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Learning Objectives
• Review the basics of protein structures
• Know how to predict secondary structures
• Appreciate both the potentials and
limitations of 3D analysis
• Predicting secondary structures
• Guessing the 3D structure of your sequence
• Further applications of 3D analysis
Primary, Secondary
and Tertiary Structures
• Proteins are made of 20 amino acids
• Protein structure has 3 levels:
– The primary structure is the sequence of a
protein
– The secondary structure is the local structure
– The tertiary structure is the exact position of
each atom on a 3D model
Primary Structures
• www.expasy.org https://web.expasy.org/protparam/
• Swiss EMBnet in www.ch.embnet.org
• And ….
Primary Structures
• http://web.expasy.org/protparam/
• Estimated half-life: (mammalian reticulocytes,
in vitro). (yeast, in vivo). (Escherichia coli, in
vivo). Instability index: 40This classifies the
protein as stable. Aliphatic index: 84.17 Grand
average of hydropathicity (GRAVY): -0.275
Secondary Structures
• Helix
– Amino acid that twists like a spring
• Beta strand or extended
– Amino acid forms a line without
twisting
• Random coils
– Amino acid with a structure
neither helical nor extended
– Amino-acid loops are usually coils
Guessing the Secondary Structure
of Your Protein
• Secondary structure predictions are good
• If your protein has enough homologues, expect
80% accuracy
• The most accurate secondary structure prediction
server is PSIPRED
•http://bioinf.cs.ucl.ac.uk/psipred/
•www.ncbi.nlm.nih.gov
•Input Sequence (Single sequence or Multiple Sequence alignments; as raw sequence
or fasta format)
•Submission Details
PSIPRED Output
psipred@cs.ucl.ac.uk
• Conf = Confidence
– 9 is the best, 0 the worst
• Pred = Every amino acid is assigned a letter:
– C for coils
– E for extended or beta-strand
– H for helix
https://www.predictprotein.org/
Predicting Other
Secondary Features
• It is also possible to predict these accurately:
– Transmembrane segments
– Solvent accessibility
– Globularity
– Coiled/coil regions
• All these predictions have an expected accuracy
higher than 70%
Scratch Protein Predictor
• http://scratch.proteomics.ics.uci.edu/
Transmembrane Domains
• Discovering a transmembrane
domain tells you a lot about your
protein
• Many important receptors have 7
transmembrane domains
• Transmembrane segments can be
found using ProtScale
• The most accurate predictions
come from using TMHMM
http://web.expasy.org/cgi-bin/protscale/protscale.pl
19
Using TMHMM
• TMHMM is the best method for predicting
transmembrane domains
• Its principle is very different from that of ProtScale
• TMHMM output is a prediction
http://www.cbs.dtu.dk/services/TMHMM/
http://www.uniprot.org/uniprot
TMHMM vs. ProtScale
Predicting 3D Structures
• Predicting 3D structures from sequences only is almost impossible
• The only reliable way to establish the 3D structure of a protein is to
make a real-world experiment in
– X-ray crystallography
– Nuclear magnetic resonance (NMR)
• Structures established this way are conserved in the PDB database
• “The PDB of my protein” is synonymous with “The structure of my
protein”
Retrieving Protein Structures
from PDB
• All PDB entries are 4-letter words!
– 1CRZ, 2BHL . . .
• Sometimes the chain number is added:
– 1CRZA, 1CRZB . . .
• To access all PDB entries, go to www.rcsb.org
– PDB contains 42,000 entries
– PDB contains the structure of 16,000 unique proteins or RNAs
• You can download the coordinates and display the structure
Displaying a PDB Structure
• You can use any of the online
viewers to display the structure
• They will let you rotate the
structure, zoom in and out, or
color it
• PDB files themselves are not
human-readable
Predicting the Structure
of Your Protein
• The bad news:
– It is very hard to predict protein 3D structures
• The good news:
– Similar proteins have similar structures
• If your favorite protein has a homologue with a known structure .
. .
– You can do homology modeling
• How?
– Start with a BLAST (more about that in the next slide)
•https://www.ncbi.nlm.nih.gov/
•https://blast.ncbi.nlm.nih.gov/Blast.cgi
•https://blast.ncbi.nlm.nih.gov/Blast.cgi?PROGRAM=blastp&PAGE_TYPE=BlastSearch&LINK_LOC=blasthome
BLASTing PDB for Structures
• If you get a very good hit, it
means PDB contains a
protein similar to yours
• Your protein and this hit
probably have the same
structure
Be Careful!
• Sometimes only one of the domains contained in your protein has
been characterized
• If that’s the case, the PDB will only contain this domain
• Always check the alignments
– Red line = full protein in PDB
– Blue line = one domain only in this entry
Structures and Sequences
• Highly conserved sequences are often important in the structure
• Make a multiple-sequence alignment to identify these important
positions
• Highly conserved positions are either in the core or important for
protein/protein interactions
•http://www.tcoffee.org/
3D Predictions
• If you want to predict the structure of your protein
automatically, try the Swiss Model
– Swiss Model makes the BLAST for you
– The program does a bit of homology modeling
– The process delivers a new PDB entry
– You can access it at swissmodel.expasy.org
• Swiss Model gives good results for proteins having
homologues in PDB
https://www.ncbi.nlm.nih.gov/Structure/MMDB/mmdb.shtml
https://www.ncbi.nlm.nih.gov/Structure/CN3D/cn3dinstall.shtml
3D-BLAST
• Use this technique if you have a structure and you
want to find other similar structures
• Use VAST or DALI to look for proteins having the
same 3D shape as yours
– www.eb.ac.uk/dali
– www.ncbi.nlm.nih/vast
3D Movements
• Most proteins need to move to do their job
• Predicting protein movement is possible using
molecular dynamics
– Check out this site: molmolvdb.mbb.yale.edu
• Good molecular dynamics requires extremely powerful
computers
– Don’t expect miracles from standard online resources
Protein Interaction
• Knowing “who interacts with whom” is one of the
ultimate goals of predicting protein movement
• These predictions are called docking analyses
• Docking analyses are very difficult
– Try www.biosolveit/FlexX/
Thanks for Your Attention

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Class powerpoint.ppt

  • 1. Learning Objectives • Review the basics of protein structures • Know how to predict secondary structures • Appreciate both the potentials and limitations of 3D analysis • Predicting secondary structures • Guessing the 3D structure of your sequence • Further applications of 3D analysis
  • 2. Primary, Secondary and Tertiary Structures • Proteins are made of 20 amino acids • Protein structure has 3 levels: – The primary structure is the sequence of a protein – The secondary structure is the local structure – The tertiary structure is the exact position of each atom on a 3D model
  • 3. Primary Structures • www.expasy.org https://web.expasy.org/protparam/ • Swiss EMBnet in www.ch.embnet.org • And ….
  • 4. Primary Structures • http://web.expasy.org/protparam/ • Estimated half-life: (mammalian reticulocytes, in vitro). (yeast, in vivo). (Escherichia coli, in vivo). Instability index: 40This classifies the protein as stable. Aliphatic index: 84.17 Grand average of hydropathicity (GRAVY): -0.275
  • 5.
  • 6. Secondary Structures • Helix – Amino acid that twists like a spring • Beta strand or extended – Amino acid forms a line without twisting • Random coils – Amino acid with a structure neither helical nor extended – Amino-acid loops are usually coils
  • 7. Guessing the Secondary Structure of Your Protein • Secondary structure predictions are good • If your protein has enough homologues, expect 80% accuracy • The most accurate secondary structure prediction server is PSIPRED
  • 9. •Input Sequence (Single sequence or Multiple Sequence alignments; as raw sequence or fasta format) •Submission Details
  • 10. PSIPRED Output psipred@cs.ucl.ac.uk • Conf = Confidence – 9 is the best, 0 the worst • Pred = Every amino acid is assigned a letter: – C for coils – E for extended or beta-strand – H for helix
  • 11.
  • 13. Predicting Other Secondary Features • It is also possible to predict these accurately: – Transmembrane segments – Solvent accessibility – Globularity – Coiled/coil regions • All these predictions have an expected accuracy higher than 70%
  • 14. Scratch Protein Predictor • http://scratch.proteomics.ics.uci.edu/
  • 15. Transmembrane Domains • Discovering a transmembrane domain tells you a lot about your protein • Many important receptors have 7 transmembrane domains • Transmembrane segments can be found using ProtScale • The most accurate predictions come from using TMHMM
  • 17.
  • 18. Using TMHMM • TMHMM is the best method for predicting transmembrane domains • Its principle is very different from that of ProtScale • TMHMM output is a prediction
  • 21. Predicting 3D Structures • Predicting 3D structures from sequences only is almost impossible • The only reliable way to establish the 3D structure of a protein is to make a real-world experiment in – X-ray crystallography – Nuclear magnetic resonance (NMR) • Structures established this way are conserved in the PDB database • “The PDB of my protein” is synonymous with “The structure of my protein”
  • 22. Retrieving Protein Structures from PDB • All PDB entries are 4-letter words! – 1CRZ, 2BHL . . . • Sometimes the chain number is added: – 1CRZA, 1CRZB . . . • To access all PDB entries, go to www.rcsb.org – PDB contains 42,000 entries – PDB contains the structure of 16,000 unique proteins or RNAs • You can download the coordinates and display the structure
  • 23.
  • 24. Displaying a PDB Structure • You can use any of the online viewers to display the structure • They will let you rotate the structure, zoom in and out, or color it • PDB files themselves are not human-readable
  • 25. Predicting the Structure of Your Protein • The bad news: – It is very hard to predict protein 3D structures • The good news: – Similar proteins have similar structures • If your favorite protein has a homologue with a known structure . . . – You can do homology modeling • How? – Start with a BLAST (more about that in the next slide)
  • 28. BLASTing PDB for Structures • If you get a very good hit, it means PDB contains a protein similar to yours • Your protein and this hit probably have the same structure
  • 29. Be Careful! • Sometimes only one of the domains contained in your protein has been characterized • If that’s the case, the PDB will only contain this domain • Always check the alignments – Red line = full protein in PDB – Blue line = one domain only in this entry
  • 30. Structures and Sequences • Highly conserved sequences are often important in the structure • Make a multiple-sequence alignment to identify these important positions • Highly conserved positions are either in the core or important for protein/protein interactions
  • 31.
  • 33. 3D Predictions • If you want to predict the structure of your protein automatically, try the Swiss Model – Swiss Model makes the BLAST for you – The program does a bit of homology modeling – The process delivers a new PDB entry – You can access it at swissmodel.expasy.org • Swiss Model gives good results for proteins having homologues in PDB
  • 34.
  • 37.
  • 38.
  • 39. 3D-BLAST • Use this technique if you have a structure and you want to find other similar structures • Use VAST or DALI to look for proteins having the same 3D shape as yours – www.eb.ac.uk/dali – www.ncbi.nlm.nih/vast
  • 40. 3D Movements • Most proteins need to move to do their job • Predicting protein movement is possible using molecular dynamics – Check out this site: molmolvdb.mbb.yale.edu • Good molecular dynamics requires extremely powerful computers – Don’t expect miracles from standard online resources
  • 41. Protein Interaction • Knowing “who interacts with whom” is one of the ultimate goals of predicting protein movement • These predictions are called docking analyses • Docking analyses are very difficult – Try www.biosolveit/FlexX/
  • 42. Thanks for Your Attention