SlideShare una empresa de Scribd logo
1 de 32
Descargar para leer sin conexión
Finding the
viral biodiversity
in a biological
sample

nacho caballero
pasteur cayenne
Viral genome
Viral genome

Biological Sample
Isolate the
viruses
Viral genome
Viral genome

Biological Sample
Viral genome

Sequenced reads
Read-based alignment requires a
reference sequence
Read-based alignment requires a
reference sequence
De novo alignment depends
strongly on fragment size
De novo alignment depends
strongly on fragment size

Small K
De novo alignment depends
strongly on fragment size

Small K
De novo alignment depends
strongly on fragment size
De novo alignment depends
strongly on fragment size

Large K
Each sequencing error adds
k erroneous k-mers
Each sequencing error adds
k erroneous k-mers
Each sequencing error adds
k erroneous k-mers
There is an optimum fragment size
between 31 and 41 bp
16M
Total
Contig
Size
(bp)

normalized
not normalized

8M

0

k
Normalizing doesn’t
decrease performance

Number
of viruses

normalized
not normalized

k
Vipr reports more
viruses than NCBI

vipr protein
ncbi nucleotide
ncbi protein

Number
of viruses

k
Most assemblies contain
unique viruses

Number
of viruses

Assembly
Most assemblies contain
unique viruses

Number
of viruses

Assembly
Most assemblies contain
unique viruses

Number
of viruses

Assembly
Most contigs don’t align
to known viral sequences
Flavi, Pox,
Arteri and Corona
are the major
viral families
Understand differences
between assemblies
Understand differences
between assemblies
Measure viral
gene expression
Understand differences
between assemblies
Measure viral
gene expression
Determine the effects
of human perturbation

Más contenido relacionado

La actualidad más candente

Three types of Lentiviral Vectors - by GEG-tech.com
Three types of Lentiviral Vectors - by GEG-tech.comThree types of Lentiviral Vectors - by GEG-tech.com
Three types of Lentiviral Vectors - by GEG-tech.com
Michelle Davis
 
Design and Evaluation of a 16S-based Integrated Solution to Study Bacterial D...
Design and Evaluation of a 16S-based Integrated Solution to Study Bacterial D...Design and Evaluation of a 16S-based Integrated Solution to Study Bacterial D...
Design and Evaluation of a 16S-based Integrated Solution to Study Bacterial D...
Thermo Fisher Scientific
 
Spatial transcriptome profiling by MERFISH reveals sub-cellular RNA compartme...
Spatial transcriptome profiling by MERFISH reveals sub-cellular RNA compartme...Spatial transcriptome profiling by MERFISH reveals sub-cellular RNA compartme...
Spatial transcriptome profiling by MERFISH reveals sub-cellular RNA compartme...
Jean Fan
 

La actualidad más candente (20)

CRISPR technology -A revolutionary discovery
CRISPR technology -A revolutionary discovery CRISPR technology -A revolutionary discovery
CRISPR technology -A revolutionary discovery
 
Viral genome sequencing
Viral genome sequencingViral genome sequencing
Viral genome sequencing
 
CRISPR: Discovery & Potential Applications
CRISPR: Discovery & Potential ApplicationsCRISPR: Discovery & Potential Applications
CRISPR: Discovery & Potential Applications
 
Three types of Lentiviral Vectors - by GEG-tech.com
Three types of Lentiviral Vectors - by GEG-tech.comThree types of Lentiviral Vectors - by GEG-tech.com
Three types of Lentiviral Vectors - by GEG-tech.com
 
Eye to eye with an invisible enemy
Eye to eye with an invisible enemyEye to eye with an invisible enemy
Eye to eye with an invisible enemy
 
Odyssey Of The IWGSC Reference Genome Sequence: 12 Years 1 Month 28 Days 11 ...
 Odyssey Of The IWGSC Reference Genome Sequence: 12 Years 1 Month 28 Days 11 ... Odyssey Of The IWGSC Reference Genome Sequence: 12 Years 1 Month 28 Days 11 ...
Odyssey Of The IWGSC Reference Genome Sequence: 12 Years 1 Month 28 Days 11 ...
 
Crispr
CrisprCrispr
Crispr
 
Pulling apart the two genomes of the dikaryotic wheat stripe rust fungus
Pulling apart the two genomes of the dikaryotic wheat stripe rust fungusPulling apart the two genomes of the dikaryotic wheat stripe rust fungus
Pulling apart the two genomes of the dikaryotic wheat stripe rust fungus
 
CRISPER-Cas9
 CRISPER-Cas9 CRISPER-Cas9
CRISPER-Cas9
 
Crispr application
Crispr applicationCrispr application
Crispr application
 
Design and Evaluation of a 16S-based Integrated Solution to Study Bacterial D...
Design and Evaluation of a 16S-based Integrated Solution to Study Bacterial D...Design and Evaluation of a 16S-based Integrated Solution to Study Bacterial D...
Design and Evaluation of a 16S-based Integrated Solution to Study Bacterial D...
 
Improving methodologies for rapid diagnosis of coinfection in plants (updated...
Improving methodologies for rapid diagnosis of coinfection in plants (updated...Improving methodologies for rapid diagnosis of coinfection in plants (updated...
Improving methodologies for rapid diagnosis of coinfection in plants (updated...
 
Creative Biolabs-CAMouse™-Fully Human Antibody Generation Platform
Creative Biolabs-CAMouse™-Fully Human Antibody Generation PlatformCreative Biolabs-CAMouse™-Fully Human Antibody Generation Platform
Creative Biolabs-CAMouse™-Fully Human Antibody Generation Platform
 
Spatial transcriptome profiling by MERFISH reveals sub-cellular RNA compartme...
Spatial transcriptome profiling by MERFISH reveals sub-cellular RNA compartme...Spatial transcriptome profiling by MERFISH reveals sub-cellular RNA compartme...
Spatial transcriptome profiling by MERFISH reveals sub-cellular RNA compartme...
 
Random RNA interactions control protein expression in prokaryotes
Random RNA interactions control protein expression in prokaryotesRandom RNA interactions control protein expression in prokaryotes
Random RNA interactions control protein expression in prokaryotes
 
Introduction to second generation sequencing
Introduction to second generation sequencingIntroduction to second generation sequencing
Introduction to second generation sequencing
 
01 Slide_Oscar
01 Slide_Oscar01 Slide_Oscar
01 Slide_Oscar
 
RNA interference in insect pest management (RNAi in ipm)
RNA interference  in insect pest management (RNAi in ipm)RNA interference  in insect pest management (RNAi in ipm)
RNA interference in insect pest management (RNAi in ipm)
 
Anti Virus Biomolecular Discovery - Creative Biolabs
Anti Virus Biomolecular Discovery - Creative BiolabsAnti Virus Biomolecular Discovery - Creative Biolabs
Anti Virus Biomolecular Discovery - Creative Biolabs
 
Integrated genetic and transcriptional analysis at the single-cell level
Integrated genetic and transcriptional analysis at the single-cell levelIntegrated genetic and transcriptional analysis at the single-cell level
Integrated genetic and transcriptional analysis at the single-cell level
 

Destacado

Anatomy & physiology of arthropods
Anatomy & physiology of arthropodsAnatomy & physiology of arthropods
Anatomy & physiology of arthropods
Dr. Waqas Nawaz
 

Destacado (20)

Equine influenza (horse flu)
Equine influenza (horse flu)Equine influenza (horse flu)
Equine influenza (horse flu)
 
Veterinary microbiology and microbial disease
Veterinary microbiology and microbial diseaseVeterinary microbiology and microbial disease
Veterinary microbiology and microbial disease
 
Production of feather meal
Production of feather mealProduction of feather meal
Production of feather meal
 
Equine tetanus (lockjaw)
Equine tetanus (lockjaw)Equine tetanus (lockjaw)
Equine tetanus (lockjaw)
 
Laboratory diagnosis of viral infection
Laboratory diagnosis of viral infectionLaboratory diagnosis of viral infection
Laboratory diagnosis of viral infection
 
Some interesting wildlife records
Some interesting wildlife recordsSome interesting wildlife records
Some interesting wildlife records
 
Prions , prions diseases & pcr
Prions , prions diseases & pcrPrions , prions diseases & pcr
Prions , prions diseases & pcr
 
Manual on meat inspection for developing countries
Manual on meat inspection for developing countriesManual on meat inspection for developing countries
Manual on meat inspection for developing countries
 
Sample collection
Sample collectionSample collection
Sample collection
 
Anatomy & physiology of arthropods
Anatomy & physiology of arthropodsAnatomy & physiology of arthropods
Anatomy & physiology of arthropods
 
Labaratoryservices
LabaratoryservicesLabaratoryservices
Labaratoryservices
 
Meat processing hygeine
Meat processing hygeineMeat processing hygeine
Meat processing hygeine
 
Fungal,viral, bacterial, parasitic and nutritionalinfection of urinary system
Fungal,viral, bacterial, parasitic and nutritionalinfection of urinary systemFungal,viral, bacterial, parasitic and nutritionalinfection of urinary system
Fungal,viral, bacterial, parasitic and nutritionalinfection of urinary system
 
Purpura haemorrhagica
Purpura haemorrhagicaPurpura haemorrhagica
Purpura haemorrhagica
 
Strangles
StranglesStrangles
Strangles
 
Commercial poultry nutritio
Commercial poultry nutritioCommercial poultry nutritio
Commercial poultry nutritio
 
Brackish water fishes
Brackish water fishesBrackish water fishes
Brackish water fishes
 
Equine viral arteritis (eva)
Equine viral arteritis (eva)Equine viral arteritis (eva)
Equine viral arteritis (eva)
 
Rabbit ileal loop test
Rabbit ileal loop testRabbit ileal loop test
Rabbit ileal loop test
 
Eastern equine encephalitis (eee)
Eastern equine encephalitis (eee)Eastern equine encephalitis (eee)
Eastern equine encephalitis (eee)
 

Más de Nacho Caballero

Lassa virus detection using gene expression analysis
Lassa virus detection using gene expression analysisLassa virus detection using gene expression analysis
Lassa virus detection using gene expression analysis
Nacho Caballero
 
Squamous Cell Carcinoma: Looking for tale-tell signs
Squamous Cell Carcinoma: Looking for tale-tell signsSquamous Cell Carcinoma: Looking for tale-tell signs
Squamous Cell Carcinoma: Looking for tale-tell signs
Nacho Caballero
 
Gene Extrapolation Models for Toxicogenomic Data
Gene Extrapolation Models for Toxicogenomic DataGene Extrapolation Models for Toxicogenomic Data
Gene Extrapolation Models for Toxicogenomic Data
Nacho Caballero
 

Más de Nacho Caballero (20)

A Spanish Daily Routine for People Who Struggle with Daily Routines
A Spanish Daily Routine for People Who Struggle with Daily RoutinesA Spanish Daily Routine for People Who Struggle with Daily Routines
A Spanish Daily Routine for People Who Struggle with Daily Routines
 
Single-Cell Transcriptome Analysis of Pluripotent Stem Cells
Single-Cell Transcriptome Analysis of Pluripotent Stem CellsSingle-Cell Transcriptome Analysis of Pluripotent Stem Cells
Single-Cell Transcriptome Analysis of Pluripotent Stem Cells
 
Using the Host Immune Response to Hemorrhagic Fever Viruses to Understand Pat...
Using the Host Immune Response to Hemorrhagic Fever Viruses to Understand Pat...Using the Host Immune Response to Hemorrhagic Fever Viruses to Understand Pat...
Using the Host Immune Response to Hemorrhagic Fever Viruses to Understand Pat...
 
A good looking pipeline
A good looking pipelineA good looking pipeline
A good looking pipeline
 
3 Ways to Obliterate Bullet Points From Your Slides - Slide Makeover 2
3 Ways to Obliterate Bullet Points From Your Slides - Slide Makeover 23 Ways to Obliterate Bullet Points From Your Slides - Slide Makeover 2
3 Ways to Obliterate Bullet Points From Your Slides - Slide Makeover 2
 
Creating effective slides without having to become a graphic designer
Creating effective slides without having to become a graphic designerCreating effective slides without having to become a graphic designer
Creating effective slides without having to become a graphic designer
 
How to Build Compelling Research Stories That People Will Remember
How to Build Compelling Research Stories That People Will RememberHow to Build Compelling Research Stories That People Will Remember
How to Build Compelling Research Stories That People Will Remember
 
Viral biodiversity in rodents
Viral biodiversity in rodentsViral biodiversity in rodents
Viral biodiversity in rodents
 
Bridging data analysis and interactive visualization
Bridging data analysis and interactive visualizationBridging data analysis and interactive visualization
Bridging data analysis and interactive visualization
 
High-resolution transcriptome of human macrophages
High-resolution transcriptome of human macrophagesHigh-resolution transcriptome of human macrophages
High-resolution transcriptome of human macrophages
 
Early detection of highly pathogenic viral infections
Early detection of highly pathogenic viral infectionsEarly detection of highly pathogenic viral infections
Early detection of highly pathogenic viral infections
 
Lab meeting 25/9
Lab meeting 25/9Lab meeting 25/9
Lab meeting 25/9
 
Lassa virus detection using gene expression analysis
Lassa virus detection using gene expression analysisLassa virus detection using gene expression analysis
Lassa virus detection using gene expression analysis
 
An RNA reset button
An RNA reset buttonAn RNA reset button
An RNA reset button
 
Buck v Bell
Buck v BellBuck v Bell
Buck v Bell
 
HIV-1 Antibodies
HIV-1 AntibodiesHIV-1 Antibodies
HIV-1 Antibodies
 
Squamous Cell Carcinoma: Looking for tale-tell signs
Squamous Cell Carcinoma: Looking for tale-tell signsSquamous Cell Carcinoma: Looking for tale-tell signs
Squamous Cell Carcinoma: Looking for tale-tell signs
 
29 Mammalian Genomes
29 Mammalian Genomes29 Mammalian Genomes
29 Mammalian Genomes
 
Gene Extrapolation Models for Toxicogenomic Data
Gene Extrapolation Models for Toxicogenomic DataGene Extrapolation Models for Toxicogenomic Data
Gene Extrapolation Models for Toxicogenomic Data
 
Sequence Alignment by Information Compression
Sequence Alignment by Information CompressionSequence Alignment by Information Compression
Sequence Alignment by Information Compression
 

Último

The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptx
heathfieldcps1
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
PECB
 
Making and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdfMaking and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdf
Chris Hunter
 

Último (20)

Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptx
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
 
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
 
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
 
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
 
Código Creativo y Arte de Software | Unidad 1
Código Creativo y Arte de Software | Unidad 1Código Creativo y Arte de Software | Unidad 1
Código Creativo y Arte de Software | Unidad 1
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activity
 
Making and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdfMaking and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdf
 
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptxINDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
 
Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdf
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introduction
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
 
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
 
Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdf
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across Sectors
 
Measures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDMeasures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SD
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impact
 

Finding the viral diversity in a biological sample