Automated volume measurements in echocardiography by utilizing expert knowledge

Left ventricular (LV) volumes and ejection fraction (EF) are important parameters for diagnosis, prognosis, and treatment planning in patients with heart disease. These parameters are commonly measured by manual tracing in echocardiographic images, a procedure that is time consuming, prone to inter- and intra-observer variability, and require highly trained operators. This is particularly the case in three-dimensional (3D) echocardiography, where the increased amount of data makes manual tracing impractical. Automated methods for measuring LV volumes and EF can therefore improve efficiency and accuracy of echocardiographic examinations, giving better diagnosis at a lower cost. The main goal of this thesis was to improve the efficiency and quality of cardiac measurements. More specifically, the goal was to develop rapid and accurate methods that utilize expert knowledge for automated evaluation of cardiac function in echocardiography. The thesis presents several methods for automated volume and EF measurements in echocardiographic data. For two-dimensional (2D) echocardiography, an atlas based segmentation algorithm is presented in paper A. This method utilizes manually traced endocardial contours in a validated case database to control a snake optimized by dynamic programming. The challenge with this approach is to find the most optimal case in the database. More promising results are achieved in triplane echocardiography using a multiview and multi-frame extension to the active appearance model (AAM) framework, as demonstrated in paper B. The AAM generalizes better to new patient data and is based on more robust optimization schemes than the atlas-based method. In triplane images, the results of the AAM algorithm may be improved further by integrating a snake algorithm into the AAM framework and by constraining the AAM to manually defined landmarks, and this is shown in paper C. For 3D echocardiograms, a clinical semi-automated volume measurement tool with expert selected points is validated in paper D. This tool compares favorably to a reference measurement tool, with good agreement in measured volumes, and with a significantly lower analysis time. Finally, in paper E, fully automated real-time segmentation in 3D echocardiography is demonstrated using a 3D active shape model (ASM) of the left ventricle in a Kalman filter framework. The main advantage of this approach is its processing performance, allowing for real-time volume and EF estimates. Statistical models such as AAMs and ASMs provide elegant frameworks for incorporating expert knowledge into segmentation algorithms. Expert knowledge can also be utilized directly through manual input to semi-automated methods, allowing for manual initialization and correction of automatically determined volumes. The latter technique is particularly suitable for clinical routine examinations, while the fully automated 3D ASM method can extend the use of echocardiography to new clinical areas such as automated patient monitoring. In this thesis, different methods for utilizing expert knowledge in automated segmentation algorithms for echocardiography have been developed and evaluated. Particularly in 3D echocardiography, these contributions are expected to improve efficiency and quality of cardiac measurements

Semi-automated quantification of left ventricular volumes and ejection fraction by real-time three-dimensional echocardiography

<p>Abstract</p> <p>Background</p> <p>Recent studies have shown that real-time three-dimensional (3D) echocardiography (RT3DE) gives more accurate and reproducible left ventricular (LV) volume and ejection fraction (EF) measurements than traditional two-dimensional methods. A new semi-automated tool (4DLVQ) for volume measurements in RT3DE has been developed. We sought to evaluate the accuracy and repeatability of this method compared to a 3D echo standard.</p> <p>Methods</p> <p>LV end-diastolic volumes (EDV), end-systolic volumes (ESV), and EF measured using 4DLVQ were compared with a commercially available semi-automated analysis tool (TomTec 4D LV-Analysis ver. 2.2) in 35 patients. Repeated measurements were performed to investigate inter- and intra-observer variability.</p> <p>Results</p> <p>Average analysis time of the new tool was 141s, significantly shorter than 261s using TomTec (<it>p </it>< 0.001). Bland Altman analysis revealed high agreement of measured EDV, ESV, and EF compared to TomTec (<it>p </it>= <it>NS</it>), with bias and 95% limits of agreement of 2.1 ± 21 ml, -0.88 ± 17 ml, and 1.6 ± 11% for EDV, ESV, and EF respectively. Intra-observer variability of 4DLVQ vs. TomTec was 7.5 ± 6.2 ml vs. 7.7 ± 7.3 ml for EDV, 5.5 ± 5.6 ml vs. 5.0 ± 5.9 ml for ESV, and 3.0 ± 2.7% vs. 2.1 ± 2.0% for EF (<it>p </it>= <it>NS</it>). The inter-observer variability of 4DLVQ vs. TomTec was 9.0 ± 5.9 ml vs. 17 ± 6.3 ml for EDV (<it>p </it>< 0.05), 5.0 ± 3.6 ml vs. 12 ± 7.7 ml for ESV (<it>p </it>< 0.05), and 2.7 ± 2.8% vs. 3.0 ± 2.1% for EF (<it>p </it>= <it>NS</it>).</p> <p>Conclusion</p> <p>In conclusion, the new analysis tool gives rapid and reproducible measurements of LV volumes and EF, with good agreement compared to another RT3DE volume quantification tool.</p

Three-dimensional echocardiography using single-heartbeat modality decreases variability in measuring left ventricular volumes and function in comparison to four-beat technique in atrial fibrillation

BACKGROUND: Three dimensional echocardiography (3DE) approaches the accuracy of cardiac magnetic resonance in measuring left ventricular (LV) volumes and ejection fraction (EF). The multibeat modality in comparison to single-beat (SB) requires breath-hold technique and regular heart rhythm which could limit the use of this technique in patients with atrial fibrillation (AF) due to stitching artifact. The study aimed to investigate whether SB full volume 3DE acquisition reduces inter- and intraobserver variability in assessment of LV volumes and EF in comparison to four-beat (4B) ECG-gated full volume 3DE recording in patients with AF. METHODS: A total of 78 patients were included in this study. Fifty-five with sinus rhythm (group A) and 23 having AF (group B). 4B and SB 3DE was performed in all patients. LV volumes and EF was determined by these two modalities and inter- and intraobserver variability was analyzed. RESULTS: SB modality showed significantly lower inter- and intraobserver variability in group B in comparison to 4B when measuring LV volumes and EF, except for end-systolic volume (ESV) in intraobserver analysis. There were significant differences when calculating the LV volumes (p<0.001) and EF (p<0.05) with SB in comparison to 4B in group B. CONCLUSION: Single-beat three-dimensional full volume acquisition seems to be superior to four-beat ECG-gated acquisition in measuring left ventricular volumes and ejection fraction in patients having atrial fibrillation. The variability is significantly lower both for ejection fraction and left ventricular volumes

Atlas construction and image analysis using statistical cardiac models

International audienceThis paper presents a brief overview of current trends in the construction of population and multi-modal heart atlases in our group and their application to atlas-based cardiac image analysis. The technical challenges around the construction of these atlases are organized around two main axes: groupwise image registration of anatomical, motion and fiber images and construction of statistical shape models. Application-wise, this paper focuses on the extraction of atlas-based biomarkers for the detection of local shape or motion abnormalities, addressing several cardiac applications where the extracted information is used to study and grade different pathologies. The paper is concluded with a discussion about the role of statistical atlases in the integration of multiple information sources and the potential this can bring to in-silico simulations

Sponsring av idrott : en empirisk studie om interaktionen mellan företag och elitidrott ur ett företagsperspektiv

Validerat; 20101217 (root

Sponsring av idrott : en empirisk studie om interaktionen mellan företag och elitidrott ur ett företagsperspektiv

Validerat; 20101217 (root

Kända ansikten utåt : en empirisk studie om företags användande av celebriteter som talesmän

Validerat; 20101217 (root