16 results on '"Fung, Kenneth"'
Search Results
2. Myocardial Strain Measured by Cardiac Magnetic Resonance Predicts Cardiovascular Morbidity and Death.
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Chadalavada, Sucharitha, Fung, Kenneth, Rauseo, Elisa, Lee, Aaron M., Khanji, Mohammed Y., Amir-Khalili, Alborz, Paiva, Jose, Naderi, Hafiz, Banik, Shantanu, Chirvasa, Mihaela, Jensen, Magnus T., Aung, Nay, and Petersen, Steffen E.
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CARDIAC magnetic resonance imaging , *HEART failure , *MYOCARDIAL infarction , *PROGNOSIS , *STROKE ,CARDIOVASCULAR disease related mortality - Abstract
Myocardial strain using cardiac magnetic resonance (CMR) is a sensitive marker for predicting adverse outcomes in many cardiac disease states, but the prognostic value in the general population has not been studied conclusively. The goal of this study was to assess the independent prognostic value of CMR feature tracking (FT)—derived LV global longitudinal (GLS), circumferential (GCS), and radial strain (GRS) metrics in predicting adverse outcomes (heart failure, myocardial infarction, stroke, and death). Participants from the UK Biobank population imaging study were included. Univariable and multivariable Cox models were used for each outcome and each strain marker (GLS, GCS, GRS) separately. The multivariable models were tested with adjustment for prognostically important clinical features and conventional global LV imaging markers relevant for each outcome. Overall, 45,700 participants were included in the study (average age 65 ± 8 years), with a median follow-up period of 3 years. All univariable and multivariable models demonstrated that lower absolute GLS, GCS, and GRS were associated with increased incidence of heart failure, myocardial infarction, stroke, and death. All strain markers were independent predictors (incrementally above some respective conventional LV imaging markers) for the morbidity outcomes, but only GLS predicted death independently: (HR: 1.18; 95% CI: 1.07-1.30). In the general population, LV strain metrics derived using CMR-FT in radial, circumferential, and longitudinal directions are strongly and independently predictive of heart failure, myocardial infarction, and stroke, but only GLS is independently predictive of death in an adult population cohort. [ABSTRACT FROM AUTHOR]
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- 2024
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3. Quantitative CMR population imaging on 20,000 subjects of the UK Biobank imaging study: LV/RV quantification pipeline and its evaluation
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Attar, Rahman, Pereañez, Marco, Gooya, Ali, Albà, Xènia, Zhang, Le, de Vila, Milton Hoz, Lee, Aaron M., Aung, Nay, Lukaschuk, Elena, Sanghvi, Mihir M., Fung, Kenneth, Paiva, Jose Miguel, Piechnik, Stefan K., Neubauer, Stefan, Petersen, Steffen E., and Frangi, Alejandro F.
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- 2019
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4. Determinants of comorbid depression and anxiety postnatally: A longitudinal cohort study of Chinese-Canadian women
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Dennis, Cindy-Lee, Brown, Hilary K., Wanigaratne, Susitha, Vigod, Simone N., Grigoriadis, Sophie, Fung, Kenneth, Marini, Flavia, and Brennenstuhl, Sarah
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- 2018
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5. Personality disorders in Asians: Summary, and a call for cultural research
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Ryder, Andrew G., Sun, Jiahong, Dere, Jessica, and Fung, Kenneth
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- 2014
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6. Mitral Annular Disjunction Assessed Using CMR Imaging: Insights From the UK Biobank Population Study.
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Zugwitz, Dasa, Fung, Kenneth, Aung, Nay, Rauseo, Elisa, McCracken, Celeste, Cooper, Jackie, El Messaoudi, Saloua, Anderson, Robert H., Piechnik, Stefan K., Neubauer, Stefan, Petersen, Steffen E., and Nijveldt, Robin
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Mitral annular disjunction is the atrial displacement of the mural mitral valve leaflet hinge point within the atrioventricular junction. Said to be associated with malignant ventricular arrhythmias and sudden death, its prevalence in the general population is not known. The purpose of this study was to assess the frequency of occurrence and extent of mitral annular disjunction in a large population cohort. The authors assessed the cardiac magnetic resonance (CMR) images in 2,646 Caucasian subjects enrolled in the UK Biobank imaging study, measuring the length of disjunction at 4 points around the mitral annulus, assessing for presence of prolapse or billowing of the leaflets, and for curling motion of the inferolateral left ventricular wall. From 2,607 included participants, the authors found disjunction in 1,990 (76%) cases, most commonly at the anterior and inferior ventricular wall. The authors found inferolateral disjunction, reported as clinically important, in 134 (5%) cases. Prolapse was more frequent in subjects with disjunction (odds ratio [OR]: 2.5; P = 0.02), with positive associations found between systolic curling and disjunction at any site (OR: 3.6; P < 0.01), and systolic curling and prolapse (OR: 71.9; P < 0.01). This large-scale study shows that disjunction is a common finding when using CMR. Disjunction at the inferolateral ventricular wall, however, was rare. The authors found associations between disjunction and both prolapse and billowing of the mural mitral valve leaflet. These findings support the notion that only extensive inferolateral disjunction, when found, warrants consideration of further investigation, but disjunction elsewhere in the annulus should be considered a normal finding. [Display omitted] [ABSTRACT FROM AUTHOR]
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- 2022
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7. Report of the ACBS Task Force on the strategies and tactics of contextual behavioral science research.
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Hayes, Steven C., Merwin, Rhonda M., McHugh, Louise, Sandoz, Emily K., A-Tjak, Jacqueline G.L., Ruiz, Francisco J., Barnes-Holmes, Dermot, Bricker, Jonathan B., Ciarrochi, Joseph, Dixon, Mark R., Fung, Kenneth Po-Lun, Gloster, Andrew T., Gobin, Robyn L., Gould, Evelyn R., Hofmann, Stefan G., Kasujja, Rosco, Karekla, Maria, Luciano, Carmen, and McCracken, Lance M.
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Throughout its history the strategy and tactics of contextual behavioral science (CBS) research have had distinctive features as compared to traditional behavioral science approaches. Continued progress in CBS research can be facilitated by greater clarity about how its strategy and tactics can be brought to bear on current challenges. The present white paper is the result of a 2 1/2-year long process designed to foster consensus among representative producers and consumers of CBS research about the best strategic pathway forward. The Task Force agreed that CBS research should be multilevel, process-based, multidimensional, prosocial, and pragmatic, and provided 33 recommendations to the CBS community arranged across these characteristics. In effect, this report provides a detailed research agenda designed to maximize the impact of CBS as a field. Scientists and practitioners are encouraged to mount this ambitious agenda. • The strategies and tactics of contextual behavioral science research are distinctive. • CBS research is multilevel, process-based, multidimensional, prosocial, and pragmatic. • Targeted research is needed in all five of these areas. • Thirty-three recommendations are offered to direct and improve CBS research. • These recommendations can be used as a quality improvement checklist. [ABSTRACT FROM AUTHOR]
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- 2021
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8. Cardiovascular magnetic resonance reference values of mitral and tricuspid annular dimensions: the UK Biobank cohort.
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Ricci, Fabrizio, Aung, Nay, Gallina, Sabina, Zemrak, Filip, Fung, Kenneth, Bisaccia, Giandomenico, Paiva, Jose Miguel, Khanji, Mohammed Y., Mantini, Cesare, Palermi, Stefano, Lee, Aaron M., Piechnik, Stefan K., Neubauer, Stefan, and Petersen, Stefen E.
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Background: Mitral valve (MV) and tricuspid valve (TV) apparatus geometry are essential to define mechanisms and etiologies of regurgitation and to inform surgical or transcatheter interventions. Given the increasing use of cardiovascular magnetic resonance (CMR) for the evaluation of valvular heart disease, we aimed to establish CMR-derived age- and sex-specific reference values for mitral annular (MA) and tricuspid annular (TA) dimensions and tethering indices derived from truly healthy Caucasian adults.Methods: 5065 consecutive UK Biobank participants underwent CMR using cine balanced steady-state free precession imaging at 1.5 T. Participants with non-Caucasian ethnicity, prevalent cardiovascular disease and other conditions known to affect cardiac chamber size and function were excluded. Absolute and indexed reference ranges for MA and TA diameters and tethering indices were stratified by gender and age (45–54, 55–64, 65–74 years).Results: Overall, 721 (14.2%) truly healthy participants aged 45–74 years (54% women) formed the reference cohort. Absolute MA and TA diameters, MV tenting length and MV tenting area, were significantly larger in men. Mean ± standard deviation (SD) end-diastolic and end-systolic MA diameters in the 3-chamber view (anteroposterior diameter) were 2.9 ± 0.4 cm (1.5 ± 0.2 cm/m
2 ) and 3.3 ± 0.4 cm (1.7 ± 0.2 cm/m2 ) in men, and 2.6 ± 0.4 cm (1.6 ± 0.2 cm/m2 ) and 3.0 ± 0.4 cm (1.8 ± 0.2 cm/m2 ) in women, respectively. Mean ± SD end-diastolic and end-systolic TA diameters in the 4-chamber view were 3.2 ± 0.5 cm (1.6 ± 0.3 cm/m2 ) and 3.2 ± 0.5 cm (1.7 ± 0.3 cm/m2 ) in men, and 2.9 ± 0.4 cm (1.7 ± 0.2 cm/m2 ) and 2.8 ± 0.4 cm (1.7 ± 0.3 cm/m2 ) in women, respectively. With advancing age, end-diastolic TA diameter became larger and posterior MV leaflet angle smaller in both sexes. Reproducibility of measurements was good to excellent with an inter-rater intraclass correlation coefficient (ICC) between 0.92 and 0.98 and an intra-rater ICC between 0.90 and 0.97.Conclusions: We described age- and sex-specific reference ranges of MA and TA dimensions and tethering indices in the largest validated healthy Caucasian population. Reference ranges presented in this study may help to improve the distinction between normal and pathological states, prompting the identification of subjects that may benefit from advanced cardiac imaging for annular sizing and planning of valvular interventions. [ABSTRACT FROM AUTHOR]- Published
- 2020
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9. Treatment of Adult-Onset Acute Macular Retinoschisis in Enhanced S-cone Syndrome With Oral Acetazolamide
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Iannaccone, Alessandro, Fung, Kenneth H., Eyestone, Mari E., and Stone, Edwin M.
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Acetazolamide ,Ophthalmology ,Health - Abstract
To link to full-text access for this article, visit this link: http://dx.doi.org/10.1016/j.ajo.2008.08.003 Byline: Alessandro Iannaccone (a), Kenneth H. Fung (a)(d), Mari E. Eyestone (b), Edwin M. Stone (b)(c) Abstract: To report on the efficacy of the oral carbonic anhydrase inhibitor (CAI) acetazolamide in treating macular retinoschisis (RS) in the rare vitreoretinal dystrophy best known as the enhanced S-cone syndrome (ESCS). Author Affiliation: (a) Retinal Degeneration and Ophthalmic Genetics Service, Hamilton Eye Institute, University of Tennessee Health Science Center, Memphis, Tennessee (b) Department of Ophthalmology and Visual Science, University of Iowa, Iowa City, Iowa (c) Howard Hughes Medical Institute, Chevy Chase, Maryland (d) Charles Retina Institute, Memphis, Tennessee Article History: Accepted 4 August 2008 Article Note: (footnote) Supplemental Material available at AJO.com.
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- 2009
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10. Association Between Recreational Cannabis Use and Cardiac Structure and Function.
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Khanji, Mohammed Y., Jensen, Magnus T., Kenawy, Asmaa A., Raisi-Estabragh, Zahra, Paiva, Jose M., Aung, Nay, Fung, Kenneth, Lukaschuk, Elena, Zemrak, Filip, Lee, Aaron M., Barutcu, Ahmet, Maclean, Edd, Cooper, Jackie, Piechnik, Stefan K., Neubauer, Stefan, and Petersen, Steffen E.
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- 2020
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11. Study protocol: Mobilizing Asian men in Canada to reduce stigma of mental illness.
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Guruge, Sepali, Fung, Kenneth Po-Lun, Sidani, Souraya, Este, David, Morrow, Marina, Mckenzie, Kwame, and Wong, Josephine Pui-Hing
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MENTAL illness , *ASIANS , *SOCIAL stigma , *RANDOMIZATION (Statistics) , *HEALTH - Abstract
Background The available evidence on interventions addressing the stigma of mental illness is limited because of small samples, lack of diversity in study samples, and exclusion of people living with mental illness. To date, no published studies have evaluated anti-stigma interventions for Asian men in Canada. Aim This paper describes the protocol of a study to evaluate psychological and collective empowerment interventions (ACT, CEE, and ACT+CEE) in addressing self-stigma and social stigma in Asian communities in three urban settings in Canada: Toronto, Calgary and Vancouver. The study targets Asian men living with or affected by mental illness, and community leaders interested in stigma reduction and advocacy. Methods Guided by a population health promotion framework and an ecological approach to health, the study will use a repeated measure design with mixed methods for data collection. In total, 2160 participants will be enrolled to detect moderate-to-large effect sizes, while accounting for possible attrition. Participants will be randomly assigned to one of three interventions or a control group, using a randomization matrix. Established measures will be used to collect outcome data at pretest, post-test, and 3 and 6 months follow-up, along with focus group discussions and monthly activity logs. Mixed linear models will compare participants' stigma, psychological flexibility, valued life domains, mindfulness, and empowerment readiness within and between groups. Discussion The project will generate new knowledge on the applicability and effectiveness of evidence-based psychological and collective empowerment interventions (ACT, CEE, and ACT+CEE) in addressing stigma of mental illness and mobilizing community leadership. [ABSTRACT FROM AUTHOR]
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- 2018
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12. The optimisation of low-acceleration interstellar relativistic rocket trajectories using genetic algorithms.
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Fung, Kenneth K.H., Lewis, Geraint F., and Wu, Xiaofeng
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RELATIVISTIC rocket mechanics , *SPACE flight propulsion systems , *SPACE trajectories , *AEROSPACE propulsion systems , *GENETIC algorithms , *MILKY Way - Abstract
A vast wealth of literature exists on the topic of rocket trajectory optimisation, particularly in the area of interplanetary trajectories due to its relevance today. Studies on optimising interstellar and intergalactic trajectories are usually performed in flat spacetime using an analytical approach, with very little focus on optimising interstellar trajectories in a general relativistic framework. This paper examines the use of low-acceleration rockets to reach galactic destinations in the least possible time, with a genetic algorithm being employed for the optimisation process. The fuel required for each journey was calculated for various types of propulsion systems to determine the viability of low-acceleration rockets to colonise the Milky Way. The results showed that to limit the amount of fuel carried on board, an antimatter propulsion system would likely be the minimum technological requirement to reach star systems tens of thousands of light years away. However, using a low-acceleration rocket would require several hundreds of thousands of years to reach these star systems, with minimal time dilation effects since maximum velocities only reached about 0.2 c . Such transit times are clearly impractical, and thus, any kind of colonisation using low acceleration rockets would be difficult. High accelerations, on the order of 1 g, are likely required to complete interstellar journeys within a reasonable time frame, though they may require prohibitively large amounts of fuel. So for now, it appears that humanity's ultimate goal of a galactic empire may only be possible at significantly higher accelerations, though the propulsion technology requirement for a journey that uses realistic amounts of fuel remains to be determined. [ABSTRACT FROM AUTHOR]
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- 2017
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13. Reference ranges for cardiac structure and function using cardiovascular magnetic resonance (CMR) in Caucasians from the UK Biobank population cohort.
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Petersen, Steffen E., Nay Aung, Sanghvi, Mihir M., Zemrak, Filip, Fung, Kenneth, Miguel Paiva, Jose, Francis, Jane M., Khanji, Mohammed Y., Lukaschuk, Elena, Lee, Aaron M., Carapella, Valentina, Young Jin Kim, Leeson, Paul, Piechnik, Stefan K., and Neubauer, Stefan
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HEART atrium ,HEART ventricles ,AGE distribution ,STATISTICAL correlation ,LEFT heart ventricle ,HEART physiology ,RIGHT heart ventricle ,MAGNETIC resonance imaging ,REFERENCE values ,RESEARCH funding ,SEX distribution ,T-test (Statistics) ,WHITE people ,DATA analysis software ,STROKE volume (Cardiac output) ,INTRACLASS correlation ,PHYSIOLOGY ,ANATOMY - Abstract
Background: Cardiovascular magnetic resonance (CMR) is the gold standard method for the assessment of cardiac structure and function. Reference ranges permit differentiation between normal and pathological states. To date, this study is the largest to provide CMR specific reference ranges for left ventricular, right ventricular, left atrial and right atrial structure and function derived from truly healthy Caucasian adults aged 45-74. Methods: Five thousand sixty-five UK Biobank participants underwent CMR using steady-state free precession imaging at 1.5 Tesla. Manual analysis was performed for all four cardiac chambers. Participants with non-Caucasian ethnicity, known cardiovascular disease and other conditions known to affect cardiac chamber size and function were excluded. Remaining participants formed the healthy reference cohort; reference ranges were calculated and were stratified by gender and age (45-54, 55-64, 65-74). Results: After applying exclusion criteria, 804 (16.²%) participants were available for analysis. Left ventricular (LV) volumes were larger in males compared to females for absolute and indexed values. With advancing age, LV volumes were mostly smaller in both sexes. LV ejection fraction was significantly greater in females compared to males (mean ± standard deviation [SD] of 61 ± 5% vs 58 ± 5%) and remained static with age for both genders. In older age groups, LV mass was lower in men, but remained virtually unchanged in women. LV mass was significantly higher in males compared to females (mean ± SD of 53 ± 9 g/m² vs 4² ± 7 g/m²). Right ventricular (RV) volumes were significantly larger in males compared to females for absolute and indexed values and were smaller with advancing age. RV ejection fraction was higher with increasing age in females only. Left atrial (LA) maximal volume and stroke volume were significantly larger in males compared to females for absolute values but not for indexed values. LA ejection fraction was similar for both sexes. Right atrial (RA) maximal volume was significantly larger in males for both absolute and indexed values, while RA ejection fraction was significantly higher in females. Conclusions: We describe age- and sex-specific reference ranges for the left ventricle, right ventricle and atria in the largest validated normal Caucasian population. [ABSTRACT FROM AUTHOR]
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- 2017
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14. Right ventricular shape and function: cardiovascular magnetic resonance reference morphology and biventricular risk factor morphometrics in UK Biobank.
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Mauger, Charlène, Gilbert, Kathleen, Lee, Aaron M., Sanghvi, Mihir M., Aung, Nay, Fung, Kenneth, Carapella, Valentina, Piechnik, Stefan K., Neubauer, Stefan, Petersen, Steffen E., Suinesiaputra, Avan, and Young, Alistair A.
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DIABETES complications ,MYOCARDIAL infarction complications ,OBESITY complications ,ALGORITHMS ,ANGINA pectoris ,AUTOMATION ,CARDIOVASCULAR diseases risk factors ,DIASTOLE (Cardiac cycle) ,CARDIAC contraction ,LEFT heart ventricle ,HEART physiology ,RIGHT heart ventricle ,HEART septum ,HYPERCHOLESTEREMIA ,HYPERTENSION ,LONGITUDINAL method ,MAGNETIC resonance imaging ,REGRESSION analysis ,RISK assessment ,SMOKING ,TISSUE banks ,THREE-dimensional imaging ,DISEASE complications - Abstract
Background: The associations between cardiovascular disease (CVD) risk factors and the biventricular geometry of the right ventricle (RV) and left ventricle (LV) have been difficult to assess, due to subtle and complex shape changes. We sought to quantify reference RV morphology as well as biventricular variations associated with common cardiovascular risk factors. Methods: A biventricular shape atlas was automatically constructed using contours and landmarks from 4329 UK Biobank cardiovascular magnetic resonance (CMR) studies. A subdivision surface geometric mesh was customized to the contours using a diffeomorphic registration algorithm, with automatic correction of slice shifts due to differences in breath-hold position. A reference sub-cohort was identified consisting of 630 participants with no CVD risk factors. Morphometric scores were computed using linear regression to quantify shape variations associated with four risk factors (high cholesterol, high blood pressure, obesity and smoking) and three disease factors (diabetes, previous myocardial infarction and angina). Results: The atlas construction led to an accurate representation of 3D shapes at end-diastole and end-systole, with acceptable fitting errors between surfaces and contours (average error less than 1.5 mm). Atlas shape features had stronger associations than traditional mass and volume measures for all factors (p < 0.005 for each). High blood pressure was associated with outward displacement of the LV free walls, but inward displacement of the RV free wall and thickening of the septum. Smoking was associated with a rounder RV with inward displacement of the RV free wall and increased relative wall thickness. Conclusion: Morphometric relationships between biventricular shape and cardiovascular risk factors in a large cohort show complex interactions between RV and LV morphology. These can be quantified by z-scores, which can be used to study the morphological correlates of disease. [ABSTRACT FROM AUTHOR]
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- 2019
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15. Automated quality control in image segmentation: application to the UK Biobank cardiovascular magnetic resonance imaging study.
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Robinson, Robert, Valindria, Vanya V., Bai, Wenjia, Oktay, Ozan, Kainz, Bernhard, Suzuki, Hideaki, Sanghvi, Mihir M., Aung, Nay, Paiva, José Miguel, Zemrak, Filip, Fung, Kenneth, Lukaschuk, Elena, Lee, Aaron M., Carapella, Valentina, Kim, Young Jin, Piechnik, Stefan K., Neubauer, Stefan, Petersen, Steffen E., Page, Chris, and Matthews, Paul M.
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AUTOMATION ,CARDIOVASCULAR disease diagnosis ,DIGITAL image processing ,MAGNETIC resonance imaging ,QUALITY control ,RESEARCH evaluation - Abstract
Background: The trend towards large-scale studies including population imaging poses new challenges in terms of quality control (QC). This is a particular issue when automatic processing tools such as image segmentation methods are employed to derive quantitative measures or biomarkers for further analyses. Manual inspection and visual QC of each segmentation result is not feasible at large scale. However, it is important to be able to automatically detect when a segmentation method fails in order to avoid inclusion of wrong measurements into subsequent analyses which could otherwise lead to incorrect conclusions. Methods: To overcome this challenge, we explore an approach for predicting segmentation quality based on Reverse Classification Accuracy, which enables us to discriminate between successful and failed segmentations on a per-cases basis. We validate this approach on a new, large-scale manually-annotated set of 4800 cardiovascular magnetic resonance (CMR) scans. We then apply our method to a large cohort of 7250 CMR on which we have performed manual QC. Results: We report results used for predicting segmentation quality metrics including Dice Similarity Coefficient (DSC) and surface-distance measures. As initial validation, we present data for 400 scans demonstrating 99% accuracy for classifying low and high quality segmentations using the predicted DSC scores. As further validation we show high correlation between real and predicted scores and 95% classification accuracy on 4800 scans for which manual segmentations were available. We mimic real-world application of the method on 7250 CMR where we show good agreement between predicted quality metrics and manual visual QC scores. Conclusions: We show that Reverse classification accuracy has the potential for accurate and fully automatic segmentation QC on a per-case basis in the context of large-scale population imaging as in the UK Biobank Imaging Study. [ABSTRACT FROM AUTHOR]
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- 2019
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16. Automated cardiovascular magnetic resonance image analysis with fully convolutional networks.
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Bai, Wenjia, Sinclair, Matthew, Tarroni, Giacomo, Oktay, Ozan, Rajchl, Martin, Vaillant, Ghislain, Lee, Aaron M., Aung, Nay, Lukaschuk, Elena, Sanghvi, Mihir M., Zemrak, Filip, Fung, Kenneth, Paiva, Jose Miguel, Carapella, Valentina, Kim, Young Jin, Suzuki, Hideaki, Kainz, Bernhard, Matthews, Paul M., Petersen, Steffen E., and Piechnik, Stefan K.
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AUTOMATION ,CARDIOVASCULAR disease diagnosis ,DIGITAL image processing ,MAGNETIC resonance imaging ,ARTIFICIAL neural networks ,STROKE volume (Cardiac output) - Abstract
Background: Cardiovascular resonance (CMR) imaging is a standard imaging modality for assessing cardiovascular diseases (CVDs), the leading cause of death globally. CMR enables accurate quantification of the cardiac chamber volume, ejection fraction and myocardial mass, providing information for diagnosis and monitoring of CVDs. However, for years, clinicians have been relying on manual approaches for CMR image analysis, which is time consuming and prone to subjective errors. It is a major clinical challenge to automatically derive quantitative and clinically relevant information from CMR images. Methods: Deep neural networks have shown a great potential in image pattern recognition and segmentation for a variety of tasks. Here we demonstrate an automated analysis method for CMR images, which is based on a fully convolutional network (FCN). The network is trained and evaluated on a large-scale dataset from the UK Biobank, consisting of 4,875 subjects with 93,500 pixelwise annotated images. The performance of the method has been evaluated using a number of technical metrics, including the Dice metric, mean contour distance and Hausdorff distance, as well as clinically relevant measures, including left ventricle (LV) end-diastolic volume (LVEDV) and end-systolic volume (LVESV), LV mass (LVM); right ventricle (RV) end-diastolic volume (RVEDV) and end-systolic volume (RVESV). Results: By combining FCN with a large-scale annotated dataset, the proposed automated method achieves a high performance in segmenting the LV and RV on short-axis CMR images and the left atrium (LA) and right atrium (RA) on long-axis CMR images. On a short-axis image test set of 600 subjects, it achieves an average Dice metric of 0.94 for the LV cavity, 0.88 for the LV myocardium and 0.90 for the RV cavity. The mean absolute difference between automated measurement and manual measurement is 6.1 mL for LVEDV, 5.3 mL for LVESV, 6.9 gram for LVM, 8.5 mL for RVEDV and 7.2 mL for RVESV. On long-axis image test sets, the average Dice metric is 0.93 for the LA cavity (2-chamber view), 0.95 for the LA cavity (4-chamber view) and 0.96 for the RA cavity (4-chamber view). The performance is comparable to human inter-observer variability. Conclusions: We show that an automated method achieves a performance on par with human experts in analysing CMR images and deriving clinically relevant measures. [ABSTRACT FROM AUTHOR]
- Published
- 2018
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