SlideShare une entreprise Scribd logo
1  sur  11
Télécharger pour lire hors ligne
QUANTITATIVE LAWS, Week 2
Scaling laws in the bacterial genomic
repertoires.
Eleonora De Lazzari
Université Pierre-et-Marie-Curie -
Laboratory of Computational and Quantitative Biology
Genomic repertoires as modular systems
Functional categories
Evolutionary categories
(domain-families)
Genome
components
realization
Scaling Laws in Genomics
Functional
categories
Evolutionary
categories
~ 1000 bacterial
genomes
Scaling Laws in Genomics
nC ~ nβC
βMET ~ 1
βTF ~ 2
βTRANSL ~ const.
10
3
10
410
0
10
1
10
2
10
3
10
4
Metabolism
Translation
Transcr. regulation
FunctionalCategorySize(nC)
Genome Size (n)
[VanNimwegen 2003, TRENDS in Genetics]
Functional
categories
Evolutionary
categories
~ 1000 bacterial
genomes
components =
size = #domains
Scaling Laws in Genomics
nC ~ nβC
βMET ~ 1
βTF ~ 2
βTRANSL ~ const.
10
3
10
410
0
10
1
10
2
10
3
10
4
Metabolism
Translation
Transcr. regulation
FunctionalCategorySize(nC)
Genome Size (n)
[VanNimwegen 2003, TRENDS in Genetics]
Functional
categories
Evolutionary
categories
~ 1000 bacterial
genomes
components =
How does the abundance of genes performing
specific functions emerge from evolutionary moves at
the family level?
Do domain-families have scaling laws?
functional category (Transferases)
βC = 1
TK C-terminal domain-like Acyl-CoA N-acyltransferases
10
3
10
4
10
0
10
1
10
2
familysize(ni)
genome size (n)
β = 0.6
genome size (n)
familysize(ni)
10
3
10
4
10
0
10
1
10
2
β
=
1.6
yes, but often different from the category!
size = # domains
How do family-scalings sum?
Few highly populated families determine
the scaling of the whole TF category.
Transcription
Factors
2.5
1.5
0.5
-0.5
0 5 10 15 20 25 30
Exponent
Rank in domain abundance
5th biggest family
funcional cat. without
the first 5 families
To what extent a range of family exponents is
peculiar to a functional category?
Method:
Grouping families with
similar exp. shows known
associations and reveal
new one:
0.0 0.8 1.6
0.0
0.5
1.0
1.5
2.0
protein modification
transferases
signal transduction
DNA-binding
translation
β*
category exp βC
families with
similar exp:
[β*-δ, β*+δ]
over-represented
∩
Zscore > 2
under-represented
Zscore < 2
Functional
category
βC
β*
To what extent a range of family exponents is
peculiar to a functional category?
Grouping families with
similar exp. shows known
associations and reveal
new one:
0.0 0.8 1.6
0.0
0.5
1.0
1.5
2.0
protein modification
transferases
signal transduction
DNA-binding
translation
β*
category exp βC
Exponent
Rank in domain abundance
ATPase domain of HSP90 chaperone /
DNA topoisomerase II / histidine kinase
0 10 15
0
1
2
To what extent a range of family exponents is
peculiar to a functional category?
Grouping families with
similar exp. shows known
associations and reveal
new one:
0.0 0.8 1.6
0.0
0.5
1.0
1.5
2.0
protein modification
transferases
signal transduction
DNA-binding
translation
β*
category exp βC
unknown function
nucleotide metabolism
and transport
Other outliers:
Marco Cosentino Lagomarsino
CNRS, UMR 7238, Paris, France
Jacopo Grilli
Department of Ecology and Evolution, University of Chicago,
1101 E 57th st 60637 Chicago, IL
Sergei Maslov
Bioengineering Department, University of Illinois at Urbana-
Champaign, Urbana, IL 61801
Thank you !

Contenu connexe

Tendances

Genepyramiding for biotic resistance
Genepyramiding for biotic resistanceGenepyramiding for biotic resistance
Genepyramiding for biotic resistanceSenthil Natesan
 
Presentation on Foreground and Background Selection using Marker Assisted Sel...
Presentation on Foreground and Background Selection using Marker Assisted Sel...Presentation on Foreground and Background Selection using Marker Assisted Sel...
Presentation on Foreground and Background Selection using Marker Assisted Sel...Dr. Kaushik Kumar Panigrahi
 
Marker assissted selection
Marker assissted selectionMarker assissted selection
Marker assissted selectionmuzamil ahmad
 
Evolution of the RecA Protein: from Systematics to Structure 1995 talk for CA...
Evolution of the RecA Protein: from Systematics to Structure 1995 talk for CA...Evolution of the RecA Protein: from Systematics to Structure 1995 talk for CA...
Evolution of the RecA Protein: from Systematics to Structure 1995 talk for CA...Jonathan Eisen
 
Marker assistant selection
Marker assistant selectionMarker assistant selection
Marker assistant selectionPawan Nagar
 
Projects_Completed_2012
Projects_Completed_2012Projects_Completed_2012
Projects_Completed_2012Sameh Ezzat
 
Marker assisted selection lecture
Marker assisted selection lectureMarker assisted selection lecture
Marker assisted selection lectureBruno Mmassy
 
Genome Editing in Fruit Crops
Genome Editing in Fruit CropsGenome Editing in Fruit Crops
Genome Editing in Fruit Crops_mk_ saini
 
Reverse Breeding
Reverse Breeding Reverse Breeding
Reverse Breeding ICRISAT
 
American Society for Microbiology NGS 2020 Aine O'Toole
American Society for Microbiology NGS 2020 Aine O'TooleAmerican Society for Microbiology NGS 2020 Aine O'Toole
American Society for Microbiology NGS 2020 Aine O'TooleÁine Niamh O'Toole
 

Tendances (13)

Genepyramiding for biotic resistance
Genepyramiding for biotic resistanceGenepyramiding for biotic resistance
Genepyramiding for biotic resistance
 
Presentation on Foreground and Background Selection using Marker Assisted Sel...
Presentation on Foreground and Background Selection using Marker Assisted Sel...Presentation on Foreground and Background Selection using Marker Assisted Sel...
Presentation on Foreground and Background Selection using Marker Assisted Sel...
 
Marker assissted selection
Marker assissted selectionMarker assissted selection
Marker assissted selection
 
gene stacking in crop plants final
gene stacking in crop plants finalgene stacking in crop plants final
gene stacking in crop plants final
 
Evolution of the RecA Protein: from Systematics to Structure 1995 talk for CA...
Evolution of the RecA Protein: from Systematics to Structure 1995 talk for CA...Evolution of the RecA Protein: from Systematics to Structure 1995 talk for CA...
Evolution of the RecA Protein: from Systematics to Structure 1995 talk for CA...
 
Marker assistant selection
Marker assistant selectionMarker assistant selection
Marker assistant selection
 
Projects_Completed_2012
Projects_Completed_2012Projects_Completed_2012
Projects_Completed_2012
 
Marker assisted selection lecture
Marker assisted selection lectureMarker assisted selection lecture
Marker assisted selection lecture
 
Genome Editing in Fruit Crops
Genome Editing in Fruit CropsGenome Editing in Fruit Crops
Genome Editing in Fruit Crops
 
marker assisted selection
marker assisted selectionmarker assisted selection
marker assisted selection
 
R-DNA technology and formation of r-DNA
R-DNA technology and formation of r-DNAR-DNA technology and formation of r-DNA
R-DNA technology and formation of r-DNA
 
Reverse Breeding
Reverse Breeding Reverse Breeding
Reverse Breeding
 
American Society for Microbiology NGS 2020 Aine O'Toole
American Society for Microbiology NGS 2020 Aine O'TooleAmerican Society for Microbiology NGS 2020 Aine O'Toole
American Society for Microbiology NGS 2020 Aine O'Toole
 

Similaire à Scaling laws in the bacterial genomic repertoires - Eleonora De Lazzari

Giab agbt small_var_2020
Giab agbt small_var_2020Giab agbt small_var_2020
Giab agbt small_var_2020GenomeInABottle
 
160627 giab for festival sv workshop
160627 giab for festival sv workshop160627 giab for festival sv workshop
160627 giab for festival sv workshopGenomeInABottle
 
Bioinformaatics for M.Sc. Biotecchnology.pptx
Bioinformaatics for M.Sc. Biotecchnology.pptxBioinformaatics for M.Sc. Biotecchnology.pptx
Bioinformaatics for M.Sc. Biotecchnology.pptxRanjan Jyoti Sarma
 
Prediction of protein function
Prediction of protein functionPrediction of protein function
Prediction of protein functionLars Juhl Jensen
 
Yeast two hybrid system by Mazhar khan
Yeast two hybrid system by Mazhar khanYeast two hybrid system by Mazhar khan
Yeast two hybrid system by Mazhar khanMazhar Khan
 
Microbial Phylogenomics (EVE161) Class 13 - Comparative Genomics
Microbial Phylogenomics (EVE161) Class 13 - Comparative GenomicsMicrobial Phylogenomics (EVE161) Class 13 - Comparative Genomics
Microbial Phylogenomics (EVE161) Class 13 - Comparative GenomicsJonathan Eisen
 
Biosensor libraries harness large classes of binding domains for construction...
Biosensor libraries harness large classes of binding domains for construction...Biosensor libraries harness large classes of binding domains for construction...
Biosensor libraries harness large classes of binding domains for construction...SOURIKDEY1
 
RNA-seq: general concept, goal and experimental design - part 1
RNA-seq: general concept, goal and experimental design - part 1RNA-seq: general concept, goal and experimental design - part 1
RNA-seq: general concept, goal and experimental design - part 1BITS
 
1PhylogeneticAnalysisHomeworkassignmentThisa.docx
1PhylogeneticAnalysisHomeworkassignmentThisa.docx1PhylogeneticAnalysisHomeworkassignmentThisa.docx
1PhylogeneticAnalysisHomeworkassignmentThisa.docxfelicidaddinwoodie
 
GIAB for AMP GeT-RM Forum
GIAB for AMP GeT-RM ForumGIAB for AMP GeT-RM Forum
GIAB for AMP GeT-RM ForumGenomeInABottle
 
20_Lecture_Presentation.ppt
20_Lecture_Presentation.ppt20_Lecture_Presentation.ppt
20_Lecture_Presentation.pptPedramKashiani
 
Research presentation-wd
Research presentation-wdResearch presentation-wd
Research presentation-wdWagied Davids
 
PRODUCTION OF SEROTYPE 6-DERIVED RECOMBINANT ADENO-ASSOCIATED VIRUS IN SERUM-...
PRODUCTION OF SEROTYPE 6-DERIVED RECOMBINANT ADENO-ASSOCIATED VIRUS IN SERUM-...PRODUCTION OF SEROTYPE 6-DERIVED RECOMBINANT ADENO-ASSOCIATED VIRUS IN SERUM-...
PRODUCTION OF SEROTYPE 6-DERIVED RECOMBINANT ADENO-ASSOCIATED VIRUS IN SERUM-...Dr. Érica Schulze
 

Similaire à Scaling laws in the bacterial genomic repertoires - Eleonora De Lazzari (20)

Fine structureof gene,allelic complementation,and split gene
Fine structureof gene,allelic complementation,and split gene Fine structureof gene,allelic complementation,and split gene
Fine structureof gene,allelic complementation,and split gene
 
Giab agbt small_var_2020
Giab agbt small_var_2020Giab agbt small_var_2020
Giab agbt small_var_2020
 
160627 giab for festival sv workshop
160627 giab for festival sv workshop160627 giab for festival sv workshop
160627 giab for festival sv workshop
 
Bioinformaatics for M.Sc. Biotecchnology.pptx
Bioinformaatics for M.Sc. Biotecchnology.pptxBioinformaatics for M.Sc. Biotecchnology.pptx
Bioinformaatics for M.Sc. Biotecchnology.pptx
 
Prediction of protein function
Prediction of protein functionPrediction of protein function
Prediction of protein function
 
rli60 project FINAL
rli60 project FINALrli60 project FINAL
rli60 project FINAL
 
Yeast two hybrid system by Mazhar khan
Yeast two hybrid system by Mazhar khanYeast two hybrid system by Mazhar khan
Yeast two hybrid system by Mazhar khan
 
Yeast two hybrid
Yeast two hybrid Yeast two hybrid
Yeast two hybrid
 
Microbial Phylogenomics (EVE161) Class 13 - Comparative Genomics
Microbial Phylogenomics (EVE161) Class 13 - Comparative GenomicsMicrobial Phylogenomics (EVE161) Class 13 - Comparative Genomics
Microbial Phylogenomics (EVE161) Class 13 - Comparative Genomics
 
Biosensor libraries harness large classes of binding domains for construction...
Biosensor libraries harness large classes of binding domains for construction...Biosensor libraries harness large classes of binding domains for construction...
Biosensor libraries harness large classes of binding domains for construction...
 
RNA-seq: general concept, goal and experimental design - part 1
RNA-seq: general concept, goal and experimental design - part 1RNA-seq: general concept, goal and experimental design - part 1
RNA-seq: general concept, goal and experimental design - part 1
 
Microbiology Assignment Help
Microbiology Assignment HelpMicrobiology Assignment Help
Microbiology Assignment Help
 
1PhylogeneticAnalysisHomeworkassignmentThisa.docx
1PhylogeneticAnalysisHomeworkassignmentThisa.docx1PhylogeneticAnalysisHomeworkassignmentThisa.docx
1PhylogeneticAnalysisHomeworkassignmentThisa.docx
 
EMBL- European Molecular Biology Laboratory
EMBL- European Molecular Biology LaboratoryEMBL- European Molecular Biology Laboratory
EMBL- European Molecular Biology Laboratory
 
GIAB for AMP GeT-RM Forum
GIAB for AMP GeT-RM ForumGIAB for AMP GeT-RM Forum
GIAB for AMP GeT-RM Forum
 
Vector Engineering.pptx
Vector Engineering.pptxVector Engineering.pptx
Vector Engineering.pptx
 
Gateway vector.pptx
Gateway vector.pptxGateway vector.pptx
Gateway vector.pptx
 
20_Lecture_Presentation.ppt
20_Lecture_Presentation.ppt20_Lecture_Presentation.ppt
20_Lecture_Presentation.ppt
 
Research presentation-wd
Research presentation-wdResearch presentation-wd
Research presentation-wd
 
PRODUCTION OF SEROTYPE 6-DERIVED RECOMBINANT ADENO-ASSOCIATED VIRUS IN SERUM-...
PRODUCTION OF SEROTYPE 6-DERIVED RECOMBINANT ADENO-ASSOCIATED VIRUS IN SERUM-...PRODUCTION OF SEROTYPE 6-DERIVED RECOMBINANT ADENO-ASSOCIATED VIRUS IN SERUM-...
PRODUCTION OF SEROTYPE 6-DERIVED RECOMBINANT ADENO-ASSOCIATED VIRUS IN SERUM-...
 

Plus de Lake Como School of Advanced Studies

LOW FREQUENCY GW SOURCES: Chapter III: Probing massive black hole binary with...
LOW FREQUENCY GW SOURCES: Chapter III: Probing massive black hole binary with...LOW FREQUENCY GW SOURCES: Chapter III: Probing massive black hole binary with...
LOW FREQUENCY GW SOURCES: Chapter III: Probing massive black hole binary with...Lake Como School of Advanced Studies
 
LOW FREQUENCY GW SOURCES: Chapter II: Massive black hole binary cosmic evolut...
LOW FREQUENCY GW SOURCES: Chapter II: Massive black hole binary cosmic evolut...LOW FREQUENCY GW SOURCES: Chapter II: Massive black hole binary cosmic evolut...
LOW FREQUENCY GW SOURCES: Chapter II: Massive black hole binary cosmic evolut...Lake Como School of Advanced Studies
 
LOW FREQUENCY GW SOURCES: Chapter I: Overview of LISA sources - Alberto Sesana
LOW FREQUENCY GW SOURCES: Chapter I: Overview of LISA sources - Alberto SesanaLOW FREQUENCY GW SOURCES: Chapter I: Overview of LISA sources - Alberto Sesana
LOW FREQUENCY GW SOURCES: Chapter I: Overview of LISA sources - Alberto SesanaLake Como School of Advanced Studies
 
Space based Gravitational Wave Observations I – M Hewitson from Lake Como Sch...
Space based Gravitational Wave Observations I – M Hewitson from Lake Como Sch...Space based Gravitational Wave Observations I – M Hewitson from Lake Como Sch...
Space based Gravitational Wave Observations I – M Hewitson from Lake Como Sch...Lake Como School of Advanced Studies
 
The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...
The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...
The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...Lake Como School of Advanced Studies
 
The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...
The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...
The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...Lake Como School of Advanced Studies
 
The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...
The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...
The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...Lake Como School of Advanced Studies
 
Econophysics VII: Credits and the Instability of the Financial System - Thoma...
Econophysics VII: Credits and the Instability of the Financial System - Thoma...Econophysics VII: Credits and the Instability of the Financial System - Thoma...
Econophysics VII: Credits and the Instability of the Financial System - Thoma...Lake Como School of Advanced Studies
 
Econophysics VI: Price Cross-Responses in Correlated Financial Markets - Thom...
Econophysics VI: Price Cross-Responses in Correlated Financial Markets - Thom...Econophysics VI: Price Cross-Responses in Correlated Financial Markets - Thom...
Econophysics VI: Price Cross-Responses in Correlated Financial Markets - Thom...Lake Como School of Advanced Studies
 
Econophysics V: Market States and Subtleties of Correlations - Thomas Guhr
Econophysics V: Market  States and Subtleties of Correlations - Thomas GuhrEconophysics V: Market  States and Subtleties of Correlations - Thomas Guhr
Econophysics V: Market States and Subtleties of Correlations - Thomas GuhrLake Como School of Advanced Studies
 

Plus de Lake Como School of Advanced Studies (20)

Electromagnetic counterparts of Gravitational Waves - Elena Pian
Electromagnetic counterparts of Gravitational Waves - Elena PianElectromagnetic counterparts of Gravitational Waves - Elena Pian
Electromagnetic counterparts of Gravitational Waves - Elena Pian
 
LOW FREQUENCY GW SOURCES: Chapter III: Probing massive black hole binary with...
LOW FREQUENCY GW SOURCES: Chapter III: Probing massive black hole binary with...LOW FREQUENCY GW SOURCES: Chapter III: Probing massive black hole binary with...
LOW FREQUENCY GW SOURCES: Chapter III: Probing massive black hole binary with...
 
LOW FREQUENCY GW SOURCES: Chapter II: Massive black hole binary cosmic evolut...
LOW FREQUENCY GW SOURCES: Chapter II: Massive black hole binary cosmic evolut...LOW FREQUENCY GW SOURCES: Chapter II: Massive black hole binary cosmic evolut...
LOW FREQUENCY GW SOURCES: Chapter II: Massive black hole binary cosmic evolut...
 
LOW FREQUENCY GW SOURCES: Chapter I: Overview of LISA sources - Alberto Sesana
LOW FREQUENCY GW SOURCES: Chapter I: Overview of LISA sources - Alberto SesanaLOW FREQUENCY GW SOURCES: Chapter I: Overview of LISA sources - Alberto Sesana
LOW FREQUENCY GW SOURCES: Chapter I: Overview of LISA sources - Alberto Sesana
 
Gravitational waves data analysis - Walter Del Pozzo
Gravitational waves data analysis - Walter Del PozzoGravitational waves data analysis - Walter Del Pozzo
Gravitational waves data analysis - Walter Del Pozzo
 
Space based Gravitational Wave Observations I – M Hewitson from Lake Como Sch...
Space based Gravitational Wave Observations I – M Hewitson from Lake Como Sch...Space based Gravitational Wave Observations I – M Hewitson from Lake Como Sch...
Space based Gravitational Wave Observations I – M Hewitson from Lake Como Sch...
 
Space based Gravitational Wave Observations II - M Hewitson
Space based Gravitational Wave Observations II  - M HewitsonSpace based Gravitational Wave Observations II  - M Hewitson
Space based Gravitational Wave Observations II - M Hewitson
 
Space based Gravitational Wave Observations III - M Hewitson
Space based Gravitational Wave Observations III - M HewitsonSpace based Gravitational Wave Observations III - M Hewitson
Space based Gravitational Wave Observations III - M Hewitson
 
The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...
The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...
The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...
 
The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...
The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...
The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...
 
The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...
The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...
The Analytical/Numerical Relativity Interface behind Gravitational Waves: Lec...
 
Binary Black Holes & Tests of GR - Luis Lehner
Binary Black Holes & Tests of GR - Luis LehnerBinary Black Holes & Tests of GR - Luis Lehner
Binary Black Holes & Tests of GR - Luis Lehner
 
Ground based GW dedetctors - Giovanni Losurdo
Ground based GW dedetctors - Giovanni LosurdoGround based GW dedetctors - Giovanni Losurdo
Ground based GW dedetctors - Giovanni Losurdo
 
Gravitational Waves and Binary Systems (4) - Thibault Damour
Gravitational Waves and Binary Systems (4) - Thibault DamourGravitational Waves and Binary Systems (4) - Thibault Damour
Gravitational Waves and Binary Systems (4) - Thibault Damour
 
Gravitational Waves and Binary Systems (3) - Thibault Damour
Gravitational Waves and Binary Systems (3) - Thibault DamourGravitational Waves and Binary Systems (3) - Thibault Damour
Gravitational Waves and Binary Systems (3) - Thibault Damour
 
Gravitational Waves and Binary Systems (2) - Thibault Damour
Gravitational Waves and Binary Systems (2) - Thibault DamourGravitational Waves and Binary Systems (2) - Thibault Damour
Gravitational Waves and Binary Systems (2) - Thibault Damour
 
Gravitational Waves and Binary Systems (1) - Thibault Damour
Gravitational Waves and Binary Systems (1) - Thibault DamourGravitational Waves and Binary Systems (1) - Thibault Damour
Gravitational Waves and Binary Systems (1) - Thibault Damour
 
Econophysics VII: Credits and the Instability of the Financial System - Thoma...
Econophysics VII: Credits and the Instability of the Financial System - Thoma...Econophysics VII: Credits and the Instability of the Financial System - Thoma...
Econophysics VII: Credits and the Instability of the Financial System - Thoma...
 
Econophysics VI: Price Cross-Responses in Correlated Financial Markets - Thom...
Econophysics VI: Price Cross-Responses in Correlated Financial Markets - Thom...Econophysics VI: Price Cross-Responses in Correlated Financial Markets - Thom...
Econophysics VI: Price Cross-Responses in Correlated Financial Markets - Thom...
 
Econophysics V: Market States and Subtleties of Correlations - Thomas Guhr
Econophysics V: Market  States and Subtleties of Correlations - Thomas GuhrEconophysics V: Market  States and Subtleties of Correlations - Thomas Guhr
Econophysics V: Market States and Subtleties of Correlations - Thomas Guhr
 

Dernier

(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...Scintica Instrumentation
 
Role of AI in seed science Predictive modelling and Beyond.pptx
Role of AI in seed science  Predictive modelling and  Beyond.pptxRole of AI in seed science  Predictive modelling and  Beyond.pptx
Role of AI in seed science Predictive modelling and Beyond.pptxArvind Kumar
 
Zoology 5th semester notes( Sumit_yadav).pdf
Zoology 5th semester notes( Sumit_yadav).pdfZoology 5th semester notes( Sumit_yadav).pdf
Zoology 5th semester notes( Sumit_yadav).pdfSumit Kumar yadav
 
development of diagnostic enzyme assay to detect leuser virus
development of diagnostic enzyme assay to detect leuser virusdevelopment of diagnostic enzyme assay to detect leuser virus
development of diagnostic enzyme assay to detect leuser virusNazaninKarimi6
 
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS ESCORT SERVICE In Bhiwan...
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS  ESCORT SERVICE In Bhiwan...Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS  ESCORT SERVICE In Bhiwan...
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS ESCORT SERVICE In Bhiwan...Monika Rani
 
POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.Silpa
 
300003-World Science Day For Peace And Development.pptx
300003-World Science Day For Peace And Development.pptx300003-World Science Day For Peace And Development.pptx
300003-World Science Day For Peace And Development.pptxryanrooker
 
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIACURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIADr. TATHAGAT KHOBRAGADE
 
FAIRSpectra - Enabling the FAIRification of Analytical Science
FAIRSpectra - Enabling the FAIRification of Analytical ScienceFAIRSpectra - Enabling the FAIRification of Analytical Science
FAIRSpectra - Enabling the FAIRification of Analytical ScienceAlex Henderson
 
Molecular markers- RFLP, RAPD, AFLP, SNP etc.
Molecular markers- RFLP, RAPD, AFLP, SNP etc.Molecular markers- RFLP, RAPD, AFLP, SNP etc.
Molecular markers- RFLP, RAPD, AFLP, SNP etc.Silpa
 
THE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptx
THE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptxTHE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptx
THE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptxANSARKHAN96
 
Chemistry 5th semester paper 1st Notes.pdf
Chemistry 5th semester paper 1st Notes.pdfChemistry 5th semester paper 1st Notes.pdf
Chemistry 5th semester paper 1st Notes.pdfSumit Kumar yadav
 
The Mariana Trench remarkable geological features on Earth.pptx
The Mariana Trench remarkable geological features on Earth.pptxThe Mariana Trench remarkable geological features on Earth.pptx
The Mariana Trench remarkable geological features on Earth.pptxseri bangash
 
Gwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRL
Gwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRLGwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRL
Gwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRLkantirani197
 
LUNULARIA -features, morphology, anatomy ,reproduction etc.
LUNULARIA -features, morphology, anatomy ,reproduction etc.LUNULARIA -features, morphology, anatomy ,reproduction etc.
LUNULARIA -features, morphology, anatomy ,reproduction etc.Silpa
 
Genome sequencing,shotgun sequencing.pptx
Genome sequencing,shotgun sequencing.pptxGenome sequencing,shotgun sequencing.pptx
Genome sequencing,shotgun sequencing.pptxSilpa
 
Reboulia: features, anatomy, morphology etc.
Reboulia: features, anatomy, morphology etc.Reboulia: features, anatomy, morphology etc.
Reboulia: features, anatomy, morphology etc.Silpa
 
biology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGYbiology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGY1301aanya
 
Cyathodium bryophyte: morphology, anatomy, reproduction etc.
Cyathodium bryophyte: morphology, anatomy, reproduction etc.Cyathodium bryophyte: morphology, anatomy, reproduction etc.
Cyathodium bryophyte: morphology, anatomy, reproduction etc.Silpa
 

Dernier (20)

(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
 
Role of AI in seed science Predictive modelling and Beyond.pptx
Role of AI in seed science  Predictive modelling and  Beyond.pptxRole of AI in seed science  Predictive modelling and  Beyond.pptx
Role of AI in seed science Predictive modelling and Beyond.pptx
 
Zoology 5th semester notes( Sumit_yadav).pdf
Zoology 5th semester notes( Sumit_yadav).pdfZoology 5th semester notes( Sumit_yadav).pdf
Zoology 5th semester notes( Sumit_yadav).pdf
 
development of diagnostic enzyme assay to detect leuser virus
development of diagnostic enzyme assay to detect leuser virusdevelopment of diagnostic enzyme assay to detect leuser virus
development of diagnostic enzyme assay to detect leuser virus
 
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS ESCORT SERVICE In Bhiwan...
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS  ESCORT SERVICE In Bhiwan...Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS  ESCORT SERVICE In Bhiwan...
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS ESCORT SERVICE In Bhiwan...
 
POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.
 
300003-World Science Day For Peace And Development.pptx
300003-World Science Day For Peace And Development.pptx300003-World Science Day For Peace And Development.pptx
300003-World Science Day For Peace And Development.pptx
 
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIACURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
 
FAIRSpectra - Enabling the FAIRification of Analytical Science
FAIRSpectra - Enabling the FAIRification of Analytical ScienceFAIRSpectra - Enabling the FAIRification of Analytical Science
FAIRSpectra - Enabling the FAIRification of Analytical Science
 
Molecular markers- RFLP, RAPD, AFLP, SNP etc.
Molecular markers- RFLP, RAPD, AFLP, SNP etc.Molecular markers- RFLP, RAPD, AFLP, SNP etc.
Molecular markers- RFLP, RAPD, AFLP, SNP etc.
 
THE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptx
THE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptxTHE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptx
THE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptx
 
Chemistry 5th semester paper 1st Notes.pdf
Chemistry 5th semester paper 1st Notes.pdfChemistry 5th semester paper 1st Notes.pdf
Chemistry 5th semester paper 1st Notes.pdf
 
The Mariana Trench remarkable geological features on Earth.pptx
The Mariana Trench remarkable geological features on Earth.pptxThe Mariana Trench remarkable geological features on Earth.pptx
The Mariana Trench remarkable geological features on Earth.pptx
 
Gwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRL
Gwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRLGwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRL
Gwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRL
 
LUNULARIA -features, morphology, anatomy ,reproduction etc.
LUNULARIA -features, morphology, anatomy ,reproduction etc.LUNULARIA -features, morphology, anatomy ,reproduction etc.
LUNULARIA -features, morphology, anatomy ,reproduction etc.
 
Genome sequencing,shotgun sequencing.pptx
Genome sequencing,shotgun sequencing.pptxGenome sequencing,shotgun sequencing.pptx
Genome sequencing,shotgun sequencing.pptx
 
Reboulia: features, anatomy, morphology etc.
Reboulia: features, anatomy, morphology etc.Reboulia: features, anatomy, morphology etc.
Reboulia: features, anatomy, morphology etc.
 
biology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGYbiology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGY
 
Cyathodium bryophyte: morphology, anatomy, reproduction etc.
Cyathodium bryophyte: morphology, anatomy, reproduction etc.Cyathodium bryophyte: morphology, anatomy, reproduction etc.
Cyathodium bryophyte: morphology, anatomy, reproduction etc.
 
PATNA CALL GIRLS 8617370543 LOW PRICE ESCORT SERVICE
PATNA CALL GIRLS 8617370543 LOW PRICE ESCORT SERVICEPATNA CALL GIRLS 8617370543 LOW PRICE ESCORT SERVICE
PATNA CALL GIRLS 8617370543 LOW PRICE ESCORT SERVICE
 

Scaling laws in the bacterial genomic repertoires - Eleonora De Lazzari

  • 1. QUANTITATIVE LAWS, Week 2 Scaling laws in the bacterial genomic repertoires. Eleonora De Lazzari Université Pierre-et-Marie-Curie - Laboratory of Computational and Quantitative Biology
  • 2. Genomic repertoires as modular systems Functional categories Evolutionary categories (domain-families) Genome components realization
  • 3. Scaling Laws in Genomics Functional categories Evolutionary categories ~ 1000 bacterial genomes
  • 4. Scaling Laws in Genomics nC ~ nβC βMET ~ 1 βTF ~ 2 βTRANSL ~ const. 10 3 10 410 0 10 1 10 2 10 3 10 4 Metabolism Translation Transcr. regulation FunctionalCategorySize(nC) Genome Size (n) [VanNimwegen 2003, TRENDS in Genetics] Functional categories Evolutionary categories ~ 1000 bacterial genomes components = size = #domains
  • 5. Scaling Laws in Genomics nC ~ nβC βMET ~ 1 βTF ~ 2 βTRANSL ~ const. 10 3 10 410 0 10 1 10 2 10 3 10 4 Metabolism Translation Transcr. regulation FunctionalCategorySize(nC) Genome Size (n) [VanNimwegen 2003, TRENDS in Genetics] Functional categories Evolutionary categories ~ 1000 bacterial genomes components = How does the abundance of genes performing specific functions emerge from evolutionary moves at the family level?
  • 6. Do domain-families have scaling laws? functional category (Transferases) βC = 1 TK C-terminal domain-like Acyl-CoA N-acyltransferases 10 3 10 4 10 0 10 1 10 2 familysize(ni) genome size (n) β = 0.6 genome size (n) familysize(ni) 10 3 10 4 10 0 10 1 10 2 β = 1.6 yes, but often different from the category! size = # domains
  • 7. How do family-scalings sum? Few highly populated families determine the scaling of the whole TF category. Transcription Factors 2.5 1.5 0.5 -0.5 0 5 10 15 20 25 30 Exponent Rank in domain abundance 5th biggest family funcional cat. without the first 5 families
  • 8. To what extent a range of family exponents is peculiar to a functional category? Method: Grouping families with similar exp. shows known associations and reveal new one: 0.0 0.8 1.6 0.0 0.5 1.0 1.5 2.0 protein modification transferases signal transduction DNA-binding translation β* category exp βC families with similar exp: [β*-δ, β*+δ] over-represented ∩ Zscore > 2 under-represented Zscore < 2 Functional category βC β*
  • 9. To what extent a range of family exponents is peculiar to a functional category? Grouping families with similar exp. shows known associations and reveal new one: 0.0 0.8 1.6 0.0 0.5 1.0 1.5 2.0 protein modification transferases signal transduction DNA-binding translation β* category exp βC Exponent Rank in domain abundance ATPase domain of HSP90 chaperone / DNA topoisomerase II / histidine kinase 0 10 15 0 1 2
  • 10. To what extent a range of family exponents is peculiar to a functional category? Grouping families with similar exp. shows known associations and reveal new one: 0.0 0.8 1.6 0.0 0.5 1.0 1.5 2.0 protein modification transferases signal transduction DNA-binding translation β* category exp βC unknown function nucleotide metabolism and transport Other outliers:
  • 11. Marco Cosentino Lagomarsino CNRS, UMR 7238, Paris, France Jacopo Grilli Department of Ecology and Evolution, University of Chicago, 1101 E 57th st 60637 Chicago, IL Sergei Maslov Bioengineering Department, University of Illinois at Urbana- Champaign, Urbana, IL 61801 Thank you !