Link¨oping University Medical Dissertations, No. 1121
F UNCTIONAL M AGNETIC R ESONANCE I MAGING FOR C LINICAL D IAGNOSIS
-E XPLORING AND I MPROVING THE E XAMINATION C HAIN
M ATTIAS R AGNEHED
Division of Radiological Sciences
Department of Medical and Health Sciences
Center for Medical Image Science
and Visualization (CMIV)
Link¨oping University, Sweden, 2009
Functional Magnetic Resonance Imaging for Clinical Diagnosis -Exploring and Improving the Examination Chain
2009 Mattias Ragnehed c
Printed by LiU-tryck, Link¨oping 2009.
ISBN: 978-91-7393-645-3
ISSN 0345-0082
A BSTRACT
Functional Magnetic Resonance Imaging (fMRI) is a relatively new imaging tech- nique, first reported in 1992, which enables mapping of brain functions with high spatial resolution. Functionally active areas are distinguished by a small signal increase mediated by changes in local blood oxygenation in response to neural activity. The ability to non-invasively map brain function and the large number of MRI scanners quickly made the method very popular, and fMRI have had a huge impact on the study of brain function, both in healthy and diseased subjects.
The most common clinical application of fMRI is pre-surgical mapping of brain functions in order to optimise surgical interventions.
The clinical fMRI examination procedure can be divided into four integrated parts: (1) patient preparation, (2) image acquisition, (3) image analysis and (4) clinical decision. In this thesis, important aspects of all parts of the fMRI ex- amination procedure are explored with the aim to provide recommendations and methods for prosperous clinical usage of the technique.
The most important results of the thesis were: (I) administration of low doses
of diazepam to reduce anxiety did not invalidate fMRI mapping results of primary
motor and language areas, (II) the choice of visual stimuli equipment can have se-
vere impact on the mapping of visual areas, (III) three-dimensional fMRI imaging
sequences did not perform better than two-dimensional imaging sequences, (IV)
adaptive spatial filtering can improve the fMRI data analysis, (V) clinical deci-
sions should not be based on activation results from a single statistical threshold.
L IST OF P APERS
This thesis is based on the following papers, which will be referred to by their Roman numerals. The articles are reprinted with permission from the respective publisher.
P
APERI Influence of Diazepam on clinically designed fMRI
M. Ragnehed, I. H˚akansson, M. Nilsson, P. Lundberg, B. S¨oderfeldt, M. Engstr¨om. Journal of Neuropsychiatry and Clinical Neuroscience, 2007; 19(2):164-172. doi:10.1176/appi.neuropsych.19.2.164 P
APERII Projection screen or video goggles as stimulus modality in func-
tional magnetic resonance imaging
M. Engstr¨om, M. Ragnehed, P. Lundberg. Magnetic Resonance Imag- ing, 2005; 23:695-699. doi:10.1016/j.mri.2005.04.006 P
APERIII Visual Grading of 2D and 3D fMRI compared to image based de-
scriptive measures
M. Ragnehed, O. Dahlqvist Leinhard, J. Pihlsg˚ard, S. Wirell, H. S¨okjer, P. F¨agerstam, B. Jiang, ¨ O. Smedby, M. Engstr¨om, P. Lundberg. Sub- mitted Manuscript, 2009
P
APERIV Restricted Canonical Correlation Analysis in Functional MRI - validation and a novel thresholding technique
M. Ragnehed, M. Engstr¨om, H. Knutsson, B. S¨oderfeldt, P. Lund- berg. Journal of Magnetic Resonance Imaging, 2009; 29(1):146-154.
doi:10.1002/jmri.21494
P
APERV Brain lateralisation assessed by fMRI and dichotic listening
H.M. Van Ettinger-Veenstra, M. Ragnehed, M. H¨allgren, T. Karlsson,
A-M. Landtblom, P. Lundberg, M. Engstr¨om. Manuscript
List of Papers vi
Contributions to Papers
P
APERI In this project I was responsible for the study design and the fMRI data acquisition. I also performed the fMRI data analysis and was the main author of the manuscript.
P
APERII I was involved in the planning and set-up of the study, participated in the design of the visual stimuli and did some of the analysis of the data. I also made important contributions to the interpretation of the results.
P
APERIII I performed all fMRI data analysis and I was responsible for design and performance of the Visual Grading. In addition I performed all statistical evaluations and wrote the manuscript.
P
APERIV In this project I was responsible for data collection and all data anal- ysis. I came up with the idea for and developed the significance esti- mation method and wrote the manuscript.
P
APERV I was involved in the planning and design of the study and came up with the idea to include dichotic listening. I did some of the fMRI analysis and wrote part of the manuscript.
Other peer reviewed publications not included in the thesis Regular articles
• Paradigm design of sensory-motor and language tests in clinical fMRI.
M. Engstr¨om, M. Ragnehed, P. Lundberg, B. S¨oderfeldt. Clinical Neuro- physiology, 2004; 34(6):267-277
Abstracts
• Influence of performance-related language ability on cortical activa- tion.
H.M. Veenstra, J. Pettersson, C. Nelli, M. Ragnehed, A. McAllister, P.
Lundberg, M. Engstr¨om. Human Brain Mapping, Honolulu, 2009.
• Brain lateralization assessed by fMRI and dichotic listening.
H.M. Veenstra, M. Ragnehed, M. H¨allgren, P. Lundberg, M. Engstr¨om. Hu-
man Brain Mapping, Honolulu, 2009.
vii List of Papers
• Using Visual Grading Characteristics for the evaluation of different fMRI data acquisition methods
M. Ragnehed, O. Dahlqvist Leinhard, ¨ O. Smedby, M. Engstr¨om, P. Lund- berg. European Society for Magnetic Resonance in Medicine and Biology, Valencia, 2008.
• Does diazepam influence the BOLD response? M. Ragnehed, M. En- gstr¨om, P. Lundberg. International Society for Magnetic Resonance in Medicine, Berlin, 2007.
• Influence of diazepam on clinically-designed fMRI. B. S¨oderfeldt, M.
Ragnehed, I. H˚akansson, P. Lundberg, M. Nilsson, J. Ahlner, M. Engstr¨om.
Journal of Neuropsychiatry and Clinical Neuroscience, 18, 2006.
• LI and the effect of thresholding. M. Ragnehed, M. Engstr¨om, B. S¨oder- feldt. European Society for Magnetic Resonance in Medicine and Biology, Copenhagen, 2004.
• Comparison between fMRI and Wada test. L. B¨orjesson, J. Stockhaus, H. Gauffin, M. Ragnehed, P. Lundberg, B. S¨oderfeldt. EPILEPSIA, 45(S3), 2004.
• Quantitation of atherosclerosis in a minipig model with MRI and dy- namic contours. ¨ O. Smedby, M. Ragnehed, A. Knutsson, L. Jacobsson, X. Yuan, R. Andersson. Society of Cardiovascular Magnetic Resonance, Barcelona, 2004.
• Localization of Signed and Heard Episodic and Semantic Memory Tasks using fMRI. P. Nystr¨om, M. Ragnehed, O. Friman, M. Engstr¨om, P. Lundberg, H. Knutsson, B. S¨oderfeldt. The 9th International Conference on Functional Mapping of the Human Brain, June 19-22, 2003, New York, NY. Neuroimage, 19(2).
• Comparing CCA and SPM99. M. Ragnehed, O. Friman, P. Lundberg, B.
S¨oderfeldt, H. Knutsson. The 9th International Conference on Functional
Mapping of the Human Brain, June 19-22, 2003, New York, NY. Neuroim-
age, 19(2).
L IST OF A BBREVIATIONS
2D Two-Dimensional
3D Three-Dimensional
#voxels number of activated voxels
ADP Adenosine Di-Phosphate
ANOVA Analysis of Variance
ATP Adenosine Tri-Phosphate
auROC area under ROC curve
BOLD Blood Oxygenation Level Dependent
CBF Cerebral Blood Flow
CBV Cerebral Blood Volume
CCA Canonical Correlation Analysis
CMR Cerebral Metabolic Rate
CMRGlc Cerebral Metabolic Rate of Glucose CMRO
2Cerebral Metabolic Rate of Oxygen
CT Computed Tomography
EEG ElectroEncephaloGraphy
Abbreviations x
EPSP Excitatory Post-Synaptic Potential FWHM Full Width at Half Maximum
GABA Gamma-AminoButyric Acid
GLM General Linear Model
hr Haemodynamic Response
hrf Haemodynamic Response Function
IPSP Inhibitory Post-Synaptic Potential
LI Lateralisation Index
MEG MagnetoEncephaloGraphy
MRI Magnetic Resonance Imaging
mROC modified ROC
PET Positron Emission Tomography
PRESTO PRinciples of Echo-Shifting with a Train of Observations ROC Receiver Operating Characteristic
SENSE SENSitivity Encoding
SNR Signal to Noise Ratio
SPECT Single Photon Emission Computed Tomography
T Tesla
TCA Tri-Carboxylic Acid
TMS Transcranial Magnetic Stimulation
TR Repetition Time
tSNR temporal Signal to Noise Ratio
VG Visual Grading
VGC Visual Grading Characteristic
T ABLE OF C ONTENTS
Abstract iii
List of Papers v
Abbreviations x
I Introduction 1
C
HAPTER1 Introduction 3
1.1. Medical Imaging . . . . 3
1.2. fMRI History . . . . 4
C
HAPTER2 Brain Activity 7 2.1. Neuronal Activity . . . . 7
2.2. Neuronal Energy Requirements . . . . 9
2.3. Physiological Effects of Neuronal Activity . . . . 10
C
HAPTER3 Functional MRI 13 3.1. Detecting Brain Activity . . . . 13
3.1.1. Paradigm Design . . . . 13
3.1.2. Pre-processing . . . . 14
3.1.3. The BOLD Response . . . . 15
3.1.4. Analysis . . . . 17
Table of Contents xii
C
HAPTER4 Clinical Applications of Functional MRI 19
4.1. Special Requirements . . . . 20
4.2. Tumour Resection . . . . 20
4.2.1. Task Selection . . . . 21
4.3. Surgical Treatment of Epilepsy . . . . 22
4.3.1. Source Localisation . . . . 23
4.4. Brain Plasticity . . . . 23
C
HAPTER5 Aims 25 II Methods, Results and Discussions 27 C
HAPTER6 Patient Preparation 31 6.1. Anxiolytics and fMRI . . . . 31
6.1.1. Background . . . . 31
6.1.2. Methods . . . . 32
6.1.3. Results . . . . 33
6.1.4. Discussion . . . . 33
C
HAPTER7 Data Acquisition 35 7.1. Visual Stimulus Delivery . . . . 35
7.1.1. Background . . . . 35
7.1.2. Methods . . . . 36
7.1.3. Results . . . . 36
7.1.4. Discussion . . . . 37
7.2. Imaging Sequences . . . . 37
7.2.1. Background . . . . 38
7.2.2. Methods . . . . 39
7.2.3. Results . . . . 39
7.2.4. Discussion . . . . 39
C
HAPTER8 Analysis 41 8.1. Statistical Analysis . . . . 41
8.1.1. Background . . . . 41
8.1.2. Methods . . . . 42
8.1.3. Results . . . . 42
8.1.4. Discussion . . . . 43
C
HAPTER9 Interpretation of fMRI Results 45
9.1. Objective and Subjective Measures . . . . 45
xiii
9.1.1. Background . . . . 45
9.1.2. Methods . . . . 46
9.1.3. Results . . . . 46
9.1.4. Discussion . . . . 47
9.2. Significance Testing of RCCA Results . . . . 48
9.2.1. Background . . . . 48
9.2.2. Methods and Results . . . . 48
9.2.3. Discussion . . . . 51
9.3. Thresholding Issues for Clinical fMRI . . . . 52
9.3.1. Background . . . . 52
9.3.2. Lateralisation of Brain Function . . . . 52
9.3.3. Subjective Threshold Selection . . . . 53
9.3.4. Presurgical fMRI . . . . 54
9.3.5. Discussion . . . . 55
C
HAPTER10 Summary 57
Bibliography 59
Acknowledgements 73
III Papers 75
Part I
Introduction
1
I NTRODUCTION
This thesis is divided into three different parts. In Part I, Introduction, material necessary to understand the concept of fMRI is presented. Then some clinical applications of fMRI that highlights the importance of proper examination proce- dures are introduced. Finally the specific aims of this thesis are listed. In Part II, Methods, Results and Discussions, the research conducted to answer the specific research questions raised in Chapter 5, Aims, is reviewed, followed by a discus- sion of the achieved results. In Part III, Papers, the articles that provide the basis of the thesis are reprinted.
1.1 Medical Imaging
Medical imaging, including technologies such as microscopy, ultrasound, X-ray, Computed Tomography (CT), Magnetic Resonance Imaging (MRI) etc., have be- come an immensely important tool in many medical disciplines. The examination chain for medical imaging involves several important procedures,
1. patient preparation 2. image acquisition 3. image analysis
4. visualisation and diagnosis
All procedures of the examination chain have to be performed in a professional
and standardised manner in order to provide proper information to the clinician
who is responsible for making the diagnose.
Chapter 1. Introduction 4
fMRI is a perfect example to demonstrate the importance of all procedures involved in the medical imaging examination chain:
1. the patient (or test subject) must be prepared for the examination and receive proper instructions on how to perform the behavioural task presented during scanning. If the task is not executed as intended the result of the examination will be misleading, other areas then expected might be highlighted and/or some desired functional areas will not be detected at all
2. it is important that the selected data collection sequence has good functional contrast, limited signal drifts and provide enough tissue contrast to allow proper registration
3. robust and efficient statistical data analysis methods are required to extract the functional information in the quite noisy fMRI data
4. the statistical results need to be properly presented to ensure correct inter- pretation of the results
If these steps are performed in a standardised and professional manner, fMRI can be a useful clinical tool. This chain of events will be referred to throughout the thesis, especially Part II, Methods, Results and Discussions will closely follow the flow of the clinical imaging examination chain.
1.2 fMRI History
In 1990 Ogawa et al. [1990] performed some MRI experiments on rats at high field strengths. By manipulating the blood oxygenation level they found that de-oxygenated blood caused distortions on gradient-echo images. They specu- lated that this effect, which later was termed Blood Oxygenation Level Dependent (BOLD) contrast, would make it possible to measure changes in brain activity.
In 1992 the first reports of functional mapping using the BOLD contrast were reported. Using long blocks of sustained visual stimulation followed by rest, Kwong et al. [1992] reported a sharp increase of the MRI signal in relevant brain regions that remained for the whole stimulation period. The result was replicated in a study published shortly afterwards by Ogawa et al. [1992]. Bandettini et al.
[1992] used a motor task to induce brain activation and obtained similar results.
Later that year, Blamire and colleagues reported that even short duration stimuli
gave rise to the same kind of MR signal increase [Blamire et al., 1992]. How-
ever, they also noted that there was a small delay, of approximately 3.5 seconds,
between stimulus onset and the observable signal increase.
5 1.2 fMRI History
Shortly after the introduction of BOLD fMRI in 1992 [Bandettini et al., 1992;
Blamire et al., 1992; Kwong et al., 1992; Ogawa et al., 1992], several research groups repeated and extended their experiments. Ever since, fMRI has been used to answer research question about the functional organisation of the human brain.
Nowadays, MRI scanners capable of performing functional imaging are available in most hospitals. The high availability of MR scanners has resulted in an ex- plosion of fMRI studies, see Figure 1.1, and fMRI is now the standard tool for functional neuroimaging. As the fMRI technique has matured and been refined the acceptance to use fMRI for clinical purposes is increasing. The most common clinical application of fMRI is perhaps pre-surgical mapping of eloquent areas and evaluation of hemispheric language dominance prior to temporal lobectomy of certain epilepsy patients.
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#PUBLICATIONS
fMRI PUBLICATIONS IN PUBMED