Computational Neuroscience

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Biology 450 / IBS 534 Computational Neuroscience Spring 2014

Course Syllabus and Class Schedule

Time and Locations:

Biology 450 / IBS 534 is taught Tuesday and Thursday from 4:00 p.m. to 5:30 p.m. at the Emory

Campus. We meet in room 109 Dental School (1462 Clifton). Session generally consist of a 30-60 min lecture part followed by computer exercises.

Evening Sessions:

For the graduate section of the class, there will be mandatory evening Journal club sessions every 2nd

Tuesday after class with Pizza. Once in a while there will be an illustrious guest speaker, but for the most part this is a Journal club where the graduate students in the class earn part of their grade to a widely invited Computational Neuroscience Audience. Pizza will be free.

Instructors:

Dr. Dieter Jaeger (course director), Professor, Dept. Biology, Emory University

Room 2129 Rollins Res. phone 404 727 8139, e-mail djaeger@emory.edu

Dr. Ron Calabrese, Professor, Dept. Biology, Emory University

Room 2167 Rollins Res. phone 404 727 0319, e-mail ronald.calabrese@emory.edu

Dr. Astrid Prinz, Associate Professor, Dept. Biology, Emory University

Room 2105 Rollins Res. Phone 404 727 9381, e-mail astrid.prinz@emory.edu

Grading

There will be 13 weekly homework assignments, of which the best 11 grades will count for 75% of the class grade. 25% of the grade is determined by class participation. For the graduate students, this participation grade includes one oral journal club presentation. All materials turned in must be typed

(except equations, drawings). The submission will be electronic via Blackboard. Each homework will have a deadline one week after it is received, unless noted otherwise by the instructor. The grade of late homeworks will be discounted by 3%. Homeworks will no longer be accepted after they are returned for other students.

Text

The recommended text for Bio450/IBS534 is:

Computational Modeling Methods for Neuroscientists, edited by Erik De Schutter, MIT Press,

2009, approx.. $45 [via amazon.com sellers as of 11/13]

The following manual for some GENESIS based tutorials is freely available on-line:

The Book of GENESIS: Exploring Realistic Neural Models with the GEneral NEural SImulation

System. b y James M. Bower, D. Beeman, 2 nd

edition, Springer 1998, AVAILABLE ONLINE AT: www.genesis-sim.org

Biology 450 / IBS 534 Computational Neuroscience Spring 2014

The following book is highly recommended as reference material for interested students:

Foundations of cellular neurophysiology , Johnston and Wu, MIT press, 1995, $77.53 [amazon.com]

Other Useful Reading Material (purchase only recommended in special cases).

A) General Neuroscience

Principles of Neuroscience , 4 th

edition, Kandel, Schwartz, Jessell, McGraw Hill, 2000

B) Detailed Cellular Neurophysiology

Ionic channels of excitable membranes , 3 rd

edition, B. Hille, Sinauer, 2001

C) Computational Neuroscience

Methods in neuronal modeling – from ions to networks . 2 nd

edition, C. Koch and I. Segev, MIT press, 1998

Biophysics of Computation – information processing in single neurons . C. Koch, Oxford Press,

1999,

Spikes . Rieke, Warland, van Steveninck, and Bialek, MIT press, 1997, $25.00 (paperback)

The theoretical foundation of dendritic function – selected papers of W. Rall . Segev, Rinzel,

Shepherd, MIT press, 1995

Dendrites . Stuart, Spruston, Hausser, Oxford U. Press., 1999

Theoretical Neuroscience . P. Dayan and L. Abbott. MIT Press, $50.00

D) Neural Networks

Computational Explorations in Cognitive Neuroscience: Understanding the Mind by Simulating the Brain (w/ CD).

O’Reilly, Munakata, McClelland. MIT press 2000. 2nd edition is available freely on-line

Biology 450 / IBS 534 Computational Neuroscience Spring 2014

Tues 2-18 11

Thur 2-20

HW6B

12

Tues 2-25

BONUS

Tues 3-4

HW 7

13

13a

Thur 2-27 14

15

Thur 3-6 16

Tues 3-18 17

HW 8

17a

Thur 3-20 18

Tues 3-25

HW9

19

Thur 3-27 20

Tues 4-1 21

Class Schedule

Date

Tues 1-14

Thur 1-16

Tues1-21

Thur 1-23

Session Teacher

1

2

3

4

Tues 1-28 5

Thur 1-30

Tues 2-4

5a

6

7

Jae

Cal

Cal

Cal

Cal tba

Cal

Prinz

Lecture Description

Numerical Methods and Introduction to GENESIS

A passive compartment: R, C, and I Passive tutorial

Hodgkin Huxley 1 Squid tutorial

Hodgkin Huxley 2. Squid tutorial

Beyond Na and K: effects of conductances, e.g. bursting, plateau

Journal Club Session 1

Channel effects part II.

Computer exercise

Description

Passive tutorial

Single compartment tutorial with various channels

Single compartment tutorial with various channels xpp

Thur 2-6

Tues 2-11

8

9

Prinz

Cal

Dynamical Systems 1: Phase space and limit cycles

Dynamical Systems 1: Phase space and limit cycles

Calcium and molecular processes xpp

Thur 2-13

9a

10 tba

Jae

Journal Club Session 2

Molecular pathway simulations

Compartment w/ diffusion shell, Ca(K) – Burster

Tutorial kinetikit (genesis)

Jae

Jae

Cal

Cal tba

Jae

Jae

Jae tba

Cal

Cal

Prinz

Prinz

Single ion channel simulations Neuron single channel tut

Simulating Synapses: EPSPs and

IPSPs

Simulating the in vivo high conductance state

Journal Club Session 3

Cable theory: Lecture I and II

Cable theory: Lab

Modified Neuron tutorial

(GENESIS) none

Neuron and Neurokit

Small networks – pattern generation Leech heartbeat CPG

SPRING BREAK 

Small networks – intersegmental Leech heartbeat CPG coordination

Journal Club Session 4

Realistic single neuron reconstructions Neurokit

Ion channels in spatially complex cells: Attenuation and dendritic spiking

Globus Pallidus Neuron

(GENESIS)

Introduction to large parameter spaces t.b.a.

Querying and data mining databases t.b.a.

Biology 450 / IBS 534 Computational Neuroscience Spring 2014

HW10

Thur 4-3 22

Tues 4-8

HW11

Tues 4-15

HW12

Tues 4-22

HW13

21a

23

Thur 4-10 24

25

25a

Thur 4-17 26

27

Thur 4-24 28

Tues 4-29 29a tba

Jae

Jae

Jae

Jae tba

Jae

Jae

Jae tba of large parameter searches

Journal Club Session 5

The Purkinje cell : Dendritic Plateau

Potential

The Purkinje cell: Synaptic

Integration

The Cerebellar nuclei: Control by inhibitory input

The Cerebellar nuclei: Behavioral activity Modulation

Journal Club Session 6

Simulating Short Term Synaptic

Plasticity

Simulating Long Term Synaptic

Plasticity

Olfactory Cortex and Oscillations

Journal Club Session 7

Purkinje tutorial

Purkinje tutorial

Genesis CN neuron simulation

Genesis CN neuron simulation

Genesis CN neuron simulation

Synfire. piriform tutorial

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