Master thesis @ BioBix
What the f*#@$k are we working on (aka, TOPICS):
• Small

stuff does matter…	


• Does

translation start at ATG?	


• Nuclear

translation, ay caramba?	


• (R)Evolutionary
• Hunt

epigenetics	


for imprinted loci	


• Cardiovascular

epigenomics
Small stuff does matter…
Canonical bio-active peptides: 	

-cleaved from precursor	

-signal peptide @ N-terminus	

-secretory pathway	

!

Micropeptides:	

-translated directly from sORF	

-lacking signal sequence	

-released in cytoplasm

Polaris: 3 peptides: 8, 9, 36 AA 	

Rotundifolia4: 1 peptide: 53 AA	

Enod40: 2 peptides: 12 and 24 AA	

Tarsal-less/pri: 4 peptides: 11 and 32 AA
Small stuff does matter…

Mus musculus

(common house mouse)

Build discovery strategy

Extrapolate strategy

160 Mbp 	

➡ Examples for
validation are available

➡

model	

systems

➡

L2 and L3 type
larvae	

➡ Embryonic stages
between 10-16h
➡

3 Gbp

between 8 and
12 days past coitus
(dpc)
➡

samples
Small stuff does matter…

(Crappé J. et al., BMC Genomics, 2013)
Does translation start at ATG?
Mass spectrometry

NGS: RNA-seq
Does translation start at ATG?
(1)

(3)

(4)

Does translation start at ATG?
(1) Generation of cell extracts in which ribosomes
have been faithfully halted along the mRNA they
are translating in vivo

(2) Nuclease digestion of RNAs that are not
protected by the ribosome followed by recovery
of the ribosome-protected mRNA fragments


(2)

(3)Quantitative conversion of the protected RNA
fragments into a DNA library

(4)That can be analyzed by deep sequencing

(Ingolia N. et al., Nature Protocols, 2012)

(Ingolia N. et al., Cell, 2011)
- Harringtonine 	

- Lactimidomycin (LTM)	

 (Lee S. et al., PNAS, 2012)
(Fritch C. et al., Gen. Research, 2012)
- Puromycin	

!
causes ribosome accumulation at translation initiation site (TIS)
Does translation start at ATG?
(1) 65% of transcripts contain more than 1 detectable TIS (mESC) (16% ≥ 4) 

--> Complexity of Proteome

(2) N-terminal truncations and/or extensions	

Alternate reading frames (internal out-of-frame), alternative splice
isoforms	

uORFs (regulation downstream initiation)	

!
(3) Often @ near-cognate initiation sites
n =13.454

(Ingolia N. et al., Cell, 2011)
Nuclear translation, ay caramba?
(R)Evolutionary epigenetics
(R)Evolutionary epigenetics
Hunt for imprinted loci

DNA-(hydroxy)methylatie	

ChIP-seq
Cardiovascular epigenomics

(TTAGGG)n'
Cardiovascular epigenomics
Where can you help out?
• Bioinformatics:	

1.

tool/pipeline development	


2.

data analysis/integration (computational genomics)	


3.

algorithm development	


• Technological
4.

aspects: NGS and MS	


xxx-seq, (replace xxx with MBD/RNA/RIBO/RRBS/
CHIP) or Mass Spectrometry
Where can you help out?
Example: Bioinformatics, tool/pipeline development
- Use RIBO-seq translation synthesis products as search space for MS/MS based proteomics/peptidomics	

- Construct a user-friendly, robust and fast pipeline to do the conversion	

- Both scripting based and implementation in Galaxy-P
Where can you help out?
Example: Bioinformatics, tool/pipeline development
Example: Bioinformatics, tool/pipeline development

Results:
(1) 45 LC runs resulting in 68.523 MS/MS spectra
(2) Different translation product types

Ribo-seq

N-terminomics

259$

16$
4$

1$
3$

1556$

n =13.454

n =1.835

(Menschaert G. et al., Mol & Cell Prot, 2013)
Example: Bioinformatics, tool/pipeline development
(3) Start codon: both cognate and near-cognate

1.0

ACG

0.0

G

TG

G

C

A
A
C
G

C
T

TA
C

G
T

1.0

probability

bits

2.0

T

0.5

G
TG

GA
ACCG
A

GTAC

C
0.0 TGT TC

T
C
A

5

Kozak	
  mo(f:[A/G]CCatgG[not	
  T]
Based on new N-term-ext and uORF identifications

T

C
A

5

WebLogo 3.3

WebLogo 3.3

(4) Example: HDGF_MOUSE (n-term-ext, near-cognate start site)
GTG

GTG

TTG

HDGF	
  (hsa)
	
  

stomach&

skin&

spleen&

heart&

kidney&

intes*ne&

lung&

46#
40#kDa#
38#kDa#
36.5#kDa#

HDGF	
  (mmu)	
  	
  

(V)AAPELASGAGIEAGAAR
(|)||||| || |||||||
(V)AAPELGPGATIEAGAAR

liver&

tes*s&

GCCGTGTGTTGCCCACCGCGCCCGGCCCTGTCCGA
GCGGCGCGCGGGCGCAGACGCCGTGGCTGCCCCGG
AGCTCGCGTCGGGGGCCGGCATCGAGGCGGGGGCC
GCGCGAGGGCCGGAGCGCAGCGGCGCCGCAACCGC
CGCACGCGCAAACTTGGGCTCGCGCTTCCCGGCTC
GGCGCGGAGCCCGGGGCGCCCGCGGCCCCGCCATG
TCGCGATCCAACCGGCAGA…

brain&

uc008ptc.1	
  

muscle&

ATG

32#

HDGF%

(Menschaert G. et al., Mol & Cell Prot, 2013)
(International) collaborations:
• VIB

(Medical Proteomics Group: ribosome
profiling and MS)	


• VITO

(Mass Spectrometry: small stuff)	


• NXTGNT
• Asklepios

(UGent sequencing facility)	


study investigators group	


• Weissman

lab, Fenyö lab (US: ribosome profiling,
cancer proteogenomics, MS)
More info @:
• where are we:

www.biobix.be

general info on the lab

topics online, your input ?

www.nucleotides2networks.be 	

• where

are we physically:

Building A, 2nd floor, Room 004	

symposium, 29th of November: 

“Bridging the gap between two omics worlds,
transcriptomics and proteomics”

invitation will follow/be posted on the biobix.be

• Mini

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Thesis biobix

  • 2. What the f*#@$k are we working on (aka, TOPICS): • Small stuff does matter… • Does translation start at ATG? • Nuclear translation, ay caramba? • (R)Evolutionary • Hunt epigenetics for imprinted loci • Cardiovascular epigenomics
  • 3. Small stuff does matter… Canonical bio-active peptides: -cleaved from precursor -signal peptide @ N-terminus -secretory pathway ! Micropeptides: -translated directly from sORF -lacking signal sequence -released in cytoplasm Polaris: 3 peptides: 8, 9, 36 AA Rotundifolia4: 1 peptide: 53 AA Enod40: 2 peptides: 12 and 24 AA Tarsal-less/pri: 4 peptides: 11 and 32 AA
  • 4. Small stuff does matter… Mus musculus (common house mouse) Build discovery strategy Extrapolate strategy 160 Mbp ➡ Examples for validation are available ➡ model systems ➡ L2 and L3 type larvae ➡ Embryonic stages between 10-16h ➡ 3 Gbp between 8 and 12 days past coitus (dpc) ➡ samples
  • 5. Small stuff does matter… (Crappé J. et al., BMC Genomics, 2013)
  • 6. Does translation start at ATG? Mass spectrometry NGS: RNA-seq
  • 8. (1) (3) (4) Does translation start at ATG? (1) Generation of cell extracts in which ribosomes have been faithfully halted along the mRNA they are translating in vivo
 (2) Nuclease digestion of RNAs that are not protected by the ribosome followed by recovery of the ribosome-protected mRNA fragments
 (2) (3)Quantitative conversion of the protected RNA fragments into a DNA library
 (4)That can be analyzed by deep sequencing (Ingolia N. et al., Nature Protocols, 2012) (Ingolia N. et al., Cell, 2011) - Harringtonine - Lactimidomycin (LTM) (Lee S. et al., PNAS, 2012) (Fritch C. et al., Gen. Research, 2012) - Puromycin ! causes ribosome accumulation at translation initiation site (TIS)
  • 9. Does translation start at ATG? (1) 65% of transcripts contain more than 1 detectable TIS (mESC) (16% ≥ 4) 
 --> Complexity of Proteome
 (2) N-terminal truncations and/or extensions Alternate reading frames (internal out-of-frame), alternative splice isoforms uORFs (regulation downstream initiation) ! (3) Often @ near-cognate initiation sites n =13.454 (Ingolia N. et al., Cell, 2011)
  • 13. Hunt for imprinted loci DNA-(hydroxy)methylatie ChIP-seq
  • 16. Where can you help out? • Bioinformatics: 1. tool/pipeline development 2. data analysis/integration (computational genomics) 3. algorithm development • Technological 4. aspects: NGS and MS xxx-seq, (replace xxx with MBD/RNA/RIBO/RRBS/ CHIP) or Mass Spectrometry
  • 17. Where can you help out? Example: Bioinformatics, tool/pipeline development - Use RIBO-seq translation synthesis products as search space for MS/MS based proteomics/peptidomics - Construct a user-friendly, robust and fast pipeline to do the conversion - Both scripting based and implementation in Galaxy-P
  • 18. Where can you help out? Example: Bioinformatics, tool/pipeline development
  • 19. Example: Bioinformatics, tool/pipeline development Results: (1) 45 LC runs resulting in 68.523 MS/MS spectra (2) Different translation product types Ribo-seq N-terminomics 259$ 16$ 4$ 1$ 3$ 1556$ n =13.454 n =1.835 (Menschaert G. et al., Mol & Cell Prot, 2013)
  • 20. Example: Bioinformatics, tool/pipeline development (3) Start codon: both cognate and near-cognate 1.0 ACG 0.0 G TG G C A A C G C T TA C G T 1.0 probability bits 2.0 T 0.5 G TG GA ACCG A GTAC C 0.0 TGT TC T C A 5 Kozak  mo(f:[A/G]CCatgG[not  T] Based on new N-term-ext and uORF identifications T C A 5 WebLogo 3.3 WebLogo 3.3 (4) Example: HDGF_MOUSE (n-term-ext, near-cognate start site) GTG GTG TTG HDGF  (hsa)   stomach& skin& spleen& heart& kidney& intes*ne& lung& 46# 40#kDa# 38#kDa# 36.5#kDa# HDGF  (mmu)     (V)AAPELASGAGIEAGAAR (|)||||| || ||||||| (V)AAPELGPGATIEAGAAR liver& tes*s& GCCGTGTGTTGCCCACCGCGCCCGGCCCTGTCCGA GCGGCGCGCGGGCGCAGACGCCGTGGCTGCCCCGG AGCTCGCGTCGGGGGCCGGCATCGAGGCGGGGGCC GCGCGAGGGCCGGAGCGCAGCGGCGCCGCAACCGC CGCACGCGCAAACTTGGGCTCGCGCTTCCCGGCTC GGCGCGGAGCCCGGGGCGCCCGCGGCCCCGCCATG TCGCGATCCAACCGGCAGA… brain& uc008ptc.1   muscle& ATG 32# HDGF% (Menschaert G. et al., Mol & Cell Prot, 2013)
  • 21. (International) collaborations: • VIB (Medical Proteomics Group: ribosome profiling and MS) • VITO (Mass Spectrometry: small stuff) • NXTGNT • Asklepios (UGent sequencing facility) study investigators group • Weissman lab, Fenyö lab (US: ribosome profiling, cancer proteogenomics, MS)
  • 22. More info @: • where are we:
 www.biobix.be
 general info on the lab
 topics online, your input ?
 www.nucleotides2networks.be • where are we physically:
 Building A, 2nd floor, Room 004 symposium, 29th of November: 
 “Bridging the gap between two omics worlds, transcriptomics and proteomics”
 invitation will follow/be posted on the biobix.be • Mini