A Review on the Bioinformatics Tools for Neuroimaging
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Management of Large Sets of Image Data Capture, Databases, Image Processing, Storage, Visualization Karol Kozak
Management of large sets of image data Capture, Databases, Image Processing, Storage, Visualization Karol Kozak Download free books at Karol Kozak Management of large sets of image data Capture, Databases, Image Processing, Storage, Visualization Download free eBooks at bookboon.com 2 Management of large sets of image data: Capture, Databases, Image Processing, Storage, Visualization 1st edition © 2014 Karol Kozak & bookboon.com ISBN 978-87-403-0726-9 Download free eBooks at bookboon.com 3 Management of large sets of image data Contents Contents 1 Digital image 6 2 History of digital imaging 10 3 Amount of produced images – is it danger? 18 4 Digital image and privacy 20 5 Digital cameras 27 5.1 Methods of image capture 31 6 Image formats 33 7 Image Metadata – data about data 39 8 Interactive visualization (IV) 44 9 Basic of image processing 49 Download free eBooks at bookboon.com 4 Click on the ad to read more Management of large sets of image data Contents 10 Image Processing software 62 11 Image management and image databases 79 12 Operating system (os) and images 97 13 Graphics processing unit (GPU) 100 14 Storage and archive 101 15 Images in different disciplines 109 15.1 Microscopy 109 360° 15.2 Medical imaging 114 15.3 Astronomical images 117 15.4 Industrial imaging 360° 118 thinking. 16 Selection of best digital images 120 References: thinking. 124 360° thinking . 360° thinking. Discover the truth at www.deloitte.ca/careers Discover the truth at www.deloitte.ca/careers © Deloitte & Touche LLP and affiliated entities. Discover the truth at www.deloitte.ca/careers © Deloitte & Touche LLP and affiliated entities. -
Accurate Segmentation of Brain MR Images
Accurate segmentation of brain MR images Master of Science Thesis in Biomedical Engineering ANTONIO REYES PORRAS PÉREZ Department of Signals and Systems Division of Biomedical Engineering CHALMERS UNIVERSITY OF TECHNOLOGY Göteborg, Sweden, 2010 Report No. EX028/2010 Abstract Full brain segmentation has been of significant interest throughout the years. Recently, many research groups worldwide have been looking into development of patient-specific electromagnetic models for dipole source location in EEG. To obtain this model, accurate segmentation of various tissues and sub-cortical structures is thus required. In this project, the performance of three of the most widely used software packages for brain segmentation has been analyzed: FSL, SPM and FreeSurfer. For the analysis, real images from a patient and a set of phantom images have been used in order to evaluate the performance r of each one of these tools. Keywords: dipole source location, brain, patient-specific model, image segmentation, FSL, SPM, FreeSurfer. Acknowledgements To my advisor, Antony, for his guidance through the project. To my partner, Koushyar, for all the days we have spent in the hospital helping each other. To the staff in Sahlgrenska hospital for their collaboration. To MedTech West for this opportunity to learn. Table of contents 1. Introduction ......................................................................................................................................... 1 2. Magnetic resonance imaging .............................................................................................................. -
1 Structural and Functional Alterations in the Brain Gray Matter
Structural and functional alterations in the brain gray matter among first-degree relatives of schizophrenia patients: a multimodal meta-analysis of fMRI and VBM studies Running title: Familial risk for schizophrenia and alterations in the brain Aino I. L. Saarinen, PhD1,2,3,*, Sanna Huhtaniska, MD, PhD4, Juho Pudas, MB3, Lassi Björnholm, MD3, Tuomas Jukuri, MD, PhD3, Jussi Tohka, MD, PhD5, Niklas Granö, PhD6, Jennifer H. Barnett, PhD7,8, Vesa Kiviniemi, MD, PhD9,10, Juha Veijola, MD, PhD3,10,11, Mirka Hintsanen, PhD1, Johannes Lieslehto, MD, PhD 12 1 Research Unit of Psychology, University of Oulu, Finland 2 Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Finland 3 Research Unit of Clinical Neuroscience, Department of Psychiatry, University of Oulu, Finland 4 Center for Life Course Health Research, University of Oulu, Finland 5 A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland 6 Helsinki University Hospital, Department of Adolescent Psychiatry, Finland 7 Cambridge Cognition, Cambridge, UK 8 Department of Psychiatry, University of Cambridge, Cambridge, UK 9 Department of Diagnostic Radiology, Oulu University Hospital, Oulu, Finland 10 Department of Psychiatry, Oulu University Hospital, Oulu, Finland 11 Medical Research Center Oulu, Oulu University Hospital and University of Oulu, Oulu, Finland 12 Section for Neurodiagnostic Applications, Department of Psychiatry, Ludwig Maximilian University, Nussbaumstrasse 7, 80336 Munich, Bavaria, * Corresponding author: Aino Saarinen. Department of Psychology and Logopedics, Faculty of Medicine, Haartmaninkatu 3, P.O. Box 21, 00014 University of Helsinki, Finland. E-mail: [email protected], Tel.: +35844 307 1204. 1 Abstract Objective: Schizophrenia has one of the highest heritability estimates in psychiatry, but the genetically- based underlying neuropathology has mainly remained unclear. -
Simultaneous PET/MRI for Connectivity Mapping: Quantitative Methods in Clinical Setting
UNIVERSITY OF PADOVA Department of Information Engineering Ph.D. School on Information Engineering Curriculum: Bioengineering - Cycle: XXX Simultaneous PET/MRI for Connectivity Mapping: Quantitative Methods in Clinical Setting Headmaster of the School: Prof. Andrea NEVIANI Supervisor: Prof. Alessandra BERTOLDO PhD. Candidate: Eng. Erica SILVESTRI 2018 iii University of Padova Abstract Ph.D. School on Information Engineering Simultaneous PET/MRI for Connectivity Mapping: Quantitative Methods in Clinical Setting by Eng. Erica SILVESTRI In recent years, the study of brain connectivity has received growing inter- est from neuroscience field, from a point of view both of analysis of patho- logical condition and of a healthy brain. Hybrid PET/MRI scanners are promising tools to study this complex phenomenon. This thesis presents a general framework for the acquisition and analysis of simultaneous multi- modal PET/MRI imaging data to study brain connectivity in a clinical set- ting. Several aspects are faced ranging from the planning of an acquisition protocol consistent with clinical constraint to the off-line PET image recon- struction, from the selection and implementation of methods for quantifying the acquired data to the development of methodologies to combine the com- plementary informations obtained with the two modalities. The developed analysis framework was applied to two different studies, a first conducted on patients affected by Parkinson’s Disease and dementia, and a second one on high grade gliomas, as proof of concept evaluation that the pipeline can be extended in clinical settings. v Università degli Studi di Padova Sommario Scuola di Dottorato in Ingegneria dell’Informazione Acquisizioni simultanee PET/MR per lo studio della connettività: metodi quantitativi in ambito clinico di Ing. -
Freesurfer Tutorial
FreeSurfer Tutorial FreeSurfer is brought to you by the Martinos Center for Biomedical Imaging supported by NCRR/P41RR14075, Massachusetts General Hospital, Boston, MA USA 2008-06-01 20:47 1 FreeSurfer Tutorial Table of Contents Section Page Overview and course outline 3 Inspection of Freesurfer output 5 Troubleshooting your output 22 Fixing a bad skull strip 26 Making edits to the white matter 34 Correcting pial surfaces 46 Using control points to fix intensity normalization 50 Talairach registration 55 recon-all: morphometry and reconstruction 69 recon-all: process flow table 97 QDEC Group analysis 100 Group analysis: average subject, design matrix, mri_glmfit 125 Group analysis: visualization and inspection 149 Integrating FreeSurfer and FSL's FEAT 159 Exercise overview 172 Tkmedit reference 176 Tksurfer reference 211 Glossary 227 References 229 Acknowledgments 238 2008-06-01 20:47 2 top FreeSurfer Slides 1. Introduction to Freesurfer - Bruce Fischl 2. Anatomical Analysis with Freesurfer - Doug Greve 3. Surface-based Group Analysis - Doug Greve 4. Applying FreeSurfer Tools to FSL fMRI Analysis - Doug Greve FreeSurfer Tutorial Overview The FreeSurfer tools deal with two main types of data: volumetric data volumes of voxels and surface data polygons that tile a surface. This tutorial should familiarize you with FreeSurfer’s volume and surface processing streams, the recommended workflow to execute these, and many of their component tools. The tutorial also describes some of FreeSurfer's tools for registering volumetric datasets, performing group analysis on morphology data, and integrating FSL Feat output with FreeSurfer overlaying color coded parametric maps onto the cortical surface and visualizing plotted results. -
Confrontsred Tape
IPS: THE MENTAL HEALTH SERVICES CONFERENCE Oct. 8-11, 2015 • New York City When Good Care Confronts Red Tape Navigating the System for Our Patients and Our Practice New York, NY | Sheraton New York Times Square POSTER SESSION OCTOBER 09, 2015 POSTER SESSION 1 P1- 1 ANGIOEDEMA DUE TO POTENTIATING EFFECTS OF RITONIVIR ON RISPERIDONE: CASE REPORT Lead Author: Luisa S. Gonzalez, M.D. Co-Author(s): David A. Kasle MSIII Kavita Kothari M.D. SUMMARY: For many drugs, the liver is the principal site of its metabolism. The most important enzyme system of phase I metabolism is the cytochrome P-450 (CYP450). Ritonavir, a protease inhibitor used for the treatment of human immunodeficiency virus (HIV) infection and acquired immunodeficiency syndrome (AIDS), has been shown to be a potent inhibitor of the (CYP450) 3A and 2D6 isozymes. This inhibition increases the chance for potential drug-drug interactions with compounds that are metabolized by these isoforms. Risperidone, a second generation atypical antipsychotic, is metabolized to a significant extent by the (CYP450) 2D6, and to a lesser extent 3A4. Ritonavir and risperidone can both cause serious, and even life threatening, side effects. An example of one such rare side effect is angioedema which is characterized by edema of the deep dermal and subcutaneous tissues. Here we present three cases of patients residing in a nursing home setting, diagnosed with HIV/AIDS and comorbid psychiatric illness. These patients were all on antiretroviral medications such as ritonavir, and all later presented with varying degrees of edema after long term use of risperidone. We aim to bring to awareness the potential for ritonavir inhibiting the metabolism of risperidone, thus leading to an increased incidence of angioedema in these patients. -
Medical Image Processing Software
Wohlers Report 2018 Medical Image Processing Software Medical image Patient-specific medical devices and anatomical models are almost always produced using radiological imaging data. Medical image processing processing software is used to translate between radiology file formats and various software AM file formats. Theoretically, any volumetric radiological imaging dataset by Andy Christensen could be used to create these devices and models. However, without high- and Nicole Wake quality medical image data, the output from AM can be less than ideal. In this field, the old adage of “garbage in, garbage out” definitely applies. Due to the relative ease of image post-processing, computed tomography (CT) is the usual method for imaging bone structures and contrast- enhanced vasculature. In the dental field and for oral- and maxillofacial surgery, in-office cone-beam computed tomography (CBCT) has become popular. Another popular imaging technique that can be used to create anatomical models is magnetic resonance imaging (MRI). MRI is less useful for bone imaging, but its excellent soft tissue contrast makes it useful for soft tissue structures, solid organs, and cancerous lesions. Computed tomography: CT uses many X-ray projections through a subject to computationally reconstruct a cross-sectional image. As with traditional 2D X-ray imaging, a narrow X-ray beam is directed to pass through the subject and project onto an opposing detector. To create a cross-sectional image, the X-ray source and detector rotate around a stationary subject and acquire images at a number of angles. An image of the cross-section is then computed from these projections in a post-processing step. -
Avizo Software for Industrial Inspection
Avizo Software for Industrial Inspection Digital inspection and materials analysis Digital workflow Thermo Scientific™ Avizo™ Software provides a comprehensive set of tools addressing the whole research-to-production cycle: from materials research in off-line labs to automated quality control in production environments. 3D image data acquisition Whatever the part or material you need to inspect, using © RX Solutions X-ray CT, radiography, or microscopy, Avizo Software is the solution of choice for materials characterization and defect Image processing detection in a wide range of areas (additive manufacturing, aerospace, automotive, casting, electronics, food, manufacturing) and for many types of materials (fibrous, porous, metals and alloys, ceramics, composites and polymers). Avizo Software also provides dimensional metrology with Visual inspection Dimensional metrology Material characterization advanced measurements; an extensive set of programmable & defect analysis automated analysis workflows (recipes); reporting and traceability; actual/nominal comparison by integrating CAD models; and a fully automated in-line inspection framework. With Avizo Software, reduce your design cycle, inspection times, and meet higher-level quality standards at a lower cost. + Creation and automation of inspection and analysis workflows + Full in-line integration Reporting & traceability On the cover: Porosity analysis and dimensional metrology on compressor housing. Data courtesy of CyXplus 2 3 Avizo Software for Industrial Inspection Learn more at thermofisher.com/amira-avizo Integrating expertise acquired over more than 10 years and developed in collaboration with major industrial partners in the aerospace, Porosity analysis automotive, and consumer goods industries, Avizo Software allows Imaging techniques such as CT, FIB-SEM, SEM, and TEM, allow detection of structural defects in the to visualize, analyze, measure and inspect parts and materials. -
Respiratory Adaptation to Climate in Modern Humans and Upper Palaeolithic Individuals from Sungir and Mladeč Ekaterina Stansfeld1*, Philipp Mitteroecker1, Sergey Y
www.nature.com/scientificreports OPEN Respiratory adaptation to climate in modern humans and Upper Palaeolithic individuals from Sungir and Mladeč Ekaterina Stansfeld1*, Philipp Mitteroecker1, Sergey Y. Vasilyev2, Sergey Vasilyev3 & Lauren N. Butaric4 As our human ancestors migrated into Eurasia, they faced a considerably harsher climate, but the extent to which human cranial morphology has adapted to this climate is still debated. In particular, it remains unclear when such facial adaptations arose in human populations. Here, we explore climate-associated features of face shape in a worldwide modern human sample using 3D geometric morphometrics and a novel application of reduced rank regression. Based on these data, we assess climate adaptations in two crucial Upper Palaeolithic human fossils, Sungir and Mladeč, associated with a boreal-to-temperate climate. We found several aspects of facial shape, especially the relative dimensions of the external nose, internal nose and maxillary sinuses, that are strongly associated with temperature and humidity, even after accounting for autocorrelation due to geographical proximity of populations. For these features, both fossils revealed adaptations to a dry environment, with Sungir being strongly associated with cold temperatures and Mladeč with warm-to-hot temperatures. These results suggest relatively quick adaptative rates of facial morphology in Upper Palaeolithic Europe. Te presence and the nature of climate adaptation in modern humans is a highly debated question, and not much is known about the speed with which these adaptations emerge. Previous studies demonstrated that the facial morphology of recent modern human groups has likely been infuenced by adaptation to cold and dry climates1–9. Although the age and rate of such adaptations have not been assessed, several lines of evidence indicate that early modern humans faced variable and sometimes harsh environments of the Marine Isotope Stage 3 (MIS3) as they settled in Europe 40,000 years BC 10. -
3D Medical Image Segmentation in Virtual Reality
3D Medical Image Segmentation in Virtual Reality Shea B. Yonker, Oleksandr O. Korshak, Timothy Hedstrom, Alexander Wu, Siddharth Atre, Jürgen P. Schulze University of California San Diego, La Jolla, CA Abstract inside, all by using their hands like they would in the real world. The possible achievements of accurate and intuitive 3D In fact, our application goes beyond simulating what one could image segmentation are endless. For our specific research, we do in the real world by allowing the user to reach into the data aim to give doctors around the world, regardless of their set as if it is a hologram. computer knowledge, a virtual reality (VR) 3D image Finally, to more particularly examine one aspect of the segmentation tool which allows medical professionals to better data, our program allows for segmentation of this 3D image. For visualize their patients' data sets, thus attaining the best humans, looking at an image and deciphering foreground vs. understanding of their respective conditions. background is in most cases trivial. Whereas for computers, it We implemented an intuitive virtual reality interface that can be one of the most difficult and computationally taxing can accurately display MRI and CT scans and quickly and problems. For this reason, we will introduce several precisely segment 3D images, offering two different segmentation solutions, each of which is tailored to a specific segmentation algorithms. Simply put, our application must be application of medical imaging. able to fit into even the most busy and practiced physicians' workdays while providing them with a new tool, the likes of Related Work which they have never seen before. -
A Novel Mricompatible Brain Ventricle Phantom for Validation of Segmentation and Volumetry Methods
CME JOURNAL OF MAGNETIC RESONANCE IMAGING 36:476–482 (2012) Original Research A Novel MRI-Compatible Brain Ventricle Phantom for Validation of Segmentation and Volumetry Methods Amanda F. Khan, MSc,1,2 John J. Drozd, PhD,2 Robert K. Moreland, MSc,2,3 Robert M. Ta, MSc,1,2 Michael J. Borrie, MB ChB,3,4 Robert Bartha, PhD1,2* and the Alzheimer’s Disease Neuroimaging Initiative Purpose: To create a standardized, MRI-compatible, life- Conclusion: The phantom represents a simple, realistic sized phantom of the brain ventricles to evaluate ventricle and objective method to test the accuracy of lateral ventri- segmentation methods using T1-weighted MRI. An objec- cle segmentation methods and we project it can be tive phantom is needed to test the many different segmen- extended to other anatomical structures. tation programs currently used to measure ventricle vol- Key Words: 3T; brain phantom; MRI; ventricle; software umes in patients with Alzheimer’s disease. validation; segmentation Materials and Methods: A ventricle model was con- J. Magn. Reson. Imaging 2012;36:476–482. structed from polycarbonate using a digital mesh of the VC 2012 Wiley Periodicals, Inc. ventricles created from the 3 Tesla (T) MRI of a subject with Alzheimer’s disease. The ventricle was placed in a brain mold and surrounded with material composed of VOLUMETRY HAS DEMONSTRATED that large mor- 2% agar in water, 0.01% NaCl and 0.0375 mM gadopente- phological changes occur in the brain during the tate dimeglumine to match the signal intensity properties course of Alzheimer’s disease (AD) (1). In particular, of brain tissue in 3T T -weighted MRI. -
Official Program
OFFICIAL PROGRAM ___________________________________________________________________ Generously Sponsored by: TABLE OF CONTENTS SCHEDULE 3 KEYNOTE SPEAKERS 5 BREAKOUT SESSIONS 7 ORAL PRESENTATIONS 11 POSTER SESSION 1 (ORGANIZED BY POSTER NUMBER) 13 POSTER SESSION 2 (ORGANIZED BY POSTER NUMBER) 16 ABSTRACTS – ORAL PRESENTATIONS 19 ABSTRACTS – POSTER SESSION 1 44 ABSTRACTS – POSTER SESSION 2 91 SEMSS ORGANIZING COMMITTEE 135 LIGHT HALL & CAMPUS MAPS 136 SEMSS encourages open and honest intellectual debate as part of a welcoming and inclusive atmosphere at every conference. SEMSS asks each participant to foster rigorous analysis of all science presented or discussed in a manner respectful to all conferees. To help maintain an open and respectful community of scientists, SEMSS does not tolerate illegal or inappropriate behavior at any conference site, including violations of applicable laws pertaining to sale or consumption of alcohol, destruction of property, or harassment of any kind, including sexual harassment. SEMSS condemns inappropriate or suggestive acts or comments that demean another person by reason of his or her gender, gender identity or expression, race, religion, ethnicity, age or disability or that are unwelcome or offensive to other members of the community or their guests. * *Adapted from the language of Gordon Research Conferences 2 SEMSS 2018 SCHEDULE SATURDAY, NOVEMEBER 10, 2018 _____________________________________________________________________________________ REGISTRATION 12:30 – 1:00 PM Location: Light Hall, North