SlideShare a Scribd company logo
November 2016
www.era7bioinformatics.com
info@era7.com	
								@Era7bioinfo		
The Microbiome
in Era7 Bioinformatics.
www.era7bioinformatics.com 																																			
Era7 Bioinformatics is
The Bacterial Genomics Company
and
a leader in Microbiome Analysis
www.era7bioinformatics.com 																																			
The Microbiome Revolution era
started officially on May 13th 2016
www.era7bioinformatics.com 																																			
This date The White House announced the
launching of The National Microbiome Initiative
www.era7bioinformatics.com 																																			
And Era7 was there!
Our CEO Eduardo Pareja was invited to
the Launching of the National
Microbiome Initiative
www.era7bioinformatics.com
www.era7bioinformatics.com 																																			
Microbiome became one of the White
House Important Initiatives:
• Precision Medicine Initiative
• Cancer Moonshot
• National Microbiome Initiative
www.era7bioinformatics.com 																																			
National Microbiome Initiative definition:
“Microbiomes are the communities of
microorganisms that live on or in people,
plants, soil, oceans, and the atmosphere.
Microbiomes maintain healthy function of
these diverse ecosystems, influencing
human health, climate change, food
security, and other factors”
www.era7bioinformatics.com 																																			
And not only The White House thinks
that The Microbiome is a revolution
www.era7bioinformatics.com
www.era7bioinformatics.com
www.era7bioinformatics.com 																																			
The Microbiome contains many kinds
of microorganisms but the more
frequently analysed are Bacteria and
Archaea
www.era7bioinformatics.com 																																			
Bacteria
are all
over the
World ……
www.era7bioinformatics.com 																																			
In the Sea
www.era7bioinformatics.com 																																			
In
the soil
www.era7bioinformatics.com 																																			
In the Air
www.era7bioinformatics.com 																																			
And in all
living
organisms
www.era7bioinformatics.com 																																			
The Microbiome has got a great interest
recently:
• Humans: in different parts of the body
• Environmental: soils, water, oceans ….
• Industrial: farms, food …..
• Places: Hospitals, tools, phones, trains…
www.era7bioinformatics.com 																																			
Microbiome in PubMed
www.era7bioinformatics.com 																																			
The Human Microbiome has been
called:
“ The Second Genome “
“ The Last Organ “
www.era7bioinformatics.com 																																			
Human Microbiome facts:
• 100 times more genes than the Human Genome
• 1.5 Kilograms
• 10 times more bacteria cells than human cells in our
body
www.era7bioinformatics.com 																																			
More than 10% of the small
molecules in the blood come from
the gut microbiome
www.era7bioinformatics.com 																																			
Human Microbiomes, many places to
analyse:
• Mouth
• Gut
• Skin
• Urinary Tract
• Airways
• Vagina
• Human Milk
• ………………………..
www.era7bioinformatics.com 																																			
A healthy Microbiome is needed
and a “bad” Microbiome is related
with diseases
www.era7bioinformatics.com 																																			
• Obesity
• Type 1 Diabetes
• Type 2 Diabetes
• Colon cancer
• Asthma
• Atherosclerosis
• Autism
• Autoimmunity
• Cardiovascular Disease
• Crohn
• Cystic Fibrosis
Not exhaustive list of health conditions related with Gut
Microbiome:
• Skin disorders
• Inflammation
• Fe deficiency
• Multiple Sclerosis
• Obesidad
• Rheumatoid Arthritis
• Parkinson
• Sarcoidosis
• Stroke
• AIDS
www.era7bioinformatics.com 																																			
The Microbiome shapes The Immune System
Some examples:
• Mice do not have Blood-Brain barrier when their gut is
sterile.
• In Cancer Immunotherapy in mice, results depend on
the Microbiome composition
• In mice, Stroke recovery depends on The Microbiome
composition as demonstrated after antibiotics treatment
www.era7bioinformatics.com 																																			
The Human Microbiome is closely related
with The Immune System and, thus, in Era7
Bioinformatics we can also do:
• HLA typing
• TCR repertoire
• BCR repertoire
www.era7bioinformatics.com 																																			
We have several approaches to
analyse The Microbiome
• 16S and 18S
• Shotgun metagenomics
• Other targeted sequencing
www.era7bioinformatics.com 																																			
16S and 18S taxonomic profiling
With 16S sequencing you get info from
bacteria and archaea. Is much more cheaper
than Shotgun approach and very good results
can be obtained.
www.era7bioinformatics.com 																																			
16S and 18S taxonomic profiling
We offer two approaches:
• illumina approach
• PacBio approach
www.era7bioinformatics.com 																																			
16S and 18S taxonomic profiling
illumina approach:
You get information from 16S rRNA gene v3
and v4 variable regions sequencing an
amplicon
www.era7bioinformatics.com 																																			
16S and 18S taxonomic profiling
PacBio approach:
You get information from full length 16S sRNA
gene sequencing an amplicon containing all
the 9 variable regions:
www.era7bioinformatics.com 																																			
16S and 18S taxonomic profiling
In any approach, illumina or PacBio,
our MG7 pipeline and DB7 reference
database get the best results that
each technology can provide
www.era7bioinformatics.com 																																			
Shotgun approach:
All the DNA present in the metagenomics
sample is sequenced and analysed:
You get information from all kinds of
organisms but sequencing and analysis cost
is higher
www.era7bioinformatics.com 																																			
Shotgun approach:
Era7 Bioinformatics uses different pipelines
adapted to the objective of the analysis.
www.era7bioinformatics.com 																																			
There are also many things influencing the
Microbiome:
• Antibiotics
• Diet
• Genome
• Immune System
• Exercise
• Pets
• Infections
• Age
• Jet-Lag
• ………..
www.era7bioinformatics.com 																																			
Era7 has a very specialised
and multidisciplinary team
• Mathematicians
• Software engineers
• Biochemists
• Microbiologists
• Medical Doctors
www.era7bioinformatics.com 																																			
Data Information Knowledge
Era7	is	based	in		Cloud	Computing
www.era7bioinformatics.com 																																			
Microbiome Biomarkers will be
applied very soon to Clinics
Era7 Bioinformatics is developing EHR integration
and new rich interactive visualisations for
clinicians in the context of our R&D project
“Cardiobiome”
www.era7bioinformatics.com 																																			
El Microbioma de la Boca
Podría estar involucrado en algunos Infartos Agudos
de Miocardio
Proyecto CARDIOBIOME
www.era7bioinformatics.com 																																			
Cardiobiome project:
• Cloud Microbiome analysis integrated
with Electronic Health Record (EHR)
• New rich interactive visualisation tools
designed for clinicians
• Microbiome analysis of Acute Myocardial
Infarction as a proof of concept
www.era7bioinformatics.com 																																			
In Era7, we are expert in
Microbiome based - Precision and
Personalised Medicine Integrated
with Immunogenomics
www.era7bioinformatics.com 																																			
• Era7 is present in The United States in
Cambridge Massachusetts
• Era7 has its own specially designed methods for
Microbiome analysis: MG7 and DB7
• Era7 team is very experienced in Genomics Big
Data analysis
• Era7 team is based in knowledge and in research
www.era7bioinformatics.com 																																			
Era7 Bioinformatics has done Microbiome
analysis projects for:
• Biotech Companies
• Pharma Companies
• Agri-food companies
• Research Centres
• Universities
• Hospitals
www.era7bioinformatics.com 																																			
Era7 has launched recently a
portal with Microbiome related
information , from references to
news and simple tools:
www.themicrobiome.com
www.era7bioinformatics.com 																																			
¿ Qué queremos hacer ?
El Portal “The Microbiome”
como elemento de Marketing
SERVICE MG7
www.era7bioinformatics.com
MG7 Bioinformatics analysis for 16S
MG7 is a complete analysis tool developed by Era7
Bioinformatics oriented to provide taxonomic
assignment results for big sets of sequences.
MG7 pipelines of analysis are continuously being
updated with the newest approaches.
www.era7bioinformatics.com
Our rRNA reference database DB7
We have built our reference database DB7 of 16S and
18S sequences based on the complete RNAcentral
release 5 . RNAcentral is a general database for all the
types of non coding RNA maintained by RNAcentral
Consortium
MG7 Bioinformatics analysis for 16S
www.era7bioinformatics.com
Our taxonomic assignment algorithm is
exhaustive
We compare each read against all the sequences of
our DB7 database. The taxonomic assignment for each
read is based on the results of BLASTN of each read
against our DB7 database.
MG7 Bioinformatics analysis for 16S
www.era7bioinformatics.com
Our algorithm for taxonomic assignment provides
results for two different assignment approaches:
• Best Blast Hit (BBH)
• Lowest Common Ancestor (LCA)
MG7 Bioinformatics analysis for 16S
www.era7bioinformatics.com
MG7 provides a rich set of deliverables with 4 different
types of abundance values for each of the 2
approaches (BBH and LCA) to evaluate the frequencies
of bacterial and archaeal organisms:
• direct values and cumulative abundance values
• absolute counts and abundance percentages
DELIVERABLES of MG7 Bioinformatics
analysis for 16S
www.era7bioinformatics.com
Best BLAST Hit (BBH):
• Direct Assignment, Absolute Values
• Direct Assignment, Percentage Values
• Cumulative Assignment, Absolute Values
• Cumulative Assignment, Percentage Values
Lowest Common Ancestor Algorithm (LCA):
• Direct Assignment, Absolute Values
• Direct Assignment, Percentage Values
• Cumulative Assignment, Absolute Values
• Cumulative Assignment, Percentage Values
www.era7bioinformatics.com 																																			
DELIVERABLES of MG7 Bioinformatics
analysis for 16S
MG7 provides a rich set of deliverables including tables
per sample, per groups of samples, global, per ranks:
• Abundance tables per sample
• All the ranks in a complete table
• Abundances for each rank
• Abundance tables per each defined group of samples
• Abundance tables for all the samples together
www.era7bioinformatics.com 																																			
DELIVERABLES of MG7 Bioinformatics
analysis for 16S
MG7 provides a rich set of deliverables including
Analysis of diversity indexes
The Shannon-Wiener and Simpson’s diversity
indexes are calculated for each sample.
www.era7bioinformatics.com 																																			
DELIVERABLES of MG7 Bioinformatics
analysis for 16S
Comparison of groups of samples
We provide statistical analysis for the study of
differences between groups of samples. We use for it
open tools based on R software from CRAN (The
Comprehensive R Archive Network). In each case we
apply the most appropriate approaches.
www.era7bioinformatics.com 																																			
DELIVERABLES of MG7 Bioinformatics
analysis for 16S
Some types of statistical analysis provided for the
comparison of groups of samples:
• Univariate statistics (fold change analysis, t-tests, volcano plots, one-way
ANOVA, correlation analysis)
• Multivariate statistics (principal component analysis , partial least
squares discriminant analysis)
• Clustering (dendrograms, heatmaps, K-means clustering, self organizing
feature maps)
• Supervised classification (random forests, support vector machine)
www.era7bioinformatics.com 																																			
DELIVERABLES of MG7 Bioinformatics
analysis for 16S
Charts and Reports that MG7 provides
Different types of charts with the possibility of providing
interactive visualizations (See our research project
BIOGRAPHIKA about interactive visualizations)
Complete results in compliant formats
Technical reports ready to scientific publication
www.era7bioinformatics.com 																																			
DELIVERABLES of MG7 Bioinformatics
analysis for 16S
MG7 workflow for 16S
• Our Reference database DB7
• Exhaustive taxonomic assignment
for each read
• Two different taxonomic
assignment approaches, Best Blast
Hit (BBH) and Lowest Common
Ancestor (LCA)
• A complete set of deliverables
www.era7bioinformatics.com
SERVICE MG7
for full-length 16S taxonomic profiling with PacBio
www.era7bioinformatics.com
Full-length 16S taxonomic profiling with PacBio
and Era7 Bioinformatics MG7
• 100% of the hypervariable regions
• Obtaining 16S full gene sequences
• More specific taxonomic assignments
www.era7bioinformatics.com
www.era7bioinformatics.com 																																			
Our service of
Taxonomic Profiling
with PacBio:
Primer position in
16S gene. Includes
v1 to v9 regions
Taken from
www.themicrobiome.com
www.era7bioinformatics.com 																																			
Check our
SlideShare
Presentation:
Taxonomic
Profiling with
PacBio
www.era7bioinformatics.com 																																			
From DNA or from already sequenced raw data
www.era7bioinformatics.com 																																			
Regardless your platform of
preference…
We can also provide further tailored
interpretation services based in our
Bio4j bioinformatics platform
Bio4j is a bioinformatics graph based DB
including most data available in:
- UniProt (SwissProt + Trembl)
- UniRef (50,90,100)
- Gene Ontology (GO)
- RefSeq
- NCBI taxonomy
- Enzyme DB
Big Data:
- 2.000.000.000 relationships
- 400.000.000 nodes
- 1.000.000.000 properties
www.era7bioinformatics.com
www.era7bioinformatics.com 																																			
Bio4j was
selected by
Google for the
Google
Summer of
Code 2014
www.era7bioinformatics.com 																																			
Era7 Bioinformatics can also do data
integration with other -omics results
and design specialised databases for
your results and tailored visualisation
tools
www.era7bioinformatics.com 																																			
In summary, with Era7 Bioinformatics
you will have a very specialised team
using a wonderful pipeline and the
possibility of obtaining tailored
approaches, databases and and data
integration.
www.era7bioinformatics.com 			
Thanks for your
attention !
info@era7.com
						
			@Era7bioinfo

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Era7 bioinformatics and_the_microbiome_november_2016

  • 2. www.era7bioinformatics.com Era7 Bioinformatics is The Bacterial Genomics Company and a leader in Microbiome Analysis
  • 3. www.era7bioinformatics.com The Microbiome Revolution era started officially on May 13th 2016
  • 4. www.era7bioinformatics.com This date The White House announced the launching of The National Microbiome Initiative
  • 5. www.era7bioinformatics.com And Era7 was there! Our CEO Eduardo Pareja was invited to the Launching of the National Microbiome Initiative
  • 7. www.era7bioinformatics.com Microbiome became one of the White House Important Initiatives: • Precision Medicine Initiative • Cancer Moonshot • National Microbiome Initiative
  • 8. www.era7bioinformatics.com National Microbiome Initiative definition: “Microbiomes are the communities of microorganisms that live on or in people, plants, soil, oceans, and the atmosphere. Microbiomes maintain healthy function of these diverse ecosystems, influencing human health, climate change, food security, and other factors”
  • 9. www.era7bioinformatics.com And not only The White House thinks that The Microbiome is a revolution
  • 12. www.era7bioinformatics.com The Microbiome contains many kinds of microorganisms but the more frequently analysed are Bacteria and Archaea
  • 17. www.era7bioinformatics.com And in all living organisms
  • 18. www.era7bioinformatics.com The Microbiome has got a great interest recently: • Humans: in different parts of the body • Environmental: soils, water, oceans …. • Industrial: farms, food ….. • Places: Hospitals, tools, phones, trains…
  • 20. www.era7bioinformatics.com The Human Microbiome has been called: “ The Second Genome “ “ The Last Organ “
  • 21. www.era7bioinformatics.com Human Microbiome facts: • 100 times more genes than the Human Genome • 1.5 Kilograms • 10 times more bacteria cells than human cells in our body
  • 22. www.era7bioinformatics.com More than 10% of the small molecules in the blood come from the gut microbiome
  • 23. www.era7bioinformatics.com Human Microbiomes, many places to analyse: • Mouth • Gut • Skin • Urinary Tract • Airways • Vagina • Human Milk • ………………………..
  • 24. www.era7bioinformatics.com A healthy Microbiome is needed and a “bad” Microbiome is related with diseases
  • 25. www.era7bioinformatics.com • Obesity • Type 1 Diabetes • Type 2 Diabetes • Colon cancer • Asthma • Atherosclerosis • Autism • Autoimmunity • Cardiovascular Disease • Crohn • Cystic Fibrosis Not exhaustive list of health conditions related with Gut Microbiome: • Skin disorders • Inflammation • Fe deficiency • Multiple Sclerosis • Obesidad • Rheumatoid Arthritis • Parkinson • Sarcoidosis • Stroke • AIDS
  • 26. www.era7bioinformatics.com The Microbiome shapes The Immune System Some examples: • Mice do not have Blood-Brain barrier when their gut is sterile. • In Cancer Immunotherapy in mice, results depend on the Microbiome composition • In mice, Stroke recovery depends on The Microbiome composition as demonstrated after antibiotics treatment
  • 27. www.era7bioinformatics.com The Human Microbiome is closely related with The Immune System and, thus, in Era7 Bioinformatics we can also do: • HLA typing • TCR repertoire • BCR repertoire
  • 28. www.era7bioinformatics.com We have several approaches to analyse The Microbiome • 16S and 18S • Shotgun metagenomics • Other targeted sequencing
  • 29. www.era7bioinformatics.com 16S and 18S taxonomic profiling With 16S sequencing you get info from bacteria and archaea. Is much more cheaper than Shotgun approach and very good results can be obtained.
  • 30. www.era7bioinformatics.com 16S and 18S taxonomic profiling We offer two approaches: • illumina approach • PacBio approach
  • 31. www.era7bioinformatics.com 16S and 18S taxonomic profiling illumina approach: You get information from 16S rRNA gene v3 and v4 variable regions sequencing an amplicon
  • 32. www.era7bioinformatics.com 16S and 18S taxonomic profiling PacBio approach: You get information from full length 16S sRNA gene sequencing an amplicon containing all the 9 variable regions:
  • 33. www.era7bioinformatics.com 16S and 18S taxonomic profiling In any approach, illumina or PacBio, our MG7 pipeline and DB7 reference database get the best results that each technology can provide
  • 34. www.era7bioinformatics.com Shotgun approach: All the DNA present in the metagenomics sample is sequenced and analysed: You get information from all kinds of organisms but sequencing and analysis cost is higher
  • 35. www.era7bioinformatics.com Shotgun approach: Era7 Bioinformatics uses different pipelines adapted to the objective of the analysis.
  • 36. www.era7bioinformatics.com There are also many things influencing the Microbiome: • Antibiotics • Diet • Genome • Immune System • Exercise • Pets • Infections • Age • Jet-Lag • ………..
  • 37. www.era7bioinformatics.com Era7 has a very specialised and multidisciplinary team • Mathematicians • Software engineers • Biochemists • Microbiologists • Medical Doctors
  • 38. www.era7bioinformatics.com Data Information Knowledge Era7 is based in Cloud Computing
  • 39. www.era7bioinformatics.com Microbiome Biomarkers will be applied very soon to Clinics Era7 Bioinformatics is developing EHR integration and new rich interactive visualisations for clinicians in the context of our R&D project “Cardiobiome”
  • 40. www.era7bioinformatics.com El Microbioma de la Boca Podría estar involucrado en algunos Infartos Agudos de Miocardio Proyecto CARDIOBIOME
  • 41. www.era7bioinformatics.com Cardiobiome project: • Cloud Microbiome analysis integrated with Electronic Health Record (EHR) • New rich interactive visualisation tools designed for clinicians • Microbiome analysis of Acute Myocardial Infarction as a proof of concept
  • 42. www.era7bioinformatics.com In Era7, we are expert in Microbiome based - Precision and Personalised Medicine Integrated with Immunogenomics
  • 43. www.era7bioinformatics.com • Era7 is present in The United States in Cambridge Massachusetts • Era7 has its own specially designed methods for Microbiome analysis: MG7 and DB7 • Era7 team is very experienced in Genomics Big Data analysis • Era7 team is based in knowledge and in research
  • 44. www.era7bioinformatics.com Era7 Bioinformatics has done Microbiome analysis projects for: • Biotech Companies • Pharma Companies • Agri-food companies • Research Centres • Universities • Hospitals
  • 45. www.era7bioinformatics.com Era7 has launched recently a portal with Microbiome related information , from references to news and simple tools: www.themicrobiome.com
  • 46. www.era7bioinformatics.com ¿ Qué queremos hacer ? El Portal “The Microbiome” como elemento de Marketing
  • 48. MG7 Bioinformatics analysis for 16S MG7 is a complete analysis tool developed by Era7 Bioinformatics oriented to provide taxonomic assignment results for big sets of sequences. MG7 pipelines of analysis are continuously being updated with the newest approaches. www.era7bioinformatics.com
  • 49. Our rRNA reference database DB7 We have built our reference database DB7 of 16S and 18S sequences based on the complete RNAcentral release 5 . RNAcentral is a general database for all the types of non coding RNA maintained by RNAcentral Consortium MG7 Bioinformatics analysis for 16S www.era7bioinformatics.com
  • 50. Our taxonomic assignment algorithm is exhaustive We compare each read against all the sequences of our DB7 database. The taxonomic assignment for each read is based on the results of BLASTN of each read against our DB7 database. MG7 Bioinformatics analysis for 16S www.era7bioinformatics.com
  • 51. Our algorithm for taxonomic assignment provides results for two different assignment approaches: • Best Blast Hit (BBH) • Lowest Common Ancestor (LCA) MG7 Bioinformatics analysis for 16S www.era7bioinformatics.com
  • 52. MG7 provides a rich set of deliverables with 4 different types of abundance values for each of the 2 approaches (BBH and LCA) to evaluate the frequencies of bacterial and archaeal organisms: • direct values and cumulative abundance values • absolute counts and abundance percentages DELIVERABLES of MG7 Bioinformatics analysis for 16S www.era7bioinformatics.com
  • 53. Best BLAST Hit (BBH): • Direct Assignment, Absolute Values • Direct Assignment, Percentage Values • Cumulative Assignment, Absolute Values • Cumulative Assignment, Percentage Values Lowest Common Ancestor Algorithm (LCA): • Direct Assignment, Absolute Values • Direct Assignment, Percentage Values • Cumulative Assignment, Absolute Values • Cumulative Assignment, Percentage Values www.era7bioinformatics.com DELIVERABLES of MG7 Bioinformatics analysis for 16S
  • 54. MG7 provides a rich set of deliverables including tables per sample, per groups of samples, global, per ranks: • Abundance tables per sample • All the ranks in a complete table • Abundances for each rank • Abundance tables per each defined group of samples • Abundance tables for all the samples together www.era7bioinformatics.com DELIVERABLES of MG7 Bioinformatics analysis for 16S
  • 55. MG7 provides a rich set of deliverables including Analysis of diversity indexes The Shannon-Wiener and Simpson’s diversity indexes are calculated for each sample. www.era7bioinformatics.com DELIVERABLES of MG7 Bioinformatics analysis for 16S
  • 56. Comparison of groups of samples We provide statistical analysis for the study of differences between groups of samples. We use for it open tools based on R software from CRAN (The Comprehensive R Archive Network). In each case we apply the most appropriate approaches. www.era7bioinformatics.com DELIVERABLES of MG7 Bioinformatics analysis for 16S
  • 57. Some types of statistical analysis provided for the comparison of groups of samples: • Univariate statistics (fold change analysis, t-tests, volcano plots, one-way ANOVA, correlation analysis) • Multivariate statistics (principal component analysis , partial least squares discriminant analysis) • Clustering (dendrograms, heatmaps, K-means clustering, self organizing feature maps) • Supervised classification (random forests, support vector machine) www.era7bioinformatics.com DELIVERABLES of MG7 Bioinformatics analysis for 16S
  • 58. Charts and Reports that MG7 provides Different types of charts with the possibility of providing interactive visualizations (See our research project BIOGRAPHIKA about interactive visualizations) Complete results in compliant formats Technical reports ready to scientific publication www.era7bioinformatics.com DELIVERABLES of MG7 Bioinformatics analysis for 16S
  • 59. MG7 workflow for 16S • Our Reference database DB7 • Exhaustive taxonomic assignment for each read • Two different taxonomic assignment approaches, Best Blast Hit (BBH) and Lowest Common Ancestor (LCA) • A complete set of deliverables www.era7bioinformatics.com
  • 60. SERVICE MG7 for full-length 16S taxonomic profiling with PacBio www.era7bioinformatics.com
  • 61. Full-length 16S taxonomic profiling with PacBio and Era7 Bioinformatics MG7 • 100% of the hypervariable regions • Obtaining 16S full gene sequences • More specific taxonomic assignments www.era7bioinformatics.com
  • 62. www.era7bioinformatics.com Our service of Taxonomic Profiling with PacBio: Primer position in 16S gene. Includes v1 to v9 regions Taken from www.themicrobiome.com
  • 64. www.era7bioinformatics.com From DNA or from already sequenced raw data
  • 65. www.era7bioinformatics.com Regardless your platform of preference… We can also provide further tailored interpretation services based in our Bio4j bioinformatics platform
  • 66. Bio4j is a bioinformatics graph based DB including most data available in: - UniProt (SwissProt + Trembl) - UniRef (50,90,100) - Gene Ontology (GO) - RefSeq - NCBI taxonomy - Enzyme DB Big Data: - 2.000.000.000 relationships - 400.000.000 nodes - 1.000.000.000 properties www.era7bioinformatics.com
  • 67. www.era7bioinformatics.com Bio4j was selected by Google for the Google Summer of Code 2014
  • 68. www.era7bioinformatics.com Era7 Bioinformatics can also do data integration with other -omics results and design specialised databases for your results and tailored visualisation tools
  • 69. www.era7bioinformatics.com In summary, with Era7 Bioinformatics you will have a very specialised team using a wonderful pipeline and the possibility of obtaining tailored approaches, databases and and data integration.
  • 70. www.era7bioinformatics.com Thanks for your attention ! info@era7.com @Era7bioinfo