115 This information can further reveal useful predictive information about relatives present and future health risks 123 Hence there are important questions about what obligations if any are owed to the family members of the individuals who are undergoing genetic testing In Western European society tested individuals are usually encouraged to share important information on any genetic diagnoses with their close relatives since the importance of the genetic diagnosis for offspring and other close relatives is usually one of the reasons for seeking a genetic testing in the first place 115 Nevertheless a major ethical dilemma can develop when the patients refuse to share information on a diagnosis that is made for serious genetic disorder that is highly preventable and where there is a high risk to relatives carrying the same disease mutation Under such circumstances the clinician may suspect that the relatives would rather know of the diagnosis and hence the clinician can face a conflict of interest with respect to patient doctor confidentiality 115 Privacy concerns can also arise when whole genome sequencing is used in scientific research studies Researchers often need to put information on patient s genotypes and phenotypes into public scientific databases such as locus specific databases 115 Although only anonymous patient data are submitted to locus specific databases patients might still be identifiable by their relatives in the case of finding a rare disease or a rare missense mutation 115 Public discussion around the introduction of advanced forensic techniques such as advanced familial searching using public DNA ancestry websites and DNA phenotyping approaches has been limited disjointed and unfocused As forensic genetics and medical genetics converge toward genome sequencing issues surrounding genetic data become increasingly connected and additional legal protections may need to be established 124 Public human genome sequences editFirst people with public genome sequences edit The first nearly complete human genomes sequenced were two Americans of predominantly Northwestern European ancestry in 2007 J Craig Venter at 7 5 fold coverage 125 126 127 and James Watson at 7 4 fold 128 129 130 This was followed in 2008 by sequencing of an anonymous Han Chinese man at 36 fold 131 a Yoruban man from Nigeria at 30 fold 132 a female clinical geneticist Marjolein Kriek from the Netherlands at 7 to 8 fold and a female leukemia patient in her mid 50s at 33 and 14 fold coverage for tumor and normal tissues 133 Steve Jobs was among the first 20 people to have their whole genome sequenced reportedly for the cost of 100 000 134 As of June 2012 update there were 69 nearly complete human genomes publicly available 135 In November 2013 a Spanish family made their personal genomics data publicly available under a Creative Commons public domain license The work was led by Manuel Corpas and the data obtained by direct to consumer genetic testing with 23andMe and the Beijing Genomics Institute This is believed to be the first such Public Genomics dataset for a whole family 136 Databases edit According to Science the major databases of whole genomes are 137 Biobank Completed whole genomes Release access informationUK Biobank 200 000 Made available through a Web platform in November 2021 it is the largest public dataset of whole genomes The genomes are linked to anonymized medical information and are made more accessible for biomedical research than prior less comprehensive datasets 300 000 more genomes are set to be released in early 2023 137 138 Trans Omics for Precision Medicine 161 000 National Institutes of Health NIH requires project specific consentMillion Veteran Program 125 000 Non Veterans Affairs researchers get access in 2022Genomics England s 100 000 Genomes 120 000 Researchers must join collaborationAll of Us 90 000 NIH expects to release by early 2022Further information Global microbial identifierGenomic coverage editIn terms of genomic coverage and accuracy whole genome sequencing can broadly be classified into either of the following 139 A draft sequence covering approximately 90 of the genome at approximately 99 9 accuracy A finished sequence covering more than 95 of the genome at approximately 99 99 accuracyProducing a truly high quality finished sequence by this definition is very expensive Thus most human whole genome sequencing results are draft sequences sometimes above and sometimes below the accuracy defined above 139 See also editCoverage genetics DNA microarray DNA profiling DNA sequencing Duplex sequencing Exome Sequencing Single cell sequencing Horizontal correlation Medical genetics Nucleic acid sequence Human Genome Project Personal Genome Project Genomics England Medical Research Council MRC Predictive medicine Personalized medicine Rare functional variant SNP annotationSequenced genomes List of sequenced algae genomes List of sequenced animal genomes List of sequenced archaeal genomes List of sequenced bacterial genomes List of sequenced eukaryotic genomes List of sequenced fungi genomes List of sequenced plant genomes List of sequenced plastomes List of sequenced protist genomesReferences edit Alberts Bruce Johnson Alexander Lewis Julian Raff Martin Roberts Keith Walter Peter 2008 Chapter 8 Molecular biology of the cell 5th ed New York Garland Science p 550 ISBN 978 0 8153 4106 2 Definition of whole genome sequencing NCI Dictionary of Cancer Terms National Cancer Institute 2012 07 20 Retrieved 2018 10 13 Gilissen July 2014 Genome sequencing identifies 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