Adding Structure to Function

Total Page:16

File Type:pdf, Size:1020Kb

Adding Structure to Function INVITED COMMENTARY Adding Structure to Function and staging of malignant neoplasm by rate results are obtained with attenua w.hen cross-sectional anatomic im FDG PET are technically demanding. tion-correction versus emission-only aging emerged over two decades ago, A large portion of the body must be images is lacking. Centers continue to Henry N. Wagner, Jr., recognized that imaged quickly, small deposits of neo use noncorrected images for whole- the nuclear medicine community should plasm detected accurately, and the PET body oncology FDG PET, and when focus on tissue and organ function findings interpreted in the context of attenuation correction is performed, rather than anatomy (7). The value of the patient's corresponding normal and noncorrected images are often con functional imaging has not only be abnormal anatomy. At present, 2 practi sulted, in addition to corrected images, come clear since that time but is now cal, related considerations drive the before the final interpretation is ren recognized as the future of diagnostic merging of PET and CT: the need for a dered (7). imaging. Structural and functional im rapid, noise-free transmission scan for In response to the above needs, rapid aging are also increasingly understood attenuation correction of the PET emis advances have been made in the past 5 as complementary rather than compet sion data and a need for an anatomic years in the attenuation-correction hard ing imaging modalities. Over the past framework for the physiologic informa ware and software. The capacity to decade, manufacturers have considered tion provided by PET. perform transmission scans after tracer developing combined CT and PET or Without attenuation correction, PET injection has made routine whole-body SPECT imaging devices. CT, PET, and images are spatially distorted, and there (cf. torso) attenuation-corrected FDG SPECT are, in fact, closely related is marked radial nonuniformity in the PET feasible in clinical practice. High- imaging devices and share a common depiction of tracer activity (6). The activity single sources have been devel origin. In some respects, x-ray CT is application of a 511-keV transmission oped to improve counting statistics of the stepchild of transmission computed map to the reconstruction of the PET the transmission scan (11), and segmen tomography (2), which was first used emission data yields a spatially and tation methods allow elimination of the by Kühland Edwards (2) with a colli- quantitatively accurate depiction of the noise propagation, although with risks mated radionuclide source, as a direct tracer activity. High-quality, attenua of segmentation error (72). However, extension of their work in emission tion-corrected FDG PET images con these developments have not fully computed tomography (3). The 2 ar tain recognizable anatomic structure; solved the limitations of attenuation ticles by Beyer et al. (4) and Patton et yet, debate continues over whether the correction. Ideally, attenuation correc al. (5) in this issue of The Journal of use of current technology for attenua tion would add very little to the scanner Nuclear Medicine mark the beginning tion correction is truly advantageous time imposed by the emission-image of a new era in the growing integration over noncorrected PET for clinical on acquisitions, and there would be essen of functional and structural imaging cology diagnosis (7). At a practical tially no noise and no possible segmen into clinical practice. level, the additional scanner time tation errors propagated into the final The work reported by Beyer et al. (4) needed for the transmission scan using attenuation-corrected emission images. and Patton et al. (5) is part of a broad current technology can nearly double Kinahan et al. (73) have shown that it is trend toward the fusion of complemen total PET study time, imposing in possible to use CT imaging data to tary diagnostic imaging modalities. The creased likelihood of patient-move construct an attenuation map scaled to merging of biologic imaging, embod ment artifacts and decreased patient 511 keV. This essentially noise-free ied in PET, with the rapid and detailed throughput, ultimately decreasing the attenuation map, in which there is no structural imaging provided by x-ray diagnostic accuracy and increasing the need for segmentation assumptions, can CT may well be among the most fruit cost of PET imaging, respectively. Be then be used for attenuation correction ful direction of this trend. The impetus cause the typical transmission scan is of the PET imaging data. The time to build combined scanners has emerged very count poor, substantial statistical imposition for this approach is limited with the rapid growth of whole-body noise is propagated into the recon only by the speed of contemporary oncology PET imaging. The diagnosis structed attenuation-corrected emission spiral CT technology, which is mea scan, resulting in apparent decreases in sured in seconds for each PET emis Received Dec. 16,1999; revision accepted Feb. lesion contrast and small-lesion detect- sion bed position. Thus, PET/CT 16,2000. ability (8-10). Anecdotal evidence of presents a plausible solution to the For correspondence or reprints contact: Paul D. Shrove, Division of Nuclear Medicine, University the value of attenuation correction in need for a very rapid, low-noise, and Hospital, University of Michigan, B1G 505-UH-Box FDG PET imaging is widespread, but quantitatively correct method of PET 2008, 1500 E. Medical Center Dr., Ann Arbor, Ml 48109. generalized evidence that more accu attenuation correction. Furthermore, 1380 THEJOURNALOFNUCLEARMEDICINE•Vol. 41 •No. 8 •August 2000 anatomic information in the CT images performed in response to a finding, or dural planning, and communication of can be incorporated into the image lack of findings, on CT. For larger findings to practitioners. reconstruction process, potentially en neoplasms (i.e., > 1.5-2 cm), anatomic There are arguments against the hancing the speed and accuracy of correlation often can be performed by merger of PET and CT in the form of a numerical reconstruction algorithms visual reference within the attenuation- single scanner. If PET is expensive, and scatter and partial volume correc corrected PET images and to the CT would not the addition of CT make it tions (14,15). images. For example, fused PET and more so? First, PET is not expensive. Many technical hurdles still remain. CT images added little to diagnostic Even high-end PET scanners have been, The rapid acquisition capabilities of accuracy in an early study of mediasti- and remain, priced in the mid to upper contemporary spiral CT can effectively nal lymph node staging in lung cancer range of MRI scanners. Second, PET freeze respiratory motion in the chest (17). As the size of detected neoplasm scanners already have transmission CT and upper abdomen, resulting in misreg gets smaller, however, "eyeball" corre capability built in them in the form of istration of the transmission scan with lation becomes increasingly inadequate, the transmission scan sources. Substi the PET emission data, for which respi particularly in the neck, abdomen, and tuting a widely used CT tube and ratory motion is averaged. Intravenous pelvis. Data showing that fused PET detector, for which development and contrast when given as a bolus can and CT images improve accuracy com manufacturing costs are distributed over result in intravascular attenuation dur pared with separate interpretation of many units, for the transmission scan ing the CT acquisition, which inadver the FDG PET and CT images in these sources and related mechanicals results tently scales to bone rather than soft more challenging situations have yet to in a modest increase in cost for a new tissue, creating attenuation-correction be published, because the hardware generation PET scanner. If the incorpo errors. These are solvable problems, and software for true image fusion is ration of CT reduces overall scan time however. CT for radiation therapy plan only now becoming available. to roughly 30 min for imaging the ning is conducted without the person Clinical PET imaging in oncology is torso, patient throughput becomes com holding their breath and with slowed already moving beyond cases requiring parable with MRI and effectively re table motion to average respiratory straightforward interpretive skills, such duces the cost of PET imaging. Incorpo movement. Currently, it is not uncom as pulmonary nodules, enlarged medi- ration of CT into the next generation of mon to perform spiral CT sequentially astinal lymph nodes, and well-circum PET should be seen, then, as an up during 2 or 3 phases of intravenous scribed masses. Increasingly, practitio grade in the transmission scan capabil contrast enhancement in some body ners are asked to identify and locate ity over that of the current generation applications (e.g., precontrast, arterial deposits of malignant neoplasm that PET scanners. phase, venous phase). Thus, a CT of are not detected on CT scans, evaluate The same concept applies to SPECT the whole torso for PET attenuation the precise location of recurrent neo and coincidence-SPECT devices. The correction (with lowered beam current plasm for biopsy, and provide accurate work by Patton et al. (5) demonstrates to reduce dosimetry) could be followed delineation of true neoplasm extent for how a low-cost CT tube and detector by a rapid intravenous contrast-en radiation therapy planning. Experience system incorporated into a dual-head hanced CT as needed. In any case, the at the University of Michigan is that SPECT gamma camera can provide need for the aggressive use of intrave true image fusion would be highly relatively rapid low-noise transmission nous contrast in CT for oncology diag valuable and possibly indispensable for scans and provide useful anatomic in nosis may need reconsideration in light interpretation or subsequent procedural formation for interpretation of the func of the superior ability of FDG PET to applications in up to 20% of our cur tional images.
Recommended publications
  • Quantitative Functional Imaging of the Brain: Towards Mapping Neuronal Activity by BOLD Fmri
    NMR IN BIOMEDICINE NMR Biomed. 2001;14:413–431 DOI:10.1002/nbm.733 Quantitative functional imaging of the brain: towards mapping neuronal activity by BOLD fMRI Fahmeed Hyder,1,2,5* Ikuhiro Kida,1 Kevin L. Behar,3 Richard P. Kennan,6 Paul K. Maciejewski4 and Douglas L. Rothman1,2,5 1Departments of Diagnostic Radiology, Magnetic Resonance Center for Research in Metabolism and Physiology, Yale University, New Haven, CT, USA 2Department of Biomedical Engineering, Yale University, New Haven, CT, USA 3Department of Psychiatry, Yale University, New Haven, CT, USA 4Department of Internal Medicine, Magnetic Resonance Center for Research in Metabolism and Physiology, Yale University, New Haven, CT, USA 5Section of Bioimaging Sciences, Yale University School of Medicine, New Haven, CT, USA 6Department of Diagnostic Radiology, Albert Einstein College of Medicine, Bronx, NY, USA Received 22 February 2001; Revised 22 August 2001; Accepted 22 August 2001 ABSTRACT: Quantitative magnetic resonance imaging (MRI) and spectroscopy (MRS) measurements of energy metabolism (i.e. cerebral metabolic rate of oxygen consumption, CMRO2), blood circulation (i.e. cerebral blood flow, CBF, and volume, CBV), and functional MRI (fMRI) signal over a wide range of neuronal activity and pharmacological treatments are used to interpret the neurophysiologic basis of blood oxygenation level dependent (BOLD) image-contrast at 7 T in glutamatergic neurons of rat cerebral cortex. Multi-modal MRI and MRS measurements of CMRO2, CBF, CBV and BOLD signal (both gradient-echo and spin-echo) are used to interpret the neuroenergetic basis of BOLD image-contrast. Since each parameter that can influence the BOLD image-contrast is measured quantitatively and separately, multi-modal measurements of changes in CMRO2, CBF, CBV, BOLD fMRI signal allow calibration and validation of the BOLD image-contrast.
    [Show full text]
  • Brain Imaging Technologies
    Updated July 2019 By Carolyn H. Asbury, Ph.D., Dana Foundation Senior Consultant, and John A. Detre, M.D., Professor of Neurology and Radiology, University of Pennsylvania With appreciation to Ulrich von Andrian, M.D., Ph.D., and Michael L. Dustin, Ph.D., for their expert guidance on cellular and molecular imaging in the initial version; to Dana Grantee Investigators for their contributions to this update, and to Celina Sooksatan for monograph preparation. Cover image by Tamily Weissman; Livet et al., Nature 2017 . Table of Contents Section I: Introduction to Clinical and Research Uses..............................................................................................1 • Imaging’s Evolution Using Early Structural Imaging Techniques: X-ray, Angiography, Computer Assisted Tomography and Ultrasound..............................................2 • Magnetic Resonance Imaging.............................................................................................................4 • Physiological and Molecular Imaging: Positron Emission Tomography and Single Photon Emission Computed Tomography...................6 • Functional MRI.....................................................................................................................................7 • Resting-State Functional Connectivity MRI.........................................................................................8 • Arterial Spin Labeled Perfusion MRI...................................................................................................8
    [Show full text]
  • Functional Renal Imaging: New Trends in Radiology and Nuclear Medicine
    Functional Renal Imaging: New Trends in Radiology and Nuclear Medicine Emmanuel Durand, MD, PhD,* Philippe Chaumet-Riffaud, MD, PhD,* and Nicolas Grenier, MD† The objective of this work is to compare the characteristics of various techniques for functional renal imaging, with a focus on nuclear medicine and magnetic resonance imaging. Even with low spatial resolution and rather poor signal-to-noise ratio, classical nuclear medicine has the advantage of linearity and good sensitivity. It remains the gold standard technique for renal relative functional assessment. Technetium-99m (99mTc)- labeled diethylenetriamine penta-acetate remains the reference glomerular tracer. Tu- bular tracers have been improved: 123I- or 131I-hippuran, 99mTc-MAG3 and, recently, 99mTc-nitrilotriacetic acid. However, advancement in molecular imaging has not pro- duced a groundbreaking tracer. Renal magnetic resonance imaging with classical gadolinated tracers probably has potential in this domain but has a lack of linearity and, therefore, its value still needs evaluation. Moreover, the advent of nephrogenic sys- temic fibrosis has delayed its expansion. Other developments, such as diffusion or blood oxygen level-dependent imaging, may have a role in the future. The other modalities have a limited role in clinical practice for functional renal imaging. Semin Nucl Med 41:61-72 © 2011 Elsevier Inc. All rights reserved. he main function of the kidneys is to maintain the injection of a diagnostic agent, but physical labeling, such Thomeostasis of extracellular content. Imaging tech- as tagging or arterial spin labeling in magnetic resonance niques can indirectly explore this function by showing imaging (MRI), also may be used. Therefore, when com- processes that are used for this purpose: perfusion, filtra- paring different techniques for functional imaging, 2 as- tion, secretion, concentration, and drainage.
    [Show full text]
  • Measuring Brain Connectivity with Functional Imaging and Transcranial Magnetic Stimulation
    30 MEASURING BRAIN CONNECTIVITY WITH FUNCTIONAL IMAGING AND TRANSCRANIAL MAGNETIC STIMULATION MARK S. GEORGE AND DARYL E. BOHNING THE PROBLEM OF ATTRIBUTING tivity and behavior. For example, if a brain region uses more CAUSALITY WITH OBSERVATIONAL glucose (fluorodeoxyglucose PET, or FDG PET) or oxygen FUNCTIONAL BRAIN IMAGING (15O PET or BOLD fMRI) while a subject performs a be- havioral act, one can safely say that this regional activity Developments in functional imaging during the past two correlates with the behavior. Most functional imaging re- decades have allowed for significant advances in understand- searchers have correctly and appropriately used the term ing how the brain functions at a systems, circuit, or organ correlate, rather than cause, knowing well that the exact level. Positron emission tomography (PET), single-photon causal relationship of the regional activity to the behavior emission computed tomography (SPECT), and blood oxy- remains unclear after even the most fastidious study. For gen level-dependent (BOLD) functional magnetic reso- example, is the region producing the behavior? Or is the nance imaging (fMRI) now allow researchers to image brain region trying to inhibit or modulate the behavior? Or is activity (usually related to oxygen or glucose use) with crisp the region only incidentally activated as part of the neural spatial and temporal resolution. For example, fMRI can network? spatially resolve structures as small as 1 to 2 mm and view A recent advance in this field involves combining func- brain activity in time blocks as brief as 2 to 3 seconds. tional imaging with transcranial magnetic stimulation Although this time resolution is crude relative to the speed (TMS), a new technology that noninvasively stimulates the of neuronal activity and information flow between brain cortex.
    [Show full text]
  • Perfusion-Based Functional Magnetic Resonance Imaging
    Perfusion-Based Functional Magnetic Resonance Imaging AFONSO C. SILVA,1 SEONG-GI KIM2 1 Laboratory of Functional and Molecular Imaging, National Institute of Neurological Disorders and Stroke, 10 Center Drive, Building 10, Room B1D118, Bethesda, Maryland 20892-1065 2 Department of Neurobiology, University of Pittsburgh, Pittsburgh, Pennsylvania 15261 ABSTRACT: The measurement of cerebral blood flow (CBF) is a very important way of assessing tissue viability, metabolism, and function. CBF can be measured noninvasively with magnetic resonance imaging (MRI) by using arterial water as a perfusion tracer. Because of the tight coupling between neural activity and CBF, functional MRI (fMRI) techniques are having a large impact in defining regions of the brain that are activated due to specific stimuli. Among the different fMRI techniques, CBF-based fMRI has the advantages of being specific to tissue signal change, a critical feature for quantitative measurements within and across subjects, and for high-resolution functional mapping. Unlike the conventional blood oxygenation level depen- dent (BOLD) technique, the CBF change is an excellent index of the magnitude of neural activity change. Thus, CBF-based fMRI is the tool of choice for longitudinal functional imaging studies. A review of the principles and theoretical backgrounds of both continuous and pulsed arterial spin labeling methods for measuring CBF is presented, and a general overview of their current applications in the field of functional brain mapping is provided. In particular, examples of the use of CBF-based fMRI to investigate the fundamental hemodynamic responses induced by neural activity and to determine the signal source of the most commonly used BOLD functional imaging are reviewed.
    [Show full text]
  • Functional Imaging of Craving
    Functional Imaging of Craving Daniel W. Hommer, M.D. To visualize brain activity associated with mental states, such as craving for alcohol and other drugs (AODs), researchers have begun to use functional imaging techniques. Three commonly used techniques are single photon emission computed tomography (SPECT), positron emission tomography (PET), and functional magnetic resonance imaging (fMRI). Studies using these three approaches have been reviewed in order to evaluate the validity of a proposed model of the brain regions involved in alcoholism and the craving for alcohol. This model suggests a central role for a connected group of brain regions that include the basal ganglia, thalamus, and orbital cortex. A study using SPECT technology in alcoholics, however, found altered brain activity in only some of those regions during craving. Additional studies in alcoholics, as well as cocaine users, identified several other brain regions whose activities appeared to change in response to craving. These studies have led to the development of a revised model of brain regions involved in craving for AODs. Numerous questions remain, however, that must be answered before the brain areas involved in craving can be identified conclusively. KEY WORDS: AOD (alcohol and other drug) craving; single photon emission computed tomography; positron emission tomography; magnetic resonance imaging; brain imaging; blood flow measurement; cocaine; brain; basal ganglia; limbic system; brain function; neurotransmission; dopamine; glucose metabolism; literature review
    [Show full text]
  • Perfusion Imaging Using Arterial Spin Labeling
    ORIGINAL ARTICLE Perfusion Imaging Using Arterial Spin Labeling Xavier Golay, PhD,* Jeroen Hendrikse, MD,† and Tchoyoson C. C. Lim, MD* ␭ ference in blood and tissue water contents: Cv(t)=CT(t)/ with Abstract: Arterial spin labeling is a magnetic resonance method for ␭ = blood–brain partition coefficient, which can be different the measurement of cerebral blood flow. In its simplest form, the per- for different tissues.3 fusion contrast in the images gathered by this technique comes from While the Kety-Schmidt method is rarely used in pa- the subtraction of two successively acquired images: one with, and one without, proximal labeling of arterial water spins after a small tients today, their theory has been applied for the estimation of delay time. Over the last decade, the method has moved from the rCBF in numerous techniques, mainly using radioactive trac- 15 4,5 experimental laboratory to the clinical environment. Furthermore, ers, such as H2 O in positron emission tomography (PET) numerous improvements, ranging from new pulse sequence imple- or 99mTc-ethylcysteinate-dimer in single-photon emission mentations to extensive theoretical studies, have broadened its reach computed tomography.6 Similar methods using intra-arterial and extended its potential applications. In this review, the multiple injection of non-1H NMR-visible tracers have been proposed facets of this powerful yet difficult technique are discussed. Different using Kety-Schmidt’s quantification theory. For recent review implementations are compared, the theoretical background is summa- articles of the MR methodologies to measure perfusion, see rized, and potential applications of various implementations in re- 7 8 9 search as well as in the daily clinical routine are proposed.
    [Show full text]
  • Imaging Clinically Relevant Pain States Using Arterial Spin Labeling
    Innovations and Controversies in Brain Imaging of Pain: Methods and Interpretations Review Imaging clinically relevant pain states using arterial spin labeling Marco Luciano Loggiaa,*, Andrew Reilly Segerdahlb, Matthew Alexander Howardc, Irene Traceyb 08/09/2019 on BhDMf5ePHKav1zEoum1tQfN4a+kJLhEZgbsIHo4XMi0hCywCX1AWnYQp/IlQrHD3ZI03TR16A94tB4jy3Sq9qrliMaz/Dq7J8NuVsf1mrxs= by https://journals.lww.com/painrpts from Downloaded Downloaded Abstract from Arterial spin labeling (ASL) is a perfusion-based functional magnetic resonance imaging technique that uses water in arterial blood https://journals.lww.com/painrpts as a freely diffusible tracer to measure regional cerebral blood flow noninvasively. To date, its application to the study of pain has been relatively limited. Yet, ASL possesses key features that make it uniquely positioned to study pain in certain paradigms. For instance, ASL is sensitive to very slowly fluctuating brain signals (in the order of minutes or longer). This characteristic makes ASL particularly suitable for the evaluation of brain mechanisms of tonic experimental, postsurgical, and ongoing/or continuously varying pain in chronic or acute pain conditions (whereas blood-oxygen level–dependent functional magnetic resonance is better suited to detect brain responses to short-lasting or phasic/evoked pain). Unlike positron emission tomography or other perfusion techniques, by BhDMf5ePHKav1zEoum1tQfN4a+kJLhEZgbsIHo4XMi0hCywCX1AWnYQp/IlQrHD3ZI03TR16A94tB4jy3Sq9qrliMaz/Dq7J8NuVsf1mrxs= ASL allows the estimation of regional cerebral blood flow without requiring the administration of radioligands or contrast agents. Thus, ASL is well suited for within-subject longitudinal designs (eg, to study evolution of pain states over time, or of treatment effects in clinical trials). Arterial spin labeling is also highly versatile, allowing for novel paradigms exploring a flexible array of pain states, plus it can be used to simultaneously estimate not only pain-related alterations in perfusion but also functional connectivity.
    [Show full text]
  • Functional Magnetic Resonance Imaging
    Functional Magnetic Resonance Imaging 2013 Disclaimer This document is published by the European Commission, DG Research and Innovation. Neither the European Commission nor any person acting on their behalf is responsible for the use which might be made of the information contained herein or for any errors which, despite careful preparation and checking, may appear. This document has been drafted by a panel of experts at the request of the European Commission, DG Research and Innovation and constitute a guidance to raise awareness in the scientific community and does not constitute official EU guidance. Directorate General for Research and Innovation Ethics Sector Functional Magnetic Resonance Imaging Understanding the technique and addressing its ethical concerns with a future perspective European Commission 2013 Members of the Working Party Daniela Seixas (Chair) Neuroradiology Consultant, Department of Imaging, Centro Hospitalar de Vila Nova de Gaia/Espinho; Invited Assistant Professor, Department of Experimental Biology, Faculty of Medicine, University of Porto, Portugal [email protected] Guy Ebinger Professor Emeritus of Neurology, Free University Brussels – VUB; former Head of Department of Neurology University Hospital UZ Brussels, Belgium Janet Mifsud Associate Professor, Department of Clinical Pharmacology and Therapeutics, Faculty of Medicine and Surgery, University of Malta, Msida Malta MSD 2040 [email protected] Joseph Schmucker von Koch Professor of Bioethics/Medical Ethics, Philosophical and Social Sciences Faculty,
    [Show full text]
  • BOLD Fmri: a Guide to Functional Imaging for Neuroscientists 3 Edited By: S.H
    BOLD fMRI Scott H. Faro, MD Professor and Vice-Chairman of Radiology, Director of Functional Brain Imaging Center, Director of Radiology Research and Academics, and Clinical MRI, Temple University School of Medicine, Philadelphia, Pennsylvania Feroze B. Mohamed, PhD Associate Professor of Radiology, Associate Director of Functional Brain Imaging Center, Temple University School of Medicine, Philadelphia, Pennsylvania Editors BOLD fMRI A Guide to Functional Imaging for Neuroscientists Scott H. Faro, MD Feroze B. Mohamed, PhD Professor and Vice-Chairman Associate Professor of Radiology of Radiology Associate Director of Functional Director of Functional Brain Brain Imaging Center Imaging Center Temple University School of Medicine Director of Radiology Research Philadelphia, PA 19140 and Academics, and Clinical MRI USA Temple University School of Medicine Philadelphia, PA 19140 USA ISBN 978-1-4419-1328-9 e-ISBN 978-1-4419-1329-6 DOI 10.1007/978-1-4419-1329-6 Springer New York Dordrecht Heidelberg London Library of Congress Control Number: 2010929273 © Springer Science + Business Media, LLC 2010 All rights reserved. This work may not be translated or copied in whole or in part without the written permission of the publisher (Springer Science+Business Media, LLC, 233 Spring Street, New York, NY 10013, USA), except for brief excerpts in connection with reviews or scholarly analysis. Use in connection with any form of information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed is forbidden. The use in this publication of trade names, trademarks, service marks, and similar terms, even if they are not identified as such, is not to be taken as an expression of opinion as to whether or not they are subject to proprietary rights.
    [Show full text]
  • Towards Factor Analysis Exploration Applied to Positron Emission Tomography Functional Imaging for Breast Cancer Characterization
    2011 8th International Multi-Conference on Systems, Signals & Devices TOWARDS FACTOR ANALYSIS EXPLORATION APPLIED TO POSITRON EMISSION TOMOGRAPHY FUNCTIONAL IMAGING FOR BREAST CANCER CHARACTERIZATION Wafa REKIK, Ines KETATA, Lamia SELLAMI Khalil CHTOUROU, Mohamed BEN SLIMA, Su RUAN & Ahmed BEN HAMIDA Advanced Technologies for Medical and Signals, ATMS–LETI Laboratory, Sfax University, Tunisia Nuclear Medicine service, CHU Sfax hospital, Sfax University, Tunisia CReSTIC Laboratory (EA 3804), Reims University, France LECLERC Center (Centre de Lutte Contre le Cancer), Dijon, France ABSTRACT distinguish a necrosed tumor and a residual active disease. That’s why, nuclear medicine is essential to This paper aims to explore the factor analysis when provide complementary information in oncology research. applied to a dynamic sequence of medical images Using radiopharmaceuticals or radiotracers being obtained using nuclear imaging modality, Positron accumulated in the tumoral cells, it allows the early Emission Tomography (PET). This latter modality allows detection of cancer before reaching adverse pathological obtaining information on physiological phenomena, stages. An example of tracer, glucose settles immediately through the examination of radiotracer evolution during on tumoral cells considered as glucose consumer. The use time. Factor analysis of dynamic medical images of tracer in medical imaging favors the determination of sequence (FADMIS) estimates the underlying organ morphology and follow-up of radio-isotope along fundamental spatial distributions by factor images and the blood vessels or lymphatic ways. associated so-called fundamental functions (describing In nuclear medicine, PET is considered as the most the signal variations) by factors. This method is based on sophisticated, the most expensive and the most effective an orthogonal analysis followed by an oblique analysis.
    [Show full text]
  • The Potential of Cognitive Neuroimaging: a Way Forward to the Mind-Machine Interface
    Journal of Imaging Review The Potential of Cognitive Neuroimaging: A Way Forward to the Mind-Machine Interface Ganesh Pandarinathan, Sachin Mishra, Anu Maashaa Nedumaran, Parasuraman Padmanabhan * ID and Balázs Gulyás * Lee Kong Chian School of Medicine, Experimental Medicine Building, Nanyang Technological University, 59 Nanyang Drive, Singapore 636921, Singapore; [email protected] (G.P.); [email protected] (S.M.); [email protected] (A.M.N.) * Correspondence: [email protected] (P.P.); [email protected] (B.G.); Tel.: +65-6904-1186 (P.P.); +65-6904-1184 (B.G.) Received: 23 March 2018; Accepted: 10 May 2018; Published: 14 May 2018 Abstract: Bridging the human mind with an external system implicitly or explicitly has been the aspiration of researchers working in the field of cognitive neuroimaging. Identifying the potential of various imaging techniques in identifying and mapping different regions of the brain in relation to their functions is the key to eliminating the difficulties in developing a mind-machine interface (MMI). Communication technology has flourished to the extent that wireless MMI applications can be designed to virtually control machines like wheelchairs, artificial limbs, etc. A cornucopia of diversified works on cognitive imaging is required to move the preliminary MMI models forward, thus engendering a technologically advanced system which can be operated directly by the brain. This article provides an overview of various aspects of cognitive neuroimaging and its potential applications in the development of a mind-machine interface. Keywords: functional imaging; mind-machine interface; cognitive neuroimaging; brain-computer interface 1. Introduction Functional neuroimaging portrays the regions of the brain that are responsible for specific cognitive functions.
    [Show full text]