Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization最新文献

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Segmentation of phase contrast microscopy images based on multi-scale local Basic Image Features histograms. 基于多尺度局部基本图像特征直方图的相衬显微镜图像分割。
IF 1.3
Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization Pub Date : 2017-09-03 Epub Date: 2017-04-07 DOI: 10.1080/21681163.2015.1016243
N Jaccard, N Szita, L D Griffin
{"title":"Segmentation of phase contrast microscopy images based on multi-scale local Basic Image Features histograms.","authors":"N Jaccard, N Szita, L D Griffin","doi":"10.1080/21681163.2015.1016243","DOIUrl":"10.1080/21681163.2015.1016243","url":null,"abstract":"<p><p>Phase contrast microscopy (PCM) is routinely used for the inspection of adherent cell cultures in all fields of biology and biomedicine. Key decisions for experimental protocols are often taken by an operator based on typically qualitative observations. However, automated processing and analysis of PCM images remain challenging due to the low contrast between foreground objects (cells) and background as well as various imaging artefacts. We propose a trainable pixel-wise segmentation approach whereby image structures and symmetries are encoded in the form of multi-scale Basic Image Features local histograms, and classification of them is learned by random decision trees. This approach was validated for segmentation of cell versus background, and discrimination between two different cell types. Performance close to that of state-of-the-art specialised algorithms was achieved despite the general nature of the method. The low processing time ( < 4 s per 1280 × 960 pixel images) is suitable for batch processing of experimental data as well as for interactive segmentation applications.</p>","PeriodicalId":51800,"journal":{"name":"Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization","volume":"5 5","pages":"359-367"},"PeriodicalIF":1.3,"publicationDate":"2017-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5526147/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"35327652","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Patient-specific coronary blood supply territories for quantitative perfusion analysis. 定量灌注分析患者特定冠状动脉血供区域。
IF 1.3
Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization Pub Date : 2016-07-13 eCollection Date: 2018-01-01 DOI: 10.1080/21681163.2016.1192003
Constantine Zakkaroff, John D Biglands, John P Greenwood, Sven Plein, Roger D Boyle, Aleksandra Radjenovic, Derek R Magee
{"title":"Patient-specific coronary blood supply territories for quantitative perfusion analysis.","authors":"Constantine Zakkaroff, John D Biglands, John P Greenwood, Sven Plein, Roger D Boyle, Aleksandra Radjenovic, Derek R Magee","doi":"10.1080/21681163.2016.1192003","DOIUrl":"10.1080/21681163.2016.1192003","url":null,"abstract":"<p><p>Myocardial perfusion imaging, coupled with quantitative perfusion analysis, provides an important diagnostic tool for the identification of ischaemic heart disease caused by coronary stenoses. The accurate mapping between coronary anatomy and under-perfused areas of the myocardium is important for diagnosis and treatment. However, in the absence of the actual coronary anatomy during the reporting of perfusion images, areas of ischaemia are allocated to a coronary territory based on a population-derived 17-segment (American Heart Association) AHA model of coronary blood supply. This work presents a solution for the fusion of 2D Magnetic Resonance (MR) myocardial perfusion images and 3D MR angiography data with the aim to improve the detection of ischaemic heart disease. The key contribution of this work is a novel method for the mediated spatiotemporal registration of perfusion and angiography data and a novel method for the calculation of patient-specific coronary supply territories. The registration method uses 4D cardiac MR cine series spanning the complete cardiac cycle in order to overcome the under-constrained nature of non-rigid slice-to-volume perfusion-to-angiography registration. This is achieved by separating out the deformable registration problem and solving it through phase-to-phase registration of the cine series. The use of patient-specific blood supply territories in quantitative perfusion analysis (instead of the population-based model of coronary blood supply) has the potential of increasing the accuracy of perfusion analysis. Quantitative perfusion analysis diagnostic accuracy evaluation with patient-specific territories against the AHA model demonstrates the value of the mediated spatiotemporal registration in the context of ischaemic heart disease diagnosis.</p>","PeriodicalId":51800,"journal":{"name":"Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization","volume":"6 2","pages":"137-154"},"PeriodicalIF":1.3,"publicationDate":"2016-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5774224/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"35786432","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Pixel-based meshfree modelling of skeletal muscles. 基于像素的骨骼肌无网格建模。
IF 1.6
Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization Pub Date : 2016-01-01 Epub Date: 2015-06-24 DOI: 10.1080/21681163.2015.1049712
Jiun-Shyan Chen, Ramya Rao Basava, Yantao Zhang, Robert Csapo, Vadim Malis, Usha Sinha, John Hodgson, Shantanu Sinha
{"title":"Pixel-based meshfree modelling of skeletal muscles.","authors":"Jiun-Shyan Chen,&nbsp;Ramya Rao Basava,&nbsp;Yantao Zhang,&nbsp;Robert Csapo,&nbsp;Vadim Malis,&nbsp;Usha Sinha,&nbsp;John Hodgson,&nbsp;Shantanu Sinha","doi":"10.1080/21681163.2015.1049712","DOIUrl":"https://doi.org/10.1080/21681163.2015.1049712","url":null,"abstract":"<p><p>This paper introduces the meshfree Reproducing Kernel Particle Method (RKPM) for 3D image-based modeling of skeletal muscles. This approach allows for construction of simulation model based on pixel data obtained from medical images. The material properties and muscle fiber direction obtained from Diffusion Tensor Imaging (DTI) are input at each pixel point. The reproducing kernel (RK) approximation allows a representation of material heterogeneity with smooth transition. A multiphase multichannel level set based segmentation framework is adopted for individual muscle segmentation using Magnetic Resonance Images (MRI) and DTI. The application of the proposed methods for modeling the human lower leg is demonstrated.</p>","PeriodicalId":51800,"journal":{"name":"Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization","volume":"4 2","pages":"73-85"},"PeriodicalIF":1.6,"publicationDate":"2016-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1080/21681163.2015.1049712","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"35201814","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 19
A High-resolution Atlas and Statistical Model of the Vocal Tract from Structural MRI. 结构MRI的声道高分辨率图谱和统计模型。
IF 1.6
Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization Pub Date : 2015-01-01 DOI: 10.1080/21681163.2014.933679
Jonghye Woo, Junghoon Lee, Emi Z Murano, Fangxu Xing, Meena Al-Talib, Maureen Stone, Jerry L Prince
{"title":"A High-resolution Atlas and Statistical Model of the Vocal Tract from Structural MRI.","authors":"Jonghye Woo,&nbsp;Junghoon Lee,&nbsp;Emi Z Murano,&nbsp;Fangxu Xing,&nbsp;Meena Al-Talib,&nbsp;Maureen Stone,&nbsp;Jerry L Prince","doi":"10.1080/21681163.2014.933679","DOIUrl":"https://doi.org/10.1080/21681163.2014.933679","url":null,"abstract":"<p><p>Magnetic resonance imaging (MRI) is an essential tool in the study of muscle anatomy and functional activity in the tongue. Objective assessment of similarities and differences in tongue structure and function has been performed using unnormalized data, but this is biased by the differences in size, shape, and orientation of the structures. To remedy this, we propose a methodology to build a 3D vocal tract atlas based on structural MRI volumes from twenty normal subjects. We first constructed high-resolution volumes from three orthogonal stacks. We then removed extraneous data so that all 3D volumes contained the same anatomy. We used an unbiased diffeomorphic groupwise registration using a cross-correlation similarity metric. Principal component analysis was applied to the deformation fields to create a statistical model from the atlas. Various evaluations and applications were carried out to show the behaviour and utility of the atlas.</p>","PeriodicalId":51800,"journal":{"name":"Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization","volume":"3 1","pages":"47-60"},"PeriodicalIF":1.6,"publicationDate":"2015-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1080/21681163.2014.933679","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"33393795","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 32
Patterns of variance in /s/ during normal and glossectomy speech. 正常语言和舌切除语言中/s/的变化模式。
IF 1.6
Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization Pub Date : 2014-12-01 DOI: 10.1080/21681163.2013.837841
Maureen Stone, Jonghye Woo, Jiachen Zhuo, Hegang Chen, Jerry L Prince
{"title":"Patterns of variance in /s/ during normal and glossectomy speech.","authors":"Maureen Stone,&nbsp;Jonghye Woo,&nbsp;Jiachen Zhuo,&nbsp;Hegang Chen,&nbsp;Jerry L Prince","doi":"10.1080/21681163.2013.837841","DOIUrl":"https://doi.org/10.1080/21681163.2013.837841","url":null,"abstract":"<p><p>The production of speech includes considerable variability in speech gestures despite our perception of very repeatable sounds. Variability is seen in vocal tract shapes and tongue contours when different speakers produce the same sound. This study asks whether internal tongue motion patterns for a specific sound are similar across subjects, or whether they indicate multiple gestures. There are two variants of the sound /s/, which may produce two gestures, or may represent a multitude of gestures. The first goal of this paper is to quantify internal tongue differences between these allophones in normal speakers. The second goal is to test how these differences are affected by subjects expected to have different speech gestures: normal controls and subjects who have had tongue cancer surgery. The study uses tagged MRI to capture midsagittal tongue motion patterns and Principal Components Analyses to identify patterns of variability that define subject groups and /s/-types. Results showed no motion differences between apical and laminal controls in either the tongue tip or whole-tongue. These results did not support unique tongue behaviours for apical and laminal /s/. The apical patients, however, differed from all other speakers and were quite uniform as a group. They had no elevation and considerable downward/backward motion of the tongue tip. This was consistent with difficulty maintaining the tip-blade region at the proper distance from the palate.</p>","PeriodicalId":51800,"journal":{"name":"Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization","volume":"2 4","pages":"197-207"},"PeriodicalIF":1.6,"publicationDate":"2014-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1080/21681163.2013.837841","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"32742490","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Spatial and frequency-based super-resolution of ultrasound images. 基于空间和频率的超分辨率超声图像。
IF 1.6
Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization Pub Date : 2014-07-01 DOI: 10.1080/21681163.2013.866525
Mon-Ju Wu, Joseph Karls, Sarah Duenwald-Kuehl, Ray Vanderby, William Sethares
{"title":"Spatial and frequency-based super-resolution of ultrasound images.","authors":"Mon-Ju Wu,&nbsp;Joseph Karls,&nbsp;Sarah Duenwald-Kuehl,&nbsp;Ray Vanderby,&nbsp;William Sethares","doi":"10.1080/21681163.2013.866525","DOIUrl":"https://doi.org/10.1080/21681163.2013.866525","url":null,"abstract":"<p><p>Modern ultrasound systems can output video images containing more spatial and temporal information than still images. Super-resolution techniques can exploit additional information but face two challenges: image registration and complex motion. In addition, information from multiple available frequencies is unexploited. Herein, we utilised these information sources to create better ultrasound images and videos, extending existing technologies for image capture. Spatial and frequency-based super-resolution processing using multiple motion estimation and frequency combination was applied to ultrasound videos of deforming models. Processed images are larger, have greater clarity and detail, and less variability in intensity between frames. Significantly, strain measurements are more accurate and precise than those from raw videos, and have a higher contrast ratio between 'tumour' and 'surrounding tissue' in a phantom model. We attribute improvements to reduced noise and increased resolution in processed images. Our methods can significantly improve quantitative and qualitative assessments of ultrasound images when compared assessments of standard images.</p>","PeriodicalId":51800,"journal":{"name":"Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization","volume":"2 3","pages":"146-156"},"PeriodicalIF":1.6,"publicationDate":"2014-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1080/21681163.2013.866525","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"32643220","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
A Novel Colon Wall Flattening Model for Computed Tomographic Colonography: Method and Validation. 一种用于计算机断层结肠镜检查的新型结肠壁平坦化模型:方法与验证。
IF 1.6
Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization Pub Date : 2014-01-01 DOI: 10.1007/978-3-319-03590-1_1
Huafeng Wang, Yuexi Chen, Lihong Li, Haixia Pan, Xianfeng Gu, Zhengrong Liang
{"title":"A Novel Colon Wall Flattening Model for Computed Tomographic Colonography: Method and Validation.","authors":"Huafeng Wang,&nbsp;Yuexi Chen,&nbsp;Lihong Li,&nbsp;Haixia Pan,&nbsp;Xianfeng Gu,&nbsp;Zhengrong Liang","doi":"10.1007/978-3-319-03590-1_1","DOIUrl":"https://doi.org/10.1007/978-3-319-03590-1_1","url":null,"abstract":"<p><p>Computed tomographic colonography (CTC) has been developed for screening of colon cancer. Flattening the three-dimensional (3D) colon wall into two-dimensional (2D) image is believed to (1) provide supplementary information to the endoscopic views and further (2) facilitate colon registration, taniae coli (TC) detection, and haustral fold segmentation. Though the previously-used conformal mapping-based flattening methods can preserve the angular geometry, they have the limitations in providing accurate information of the 3D inner colon wall due to the lack of undulating topography. In this paper, we present a novel colon-wall flattening method using a strategy of 2.5D approach. Coupling with the conformal flattening model, the presented new approach builds an elevation distance map to depict the neighborhood characteristics of the inner colon wall. We validated the new method via two CTC applications: TC detection and haustral fold segmentation. Experimental results demonstrated the effectiveness of our strategy for CTC studies.</p>","PeriodicalId":51800,"journal":{"name":"Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization","volume":"13 ","pages":"1-14"},"PeriodicalIF":1.6,"publicationDate":"2014-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/978-3-319-03590-1_1","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"33020869","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Speech function of the oropharyngeal isthmus: A modeling study. 口咽峡语言功能的模型研究。
IF 1.6
Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization Pub Date : 2014-01-01 DOI: 10.1080/21681163.2013.851627
Bryan Gick, Peter Anderson, Hui Chen, Chenhao Chiu, Ho Beom Kwon, Ian Stavness, Ling Tsou, Sidney Fels
{"title":"Speech function of the oropharyngeal isthmus: A modeling study.","authors":"Bryan Gick,&nbsp;Peter Anderson,&nbsp;Hui Chen,&nbsp;Chenhao Chiu,&nbsp;Ho Beom Kwon,&nbsp;Ian Stavness,&nbsp;Ling Tsou,&nbsp;Sidney Fels","doi":"10.1080/21681163.2013.851627","DOIUrl":"https://doi.org/10.1080/21681163.2013.851627","url":null,"abstract":"<p><p>A finite element method (FEM) based numerical model of upper airway structures (jaw, tongue, maxilla, soft palate) was implemented to observe interactions between the soft palate and tongue, and in particular to distinguish the contributions of individual muscles in producing speech-relevant constrictions of the oropharyngeal isthmus (OPI), or \"uvular\" region of the oral tract. Simulations revealed a sphincter-like general operation for the OPI, particularly with regard to the function of the palatoglossus muscle. Further, as has been observed with the lips, the OPI can be controlled by multiple distinct muscular mechanisms, each reliably producing a different sized opening and robust to activation noise, suggestive of a modular view of speech motor control. As off-midline structures of the OPI are difficult to observe during speech production, biomechanical simulation offers a promising approach to studying these structures.</p>","PeriodicalId":51800,"journal":{"name":"Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization","volume":"2 4","pages":"217-222"},"PeriodicalIF":1.6,"publicationDate":"2014-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1080/21681163.2013.851627","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"33362177","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 28
Visualizing Hyolaryngeal Mechanics in Swallowing Using Dynamic MRI. 用动态MRI观察吞咽时的咽力学。
IF 1.6
Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization Pub Date : 2013-10-29 DOI: 10.1080/21681163.2013.846231
William G Pearson, Ann C Zumwalt
{"title":"Visualizing Hyolaryngeal Mechanics in Swallowing Using Dynamic MRI.","authors":"William G Pearson,&nbsp;Ann C Zumwalt","doi":"10.1080/21681163.2013.846231","DOIUrl":"https://doi.org/10.1080/21681163.2013.846231","url":null,"abstract":"<p><strong>Introduction: </strong>Coordinates of anatomical landmarks are captured using dynamic MRI to explore whether a proposed two-sling mechanism underlies hyolaryngeal elevation in pharyngeal swallowing. A principal components analysis (PCA) is applied to coordinates to determine the covariant function of the proposed mechanism.</p><p><strong>Methods: </strong>Dynamic MRI (dMRI) data were acquired from eleven healthy subjects during a repeated swallows task. Coordinates mapping the proposed mechanism are collected from each dynamic (frame) of a dynamic MRI swallowing series of a randomly selected subject in order to demonstrate shape changes in a single subject. Coordinates representing minimum and maximum hyolaryngeal elevation of all 11 subjects were also mapped to demonstrate shape changes of the system among all subjects. MophoJ software was used to perform PCA and determine vectors of shape change (eigenvectors) for elements of the two-sling mechanism of hyolaryngeal elevation.</p><p><strong>Results: </strong>For both single subject and group PCAs, hyolaryngeal elevation accounted for the first principal component of variation. For the single subject PCA, the first principal component accounted for 81.5% of the variance. For the between subjects PCA, the first principal component accounted for 58.5% of the variance. Eigenvectors and shape changes associated with this first principal component are reported.</p><p><strong>Discussion: </strong>Eigenvectors indicate that two-muscle slings and associated skeletal elements function as components of a covariant mechanism to elevate the hyolaryngeal complex. Morphological analysis is useful to model shape changes in the two-sling mechanism of hyolaryngeal elevation.</p>","PeriodicalId":51800,"journal":{"name":"Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization","volume":" ","pages":""},"PeriodicalIF":1.6,"publicationDate":"2013-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1080/21681163.2013.846231","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"32559467","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 25
Interactive Exploration of Medical Data Sets 医疗数据集的交互式探索
IF 1.6
H. Muller, K. Zatloukal, M. Streit, D. Schmalstieg
{"title":"Interactive Exploration of Medical Data Sets","authors":"H. Muller, K. Zatloukal, M. Streit, D. Schmalstieg","doi":"10.1109/MEDIVIS.2008.13","DOIUrl":"https://doi.org/10.1109/MEDIVIS.2008.13","url":null,"abstract":"This paper describes an interactive data exploration system for molecular and clinical data in the field of personalized medicine. It addresses the essential but to date unsolved problem of how to identify connections between genetic variants and their corresponding diseases or the response to certain drugs and treatments, respectively. It is therefore necessary to connect genetic with clinical data in order to categorize specific subgroups of patients with certain disease features. The huge amount of data provided by molecular analytical methods (e.g. data on genetic alterations, proteomic or metabolomic data) can only be analyzed by applying statistical methods and bioinformatics. However, even standard methods of statistics and bioinformatics fail when the data is inhomogeneous - as is the case with clinical data - and when data structures are obscured by noise and dominant patterns. The structure of large medical data sets is made visible by using so called object- and attribute-glyphs, which can be arranged in a two dimensional space and synchronized with a set of visualization views.","PeriodicalId":51800,"journal":{"name":"Computer Methods in Biomechanics and Biomedical Engineering-Imaging and Visualization","volume":"10 1","pages":"29-35"},"PeriodicalIF":1.6,"publicationDate":"2008-07-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87363448","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
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