FBW
1-12-2015
Wim Van Criekinge
GitHub: Hosted GIT
• Largest open source git hosting site
• Public and private options
• User-centric rather than project-centric
• http://github.ugent.be (use your Ugent
login and password)
– Accept invitation from Bioinformatics-I-
2015
URI:
– https://github.ugent.be/Bioinformatics-I-
2015/Python.git
Control Structures
if condition:
statements
[elif condition:
statements] ...
else:
statements
while condition:
statements
for var in sequence:
statements
break
continue
Extra Questions (2)
• How many human proteins in Swiss Prot ?
• What is the longest human protein ? The shortest ?
• Calculate for all human proteins their MW and pI, display as
two histograms (2D scatter ?)
• How many human proteins have “cancer” in their description?
• Which genes has the highest number of SNPs/somatic
mutations (COSMIC)
• How many human DNA-repair enzymes are represented in
Swiss Prot (using description / GO)?
• List proteins that only contain alpha-helices based on the
Chou-Fasman algorithm
• List proteins based on the number of predicted
transmembrane regions (Kyte-Doollittle)
Primary sequence reveals important clues about a protein
DnaG E. coli ...EPNRLLVVEGYMDVVAL...
DnaG S. typ ...EPQRLLVVEGYMDVVAL...
DnaG B. subt ...KQERAVLFEGFADVYTA...
gp4 T3 ...GGKKIVVTEGEIDMLTV...
gp4 T7 ...GGKKIVVTEGEIDALTV...
: *: :: * * : :
small hydrophobic
large hydrophobic
polar
positive charge
negative charge
• Evolution conserves amino acids that are important to protein
structure and function across species. Sequence comparison of
multiple “homologs” of a particular protein reveals highly
conserved regions that are important for function.
• Clusters of conserved residues are called “motifs” -- motifs
carry out a particular function or form a particular structure
that is important for the conserved protein.
motif
 The hydropathy index of an amino acid is a number
representing the hydrophobic or hydrophilic properties of its
side-chain.
 It was proposed by Jack Kyte and Russell Doolittle in 1982.
 The larger the number is, the more hydrophobic the amino
acid. The most hydrophobic amino acids are isoleucine (4.5)
and valine (4.2). The most hydrophilic ones are arginine (-4.5)
and lysine (-3.9).
 This is very important in protein structure; hydrophobic
amino acids tend to be internal in the protein 3D structure,
while hydrophilic amino acids are more commonly found
towards the protein surface.
Hydropathy index of amino acids
5-hydroxytryptamine receptor 2A isoform 1 [Homo sapiens]
NCBI Reference Sequence: NP_000612.1
GenPept Identical Proteins Graphics
>gi|10835175|ref|NP_000612.1| 5-hydroxytryptamine receptor 2A isoform 1 [Homo sapiens]
MDILCEENTSLSSTTNSLMQLNDDTRLYSNDFNSGEANTSDAFNWTVDSENRTNLSCEGCLSPSCLSLLH
LQEKNWSALLTAVVIILTIAGNILVIMAVSLEKKLQNATNYFLMSLAIADMLLGFLVMPVSMLTILYGYR
WPLPSKLCAVWIYLDVLFSTASIMHLCAISLDRYVAIQNPIHHSRFNSRTKAFLKIIAVWTISVGISMPI
PVFGLQDDSKVFKEGSCLLADDNFVLIGSFVSFFIPLTIMVITYFLTIKSLQKEATLCVSDLGTRAKLAS
FSFLPQSSLSSEKLFQRSIHREPGSYTGRRTMQSISNEQKACKVLGIVFFLFVVMWCPFFITNIMAVICK
ESCNEDVIGALLNVFVWIGYLSSAVNPLVYTLFNKTYRSAFSRYIQCQYKENKKPLQLILVNTIPALAYK
SSQLQMGQKKNSKQDAKTTDNDCSMVALGKQHSEEASKDNSDGVNEKVSCV
(http://gcat.davidson.edu/DGPB/kd/kyte-doolittle.htm)Kyte Doolittle Hydropathy Plot
Possible transmembrane fragment
Window size – 9, strong negative peaks indicate possible surface regions
Surface region of a protein
Prediction of transmembrane helices in proteins
(TMHMM)
5-hydroxytryptamine receptor 2A (Mus musculus)
5-hydroxytryptamine receptor 2 (Grapical output)
Examen.py
http://bioinformatics.biobix.be/examen/
Check availability of PC rooms plus additional
dates

2015 bioinformatics bio_python_part4

  • 2.
  • 3.
    GitHub: Hosted GIT •Largest open source git hosting site • Public and private options • User-centric rather than project-centric • http://github.ugent.be (use your Ugent login and password) – Accept invitation from Bioinformatics-I- 2015 URI: – https://github.ugent.be/Bioinformatics-I- 2015/Python.git
  • 4.
    Control Structures if condition: statements [elifcondition: statements] ... else: statements while condition: statements for var in sequence: statements break continue
  • 5.
    Extra Questions (2) •How many human proteins in Swiss Prot ? • What is the longest human protein ? The shortest ? • Calculate for all human proteins their MW and pI, display as two histograms (2D scatter ?) • How many human proteins have “cancer” in their description? • Which genes has the highest number of SNPs/somatic mutations (COSMIC) • How many human DNA-repair enzymes are represented in Swiss Prot (using description / GO)? • List proteins that only contain alpha-helices based on the Chou-Fasman algorithm • List proteins based on the number of predicted transmembrane regions (Kyte-Doollittle)
  • 6.
    Primary sequence revealsimportant clues about a protein DnaG E. coli ...EPNRLLVVEGYMDVVAL... DnaG S. typ ...EPQRLLVVEGYMDVVAL... DnaG B. subt ...KQERAVLFEGFADVYTA... gp4 T3 ...GGKKIVVTEGEIDMLTV... gp4 T7 ...GGKKIVVTEGEIDALTV... : *: :: * * : : small hydrophobic large hydrophobic polar positive charge negative charge • Evolution conserves amino acids that are important to protein structure and function across species. Sequence comparison of multiple “homologs” of a particular protein reveals highly conserved regions that are important for function. • Clusters of conserved residues are called “motifs” -- motifs carry out a particular function or form a particular structure that is important for the conserved protein. motif
  • 7.
     The hydropathyindex of an amino acid is a number representing the hydrophobic or hydrophilic properties of its side-chain.  It was proposed by Jack Kyte and Russell Doolittle in 1982.  The larger the number is, the more hydrophobic the amino acid. The most hydrophobic amino acids are isoleucine (4.5) and valine (4.2). The most hydrophilic ones are arginine (-4.5) and lysine (-3.9).  This is very important in protein structure; hydrophobic amino acids tend to be internal in the protein 3D structure, while hydrophilic amino acids are more commonly found towards the protein surface. Hydropathy index of amino acids
  • 8.
    5-hydroxytryptamine receptor 2Aisoform 1 [Homo sapiens] NCBI Reference Sequence: NP_000612.1 GenPept Identical Proteins Graphics >gi|10835175|ref|NP_000612.1| 5-hydroxytryptamine receptor 2A isoform 1 [Homo sapiens] MDILCEENTSLSSTTNSLMQLNDDTRLYSNDFNSGEANTSDAFNWTVDSENRTNLSCEGCLSPSCLSLLH LQEKNWSALLTAVVIILTIAGNILVIMAVSLEKKLQNATNYFLMSLAIADMLLGFLVMPVSMLTILYGYR WPLPSKLCAVWIYLDVLFSTASIMHLCAISLDRYVAIQNPIHHSRFNSRTKAFLKIIAVWTISVGISMPI PVFGLQDDSKVFKEGSCLLADDNFVLIGSFVSFFIPLTIMVITYFLTIKSLQKEATLCVSDLGTRAKLAS FSFLPQSSLSSEKLFQRSIHREPGSYTGRRTMQSISNEQKACKVLGIVFFLFVVMWCPFFITNIMAVICK ESCNEDVIGALLNVFVWIGYLSSAVNPLVYTLFNKTYRSAFSRYIQCQYKENKKPLQLILVNTIPALAYK SSQLQMGQKKNSKQDAKTTDNDCSMVALGKQHSEEASKDNSDGVNEKVSCV
  • 9.
  • 10.
  • 11.
    Window size –9, strong negative peaks indicate possible surface regions Surface region of a protein
  • 13.
    Prediction of transmembranehelices in proteins (TMHMM)
  • 14.
  • 15.
  • 16.