SlideShare ist ein Scribd-Unternehmen logo
1 von 20
Downloaden Sie, um offline zu lesen
Conservation of
codon optimality
within families
Alistair Martin,
Charlotte Deane
Renaturation
“The original structure of some proteins can be regenerated upon removal of
the denaturing agent and restoration of conditions favouring the native state.
Proteins subject to this process, called renaturation, include serum albumin
from blood, hemoglobin (the oxygen-carrying pigment of red blood cells), and
the enzyme ribonuclease”
- Encyclopedia Britannica
All the information is contained
in the protein sequence!
Who cares about degeneracy?!
Question - Experimental “Oddities”
Synonymous switches have an effect:
● Can cause exons to be skipped
● Can cause a reduction in activity
● Can cause misfolding
Answer - Cotranslational folding
Prior Work
“N-terminal regions are generally translated slower than C-terminal regions”
- Saunders & Deane (2010 )
“the first 5-10 codons of protein-coding genes are often codons that are less
frequently used in the rest of the genome”
- Bentele et al. (2013)
“cell cycle-regulated genes expressed in different phases display different
codon preferences”
- Morgenstern et al. (2012)
Conservation of
codon optimality
within families
Alistair Martin,
Charlotte Deane
Starting point - CSandS (2010)
Mapping of mRNA seq to
protein seq
● 4000+ matches
● High quality
● Human curated
● Structural Information
● Taxa Information
● Bad documentation
Saunders R, Deane CM, Nucleic Acids Res., 2010, 38(19), 6719-28.
Modifying the database
Added
● SCOP Families
(SCOP 1.75B)
● tRNA gene copy #
(GtRNAdb)
● SCOP family structural
alignment
(MAMMOTH-Mult)
Removed
● Enforce 40% seq id
● NMR experiments
● Minimum of 7 in
SCOP family
● Organisms without
tRNA data
● Misaligned families
SCOP families: 43
Structural Domains: 454
Database Stats
Scoring a SCOP family (1)
Protein Sequence
pdb-1 (HUMAN) V F T V E V K N Y G
pdb-2 (ECALL) V Y N V Y V R - N G
pdb-3 (HUMAN) K Y K A E W R A V G
pdb-4 (YEAST) - - - - D V P G D R
mRNA Sequence
pdb-1 (HUMAN) ACU GUU GAA GUC AAA AAC UAC GGA
pdb-2 (ECALL) AAU GUA UAU GUU CGA --- AAC GGA
pdb-3 (HUMAN) AAG GCC GAG UGG CGU GCU GUG GGC
pdb-4 (YEAST) --- --- GAU GUG CCA UGU GAC AGG
Structural alignment produced
by MAMMOTH-mult on SCOP
family domain fragments
Known mRNA sequence
mapped onto alignment
Mapping mRNA
One to one matching of codons to amino acids.
100% coverage by mRNA sequence
Codon > amino acid if any difference
Scoring a SCOP family (2)
mRNA Sequence
pdb-1 (HUMAN) ACU GUU GAA GUC AAA AAC UAC GGA
pdb-2 (ECALL) AAU GUA UAU GUU CGA --- AAC GGA
pdb-3 (HUMAN) AAG GCC GAG UGG CGU GCU GUG GGC
pdb-4 (YEAST) --- --- GAU GUG CCA UGU GAC AGG
Translation Scores
pdb-1 (HUMAN) 0.3 0.9 0.1 0.6 0.4 0.1 0.8 0.6
pdb-2 (ECALL) 0.5 0.8 0.4 0.9 0.5 --- 0.6 0.5
pdb-3 (HUMAN) 0.6 0.6 0.1 0.6 0.9 0.2 0.1 0.1
pdb-4 (YEAST) --- --- 0.2 0.7 0.4 0.1 0.7 0.5
Organism specific
translation speed scores
given to each codon.
Profile is then smoothed.
Translation Speed Scores
Using the tRNA Adaptation Index (tAI).
This is determined by : - tRNA gene copy number
- Simple Crick’s wobble pairing
Other scoring systems exist.
Scoring a SCOP family (3)
Optimality Thresholds
Determined using the organism specific open reading
frames within database.
Manually specified thresholds.
Issues with organisms present in low frequency.
Translation Scores
pdb-1 (HUMAN) 0.3 0.9 0.1 0.6 0.4 0.1 0.8 0.6
pdb-2 (ECALL) 0.5 0.8 0.4 0.9 0.5 --- 0.6 0.5
pdb-3 (HUMAN) 0.6 0.6 0.1 0.6 0.9 0.2 0.1 0.1
pdb-4 (YEAST) --- --- 0.2 0.7 0.4 0.1 0.7 0.5
Optimality Scores
pdb-1 (HUMAN) 0 +1 -1 0 0 -1 +1 0
pdb-2 (ECALL) 0 +1 0 +1 0 -- 0 0
pdb-3 (HUMAN) 0 0 -1 0 +1 -1 -1 -1
pdb-4 (YEAST) -- -- -1 0 0 -1 0 0
Organism specific
thresholds determine
which codons are optimal
(+1) , nonoptimal (-1), or
neither (0).
Scoring a SCOP family (4)
Conservation Scores
Simple codon-wise average of optimality scores.
Must have at least 5 codons in an aligned column.
Randomisation of optimality scores produces SCOP family specific specified thresholds (5%).
Optimality Scores
pdb-1 (HUMAN) 0 +1 -1 0 0 -1 +1 0
pdb-2 (ECALL) 0 +1 0 +1 0 -- 0 0
pdb-3 (HUMAN) 0 0 -1 0 +1 -1 -1 -1
pdb-4 (YEAST) -- -- -1 0 0 -1 0 0
Conservation Scores
SCOP family specific
thresholds determine
optimal (red) and
nonoptimal (blue)
conserved codons.
Scoring a fold family - Summary
Structural
Alignment
Conserved
Codons
1. Map mRNA Seq.
2. Attribute translation
speed scores to each
Codon.
3. Assign optimal, non-
optimal or neither to each
codon.
4. Determine conservation
scores for each column.
Scoring a fold family - Result
Is there any conservation?
How many SCOP families have more conserved
residues than expected by chance?
Optimality
Assignment
Thresholds
Looking forward
● Remove signal from conserved residues
● Correlation to structural features
● Update the CSandS database
● Investigate the ribosome tunnel
● Subgroup analysis - renaturation, chaperone
Questions?

Weitere ähnliche Inhalte

Was ist angesagt?

Molecular Characterization of Polyglucosan Body, Cause or Consequence in the ...
Molecular Characterization of Polyglucosan Body, Cause or Consequence in the ...Molecular Characterization of Polyglucosan Body, Cause or Consequence in the ...
Molecular Characterization of Polyglucosan Body, Cause or Consequence in the ...Ben Decker
 
BMES poster 2016
BMES poster 2016BMES poster 2016
BMES poster 2016Rachel Rone
 
Advances in APBD Research: High Content Screening, Antisense Oligonucleotides...
Advances in APBD Research: High Content Screening, Antisense Oligonucleotides...Advances in APBD Research: High Content Screening, Antisense Oligonucleotides...
Advances in APBD Research: High Content Screening, Antisense Oligonucleotides...Ben Decker
 
Therapeutic Interventions Tested in APBD Models
Therapeutic Interventions Tested in APBD Models Therapeutic Interventions Tested in APBD Models
Therapeutic Interventions Tested in APBD Models Ben Decker
 
The invention of sprycel from benchtop to bedside (Gengcheng Jack Yang)
The invention of sprycel from benchtop to bedside (Gengcheng Jack Yang)The invention of sprycel from benchtop to bedside (Gengcheng Jack Yang)
The invention of sprycel from benchtop to bedside (Gengcheng Jack Yang)Jack Gengcheng YANG
 
Apaf-1 and Apoptosome Activation in H. sapiens
Apaf-1 and Apoptosome Activation in H. sapiensApaf-1 and Apoptosome Activation in H. sapiens
Apaf-1 and Apoptosome Activation in H. sapiensCorbett Hall
 
BIOL335: RNA bioinformatics
BIOL335: RNA bioinformaticsBIOL335: RNA bioinformatics
BIOL335: RNA bioinformaticsPaul Gardner
 
University of Texas at Austin
University of Texas at AustinUniversity of Texas at Austin
University of Texas at Austinbutest
 
Kupffer cells mediate_leptin-induced_liver_fibrosis
Kupffer cells mediate_leptin-induced_liver_fibrosisKupffer cells mediate_leptin-induced_liver_fibrosis
Kupffer cells mediate_leptin-induced_liver_fibrosisChau Chan Lao
 
Does RNA avoidance dictate protein expression level?
Does RNA avoidance dictate protein expression level?Does RNA avoidance dictate protein expression level?
Does RNA avoidance dictate protein expression level?Paul Gardner
 
Reprint Microbiology-UK Aug 2014
Reprint Microbiology-UK Aug 2014Reprint Microbiology-UK Aug 2014
Reprint Microbiology-UK Aug 2014Shreya Dasgupta
 
Mutation illustration
Mutation illustrationMutation illustration
Mutation illustrationgroup42hour
 
Mutation illustration
Mutation illustrationMutation illustration
Mutation illustrationgroup42hour
 
Bioinformatics(collagen alpha 1)
Bioinformatics(collagen alpha 1)Bioinformatics(collagen alpha 1)
Bioinformatics(collagen alpha 1)Pooja Pawar
 
Fall 2015 Sitag Poster _120516 (1)-2
Fall 2015 Sitag Poster _120516 (1)-2Fall 2015 Sitag Poster _120516 (1)-2
Fall 2015 Sitag Poster _120516 (1)-2Adam Hildebrandt
 
Hsiao-DevNeurobiol2014
Hsiao-DevNeurobiol2014Hsiao-DevNeurobiol2014
Hsiao-DevNeurobiol2014Katie K. Hsiao
 

Was ist angesagt? (19)

Molecular Characterization of Polyglucosan Body, Cause or Consequence in the ...
Molecular Characterization of Polyglucosan Body, Cause or Consequence in the ...Molecular Characterization of Polyglucosan Body, Cause or Consequence in the ...
Molecular Characterization of Polyglucosan Body, Cause or Consequence in the ...
 
Fall project
Fall projectFall project
Fall project
 
BMES poster 2016
BMES poster 2016BMES poster 2016
BMES poster 2016
 
Advances in APBD Research: High Content Screening, Antisense Oligonucleotides...
Advances in APBD Research: High Content Screening, Antisense Oligonucleotides...Advances in APBD Research: High Content Screening, Antisense Oligonucleotides...
Advances in APBD Research: High Content Screening, Antisense Oligonucleotides...
 
Therapeutic Interventions Tested in APBD Models
Therapeutic Interventions Tested in APBD Models Therapeutic Interventions Tested in APBD Models
Therapeutic Interventions Tested in APBD Models
 
The invention of sprycel from benchtop to bedside (Gengcheng Jack Yang)
The invention of sprycel from benchtop to bedside (Gengcheng Jack Yang)The invention of sprycel from benchtop to bedside (Gengcheng Jack Yang)
The invention of sprycel from benchtop to bedside (Gengcheng Jack Yang)
 
Apaf-1 and Apoptosome Activation in H. sapiens
Apaf-1 and Apoptosome Activation in H. sapiensApaf-1 and Apoptosome Activation in H. sapiens
Apaf-1 and Apoptosome Activation in H. sapiens
 
BIOL335: RNA bioinformatics
BIOL335: RNA bioinformaticsBIOL335: RNA bioinformatics
BIOL335: RNA bioinformatics
 
University of Texas at Austin
University of Texas at AustinUniversity of Texas at Austin
University of Texas at Austin
 
Heme binding to GAPDH_Biochemistry 2012
Heme binding to GAPDH_Biochemistry 2012Heme binding to GAPDH_Biochemistry 2012
Heme binding to GAPDH_Biochemistry 2012
 
Kupffer cells mediate_leptin-induced_liver_fibrosis
Kupffer cells mediate_leptin-induced_liver_fibrosisKupffer cells mediate_leptin-induced_liver_fibrosis
Kupffer cells mediate_leptin-induced_liver_fibrosis
 
Does RNA avoidance dictate protein expression level?
Does RNA avoidance dictate protein expression level?Does RNA avoidance dictate protein expression level?
Does RNA avoidance dictate protein expression level?
 
Reprint Microbiology-UK Aug 2014
Reprint Microbiology-UK Aug 2014Reprint Microbiology-UK Aug 2014
Reprint Microbiology-UK Aug 2014
 
Neuropeptides 2014
Neuropeptides 2014 Neuropeptides 2014
Neuropeptides 2014
 
Mutation illustration
Mutation illustrationMutation illustration
Mutation illustration
 
Mutation illustration
Mutation illustrationMutation illustration
Mutation illustration
 
Bioinformatics(collagen alpha 1)
Bioinformatics(collagen alpha 1)Bioinformatics(collagen alpha 1)
Bioinformatics(collagen alpha 1)
 
Fall 2015 Sitag Poster _120516 (1)-2
Fall 2015 Sitag Poster _120516 (1)-2Fall 2015 Sitag Poster _120516 (1)-2
Fall 2015 Sitag Poster _120516 (1)-2
 
Hsiao-DevNeurobiol2014
Hsiao-DevNeurobiol2014Hsiao-DevNeurobiol2014
Hsiao-DevNeurobiol2014
 

Andere mochten auch

Shortest path problem
Shortest path problemShortest path problem
Shortest path problemIfra Ilyas
 
Dijkstra’S Algorithm
Dijkstra’S AlgorithmDijkstra’S Algorithm
Dijkstra’S Algorithmami_01
 
Control charts for attributes
Control charts for attributesControl charts for attributes
Control charts for attributesBuddy Krishna
 
Shortest Path Problem: Algoritma Dijkstra
Shortest Path Problem: Algoritma DijkstraShortest Path Problem: Algoritma Dijkstra
Shortest Path Problem: Algoritma DijkstraOnggo Wiryawan
 
Dijkstra’s algorithm
Dijkstra’s algorithmDijkstra’s algorithm
Dijkstra’s algorithmfaisal2204
 
Dijkstra's algorithm
Dijkstra's algorithmDijkstra's algorithm
Dijkstra's algorithmgsp1294
 
Statistical quality control
Statistical quality controlStatistical quality control
Statistical quality controlAnubhav Grover
 

Andere mochten auch (11)

Shortest path algorithm
Shortest  path algorithmShortest  path algorithm
Shortest path algorithm
 
Shortest path problem
Shortest path problemShortest path problem
Shortest path problem
 
Dijkstra’S Algorithm
Dijkstra’S AlgorithmDijkstra’S Algorithm
Dijkstra’S Algorithm
 
A star
A starA star
A star
 
Control charts for attributes
Control charts for attributesControl charts for attributes
Control charts for attributes
 
Shortest Path in Graph
Shortest Path in GraphShortest Path in Graph
Shortest Path in Graph
 
Shortest Path Problem: Algoritma Dijkstra
Shortest Path Problem: Algoritma DijkstraShortest Path Problem: Algoritma Dijkstra
Shortest Path Problem: Algoritma Dijkstra
 
Dijkstra’s algorithm
Dijkstra’s algorithmDijkstra’s algorithm
Dijkstra’s algorithm
 
Routing
RoutingRouting
Routing
 
Dijkstra's algorithm
Dijkstra's algorithmDijkstra's algorithm
Dijkstra's algorithm
 
Statistical quality control
Statistical quality controlStatistical quality control
Statistical quality control
 

Ähnlich wie Conservation of codon optimality

Glycan Structural Analysis Throughout Biotherapeutic Development
Glycan Structural Analysis Throughout Biotherapeutic Development Glycan Structural Analysis Throughout Biotherapeutic Development
Glycan Structural Analysis Throughout Biotherapeutic Development SGS
 
GAPDH, a well-known glycolytic enzyme, mediates
GAPDH, a well-known glycolytic enzyme, mediatesGAPDH, a well-known glycolytic enzyme, mediates
GAPDH, a well-known glycolytic enzyme, mediatesPei-Ju Chin
 
Western Blotting Of Camkii Β And T 287
Western Blotting Of Camkii Β And T 287Western Blotting Of Camkii Β And T 287
Western Blotting Of Camkii Β And T 287Beth Salazar
 
Unit 2 Star Activity.pdf
Unit 2 Star Activity.pdfUnit 2 Star Activity.pdf
Unit 2 Star Activity.pdfKhushiDuttVatsa
 
Bacterial Periplasmic Binding Proteins as Biosensors in Liposomes
Bacterial Periplasmic Binding Proteins as Biosensors in LiposomesBacterial Periplasmic Binding Proteins as Biosensors in Liposomes
Bacterial Periplasmic Binding Proteins as Biosensors in LiposomesHeather Jordan
 
Bioinfomatics Presentation
Bioinfomatics PresentationBioinfomatics Presentation
Bioinfomatics PresentationZhenhong Bao
 
Lessons learned from high throughput CRISPR targeting in human cell lines
Lessons learned from high throughput CRISPR targeting in human cell linesLessons learned from high throughput CRISPR targeting in human cell lines
Lessons learned from high throughput CRISPR targeting in human cell linesChris Thorne
 
Avacta Life Sciences Affimers Presentation Global Protein Engineering Summit ...
Avacta Life Sciences Affimers Presentation Global Protein Engineering Summit ...Avacta Life Sciences Affimers Presentation Global Protein Engineering Summit ...
Avacta Life Sciences Affimers Presentation Global Protein Engineering Summit ...AvactaLifeSciences
 
structure, substrate specificityand roles in tumorigenesis
structure, substrate specificityand roles  in tumorigenesisstructure, substrate specificityand roles  in tumorigenesis
structure, substrate specificityand roles in tumorigenesisAleenaKhan778846
 
A reading report for <A Secreted Slit2 Fragment Regulates Adipose Tissue Ther...
A reading report for <A Secreted Slit2 Fragment Regulates Adipose Tissue Ther...A reading report for <A Secreted Slit2 Fragment Regulates Adipose Tissue Ther...
A reading report for <A Secreted Slit2 Fragment Regulates Adipose Tissue Ther...星云 王
 
Cellular Neuroscience Products
Cellular Neuroscience ProductsCellular Neuroscience Products
Cellular Neuroscience Productscailynnjohnson
 
VPA inhibits Acyl-CoA-Synthetase
VPA inhibits Acyl-CoA-SynthetaseVPA inhibits Acyl-CoA-Synthetase
VPA inhibits Acyl-CoA-Synthetasejakobs3
 
Antibodies for-alzheimers-disease-crenezumab
Antibodies for-alzheimers-disease-crenezumabAntibodies for-alzheimers-disease-crenezumab
Antibodies for-alzheimers-disease-crenezumabCreative Biolabs
 
Research report (alternative splicing, protein structure; retinitis pigmentosa)
Research report (alternative splicing, protein structure; retinitis pigmentosa)Research report (alternative splicing, protein structure; retinitis pigmentosa)
Research report (alternative splicing, protein structure; retinitis pigmentosa)avalgar
 
132 gene expression in atherosclerotic plaques
132 gene expression in atherosclerotic plaques132 gene expression in atherosclerotic plaques
132 gene expression in atherosclerotic plaquesSHAPE Society
 

Ähnlich wie Conservation of codon optimality (20)

Glycan Structural Analysis Throughout Biotherapeutic Development
Glycan Structural Analysis Throughout Biotherapeutic Development Glycan Structural Analysis Throughout Biotherapeutic Development
Glycan Structural Analysis Throughout Biotherapeutic Development
 
GAPDH, a well-known glycolytic enzyme, mediates
GAPDH, a well-known glycolytic enzyme, mediatesGAPDH, a well-known glycolytic enzyme, mediates
GAPDH, a well-known glycolytic enzyme, mediates
 
Bioinformatics life sciences_v2015
Bioinformatics life sciences_v2015Bioinformatics life sciences_v2015
Bioinformatics life sciences_v2015
 
Western Blotting Of Camkii Β And T 287
Western Blotting Of Camkii Β And T 287Western Blotting Of Camkii Β And T 287
Western Blotting Of Camkii Β And T 287
 
Unit 2 Star Activity.pdf
Unit 2 Star Activity.pdfUnit 2 Star Activity.pdf
Unit 2 Star Activity.pdf
 
Bacterial Periplasmic Binding Proteins as Biosensors in Liposomes
Bacterial Periplasmic Binding Proteins as Biosensors in LiposomesBacterial Periplasmic Binding Proteins as Biosensors in Liposomes
Bacterial Periplasmic Binding Proteins as Biosensors in Liposomes
 
Bioinfomatics Presentation
Bioinfomatics PresentationBioinfomatics Presentation
Bioinfomatics Presentation
 
Lessons learned from high throughput CRISPR targeting in human cell lines
Lessons learned from high throughput CRISPR targeting in human cell linesLessons learned from high throughput CRISPR targeting in human cell lines
Lessons learned from high throughput CRISPR targeting in human cell lines
 
Avacta Life Sciences Affimers Presentation Global Protein Engineering Summit ...
Avacta Life Sciences Affimers Presentation Global Protein Engineering Summit ...Avacta Life Sciences Affimers Presentation Global Protein Engineering Summit ...
Avacta Life Sciences Affimers Presentation Global Protein Engineering Summit ...
 
keto reductases 7.pdf
keto reductases 7.pdfketo reductases 7.pdf
keto reductases 7.pdf
 
structure, substrate specificityand roles in tumorigenesis
structure, substrate specificityand roles  in tumorigenesisstructure, substrate specificityand roles  in tumorigenesis
structure, substrate specificityand roles in tumorigenesis
 
Luscher Lab Meeting
Luscher Lab MeetingLuscher Lab Meeting
Luscher Lab Meeting
 
A reading report for <A Secreted Slit2 Fragment Regulates Adipose Tissue Ther...
A reading report for <A Secreted Slit2 Fragment Regulates Adipose Tissue Ther...A reading report for <A Secreted Slit2 Fragment Regulates Adipose Tissue Ther...
A reading report for <A Secreted Slit2 Fragment Regulates Adipose Tissue Ther...
 
Cellular Neuroscience Products
Cellular Neuroscience ProductsCellular Neuroscience Products
Cellular Neuroscience Products
 
VPA inhibits Acyl-CoA-Synthetase
VPA inhibits Acyl-CoA-SynthetaseVPA inhibits Acyl-CoA-Synthetase
VPA inhibits Acyl-CoA-Synthetase
 
Antibodies for-alzheimers-disease-crenezumab
Antibodies for-alzheimers-disease-crenezumabAntibodies for-alzheimers-disease-crenezumab
Antibodies for-alzheimers-disease-crenezumab
 
CE-Symm jLBR talk
CE-Symm jLBR talkCE-Symm jLBR talk
CE-Symm jLBR talk
 
Research report (alternative splicing, protein structure; retinitis pigmentosa)
Research report (alternative splicing, protein structure; retinitis pigmentosa)Research report (alternative splicing, protein structure; retinitis pigmentosa)
Research report (alternative splicing, protein structure; retinitis pigmentosa)
 
132 gene expression in atherosclerotic plaques
132 gene expression in atherosclerotic plaques132 gene expression in atherosclerotic plaques
132 gene expression in atherosclerotic plaques
 
132 gene expression in atherosclerotic plaques
132 gene expression in atherosclerotic plaques132 gene expression in atherosclerotic plaques
132 gene expression in atherosclerotic plaques
 

Kürzlich hochgeladen

Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningLars Bell
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionDilum Bandara
 
unit 4 immunoblotting technique complete.pptx
unit 4 immunoblotting technique complete.pptxunit 4 immunoblotting technique complete.pptx
unit 4 immunoblotting technique complete.pptxBkGupta21
 
SALESFORCE EDUCATION CLOUD | FEXLE SERVICES
SALESFORCE EDUCATION CLOUD | FEXLE SERVICESSALESFORCE EDUCATION CLOUD | FEXLE SERVICES
SALESFORCE EDUCATION CLOUD | FEXLE SERVICESmohitsingh558521
 
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxThe Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxLoriGlavin3
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxLoriGlavin3
 
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024BookNet Canada
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity PlanDatabarracks
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr BaganFwdays
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsSergiu Bodiu
 
What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfMounikaPolabathina
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii SoldatenkoFwdays
 
Moving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfMoving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfLoriGlavin3
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxLoriGlavin3
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupFlorian Wilhelm
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationSlibray Presentation
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxLoriGlavin3
 

Kürzlich hochgeladen (20)

Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine Tuning
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An Introduction
 
unit 4 immunoblotting technique complete.pptx
unit 4 immunoblotting technique complete.pptxunit 4 immunoblotting technique complete.pptx
unit 4 immunoblotting technique complete.pptx
 
SALESFORCE EDUCATION CLOUD | FEXLE SERVICES
SALESFORCE EDUCATION CLOUD | FEXLE SERVICESSALESFORCE EDUCATION CLOUD | FEXLE SERVICES
SALESFORCE EDUCATION CLOUD | FEXLE SERVICES
 
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxThe Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
 
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity Plan
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platforms
 
What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdf
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko
 
Moving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfMoving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdf
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project Setup
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck Presentation
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
 

Conservation of codon optimality

  • 1. Conservation of codon optimality within families Alistair Martin, Charlotte Deane
  • 2.
  • 3.
  • 4. Renaturation “The original structure of some proteins can be regenerated upon removal of the denaturing agent and restoration of conditions favouring the native state. Proteins subject to this process, called renaturation, include serum albumin from blood, hemoglobin (the oxygen-carrying pigment of red blood cells), and the enzyme ribonuclease” - Encyclopedia Britannica All the information is contained in the protein sequence! Who cares about degeneracy?!
  • 5. Question - Experimental “Oddities” Synonymous switches have an effect: ● Can cause exons to be skipped ● Can cause a reduction in activity ● Can cause misfolding
  • 7. Prior Work “N-terminal regions are generally translated slower than C-terminal regions” - Saunders & Deane (2010 ) “the first 5-10 codons of protein-coding genes are often codons that are less frequently used in the rest of the genome” - Bentele et al. (2013) “cell cycle-regulated genes expressed in different phases display different codon preferences” - Morgenstern et al. (2012)
  • 8. Conservation of codon optimality within families Alistair Martin, Charlotte Deane
  • 9. Starting point - CSandS (2010) Mapping of mRNA seq to protein seq ● 4000+ matches ● High quality ● Human curated ● Structural Information ● Taxa Information ● Bad documentation Saunders R, Deane CM, Nucleic Acids Res., 2010, 38(19), 6719-28.
  • 10. Modifying the database Added ● SCOP Families (SCOP 1.75B) ● tRNA gene copy # (GtRNAdb) ● SCOP family structural alignment (MAMMOTH-Mult) Removed ● Enforce 40% seq id ● NMR experiments ● Minimum of 7 in SCOP family ● Organisms without tRNA data ● Misaligned families SCOP families: 43 Structural Domains: 454
  • 12. Scoring a SCOP family (1) Protein Sequence pdb-1 (HUMAN) V F T V E V K N Y G pdb-2 (ECALL) V Y N V Y V R - N G pdb-3 (HUMAN) K Y K A E W R A V G pdb-4 (YEAST) - - - - D V P G D R mRNA Sequence pdb-1 (HUMAN) ACU GUU GAA GUC AAA AAC UAC GGA pdb-2 (ECALL) AAU GUA UAU GUU CGA --- AAC GGA pdb-3 (HUMAN) AAG GCC GAG UGG CGU GCU GUG GGC pdb-4 (YEAST) --- --- GAU GUG CCA UGU GAC AGG Structural alignment produced by MAMMOTH-mult on SCOP family domain fragments Known mRNA sequence mapped onto alignment Mapping mRNA One to one matching of codons to amino acids. 100% coverage by mRNA sequence Codon > amino acid if any difference
  • 13. Scoring a SCOP family (2) mRNA Sequence pdb-1 (HUMAN) ACU GUU GAA GUC AAA AAC UAC GGA pdb-2 (ECALL) AAU GUA UAU GUU CGA --- AAC GGA pdb-3 (HUMAN) AAG GCC GAG UGG CGU GCU GUG GGC pdb-4 (YEAST) --- --- GAU GUG CCA UGU GAC AGG Translation Scores pdb-1 (HUMAN) 0.3 0.9 0.1 0.6 0.4 0.1 0.8 0.6 pdb-2 (ECALL) 0.5 0.8 0.4 0.9 0.5 --- 0.6 0.5 pdb-3 (HUMAN) 0.6 0.6 0.1 0.6 0.9 0.2 0.1 0.1 pdb-4 (YEAST) --- --- 0.2 0.7 0.4 0.1 0.7 0.5 Organism specific translation speed scores given to each codon. Profile is then smoothed. Translation Speed Scores Using the tRNA Adaptation Index (tAI). This is determined by : - tRNA gene copy number - Simple Crick’s wobble pairing Other scoring systems exist.
  • 14. Scoring a SCOP family (3) Optimality Thresholds Determined using the organism specific open reading frames within database. Manually specified thresholds. Issues with organisms present in low frequency. Translation Scores pdb-1 (HUMAN) 0.3 0.9 0.1 0.6 0.4 0.1 0.8 0.6 pdb-2 (ECALL) 0.5 0.8 0.4 0.9 0.5 --- 0.6 0.5 pdb-3 (HUMAN) 0.6 0.6 0.1 0.6 0.9 0.2 0.1 0.1 pdb-4 (YEAST) --- --- 0.2 0.7 0.4 0.1 0.7 0.5 Optimality Scores pdb-1 (HUMAN) 0 +1 -1 0 0 -1 +1 0 pdb-2 (ECALL) 0 +1 0 +1 0 -- 0 0 pdb-3 (HUMAN) 0 0 -1 0 +1 -1 -1 -1 pdb-4 (YEAST) -- -- -1 0 0 -1 0 0 Organism specific thresholds determine which codons are optimal (+1) , nonoptimal (-1), or neither (0).
  • 15. Scoring a SCOP family (4) Conservation Scores Simple codon-wise average of optimality scores. Must have at least 5 codons in an aligned column. Randomisation of optimality scores produces SCOP family specific specified thresholds (5%). Optimality Scores pdb-1 (HUMAN) 0 +1 -1 0 0 -1 +1 0 pdb-2 (ECALL) 0 +1 0 +1 0 -- 0 0 pdb-3 (HUMAN) 0 0 -1 0 +1 -1 -1 -1 pdb-4 (YEAST) -- -- -1 0 0 -1 0 0 Conservation Scores SCOP family specific thresholds determine optimal (red) and nonoptimal (blue) conserved codons.
  • 16. Scoring a fold family - Summary Structural Alignment Conserved Codons 1. Map mRNA Seq. 2. Attribute translation speed scores to each Codon. 3. Assign optimal, non- optimal or neither to each codon. 4. Determine conservation scores for each column.
  • 17. Scoring a fold family - Result
  • 18. Is there any conservation? How many SCOP families have more conserved residues than expected by chance? Optimality Assignment Thresholds
  • 19. Looking forward ● Remove signal from conserved residues ● Correlation to structural features ● Update the CSandS database ● Investigate the ribosome tunnel ● Subgroup analysis - renaturation, chaperone