Principles of Neuroimaging B - 2012: Difference between revisions

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==''Wednesday 1/4/12'' - MRI. ''Speaker'':  [http://www.brainmapping.org/MarkCohen Cohen]==
==''Wednesday 1/11/12'' - MRI. ''Speaker'':  [http://www.brainmapping.org/MarkCohen Cohen]==
OUTLINE
OUTLINE
''Required Readings''
''Required Readings''
Line 38: Line 38:
[[image:PSatSeq.jpg|right]]
[[image:PSatSeq.jpg|right]]


==''Friday 1/6/12'' - MRI II. ''Speaker'': [http://www.brainmapping.org/MarkCohen Cohen]==
==''Friday 1/13/12'' - MRI II. ''Speaker'': [http://www.brainmapping.org/MarkCohen Cohen]==
OUTLINE
OUTLINE
''Required Readings''
''Required Readings''
Line 52: Line 52:


=Week 2 MRI Applications=
=Week 2 MRI Applications=
==''Wednesday 1/11/12'' - Diffusion. ''Speaker'': [http://faculty.bri.ucla.edu/institution/personnel?personnel_id=45540 Jeffry Alger]==
OUTLINE
[[image:Bandwidth.jpg|right]]
''Required Readings''
:*
''Suggested Further Reading''
:*READING
==''Friday 1/13/12'' - fMRI. ''Speaker'':
[http://www.brainmapping.org/MarkCohen Cohen]==
OUTLINE
''Required Readings''
:*[http://www.brainmapping.org/NITP/PNA/Readings/MRIforNITP.pdf slides (same as 1/3/12)]
''Suggested Further Reading''
:*READING
=Week 3 Advanced MRI Applications and Sequences=


==''Wednesday 1/18/12'' - Connectivity. ''Speaker'': [http://ccn.ucla.edu/~jbrown/ Jesse Brown]==
==''Wednesday 1/18/12'' - Connectivity. ''Speaker'': [http://ccn.ucla.edu/~jbrown/ Jesse Brown]==
OUTLINE
OUTLINE
''Required Readings''
''Required Readings''
Line 88: Line 66:
:*[http://www.ncbi.nlm.nih.gov/pubmed/8661285?dopt=Citation Microstructural and physiological features of tissues elucidated by quantitative-diffusion-tensor MRI. J Magn Reson B. 1996 Jun;111(3):209-19]
:*[http://www.ncbi.nlm.nih.gov/pubmed/8661285?dopt=Citation Microstructural and physiological features of tissues elucidated by quantitative-diffusion-tensor MRI. J Magn Reson B. 1996 Jun;111(3):209-19]
:*[http://www.ncbi.nlm.nih.gov/pubmed/16950152?dopt=Citation Principles of diffusion tensor imaging and its applications to basic neuroscience research. Neuron. 2006 Sep 7;51(5):527-39]
:*[http://www.ncbi.nlm.nih.gov/pubmed/16950152?dopt=Citation Principles of diffusion tensor imaging and its applications to basic neuroscience research. Neuron. 2006 Sep 7;51(5):527-39]
''Suggested Further Reading''
:*READING


==''Friday 1/20/12'' - Advanced MRI Pulse Sequences. ''Speaker'': [http://www.radiology.ucla.edu/dcvi/html/people/Ennis.html Daniel Ennis]==
==''Friday 1/20/12'' - Advanced MRI Pulse Sequences. ''Speaker'': [http://www.radiology.ucla.edu/dcvi/html/people/Ennis.html Daniel Ennis]==


=Week 4 Ultrasound and (TMS?)=
=Week 3 Advanced MRI Applications and TMS=
Ultrasound is one of the earliest means of seeing into the body. Until recently, however, seeing into the brain has been very poor. Recent advances are improving on this.
 
==''Wednesday 1/25/12'' - Ultrasound. ''Speaker'': [http://casit.ucla.edu/body.cfm?id=129 Martin Culjat]==
==''Wednesday 1/25/12'' - Diffusion. ''Speaker'': [http://faculty.bri.ucla.edu/institution/personnel?personnel_id=45540 Jeffry Alger]==
OUTLINE
OUTLINE
[[image:Bandwidth.jpg|right]]
''Required Readings''
''Required Readings''
:*
:*[[media:ALGER_PrinciplesNeuroImaging2012DTI.pdf‎ | DTI lecture notes]]
:*[[media:Alger_PrinciplesNeuroImaging2012MRS.pdf‎ | Spectroscopy lecture notes.]]
'Suggested Readings''
<!--Also uploaded as Lanyon-DTIBasicsAndFuture.pdf-->
:*[http://www.intechopen.com/source/pdfs/28790/InTech-Diffusion_tensor_imaging_structural_connectivity_insights_limitations_and_future_directions.pdf DTI basics and future directions]
 
==''Friday 1/27/12'' -  TMS (tentative). ''Speakers'': [http://faculty.bri.ucla.edu/institution/personnel?personnel_id=121107 Allan Wu], ==
Transcranial Magnetostimulation is fundamentally different than the other technologies we have explored, in that it is used specifically to ''alter'' ongoing brain activity. While not exactly an imaging method, the TMS instrument is image-guided and uses tomographic placement.
 
'Required Readings''
:* [[media:TMS_Wu_2011.pdf | Wu 2011 Lecture slides]]
:* [[media:TMSSafetyAndEthics-Rossi.pdf | TMS Safety and Ethics - Rossi, 2009]]
:* [http://www.sciencedirect.com/science?_ob=ArticleURL&_udi=B6T0J-50CV801-1&_user=4423&_coverDate=01%2F31%2F2011&_rdoc=1&_fmt=high&_orig=search&_origin=search&_sort=d&_docanchor=&view=c&_acct=C000059605&_version=1&_urlVersion=0&_userid=4423&md5=f9fa3c7d63942dfb3c74e047a1f848bc&searchtype=a | M Sandrini, C Umilta and E Rusconi, “''The use of transcranial magnetic stimulation in cognitive neuroscience: a new synthesis of methodological issues.''” '''Neurosci Biobehav Rev''',  '''35'''(3): p. 516-536. 2011]


''Suggested Further Reading''
''Suggested Further Reading''
:*


==''Friday 1/27/12'' -  TMS (tentative). ''Speaker'': Allan Wu, Alexander Bystritsky==
:* [[media:WuTMS-05-04-10.pdf | Handout for Wu TMS Lecture, 2010]]
OUTLINE
''Required Readings''
:*[[media:PET_2010.pdf | PET Imaging handout]]


''Suggested Further Reading''
Once upon a time we demonstrated that this sort of magnetic stimulation can take place in the MRI machines:
:*READING
:*[http://onlinelibrary.wiley.com/doi/10.1002/mrm.1910140226/pdf MS Cohen, RM Weisskoff, RR Rzedzian and HL Kantor, “Sensory stimulation by time-varying magnetic fields.” Magnetic Resonance in Medicine,  14(2): p. 409-414. 1990]


=Week 5 PET=
=Week 4 PET=
==''Wednesday 2/1/12'' -  Positron Emission Tomography (PET). ''Speaker'': [http://faculty.pharmacology.ucla.edu/institution/personnel?personnel_id=45558 Magnus Dahlbom]==
==''Wednesday 2/1/12'' -  Positron Emission Tomography (PET). ''Speaker'': [http://faculty.pharmacology.ucla.edu/institution/personnel?personnel_id=45558 Magnus Dahlbom]==
OUTLINE
OUTLINE
Line 123: Line 113:
[[image:SmokerStroop.png|right]]
[[image:SmokerStroop.png|right]]
''Required Readings''
''Required Readings''
:*[[media:NITP_PET_applications_2-16-11.pdf | PET Applications handout]]
:*[[media:PET_applications2-08-12SM.pdf‎| PET Applications handout]]
:* [http://www.ncbi.nlm.nih.gov/pubmed/3099392?dopt=Citation “Mapping human brain monoamine oxidase A and B with <sup><small>11</small></sup>C-labeled suicide inactivators and PET.” Science,  235(4787): p. 481-485. 1987.]
:* [http://www.ncbi.nlm.nih.gov/pubmed/3099392?dopt=Citation “Mapping human brain monoamine oxidase A and B with <sup><small>11</small></sup>C-labeled suicide inactivators and PET.” Science,  235(4787): p. 481-485. 1987.]
:* [[media:MukherjeeRadiopharmaceuticals.pdf | Mukherjee: Radiopharmaceuticals for Brain Imaging]]
:* [[media:MukherjeeRadiopharmaceuticals.pdf | Mukherjee: Radiopharmaceuticals for Brain Imaging]]
Line 131: Line 121:
:*n/a
:*n/a


Dr. Simpson is a leading expert in the use of scalp electrophysiology (EEG and MEG) to explore the dynamical processes of the human brain, and the integration of activity across cortex in complex human behaviors. Notably, the MEG instrument also uses the SQUID technology
=Week 5 fMRI and Ultrasound=
==''Wednesday 2/8/12'' - Multimodal imaging. ''Speaker'': [http://www.brainmapping.org/MarkCohen Cohen]==
OUTLINE
''Required Readings''
:*[[media:MultiModalNITP2012SM.pdf‎ | Multimodal imaging handout]]


Konstantin Penanen, together with Inseob Hahn and Byeong Ho Eom, have created a highly unusual MR imaging instrument that collects data in a magnetic field less than that of the earth. The tool uses '''S'''uperconductin '''QU'''antum '''I'''nterference '''D'''evices (SQUIDs) that detect the magnetic resonance imaging signal by direct magnetometry, rather than by induction.
==''Friday 2/10/12'' - Ultrasound (''tentative''). ''Speaker'': [http://casit.ucla.edu/body.cfm?id=129 Martin Culjat]==
OUTLINE
 
Ultrasound is one of the earliest means of seeing into the body. Until recently, however, seeing into the brain has been very poor. Recent advances are improving on this.


==''Friday 1/31/12'' - MEG and EEG. ''Speaker'': [http://www.labome.org/expert/usa/university/simpson/gregory-v-simpson-1030707.html Greg Simpson]==
''Required Readings''
[http://books.google.com/books?id=_UXLRzqrkrQC&pg=PA26&lpg=PA26&dq=greg+simpson+eeg&source=bl&ots=3w1w34NL5x&sig=M7mdZRODLpmSpqnsnLkioBGcEQo&hl=en&ei=hT6eTP_2GJHksQPu_JXWAQ&sa=X&oi=book_result&ct=result&resnum=2&ved=0CBYQ6AEwAQ#v=onepage&q=greg%20simpson%20eeg&f=false A story]
:*


Suggested Reading
''Suggested Further Reading''
:*[http://www.jultrasoundmed.org/content/24/12/1671.full.pdf+html “Intraoperative sonography for neurosurgery.” J Ultrasound Med,  24(12): p. 1671-1682. 2005
]
:*[http://folk.ntnu.no/htorp/Undervisning/MEDT8002/litteratur/NURO51020402.pdf Brain operations guided by real-time two-dimensional ultrasound: new possibilities as a result of improved image quality.” Neurosurgery,  51(2): p. 402-411; discussion 411-402. 2002]
:*[[media:biomed298 | Biomed 298 Design of Medical Ultrasound]]


[http://www.ncbi.nlm.nih.gov/pubmed/18701689?dopt=Citation  J Neurosci. 2008 Aug 13;28(33):8268-72. "Very slow EEG fluctuations predict the dynamics of stimulus detection and oscillation amplitudes in humans". Monto S, Palva S, Voipio J, Palva JM.]
=Week 6 =


==''Friday 2/2//12'' - Ultralow field MRI. ''Speaker'': '''Konstantin Penanen''' NASA/CalTech Jet Propulsion Laboratory==
==Wednesday 2/15/12 - Connectivity. ''Jesse Brown''==
OUTLINE
OUTLINE<br>
[[image:miniscanGB.jpg|right]]
Connectivity in neuroimaging is a broad subject. These slides focus on resting state fMRI and DTI based connectivity methods and results.
[[Media:nitp_connectivity_02142012.pdf]]


* [[media:Penanen_UCLA_Neuro_2011_talk.pdf | Penanen Lecture Slides]]
''Required Readings''
:*[[media:Bullmore_Sporns_NatRevNeuro_2009.pdf | Review of connectivity]]


''Suggested Further Reading''
''Suggested Further Reading''
:*[http://www.ncbi.nlm.nih.gov/pubmed/18328753?dopt=Citation Parallel MRI at microtesla fields. Zotev VS, Volegov PL, Matlashov AN, Espy MA, Mosher JC, Kraus RH Jr. J Magn Reson. 2008 Jun;192(2):197-208. Epub 2008 Mar 6]
:*<i>Networks of the Brain</i> by Olaf Sporns


:*[http://www.ncbi.nlm.nih.gov/pubmed/17029228?dopt=Citation Three-dimensional prepolarized magnetic resonance imaging using rapid acquisition with relaxation enhancement. Matter NI, Scott GC, Venook RD, Ungersma SE, Grafendorfer T, Macovski A, Conolly SM. Magn Reson Med. 2006 Nov;56(5):1085-95.]
''Links of interest''
:*[http://fcon_1000.projects.nitrc.org/ INDI]: the International Neuroimaging Data-sharing Initiative. A very useful source of publicly available fMRI and DTI data.
:*[http://www.humanconnectome.org/ Human Connectome Project]: The WashU-UMinn consortium will scan 1200 individuals with resting state fMRI, DSI, and structural MRI, along with MEG and 7-Tesla scanning in some cases.
:*[http://umcd.humanconnectomeproject.org/ UMCD]: The UCLA Multimodal Connectivity Database, a web-based repository for brain network analysis and data sharing.


:*[http://iopscience.iop.org/0953-2048/19/5/S01/ How the SQUID was born. AH Silver. Superconductor Science and Technology Volume 19, Number 5, 2006]
==Friday 2/17/12 - Brain Stimulation. ''Alexander Bystritsky''==
OUTLINE
''Required Readings''


:*John Clarke, SQUIDs: Scientific American, August 1994.
[[media:Brainstimulation2012AB.pdf | Brain Stimulation]]


=Week 6 PET and TMS=
''Suggested Further Reading''
Positron Emission Tomography was the first tomographic means available to explore neural activity in humans. Though this use was made much less common with the advent of fMRI, PET has many tricks up its sleeve. In particular, the technology allows incomparable sensitivity in the localization specific molecular species.
:*READING


Transcranial Magnetostimulation is fundamentally different than the other technologies we have explored, in that it is used specifically to ''alter'' ongoing brain activity. While not exactly an imaging method, the TMS instrument is image-guided and uses tomographic placement.
=Week 7 =


==''Friday 2/7/12''  - Positron Emission Tomography (PET). ''Speaker'': [http://faculty.pharmacology.ucla.edu/institution/personnel?personnel_id=45558 Magnus Dahlbom]==
==Wednesday 2/22/12 - Methods of Dimension Reduction. ''Ariana Anderson''==
OUTLINE
OUTLINE
[[image:ParallaxError.jpg|right]]
'''Required Readings''
''Required Readings''
:*[[media:PET_2010.pdf | PET Imaging handout]]


''Suggested Further Reading''
''Suggested Further Reading''
:*READING
:*READING


==''Wednesday 2/9/12'' - Transcranial Magneto Stimulation (TMS). ''Speaker'': [http://faculty.bri.ucla.edu/institution/personnel?personnel_id=121107 Allan Wu]==
==Friday 2/25/12 - Bayesian Statistics. ''Donatello Telesca''==
'Required Readings''
OUTLINE
:* [[media:TMS_Wu_2011.pdf | Wu 2011 Lecture slides]]
''Required Readings''
:* [[media:TMSSafetyAndEthics-Rossi.pdf | TMS Safety and Ethics - Rossi, 2009]]
:* [http://www.sciencedirect.com/science?_ob=ArticleURL&_udi=B6T0J-50CV801-1&_user=4423&_coverDate=01%2F31%2F2011&_rdoc=1&_fmt=high&_orig=search&_origin=search&_sort=d&_docanchor=&view=c&_acct=C000059605&_version=1&_urlVersion=0&_userid=4423&md5=f9fa3c7d63942dfb3c74e047a1f848bc&searchtype=a | M Sandrini, C Umilta and E Rusconi, “''The use of transcranial magnetic stimulation in cognitive neuroscience: a new synthesis of methodological issues.''” '''Neurosci Biobehav Rev''',  '''35'''(3): p. 516-536. 2011]


''Suggested Further Reading''
''Suggested Further Reading''
:*READING


:* [[media:WuTMS-05-04-10.pdf | Handout for Wu TMS Lecture, 2010]]


Once upon a time we demonstrated that this sort of magnetic stimulation can take place in the MRI machines:
=Week 8 =
:*[http://onlinelibrary.wiley.com/doi/10.1002/mrm.1910140226/pdf MS Cohen, RM Weisskoff, RR Rzedzian and HL Kantor, “Sensory stimulation by time-varying magnetic fields.” Magnetic Resonance in Medicine,  14(2): p. 409-414. 1990]
 
==Wednesday 2/29/12 - CLASS IS CANCELLED FOR TODAY. SORRY==


=Week 7 Spectroscopy and PET=
==Friday 3/2/12 - TOPIC. "Speaker"==
Both PET and MRI are means of localizing specific molecular species. MRI has lower sensitivity but good quantitative accuracy and the ability to simultaneously image and study multiple molecules and compounds. Our lecture on PET will consider the actual imaging device, its sensitivity and its limitations.
==''Friday 2/14/12'' - Magnetic Resonance Spectroscopy. ''Speaker'': [http://faculty.bri.ucla.edu/institution/personnel?personnel_id=45540 Jeffry Alger]==
OUTLINE
OUTLINE
''Required Readings''
''Required Readings''
:*[[media:Alger MRS 20100512.pdf | Spectroscopy Lecture Slides]]


''Suggested Further Reading''
''Suggested Further Reading''
A question came up from the audience about the problem of simultaneously space and chemical shift by frequency. For an amusing story about the problem, you might want to read:
:*READING


:*[http://muse.jhu.edu/journals/perspectives_on_science/v007/7.2baird02.html MS Cohen and D Baird, “Why Trade?: How zones of trade support epistemic stability.” Perspective on Science,  7(2): p. 231-254. 1999.]


=Week 9 =


 
==Wednesday 3/7/12 - TOPIC. "Speaker"==
=Week 8 Machine Learning=
This week we will look at modern and advanced analytic methods broadly called machine learning, or statistical pattern analysis. These methods are of great interest in the imaging community as they offer high sensitivity, the ability to explore activity at the systems level and the potential for ''predictive'' analysis and brain reading.
==''Friday 2/21/12'' - Presidents Day.==
''Suggested Further Reading''
:*[http://en.wikipedia.org/wiki/George_Washington George Washington]
:*[http://en.wikipedia.org/wiki/Abraham_Lincoln Abraham Lincoln]
==''Wednesday 2/23/12'' - PCA, ICA, Machine learning. ''Speaker'': [http://www.stat.ucla.edu/~yuille/index.html Alan Yuille]==
OUTLINE
OUTLINE
[[image:Probmodel.jpg|right]]
''Required Readings''
''Required Readings''
:*READING


''Suggested Further Reading''
''Suggested Further Reading''
:*READING
:*READING


=Week 9 Functional Connectivity, Multimodal Integration=
==Friday 3/9/12 - Compressive Sensing. ''Kevin Kelly - Rice University''==
WEEKLYSUMMARY
==''Friday 2/28/12'' - Functional Connectivity. ''Speaker'': [http://alenarto.bol.ucla.edu/ Agatha Lenartowicz]==
OUTLINE
OUTLINE
Compressed sensing lecture by Dr. Kevin Kelly of Rice University.


''Required Readings''
''Required Readings''
:*[[media:functionalconnectivity.pdf | Functional Connectivity Lecture Slides]]
*[[media:Compressed_imaging_tutorial.pdf | Compressed imaging handout]]


''Suggested Further Reading''
''Suggested Further Reading''
:*READING


Useful software for exploring functional connectivity (correlations/bivariate/partial etc) from Susan Whitfield-Gabrieli at MIT (link courtesy of Sam):*[http://web.mit.edu/swg/software.htm]
=Week 10 =
 
And additional readings in defense of DCM (other key papers are referenced in the slides)
 
Lee et al 2006 "Large-scale neural models and dynamic causal modelling"
 
David et al 2008 "Identifying Neural Drivers with Functional MRI: An Electrophysiological Validation"
 
Schuyler et al 2010 "Dynamic Causal Modeling applied to fMRI data shows high reliability"


==''Wednesday 3/2/12'' - Multimodal Integration. ''Speaker'': [http://www.brainmapping.org/MarkCohen Cohen]==
==Wednesday 3/14/12 - Single-Molecule Biological Structure: Microwave Scanning Tunneling Microscopy of Peptides. ''Shelley Claridge''==
OUTLINE
OUTLINE
''Required Readings''
''Required Readings''
:*[[media:Multimodal_Imaging_2011.pdf | Lecture Slides for 3-2-11]]
:*[[media:SClaridge_14_Mar_12.pdf | Single molecule imaging]]
 
=Week 10 tbd=
This week is presently left open for added topics and makeup as needed.
==''Friday 3/7/12'' - Final Distributed. ''MSC''==
OUTLINE
''Required Readings''
:*READING


''Suggested Further Reading''
''Suggested Further Reading''
:*READING
:*READING


==''Wednesday 3/9/12'' - ''[mailto:stm@ucla.edu Paul Weiss]  and [mailto:aandrews@mednet.ucla.edu Anne Andrews]'': [http://www.brainmapping.org/MarkCohen Cohen]==
==Friday 3/16/12 - Machine Learning. ''Alan Yuille''==
Direct Nanoscale and Molecular Imaging.
OUTLINE
''Required Readings''
''Required Readings''
:*[[media:AndrewsAM_Part1_09Mar2011.pdf | Andrews Lecture Slides]]
:*[[media:PWeissNITP2011.pdf‎ | Weiss Lecture Slides]]


''Suggested Further Reading''
''Suggested Further Reading''
:*READING
:*READING


=Finals Week=
=FINALS=
3/19-23/12

Latest revision as of 03:41, 16 January 2014

Principles of Neuroimaging B, Winter, 2012 - Class Schedule and Syllabus

Main course page for Principles of Neuroimaging (2010-11)
M284A Principles of Neuroimaging A

Lecture Videos

Week 1 Magnetic Resonance Imaging

Magnetic Resonance Imaging (MRI) is probably the most influential and most felxible current means of imaging the human brain. It features a vast number of separable contrast mechanisms, and a near ideal combination of non-invasiveness, safety, resolution and metric accuracy. However, it is extraordinarily expensive and has limited temporal resolution, especially for functional studies


Wednesday 1/11/12 - MRI. Speaker: Cohen

OUTLINE Required Readings

HahnFig1.png above: Figure 1 from Hahn, 1950

Suggested Further Reading

Friday 1/13/12 - MRI II. Speaker: Cohen

OUTLINE Required Readings


Suggested Further Reading

  • READING

WEEKLY SUMMARY

Week 2 MRI Applications

Wednesday 1/18/12 - Connectivity. Speaker: Jesse Brown

OUTLINE Required Readings

Suggested Further Reading

Sadly, the library does not have a subscription for the journals below (Mark has copies on reserve in his office):

Suggested Further Reading

  • READING

Friday 1/20/12 - Advanced MRI Pulse Sequences. Speaker: Daniel Ennis

Week 3 Advanced MRI Applications and TMS

Wednesday 1/25/12 - Diffusion. Speaker: Jeffry Alger

OUTLINE

Required Readings

'Suggested Readings

Friday 1/27/12 - TMS (tentative). Speakers: Allan Wu,

Transcranial Magnetostimulation is fundamentally different than the other technologies we have explored, in that it is used specifically to alter ongoing brain activity. While not exactly an imaging method, the TMS instrument is image-guided and uses tomographic placement.

'Required Readings

Suggested Further Reading

Once upon a time we demonstrated that this sort of magnetic stimulation can take place in the MRI machines:

Week 4 PET

Wednesday 2/1/12 - Positron Emission Tomography (PET). Speaker: Magnus Dahlbom

OUTLINE

Required Readings

Suggested Further Reading

  • READING

Friday 2/3/12- Positron Emission Tomography (PET) Applications. Speaker: Edythe London

OUTLINE

Required Readings

Suggested Further Reading

  • n/a

Week 5 fMRI and Ultrasound

Wednesday 2/8/12 - Multimodal imaging. Speaker: Cohen

OUTLINE Required Readings

Friday 2/10/12 - Ultrasound (tentative). Speaker: Martin Culjat

OUTLINE

Ultrasound is one of the earliest means of seeing into the body. Until recently, however, seeing into the brain has been very poor. Recent advances are improving on this.

Required Readings

Suggested Further Reading

]

Week 6

Wednesday 2/15/12 - Connectivity. Jesse Brown

OUTLINE
Connectivity in neuroimaging is a broad subject. These slides focus on resting state fMRI and DTI based connectivity methods and results. Media:nitp_connectivity_02142012.pdf

Required Readings

Suggested Further Reading

  • Networks of the Brain by Olaf Sporns

Links of interest

  • INDI: the International Neuroimaging Data-sharing Initiative. A very useful source of publicly available fMRI and DTI data.
  • Human Connectome Project: The WashU-UMinn consortium will scan 1200 individuals with resting state fMRI, DSI, and structural MRI, along with MEG and 7-Tesla scanning in some cases.
  • UMCD: The UCLA Multimodal Connectivity Database, a web-based repository for brain network analysis and data sharing.

Friday 2/17/12 - Brain Stimulation. Alexander Bystritsky

OUTLINE Required Readings

Brain Stimulation

Suggested Further Reading

  • READING

Week 7

Wednesday 2/22/12 - Methods of Dimension Reduction. Ariana Anderson

OUTLINE 'Required Readings

Suggested Further Reading

  • READING

Friday 2/25/12 - Bayesian Statistics. Donatello Telesca

OUTLINE Required Readings

Suggested Further Reading

  • READING


Week 8

Wednesday 2/29/12 - CLASS IS CANCELLED FOR TODAY. SORRY

Friday 3/2/12 - TOPIC. "Speaker"

OUTLINE Required Readings

Suggested Further Reading

  • READING


Week 9

Wednesday 3/7/12 - TOPIC. "Speaker"

OUTLINE Required Readings

Suggested Further Reading

  • READING

Friday 3/9/12 - Compressive Sensing. Kevin Kelly - Rice University

OUTLINE Compressed sensing lecture by Dr. Kevin Kelly of Rice University.

Required Readings

Suggested Further Reading

  • READING

Week 10

Wednesday 3/14/12 - Single-Molecule Biological Structure: Microwave Scanning Tunneling Microscopy of Peptides. Shelley Claridge

OUTLINE Required Readings

Suggested Further Reading

  • READING

Friday 3/16/12 - Machine Learning. Alan Yuille

OUTLINE Required Readings

Suggested Further Reading

  • READING

FINALS

3/19-23/12