SlideShare ist ein Scribd-Unternehmen logo
1 von 26
L. ARAVIND National Center for Biotechnology Information Apprehending Life’s complexity: Making and communicating biological discoveries
We are becoming meme and teme machines ! It is all about replicators:  biological and otherwise The good old genes Memes Temes
Summary of issues ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The two philosophies in biology Natural history: discovery of new forms, cataloguing and classification Hypothesis-> attempt at falsification->paradigms: Popper’s world view Largely a history of clash or neglect
Building the bridge: Evolutionary theory and computation + . . . . ,[object Object],[object Object],[object Object],Understanding and predicting protein (biomolecule)  function Systems biology: Ensembles of biomolecules in functional guilds The “omics” (regular and meta): From sequence to organismal biology and ecology
Early domain  universe The protein universe shows enormous diversity but an underlying unity ,[object Object],? ? ? ? ,[object Object],[object Object]
ALL LIFE FORMS BACTERIA ARCHAEA EUKARYA ,[object Object],DNA polymerases, Holliday junction resolvases, Primases, Replicative Helicases, Origin recognition complexes Ribozymes are well-known: so an RNA world of sorts must have existed There was a common ancestor of all life; the main functions of this life form revolved around RNA metabolism and translation; some cellular functions related to DNA had developed but modern DNA replication “crystallized” later So there was a RNA centered ancestral form with a possible DNA intermediate in replication   Unifying life and inferring the common ancestor
Getting behind biological clocks, photodetectors and oxygen sensors Regulation of circadian rhythms in animals Periodic growth and sporulation in fungi Light regulated expression of photosynthetic pigments Oxygen-seeking behavior in aerobic bacteria A master regulator of the clock the period protein (per) WC-1 and WC-2 two light sensory regulators of gene-expression in  Neurospora BAT a regulator of photosynthetic pigment expression The aerotaxis receptor of E.coli and other bacteria
The PAS domain  ,[object Object],[object Object],[object Object],Curr Biol. 1997 Nov 1;7(11):R674-7. PAS: a multifunctional domain family comes to light. Ponting CP, Aravind L.   Curr Biol. 7(11):R674-7. PAS: a multifunctional domain family comes to light.  Ponting CP and  Aravind L PAS PAS bHLH PAS AAA+ HTH Transcription WC-1 SIM PER PAS GATA PAS PAS PAS PAS PAS C6
PAS PAS S/T-Kinase GAF GAF Adenylyl cyclase PAS GAF PAS PAS ERG-channels: redox sensing in animal hearts Phytochrome: Light sensing in plants and bacteria Signaling intracellular redox states Small-molecule based regulation of signaling enzymes Birth of a meme
 ,[object Object],[object Object],[object Object],The predictions: H-kinase
Overview of biological complexity Discovery and classification of domains  Mesoscopic Characterization of biological functional systems Function prediction & classification Microscopic Computational analysis of whole biological systems or networks Reconstructing organismal biology and whole ecosystems Macroscopic Evolutionary trajectories: Genomes to Biology
Eukaryotic signaling proteins show non-linear scaling with proteome size
 However, major superfamilies of signaling proteins show largely linear trends: invention of many lineage-specific systems independent of the large superfamilies Deviations point to important functional adaptations: convergent evolution of LRR+kinase architectures
(Prolyl hydroxylases) Rs Pbcv1 Dm Arabidopsis Drosophila Lineage specific expansion of a domain family Definition: The increase in numbers of a domain in particular lineage with respect to its number in sister reference lineage Homo
Section of the contextual network for the Ub pathway LF LF WLM UB WLM PUG WLM UB LF LF WLM WLM PNGase Thioredoxin PAW PNGase PAW PUG UBA PUG PPPDE PUL DOMAIN Thioredoxin PPPDE UB OTU-DUB UB C 2 H 2 OTU-DUB UB Asp Protease UBA Thioredoxin X UBX UBX Thioredoxin ZZ finger UBA PUL DOMAIN WD40 LF LF LF LF LF Calpain A 2 0 Z n F UB/ UBX UBCH LF C 2 H 2 - U An1 ZnF OTU-DUB PNGase RAB-GEF PUL DOMAIN Thioredoxin PPPDE Asp Protease PAW ZZ finger WLM (metallopeptidase) Yif1 TM TM TM TM TM // RAB WD40 Calpain E2 // UBA * *   Predicted DUB * * * * *
Domain architectural “complexity” of eukaryotic signaling proteins ,[object Object],[object Object],[object Object],[object Object]
Biology of Networks  Nodes  Links  Interaction A B Network Proteins Physical Interaction Protein-Protein A B Protein Interaction Metabolites Enzymatic  conversion Protein-Metabolite A B Metabolic Transcription factor Target genes Transcriptional Interaction Protein-DNA A B Transcriptional
112 TFs 711 TGs 1295 Interactions E. coli transcriptional regulatory network Small-scale biochemical experiments Large-scale ChIP-chip experiments and genetic deletion and over-expression data 157 TFs 4410TGs 12873 Interactions Datasets Yeast transcriptional regulatory network
Scale-free structure  Presence of few  nodes with many links and many nodes with few links Transcriptional networks are scale-free Scale free structure provides robustness to the system Albert & Barabasi,  Rev Mod Phys (2002) N (k)  ïĄ k  1
Crp NarL Crp NarL E. coli H. influenzae B. pertussis NarL Crp Regulatory hubs which are  condition specific  can be either  lost  or  replaced The same protein in organisms living in different lifestyles may confer different adaptive value. Hence it may emerge as a regulatory  hub in the organism to which it confers high adaptive  value and not in the others Different proteins should emerge as hubs in organisms with different lifestyle
Apprehending the diversity of eukaryotes “ crown group” Most studied “ microbial eukaryotes” Most diverse and prevalent animals fungi Slime molds plants Chlorophytes rhodophytes diatoms Heteroloboseans parbasalids Diplomonads Euglenozoa ciliates Apicomplexans
Some notable associations that might favor inter-eukaryotic gene flow Primary endosymbiosis with cyanobacterium Secondary endosymbiosis with different plant lineages Plant lineages Karyoklepty (e.g. ciliates) Endosymbiosis Engulfment Parasitic nucleus Nuclear invasion Karyoparasitism (e.g. Rhodophytes) Endoparasitism (e.g. apicomplexa)
Composite selves: bacterial origins for Vitamin B12 receptors ,[object Object],[object Object]
The medium for biological discovery The Dali Database ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Labs (including “Omics” centers) Primary archival databases Search  methods and strategies Secondary databases Journals Lost in the blackhole
Sociology of the process: Complexity, competition and currency Complexity ,[object Object],[object Object],Gold rush for the “hot” issues Publications  seen as currency in scientific community ,[object Object],[object Object],Transmission of discoveries is hampered  Can we / should we intercede? Increased Collaboration
Genes: Natural selection; scientific memes: peer review? Does the axe peer review, as it stands, hamper effective scientific transmission? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Conclusions Given the “special” interests: 1)Journals and publishers 2)Evaluation of scientists by host institutions 3)Triaging  scientific publications 4)Allocating Funds for Biological research 5) Need to bar crackpots  Given the competition: 1)Blogs 2)Wikis 3)Open access, open peer-review etc. 4)The ubiquity of the internet 5) The drive from the memes and temes! Will out of the box thinking help?

Weitere Àhnliche Inhalte

Was ist angesagt?

Chloroplast dna
Chloroplast dnaChloroplast dna
Chloroplast dna
nj1992
 

Was ist angesagt? (20)

Future of metagenomics
Future of metagenomicsFuture of metagenomics
Future of metagenomics
 
Artificial chromosome
Artificial chromosomeArtificial chromosome
Artificial chromosome
 
History of Genomics
History of Genomics History of Genomics
History of Genomics
 
Gogarten issol2014 version4
Gogarten issol2014 version4Gogarten issol2014 version4
Gogarten issol2014 version4
 
485 lec3 history_review_ii
485 lec3 history_review_ii485 lec3 history_review_ii
485 lec3 history_review_ii
 
Refining Gene Ontology to Include Terms and Relationships Relevant to exRNA C...
Refining Gene Ontology to Include Terms and Relationships Relevant to exRNA C...Refining Gene Ontology to Include Terms and Relationships Relevant to exRNA C...
Refining Gene Ontology to Include Terms and Relationships Relevant to exRNA C...
 
Organellar genome and its composition
Organellar genome and its compositionOrganellar genome and its composition
Organellar genome and its composition
 
Crispr/Cas9
Crispr/Cas9Crispr/Cas9
Crispr/Cas9
 
DNA Technology
DNA TechnologyDNA Technology
DNA Technology
 
projekt final
projekt finalprojekt final
projekt final
 
Chloroplast genome organisation
Chloroplast genome organisationChloroplast genome organisation
Chloroplast genome organisation
 
DNA -Genetic Material
DNA -Genetic MaterialDNA -Genetic Material
DNA -Genetic Material
 
Database of coding sequences and rational organization of knowledge
Database of coding sequences and rational organization of knowledgeDatabase of coding sequences and rational organization of knowledge
Database of coding sequences and rational organization of knowledge
 
Genome Editing Tool ZFNs and TALEs
Genome Editing Tool  ZFNs and TALEs Genome Editing Tool  ZFNs and TALEs
Genome Editing Tool ZFNs and TALEs
 
THE GENETIC MATERIAL
THE GENETIC MATERIALTHE GENETIC MATERIAL
THE GENETIC MATERIAL
 
6 molecular basis of inheritance extra
6 molecular basis of inheritance extra6 molecular basis of inheritance extra
6 molecular basis of inheritance extra
 
Artificial Vectors
Artificial VectorsArtificial Vectors
Artificial Vectors
 
Chapter 12- DNA, RNA, and Proteins
Chapter 12- DNA, RNA, and ProteinsChapter 12- DNA, RNA, and Proteins
Chapter 12- DNA, RNA, and Proteins
 
Chloroplast dna
Chloroplast dnaChloroplast dna
Chloroplast dna
 
Molecular biology and its application in food biotechnology
Molecular biology and its application in food biotechnologyMolecular biology and its application in food biotechnology
Molecular biology and its application in food biotechnology
 

Ähnlich wie Communications

genomics final paper 3 after peer
genomics final paper 3 after peergenomics final paper 3 after peer
genomics final paper 3 after peer
Roshan Kumar
 
Chromatin Meeting
Chromatin MeetingChromatin Meeting
Chromatin Meeting
guestcbd076
 
Chromatin Meeting
Chromatin MeetingChromatin Meeting
Chromatin Meeting
somasushma
 
Sat ii biology review
Sat ii biology reviewSat ii biology review
Sat ii biology review
Bob Smullen
 
Poster Presentation 2
Poster Presentation 2Poster Presentation 2
Poster Presentation 2
Sara Michelassi
 

Ähnlich wie Communications (20)

Domains of unknown function are essential in yeast
Domains of unknown function are essential in yeastDomains of unknown function are essential in yeast
Domains of unknown function are essential in yeast
 
Bio onttalk 30minutes-june2003[1]
Bio onttalk 30minutes-june2003[1]Bio onttalk 30minutes-june2003[1]
Bio onttalk 30minutes-june2003[1]
 
Metagenomics as a tool for biodiversity and health
Metagenomics as a tool for biodiversity and healthMetagenomics as a tool for biodiversity and health
Metagenomics as a tool for biodiversity and health
 
Bioinformatics - Discovering the Bio Logic Of Nature
Bioinformatics - Discovering the Bio Logic Of NatureBioinformatics - Discovering the Bio Logic Of Nature
Bioinformatics - Discovering the Bio Logic Of Nature
 
genomics final paper 3 after peer
genomics final paper 3 after peergenomics final paper 3 after peer
genomics final paper 3 after peer
 
Chromatin Meeting
Chromatin MeetingChromatin Meeting
Chromatin Meeting
 
Chromatin Meeting
Chromatin MeetingChromatin Meeting
Chromatin Meeting
 
Sat ii biology review
Sat ii biology reviewSat ii biology review
Sat ii biology review
 
Genome evolution - tales of scales DNA to crops,months to billions of years, ...
Genome evolution - tales of scales DNA to crops,months to billions of years, ...Genome evolution - tales of scales DNA to crops,months to billions of years, ...
Genome evolution - tales of scales DNA to crops,months to billions of years, ...
 
What are world class scientific outputs?
What are world class scientific outputs?What are world class scientific outputs?
What are world class scientific outputs?
 
Bioinformatics final
Bioinformatics finalBioinformatics final
Bioinformatics final
 
Gen bank
Gen bankGen bank
Gen bank
 
Transcriptomics and lexico-syntactic analysis
Transcriptomics and lexico-syntactic analysisTranscriptomics and lexico-syntactic analysis
Transcriptomics and lexico-syntactic analysis
 
replicaciĂłn ADN.pdf
replicaciĂłn ADN.pdfreplicaciĂłn ADN.pdf
replicaciĂłn ADN.pdf
 
NCBI Boot Camp for Beginners Slides
NCBI Boot Camp for Beginners SlidesNCBI Boot Camp for Beginners Slides
NCBI Boot Camp for Beginners Slides
 
"Searching for Novel Forms of Life" talk by Jonathan Eisen 12/16/15
"Searching for Novel Forms of Life" talk by Jonathan Eisen 12/16/15"Searching for Novel Forms of Life" talk by Jonathan Eisen 12/16/15
"Searching for Novel Forms of Life" talk by Jonathan Eisen 12/16/15
 
Chibucos annot go_final
Chibucos annot go_finalChibucos annot go_final
Chibucos annot go_final
 
Poster Presentation 2
Poster Presentation 2Poster Presentation 2
Poster Presentation 2
 
Protein databases
Protein databasesProtein databases
Protein databases
 
Wagner chapter 4
Wagner chapter 4Wagner chapter 4
Wagner chapter 4
 

KĂŒrzlich hochgeladen

KĂŒrzlich hochgeladen (20)

Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWEREMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challenges
 
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptx
 
AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
 
Navi Mumbai Call Girls đŸ„° 8617370543 Service Offer VIP Hot Model
Navi Mumbai Call Girls đŸ„° 8617370543 Service Offer VIP Hot ModelNavi Mumbai Call Girls đŸ„° 8617370543 Service Offer VIP Hot Model
Navi Mumbai Call Girls đŸ„° 8617370543 Service Offer VIP Hot Model
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor Presentation
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectors
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024
 

Communications

  • 1. L. ARAVIND National Center for Biotechnology Information Apprehending Life’s complexity: Making and communicating biological discoveries
  • 2. We are becoming meme and teme machines ! It is all about replicators: biological and otherwise The good old genes Memes Temes
  • 3.
  • 4. The two philosophies in biology Natural history: discovery of new forms, cataloguing and classification Hypothesis-> attempt at falsification->paradigms: Popper’s world view Largely a history of clash or neglect
  • 5.
  • 6.
  • 7.
  • 8. Getting behind biological clocks, photodetectors and oxygen sensors Regulation of circadian rhythms in animals Periodic growth and sporulation in fungi Light regulated expression of photosynthetic pigments Oxygen-seeking behavior in aerobic bacteria A master regulator of the clock the period protein (per) WC-1 and WC-2 two light sensory regulators of gene-expression in Neurospora BAT a regulator of photosynthetic pigment expression The aerotaxis receptor of E.coli and other bacteria
  • 9.
  • 10.
  • 11. Overview of biological complexity Discovery and classification of domains Mesoscopic Characterization of biological functional systems Function prediction & classification Microscopic Computational analysis of whole biological systems or networks Reconstructing organismal biology and whole ecosystems Macroscopic Evolutionary trajectories: Genomes to Biology
  • 12. Eukaryotic signaling proteins show non-linear scaling with proteome size
 However, major superfamilies of signaling proteins show largely linear trends: invention of many lineage-specific systems independent of the large superfamilies Deviations point to important functional adaptations: convergent evolution of LRR+kinase architectures
  • 13. (Prolyl hydroxylases) Rs Pbcv1 Dm Arabidopsis Drosophila Lineage specific expansion of a domain family Definition: The increase in numbers of a domain in particular lineage with respect to its number in sister reference lineage Homo
  • 14. Section of the contextual network for the Ub pathway LF LF WLM UB WLM PUG WLM UB LF LF WLM WLM PNGase Thioredoxin PAW PNGase PAW PUG UBA PUG PPPDE PUL DOMAIN Thioredoxin PPPDE UB OTU-DUB UB C 2 H 2 OTU-DUB UB Asp Protease UBA Thioredoxin X UBX UBX Thioredoxin ZZ finger UBA PUL DOMAIN WD40 LF LF LF LF LF Calpain A 2 0 Z n F UB/ UBX UBCH LF C 2 H 2 - U An1 ZnF OTU-DUB PNGase RAB-GEF PUL DOMAIN Thioredoxin PPPDE Asp Protease PAW ZZ finger WLM (metallopeptidase) Yif1 TM TM TM TM TM // RAB WD40 Calpain E2 // UBA * * Predicted DUB * * * * *
  • 15.
  • 16. Biology of Networks Nodes Links Interaction A B Network Proteins Physical Interaction Protein-Protein A B Protein Interaction Metabolites Enzymatic conversion Protein-Metabolite A B Metabolic Transcription factor Target genes Transcriptional Interaction Protein-DNA A B Transcriptional
  • 17. 112 TFs 711 TGs 1295 Interactions E. coli transcriptional regulatory network Small-scale biochemical experiments Large-scale ChIP-chip experiments and genetic deletion and over-expression data 157 TFs 4410TGs 12873 Interactions Datasets Yeast transcriptional regulatory network
  • 18. Scale-free structure Presence of few nodes with many links and many nodes with few links Transcriptional networks are scale-free Scale free structure provides robustness to the system Albert & Barabasi, Rev Mod Phys (2002) N (k) ïĄ k  1
  • 19. Crp NarL Crp NarL E. coli H. influenzae B. pertussis NarL Crp Regulatory hubs which are condition specific can be either lost or replaced The same protein in organisms living in different lifestyles may confer different adaptive value. Hence it may emerge as a regulatory hub in the organism to which it confers high adaptive value and not in the others Different proteins should emerge as hubs in organisms with different lifestyle
  • 20. Apprehending the diversity of eukaryotes “ crown group” Most studied “ microbial eukaryotes” Most diverse and prevalent animals fungi Slime molds plants Chlorophytes rhodophytes diatoms Heteroloboseans parbasalids Diplomonads Euglenozoa ciliates Apicomplexans
  • 21. Some notable associations that might favor inter-eukaryotic gene flow Primary endosymbiosis with cyanobacterium Secondary endosymbiosis with different plant lineages Plant lineages Karyoklepty (e.g. ciliates) Endosymbiosis Engulfment Parasitic nucleus Nuclear invasion Karyoparasitism (e.g. Rhodophytes) Endoparasitism (e.g. apicomplexa)
  • 22.
  • 23.
  • 24.
  • 25.
  • 26. Conclusions Given the “special” interests: 1)Journals and publishers 2)Evaluation of scientists by host institutions 3)Triaging scientific publications 4)Allocating Funds for Biological research 5) Need to bar crackpots Given the competition: 1)Blogs 2)Wikis 3)Open access, open peer-review etc. 4)The ubiquity of the internet 5) The drive from the memes and temes! Will out of the box thinking help?