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OPEN NEUROSCIENCE VIA AUTOMATIC PUBLICATION OF
DIGITAL DATA:

FROM LOCOMOTION TO OPERANT "SELF-LEARNING" IN
DROSOPHILA
Julien Colomb	

Freie Universität Berlin
PLAN
PLAN
•

World- and self-learning: redefining operant learning
PLAN
•

World- and self-learning: redefining operant learning

•

PKC, motorneurons and self-learning
PLAN
•

World- and self-learning: redefining operant learning

•

PKC, motorneurons and self-learning

•

Open science: philosophy and practice
PLAN
•

World- and self-learning: redefining operant learning

•

PKC, motorneurons and self-learning

•

Open science: philosophy and practice
Figshare and Rfigshare
PLAN
•

World- and self-learning: redefining operant learning

•

PKC, motorneurons and self-learning

•

Open science: philosophy and practice
Figshare and Rfigshare
Locomotion data and self-learning data
OPERANT CONDITIONING:	

DISSOCIABLE LEARNING TYPES

“A process of behavior modification in
which the likelihood of a specific behavior
is increased or decreased through positive
or negative reinforcement” ?
OPERANT CONDITIONING:	

DISSOCIABLE LEARNING TYPES

“A process of behavior modification in
which the likelihood of a specific behavior
is increased or decreased through positive
or negative reinforcement” ?

Tolman, 1946
Response learning

Place learning
METHOD

Brembs and Plendel, 2008
PROTOCOL
•

7 blocks of 2 minutes	


•

PI = proportion of time spent
performing the “safe” behavior	


•

self-learning assessed during the last
test period	


•

statistics = for each group, nonparametric, higher than 0 ?
SELF-LEARNING ONLY
Dissecting world- and self-learning
Colomb and Brembs, 2010
DROSOPHILA FLIGHT SIMULATOR
Dissecting world- and self-learning
Colomb and Brembs, 2010
Mendoza et al., unpublished
THE WHAT AND
WHERE OF 

SELF-LEARNING
•

Which PKC is involved	


•

In which neurons is PKC
involved
GENETIC TOOLS
UAS-GAL4 SYSTEM:	

SPATIAL AND TEMPORAL
CONTROL
UAS-GAL4 SYSTEM:	

SPATIAL AND TEMPORAL
CONTROL
UAS-GAL4 SYSTEM:	

SPATIAL AND TEMPORAL
CONTROL
•

PKCi
UAS-GAL4 SYSTEM:	

SPATIAL AND TEMPORAL
CONTROL
•

PKCi	


•

RNAi
RESULTS
WHICH PKC ?
No conclusive results
LOCALISATION OF PKC ACTION
PKC inhibition:	

only during test	

 	

 	

 	

 only in certain neurons
POSITIVE CONTROL
heat shock protocol for the TARGET system using a pan-neuronal Gal4
FIRST SCREEN
not in central brain, in glutamatergic neurons
MOTORNEURONS
ANATOMICAL CONFIRMATION:	

IN PROGRESS
Gal4 lines crossed to a UAS-CD8GFP	

antibody staining: anti-GFP , anti-dvGlut
DISCUSSION
DISCUSSION

•

Motorneurons as probable site of plasticity for self-learning
DISCUSSION

•

Motorneurons as probable site of plasticity for self-learning

•

Interaction self-/world-learning: probably different neuronal site
DISCUSSION

•

Motorneurons as probable site of plasticity for self-learning

•

Interaction self-/world-learning: probably different neuronal site

•

Then why different molecular substrate? Different cellular correlates?
INVOLVES MOTORNEURON INTRINSIC PLASTICITY
Aiko K. Thompson,, Xiang Yang Chen, and Jonathan R. Wolpaw, 2009
HAS THERAPEUTIC APPLICATION IN HUMAN
Thompson AK, Pomerantz FR, Wolpaw JR., 2013
OPEN SCIENCE BY DEFAULT
Making scientific research, data and dissemination accessible to all levels of an inquiring
society, amateur or professional.
BURIDAN’S PARADIGM
Assess locomotor behavior
12 VARIABLES CALCULATED
Median speed

Speed of the animal while walking (median)

Mean distance travelled

Distance travelled during the experiment divided by the length of the experiment.

Turning angle

median of the angle difference between two movement

Meander

median of the turning angle divided by instantaneous speed

thigmotaxis while moving

proportion of time spent moving on the edge of the platform versus the center of the
platform (equal surfaces)

proportion of time spent not moving on the edge of the platform versus the center of the
thigmotaxis while sitting
platform (equal surfaces)
Stripe deviation

Median deviation angle between walking direction and direction toward the stripes

Number of walks

number of times a fly walk between the two stripes during the experiment

number of pauses

number of times a fly made a pause (longer than 1s) during the experiment

activity bouts duration

Median length of activity phases

pause length

Median length of pauses

total time active

sum of the length of activity phases during the experiment
DIFFERENT SUB-STRAINS OF CS 

(WILD TYPE) FLIES.
DIFFERENT SUB-STRAINS OF CS 

(WILD TYPE) FLIES.
DIFFERENT SUB-STRAINS OF CS 

(WILD TYPE) FLIES.
CENTROID TRAJECTORY ANALYSIS
CENTROID TRAJECTORY ANALYSIS

Automatic publication
API

The figshare API allows you to push data
to figshare, or pull data out. This first
version is a basic implementation that
allows you to manage your figshare
account or build applications on top of
the figshare platform and public research.
Rfigshare from Ropensci team
http://ropensci.org/ :	

!

2013 RopenSci challenge
DIFFICULTIES

•

Metadata format: include more types of trajectory data	


•

Is Figshare the right platform for this, wouldn't be a git based solution
better?
OPEN SCIENCE AND

THE SELF-LEARNING SETUP
DATA PUBLICATION
•

Get all data on the same format	


•

all results in one file	


•

link metadata and raw torque data	


•

Publish on Figshare
http://dx.doi.org/10.6084/m9.figshare.830423
DATA PUBLICATION
•

Get all data on the same format	


•

all results in one file	


•

link metadata and raw torque data	


•

Publish on Figshare
http://dx.doi.org/10.6084/m9.figshare.830423
DATA PUBLICATION
One metadata

file
•

Get all data on the same format	


•

all results in one file	


•

link metadata and raw torque data	


•

Publish on Figshare
http://dx.doi.org/10.6084/m9.figshare.830423
DATA PUBLICATION
One metadata

file
•

Get all data on the same format	


•

all results in one file	


•

link metadata and raw torque data	


•

Publish on Figshare
http://dx.doi.org/10.6084/m9.figshare.830423
CONCLUSION: 

R AND DATA ANALYSIS
CONCLUSION: 

R AND DATA ANALYSIS
1. Graphical representation and statistics
CONCLUSION: 

R AND DATA ANALYSIS
1. Graphical representation and statistics
2. Reproducible data analysis
CONCLUSION: 

R AND DATA ANALYSIS
1. Graphical representation and statistics
2. Reproducible data analysis
3. Graphs & data publishable on Figshare
CONCLUSION: 

R AND DATA ANALYSIS
1. Graphical representation and statistics
2. Reproducible data analysis
3. Graphs & data publishable on Figshare
4. Automatic publication/archivage of the data and results, during
analysis
ACKNOWLEDGMENTS
Direct collaborators:	

Bjoern Brembs	

Axel Gorostiza	

!

Reagents, machine, software and flies:	

M. Heisenberg, H. Aberle, C. Duch, T. Preat, H. Scholz, J.
Wessnitzer, T. Colomb, S. Sigrist, B.v.Swinderen.	

FoxP project:	

H.J. Pflüger, C. Scharff, A. Mendoza, T. Zars

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A. Gorostiza