neuroelectro.org a window to the world’s neurophysiology data shreejoy tripathy university of...

18
NeuroElectro.org A window to the world’s neurophysiology data Shreejoy Tripathy University of British Columbia, Canada Email: [email protected] Twitter: @neuronJoy

Upload: keenan-clagg

Post on 16-Dec-2015

216 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: NeuroElectro.org A window to the world’s neurophysiology data Shreejoy Tripathy University of British Columbia, Canada Email: stripathy@chibi.ubc.ca Twitter:

NeuroElectro.orgA window to the world’s neurophysiology data

Shreejoy TripathyUniversity of British Columbia, Canada

Email: [email protected]: @neuronJoy

Page 2: NeuroElectro.org A window to the world’s neurophysiology data Shreejoy Tripathy University of British Columbia, Canada Email: stripathy@chibi.ubc.ca Twitter:

Main Idea• Given that there is an extensive neuron

electrophysiology literature, what can we learn by compiling it?

PubMed search: neuron AND (electrophysiology OR biophysical OR neurophysiology)

>45K articles

Page 3: NeuroElectro.org A window to the world’s neurophysiology data Shreejoy Tripathy University of British Columbia, Canada Email: stripathy@chibi.ubc.ca Twitter:

Electrophysiology literature is notoriously heterogeneous

Page 4: NeuroElectro.org A window to the world’s neurophysiology data Shreejoy Tripathy University of British Columbia, Canada Email: stripathy@chibi.ubc.ca Twitter:

Electrophysiology literature is notoriously heterogeneous

Input resistancemeasurement differences

Page 5: NeuroElectro.org A window to the world’s neurophysiology data Shreejoy Tripathy University of British Columbia, Canada Email: stripathy@chibi.ubc.ca Twitter:

NeuroElectro overall methodology

Page 6: NeuroElectro.org A window to the world’s neurophysiology data Shreejoy Tripathy University of British Columbia, Canada Email: stripathy@chibi.ubc.ca Twitter:

6

Semi-automated text-mining overview

• Identify within data tables:– Neuron types (from

NeuroLex.org)– Biophysical properties (in

normotypic conditions)– Biophysical data values

• Experimental conditions defined within methods sections

• Text-mined data is then checked by experts

Tripathy et al, 2014

“Experiments were conducted in acutely prepared brain slices of 24- to 28-day-old (65–120 g) male Wistar rats.”

Page 7: NeuroElectro.org A window to the world’s neurophysiology data Shreejoy Tripathy University of British Columbia, Canada Email: stripathy@chibi.ubc.ca Twitter:

NeuroElectro.org web interface

Code at github.com/neuroelectroData at neuroelectro.org/api

Page 8: NeuroElectro.org A window to the world’s neurophysiology data Shreejoy Tripathy University of British Columbia, Canada Email: stripathy@chibi.ubc.ca Twitter:

Database statistics

• Currently 100 neuron types, >300 articles

Page 9: NeuroElectro.org A window to the world’s neurophysiology data Shreejoy Tripathy University of British Columbia, Canada Email: stripathy@chibi.ubc.ca Twitter:

9

Resting membrane potential

mV

Extensive variability among NeuroElectro data

Netzebrand et al, 1999

Tripathy et al, in revision

Input resistance

Page 10: NeuroElectro.org A window to the world’s neurophysiology data Shreejoy Tripathy University of British Columbia, Canada Email: stripathy@chibi.ubc.ca Twitter:

Accounting for differences in experimental conditions

• Explain variability in electrophysiological data through influence of experimental conditions:– species/strain – electrode type– animal age,– recording temperature– in vitro/in vivo/cell culture– junction potential

10

Electrode type

Tripathy et al, in revision

Page 11: NeuroElectro.org A window to the world’s neurophysiology data Shreejoy Tripathy University of British Columbia, Canada Email: stripathy@chibi.ubc.ca Twitter:

11

Neu

ron

clus

terin

g on

bas

is o

f el

ectr

ophy

siol

ogy

Tripathy et al, in revision

Page 12: NeuroElectro.org A window to the world’s neurophysiology data Shreejoy Tripathy University of British Columbia, Canada Email: stripathy@chibi.ubc.ca Twitter:

12

Whole-genome correlation of gene expression and electro-diversity

20,000 genes

Patterns of gene expression

Electrophysiologicalphenotypes

Tripathy et al, in revision/in progress

Systematic variation among

neuron types

Page 13: NeuroElectro.org A window to the world’s neurophysiology data Shreejoy Tripathy University of British Columbia, Canada Email: stripathy@chibi.ubc.ca Twitter:

Making hypotheses on electrophysiology - gene expression relationships

• Explaining electrophysiological phenotypes in terms of underlying gene expression (and vice versa)

Page 14: NeuroElectro.org A window to the world’s neurophysiology data Shreejoy Tripathy University of British Columbia, Canada Email: stripathy@chibi.ubc.ca Twitter:

Future directions

• Continuing to expand NeuroElectro– More neuron types– More domains• Synaptic plasticity

• Continuing to demonstrate the value of data integration– How can we move to a situation where

experimentalists are willingly sharing their data?

Page 15: NeuroElectro.org A window to the world’s neurophysiology data Shreejoy Tripathy University of British Columbia, Canada Email: stripathy@chibi.ubc.ca Twitter:

15

Acknowledgements• Pavlidis Lab @ UBC• Urban Lab @ CMU• Gerkin Lab @ ASU

Shreejoy TripathyEmail: [email protected]

Twitter: @neuronJoyURL: neuroelectro.org

Code: github.com/neuroelectro

Page 16: NeuroElectro.org A window to the world’s neurophysiology data Shreejoy Tripathy University of British Columbia, Canada Email: stripathy@chibi.ubc.ca Twitter:

16

Mapping neuron electrophysiology to gene expression

Neuron typeresolution

Cell layerresolution

Neuron type to cell layer mapping is approximate. Will be improved in future iterations with high resolution data.

Neocortex L5/6pyramidal cell

Neocortex layer 5/6

Neocortex basket cell

Neocortex

20,000 genes

Page 17: NeuroElectro.org A window to the world’s neurophysiology data Shreejoy Tripathy University of British Columbia, Canada Email: stripathy@chibi.ubc.ca Twitter:

Finding genes most correlated with electrophysiological diversity

Page 18: NeuroElectro.org A window to the world’s neurophysiology data Shreejoy Tripathy University of British Columbia, Canada Email: stripathy@chibi.ubc.ca Twitter:

Assessing predictive power between gene expression and electrophysiology