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1.
Ann N Y Acad Sci ; 1531(1): 49-59, 2024 Jan.
Article in English | MEDLINE | ID: mdl-38084081

ABSTRACT

This study aimed to examine the impact of diabetes and hypertension on retinal nerve fiber layer (RNFL) thickness components. Optical coherence tomography (OCT) measurements do not consider blood vessel contribution, which this study addressed. We hypothesized that diabetes and/or hypertension would lead to thinner RNFL versus controls due to the vascular component. OCT angiography was used to measure the RNFL in 121 controls, 50 diabetes patients, 371 hypertension patients, and 177 diabetes patients with hypertension. A novel technique separated the RNFL thickness into original (vascular component) and corrected (no vascular component) measurements. Diabetes-only (98 ± 1.7 µm; p = 0.002) and diabetes with hypertension (99 ± 0.8 µm; p = 0.001) patients had thinner original RNFL versus controls (102 ± 0.8 µm). No difference was seen between hypertension-only patients (101 ± 0.5 µm; p = 0.083) and controls. After removing the blood vessel component, diabetes/hypertension groups had thinner corrected RNFL versus controls (p = 0.024). Discrepancies in diabetes/hypertension patients were due to thicker retinal blood vessels within the RNFL thickness (p = 0.002). Our findings suggest that diabetes and/or hypertension independently contribute to neurodegenerative thinning of the RNFL, even in the absence of retinopathy. The differentiation of neuronal and vascular components in RNFL thickness measurements provided by the novel technique highlights the importance of considering vascular changes in individuals with these conditions.


Subject(s)
Diabetes Mellitus , Hypertension , Retinal Diseases , Humans , Retinal Ganglion Cells , Nerve Fibers , Hypertension/complications , Tomography, Optical Coherence/methods
2.
Nat Genet ; 55(2): 178-186, 2023 02.
Article in English | MEDLINE | ID: mdl-36658435

ABSTRACT

Precision medicine promises to transform healthcare for groups and individuals through early disease detection, refining diagnoses and tailoring treatments. Analysis of large-scale genomic-phenotypic databases is a critical enabler of precision medicine. Although Asia is home to 60% of the world's population, many Asian ancestries are under-represented in existing databases, leading to missed opportunities for new discoveries, particularly for diseases most relevant for these populations. The Singapore National Precision Medicine initiative is a whole-of-government 10-year initiative aiming to generate precision medicine data of up to one million individuals, integrating genomic, lifestyle, health, social and environmental data. Beyond technologies, routine adoption of precision medicine in clinical practice requires social, ethical, legal and regulatory barriers to be addressed. Identifying driver use cases in which precision medicine results in standardized changes to clinical workflows or improvements in population health, coupled with health economic analysis to demonstrate value-based healthcare, is a vital prerequisite for responsible health system adoption.


Subject(s)
Delivery of Health Care , Precision Medicine , Humans , Singapore , Precision Medicine/methods , Asia
4.
J Med Internet Res ; 24(7): e34669, 2022 07 29.
Article in English | MEDLINE | ID: mdl-35904853

ABSTRACT

BACKGROUND: Consumer-grade wearable devices enable detailed recordings of heart rate and step counts in free-living conditions. Recent studies have shown that summary statistics from these wearable recordings have potential uses for longitudinal monitoring of health and disease states. However, the relationship between higher resolution physiological dynamics from wearables and known markers of health and disease remains largely uncharacterized. OBJECTIVE: We aimed to derive high-resolution digital phenotypes from observational wearable recordings and to examine their associations with modifiable and inherent markers of cardiometabolic disease risk. METHODS: We introduced a principled framework to extract interpretable high-resolution phenotypes from wearable data recorded in free-living conditions. The proposed framework standardizes the handling of data irregularities; encodes contextual information regarding the underlying physiological state at any given time; and generates a set of 66 minimally redundant features across active, sedentary, and sleep states. We applied our approach to a multimodal data set, from the SingHEART study (NCT02791152), which comprises heart rate and step count time series from wearables, clinical screening profiles, and whole genome sequences from 692 healthy volunteers. We used machine learning to model nonlinear relationships between the high-resolution phenotypes on the one hand and clinical or genomic risk markers for blood pressure, lipid, weight and sugar abnormalities on the other. For each risk type, we performed model comparisons based on Brier scores to assess the predictive value of high-resolution features over and beyond typical baselines. We also qualitatively characterized the wearable phenotypes for participants who had actualized clinical events. RESULTS: We found that the high-resolution features have higher predictive value than typical baselines for clinical markers of cardiometabolic disease risk: the best models based on high-resolution features had 17.9% and 7.36% improvement in Brier score over baselines based on age and gender and resting heart rate, respectively (P<.001 in each case). Furthermore, heart rate dynamics from different activity states contain distinct information (maximum absolute correlation coefficient of 0.15). Heart rate dynamics in sedentary states are most predictive of lipid abnormalities and obesity, whereas patterns in active states are most predictive of blood pressure abnormalities (P<.001). Moreover, in comparison with standard measures, higher resolution patterns in wearable heart rate recordings are better able to represent subtle physiological dynamics related to genomic risk for cardiometabolic disease (improvement of 11.9%-22.0% in Brier scores; P<.001). Finally, illustrative case studies reveal connections between these high-resolution phenotypes and actualized clinical events, even for borderline profiles lacking apparent cardiometabolic risk markers. CONCLUSIONS: High-resolution digital phenotypes recorded by consumer wearables in free-living states have the potential to enhance the prediction of cardiometabolic disease risk and could enable more proactive and personalized health management.


Subject(s)
Cardiovascular Diseases , Wearable Electronic Devices , Cardiovascular Diseases/diagnosis , Clinical Studies as Topic , Cohort Studies , Humans , Lipids , Machine Learning , Phenotype
5.
J Am Heart Assoc ; 11(6): e024226, 2022 03 15.
Article in English | MEDLINE | ID: mdl-35253475

ABSTRACT

Background This study examined the associations between quantitative optical coherence tomography angiography (OCTA) parameters and myocardial abnormalities as documented on cardiovascular magnetic resonance imaging in patients with systemic hypertension. Methods and Results We conducted a cross-sectional study of 118 adults with hypertension (197 eyes). Patients underwent cardiovascular magnetic resonance imaging and OCTA (PLEX Elite 9000, Carl Zeiss Meditec). Associations between OCTA parameters (superficial and deep retinal capillary density) and adverse cardiac remodeling (left ventricular mass, remodeling index, interstitial fibrosis, global longitudinal strain, and presence of left ventricular hypertrophy) were studied using multivariable linear regression analysis with generalized estimating equations. Of the 118 patients with hypertension enrolled (65% men; median [interquartile range] age, 59 [13] years), 29% had left ventricular hypertrophy. After adjusting for age, sex, systolic blood pressure, diabetes, and signal strength of OCTA scans, patients with lower superficial capillary density had significantly higher left ventricular mass (ß=-0.150; 95% CI, -0.290 to -0.010), higher interstitial volume (ß=-0.270; 95% CI, -0.535 to -0.0015), and worse global longitudinal strain (ß=-0.109; 95% CI, -0.187 to -0.032). Lower superficial capillary density was found in patients with hypertension with replacement fibrosis versus no replacement fibrosis (16.53±0.64 mm-1 versus 16.96±0.64 mm-1; P=0.003). Conclusions We showed significant correlations between retinal capillary density and adverse cardiac remodeling markers in patients with hypertension, supporting the notion that the OCTA could provide a non-invasive index of microcirculation alteration for vascular risk stratification in people with hypertension.


Subject(s)
Hypertension , Hypertrophy, Left Ventricular , Adult , Cross-Sectional Studies , Female , Fibrosis , Fluorescein Angiography/methods , Humans , Hypertension/complications , Hypertension/pathology , Hypertrophy, Left Ventricular/diagnostic imaging , Hypertrophy, Left Ventricular/etiology , Hypertrophy, Left Ventricular/pathology , Male , Middle Aged , Retinal Vessels/diagnostic imaging , Retinal Vessels/pathology , Tomography, Optical Coherence/methods , Ventricular Remodeling
6.
Front Med (Lausanne) ; 8: 778330, 2021.
Article in English | MEDLINE | ID: mdl-34859021

ABSTRACT

Objective: Multiple studies have compared various optical coherence tomography angiography (OCTA) parameters in participants with systemic hypertension vs. controls and have presented discordant findings. We conducted a meta-analysis to pool together data from different studies to generate an overall effect size and find out whether OCTA parameter(s) significantly differed in participants with systemic hypertension as compared to controls. Methods: We conducted a literature search through a search of electronic databases to identify studies before 19 June 2021, which compared OCTA parameters in non-diabetic participants with systemic hypertension vs. controls. If the OCTA parameter had a minimum number of 3 studies that analyzed it, the mean difference between participants with systemic hypertension and controls were analyzed using a random-effects model. Results: We identified 11 eligible studies. At the macula, 9 studies analyzed vessel density at the superficial capillary plexus (SVD), 7 analyzed vessel density at the deep capillary plexus (DVD), and 6 analyzed the area of the superficial foveal avascular zone (FAZ). Participants with systemic hypertension had significantly lower SVD (standardized mean difference [SMD], -0.50 [-0.70, -0.30], P < 0.00001, I 2 = 63%), lower DVD (SMD, -0.38 [-0.64, -0.13], P = 0.004, I 2 = 67%) and larger superficial FAZ (SMD, 0.32 [0.04, 0.61], P = 0.020, I 2 = 77%). Conclusion: The eyes of people with systemic hypertension have robustly lower superficial and deep vascular densities at the macula when compared to control eyes. Our results suggest that OCTA can provide information about pre-clinical microvascular changes from systemic hypertension.

8.
Sci Rep ; 11(1): 4603, 2021 02 25.
Article in English | MEDLINE | ID: mdl-33633311

ABSTRACT

We examined the choriocapillaris microvasculature using a non-invasive swept-source optical coherence tomography angiography (SS-OCTA) in 41 healthy controls and 71 hypertensive patients and determined possible correlations with BP and renal parameters. BP levels, serum creatinine and urine microalbumin/creatinine ratio (MCR) specimens were collected. The estimated glomerular filtration rate (eGFR) was calculated based on CKD-EPI Creatinine Equation. The main outcome was choriocapillaris flow deficits (CFD) metrics (density, size and numbers). The CFD occupied a larger area and were fewer in number in the hypertensive patients with poor BP control (407 ± 10 µm2; 3260 ± 61) compared to the hypertensives with good BP control (369 ± 5 µm2; 3551 ± 41) and healthy controls (365 ± 11 µm2; 3581 ± 84). Higher systolic BP (ß = 9.90, 95% CI, 2.86-16.93), lower eGFR (ß = - 0.85; 95% CI, - 1.58 to - 0.13) and higher urine MCR (ß = 1.53, 95% CI, 0.32-2.78) were associated with larger areas of CFD. Similar significant associations with systolic BP, eGFR and urine MCR were found with number of CFD. These findings highlight the potential role of choriocapillaris imaging using SS-OCTA as an indicator of systemic microvascular abnormalities secondary to hypertensive disease.


Subject(s)
Choroid/blood supply , Ciliary Arteries/diagnostic imaging , Hypertension/complications , Blood Pressure , Case-Control Studies , Choroid/diagnostic imaging , Creatinine/blood , Female , Humans , Hypertension/pathology , Male , Middle Aged , Tomography, Optical Coherence
9.
Front Cardiovasc Med ; 8: 816985, 2021.
Article in English | MEDLINE | ID: mdl-35242820

ABSTRACT

BACKGROUND: The quantitative measures used to assess the performance of automated methods often do not reflect the clinical acceptability of contouring. A quality-based assessment of automated cardiac magnetic resonance (CMR) segmentation more relevant to clinical practice is therefore needed. OBJECTIVE: We propose a new method for assessing the quality of machine learning (ML) outputs. We evaluate the clinical utility of the proposed method as it is employed to systematically analyse the quality of an automated contouring algorithm. METHODS: A dataset of short-axis (SAX) cine CMR images from a clinically heterogeneous population (n = 217) were manually contoured by a team of experienced investigators. On the same images we derived automated contours using a ML algorithm. A contour quality scoring application randomly presented manual and automated contours to four blinded clinicians, who were asked to assign a quality score from a predefined rubric. Firstly, we analyzed the distribution of quality scores between the two contouring methods across all clinicians. Secondly, we analyzed the interobserver reliability between the raters. Finally, we examined whether there was a variation in scores based on the type of contour, SAX slice level, and underlying disease. RESULTS: The overall distribution of scores between the two methods was significantly different, with automated contours scoring better than the manual (OR (95% CI) = 1.17 (1.07-1.28), p = 0.001; n = 9401). There was substantial scoring agreement between raters for each contouring method independently, albeit it was significantly better for automated segmentation (automated: AC2 = 0.940, 95% CI, 0.937-0.943 vs manual: AC2 = 0.934, 95% CI, 0.931-0.937; p = 0.006). Next, the analysis of quality scores based on different factors was performed. Our approach helped identify trends patterns of lower segmentation quality as observed for left ventricle epicardial and basal contours with both methods. Similarly, significant differences in quality between the two methods were also found in dilated cardiomyopathy and hypertension. CONCLUSIONS: Our results confirm the ability of our systematic scoring analysis to determine the clinical acceptability of automated contours. This approach focused on the contours' clinical utility could ultimately improve clinicians' confidence in artificial intelligence and its acceptability in the clinical workflow.

10.
J Cardiovasc Magn Reson ; 22(1): 10, 2020 02 03.
Article in English | MEDLINE | ID: mdl-32008575

ABSTRACT

OBJECTIVES: The imaging features of dilated cardiomyopathy (DCM) overlap with physiological exercise-induced cardiac remodeling in active and otherwise healthy individuals. Distinguishing the two conditions is challenging. This study examined the diagnostic and prognostic roles of exercise stress imaging in asymptomatic patients with suspected DCM. METHODS: Exercise stress cardiovascular magnetic resonance (CMR) was performed in 60 asymptomatic patients with suspected DCM (dilated left ventricle and/or impaired systolic function on CMR), who also underwent DNA sequencing for DCM-causing genetic variants. Confirmed DCM was defined as genotype- and phenotype-positive (G+P+). Another 100 healthy subjects were recruited to establish normal exercise capacities (peak exercise cardiac index; PeakCI). The primary outcome was a composite of all-cause mortality, cardiac decompensation and ventricular arrhythmic events. RESULTS: No patients with confirmed G+P+ DCM had PeakCI exceeding the 35th percentile specific for age and sex. Applying this threshold in G-P+ patients, those with PeakCI below 35th percentile had characteristics similar to confirmed DCM while patients with higher PeakCI were younger, more active and higher longitudinal strain. Adverse cardiovascular events occurred only in patients with low exercise capacity (P = 0.004). CONCLUSIONS: In individuals with suspected DCM, exercise stress CMR demonstrates diagnostic and prognostic potential in distinguishing between pathological DCM and physiological exercise-induced cardiac remodeling.


Subject(s)
Cardiomegaly, Exercise-Induced , Cardiomyopathy, Dilated/diagnostic imaging , Exercise Test , Magnetic Resonance Imaging, Cine , Adult , Asymptomatic Diseases , Cardiomyopathy, Dilated/mortality , Cardiomyopathy, Dilated/pathology , Cardiomyopathy, Dilated/physiopathology , Cause of Death , Diagnosis, Differential , Disease Progression , Exercise Tolerance , Female , Humans , Male , Middle Aged , Myocardium/pathology , Predictive Value of Tests , Prognosis , Prospective Studies , Stroke Volume , Ventricular Function, Left , Young Adult
11.
BMC Cardiovasc Disord ; 19(1): 259, 2019 11 21.
Article in English | MEDLINE | ID: mdl-31752689

ABSTRACT

BACKGROUND: Cardiovascular disease (CVD) imposes much mortality and morbidity worldwide. The use of "deep learning", advancements in genomics, metabolomics, proteomics and devices like wearables have the potential to unearth new insights in the field of cardiology. Currently, in Asia, there are no studies that combine the use of conventional clinical information with these advanced technologies. We aim to harness these new technologies to understand the development of cardiovascular disease in Asia. METHODS: Singapore is a multi-ethnic country in Asia with well-represented diverse ethnicities including Chinese, Malays and Indians. The SingHEART study is the first technology driven multi-ethnic prospective population-based study of healthy Asians. Healthy male and female subjects aged 21-69 years old without any prior cardiovascular disease or diabetes mellitus will be recruited from the general population. All subjects are consented to undergo a detailed on-line questionnaire, basic blood investigations, resting and continuous electrocardiogram and blood pressure monitoring, activity and sleep tracking, calcium score, cardiac magnetic resonance imaging, whole genome sequencing and lipidomic analysis. Outcomes studied will include mortality and cause of mortality, myocardial infarction, stroke, malignancy, heart failure, and the development of co-morbidities. DISCUSSION: An initial target of 2500 patients has been set. From October 2015 to May 2017, an initial 683 subjects have been recruited and have completed the initial work-up the SingHEART project is the first contemporary population-based study in Asia that will include whole genome sequencing and deep phenotyping: including advanced imaging and wearable data, to better understand the development of cardiovascular disease across different ethnic groups in Asia.


Subject(s)
Asian People/genetics , Cardiovascular Diseases/genetics , Adult , Aged , Cardiovascular Diseases/diagnosis , Cardiovascular Diseases/ethnology , Cardiovascular Diseases/prevention & control , Female , Genetic Predisposition to Disease , Genome-Wide Association Study , Health Status , High-Throughput Nucleotide Sequencing , Humans , Male , Middle Aged , Phenotype , Predictive Value of Tests , Prospective Studies , Risk Assessment , Risk Factors , Singapore/epidemiology , Whole Genome Sequencing , Young Adult
12.
Commun Biol ; 2: 361, 2019.
Article in English | MEDLINE | ID: mdl-31602410

ABSTRACT

Sleep is associated with various health outcomes. Despite their growing adoption, the potential for consumer wearables to contribute sleep metrics to sleep-related biomedical research remains largely uncharacterized. Here we analyzed sleep tracking data, along with questionnaire responses and multi-modal phenotypic data generated from 482 normal volunteers. First, we compared wearable-derived and self-reported sleep metrics, particularly total sleep time (TST) and sleep efficiency (SE). We then identified demographic, socioeconomic and lifestyle factors associated with wearable-derived TST; they included age, gender, occupation and alcohol consumption. Multi-modal phenotypic data analysis showed that wearable-derived TST and SE were associated with cardiovascular disease risk markers such as body mass index and waist circumference, whereas self-reported measures were not. Using wearable-derived TST, we showed that insufficient sleep was associated with premature telomere attrition. Our study highlights the potential for sleep metrics from consumer wearables to provide novel insights into data generated from population cohort studies.


Subject(s)
Aging , Cardiovascular Diseases/epidemiology , Sleep , Adult , Aged , Body Mass Index , Cohort Studies , Female , Humans , Male , Middle Aged , Risk Factors , Self Report , Telomere , Waist Circumference , Wearable Electronic Devices , Young Adult
13.
Sci Rep ; 9(1): 5819, 2019 04 09.
Article in English | MEDLINE | ID: mdl-30967575

ABSTRACT

We investigated the characteristics of the choriocapillaris flow voids using optical coherence tomography angiography (OCTA) in 85 patients (164 eyes) with hypertension (mean ± SD age, 56 ± 11 years; 45% women; 20% poorly controlled BP; 16% diabetes) who are without ocular diseases and determined possible correlations with systemic vascular risk factors. Data on 24-hour ambulatory blood pressure (BP), serum creatinine, and urine microalbumin/creatinine ratio (MCR) were collected. Estimated glomerular filtration rate (eGFR) was calculated based on CKD-EPI Creatinine Equation. OCTA imaging (6 × 6 mm scans; AngioVue) with quantitative microvascular analysis of the choriocapillaris was performed. Linear regression was used to investigate the association of systemic risk factors with area (percentage), size (pixels) and number of choriocapillaris flow voids. Diabetes (ß = 0.33; 95% CI, 0.02 to 0.63) and daytime systolic BP (ß = -0.13; 95% CI, -0.24 to -0.02) were associated with areas of flow voids. Age (ß = 0.21; 95% CI, 0.06 to 0.36) and daytime diastolic BP (ß = -0.18; 95% CI, -0.34 to -0.02) were associated with size of flow voids. Age (ß = -21.21; 95% CI, -31.79 to -10.63) and nighttime diastolic BP (ß = 13.89; 95% CI, 0.61 to 27.17) were associated with number of flow voids. Kidney parameters were not associated with any features of flow voids. In patients with hypertension, a higher BP appeared to increase blood flow in the choriocapillaris which needs to be considered when using the OCTA to study eye diseases in hypertensives.


Subject(s)
Blood Pressure Monitoring, Ambulatory/methods , Blood Pressure/physiology , Choroid/blood supply , Hypertension/physiopathology , Albuminuria , Blood Flow Velocity/physiology , Computed Tomography Angiography , Creatinine/blood , Creatinine/urine , Eye Diseases/physiopathology , Female , Glomerular Filtration Rate/physiology , Humans , Macular Degeneration/pathology , Male , Middle Aged , Risk Factors , Tomography, Optical Coherence
14.
Br J Ophthalmol ; 103(2): 196-202, 2019 02.
Article in English | MEDLINE | ID: mdl-29632002

ABSTRACT

BACKGROUND: To investigate the biological effect of ageing on intraocular pressure (IOP) and risk factors in a population-based cohort study of Malay and Indian adults. METHODS: Participants aged 40-80 years were recruited for baseline and 6-year follow-up visits between 2004-2009 and 2010-2015, respectively. Blood pressure (BP) was measured with an automatic BP monitor and IOP were obtained by Goldmann applanation tonometry. Main outcome was change in IOP, defined as the difference between the 6-year IOP and the baseline IOP. Linear regression models were used to investigate the association of changes in IOP with risk factors. RESULTS: Participants without a history of glaucoma or cataract surgery at baseline were included (n = 3188; mean age: 54±9 years) . Their average IOP was reduced (-0.5±3.1 mm Hg), except for those who developed hypertension at follow-up (0.0±3.1 mm Hg). After adjusting for covariates, changes in IOP were negatively associated with age (ß=-0.07, 95% CI -0.13 to -0.01) and positively associated with body mass index, diabetes, hypertension (normotensive as reference group; newly developed hypertensive (ß=0.67, 95% CI 0.39 to 0.95) and chronic hypertensive (ß=0.46, 95% CI 0.22 to 0.70)), baseline systolic BP (SBP) (ß=0.20, 95% CI 0.14 to 0.26) and diastolic BP (DBP) (ß=0.33, 95% CI 0.22 to 0.44), as well as with 6-year increases in SBP (ß=0.27, 95% CI 0.21 to 0.33) and DBP (ß=0.52, 95% CI 0.41 to 0.63). CONCLUSIONS: Normal ageing and reduced systemic BP are associated with reduced IOP in Malay and Indian adults. Given that high IOP is a risk factor for glaucoma, our finding highlights the importance of controlling hypertension in older adults, where hypertension and glaucoma incidences are on a rise.


Subject(s)
Aging/physiology , Asian People/ethnology , Blood Pressure/physiology , Body Mass Index , Diabetes Mellitus/physiopathology , Intraocular Pressure/physiology , Aged , Blood Glucose/metabolism , Cohort Studies , Female , Follow-Up Studies , Glycated Hemoglobin/metabolism , Humans , Male , Middle Aged , Singapore/epidemiology , Surveys and Questionnaires
15.
J Hypertens ; 37(3): 572-580, 2019 03.
Article in English | MEDLINE | ID: mdl-30113530

ABSTRACT

OBJECTIVE: Reduction in capillary density or rarefaction is a hallmark of essential hypertension. We measured the retinal capillary density using noninvasive optical coherence tomographic angiography (OCT-A) in adults with treated systemic hypertension and determined possible correlations with ambulatory blood pressure (BP) and renal parameters. METHODS: This observational cross-sectional study consisted of 153 normal eyes from 77 nondiabetic hypertensive adults [mean (SD) age, 58 (9) years; 49% women; 23% poorly controlled BP]. Data on 24-h ambulatory BP monitoring, serum creatinine, and urine microalbumin/creatinine ratio (MCR) were collected. Estimated glomerular filtration rate (eGFR) was calculated based on CKD-EPI Creatinine Equation. Retinal capillary density measured with the OCT-A (AngioVue) at superficial (SVP) and deep vascular plexuses (DVP). Linear regression was used to investigate the association of risk factors with capillary density. RESULTS: Retinal capillary density (percentage) at DVP was reduced in patients with poorly controlled BP (SBP = 148 ±â€Š8 mmHg; 27.2 ±â€Š13.0) compared with those with well controlled BP (SBP = 125 ±â€Š9 mmHg; 34.7 ±â€Š11.3). In the multivariable analysis, poorly controlled BP [ß = -6.49, 95% confidence interval (CI), -12.39 to -0.59], higher SBP (ß = -0.23, 95% CI -0.44 to -0.02) and lower eGFR (ß = 6.42, 95% CI 1.25-11.60) were associated with sparser retinal capillary density. Systemic factors were not associated with capillary density at SVP (all P > 0.05). CONCLUSION: In adults with treated systemic hypertension, retinal capillary density reduced with higher BP and poorer eGFR. These findings highlight the potential role of OCT-A to study early microvascular changes because of systemic hypertension.


Subject(s)
Hypertension , Microvessels , Retinal Vessels , Tomography, Optical Coherence/methods , Aged , Cross-Sectional Studies , Female , Humans , Hypertension/diagnostic imaging , Hypertension/physiopathology , Male , Microvessels/diagnostic imaging , Microvessels/physiopathology , Middle Aged , Retinal Vessels/diagnostic imaging , Retinal Vessels/physiopathology
16.
PLoS Biol ; 16(2): e2004285, 2018 02.
Article in English | MEDLINE | ID: mdl-29485983

ABSTRACT

The use of consumer-grade wearables for purposes beyond fitness tracking has not been comprehensively explored. We generated and analyzed multidimensional data from 233 normal volunteers, integrating wearable data, lifestyle questionnaires, cardiac imaging, sphingolipid profiling, and multiple clinical-grade cardiovascular and metabolic disease markers. We show that subjects can be stratified into distinct clusters based on daily activity patterns and that these clusters are marked by distinct demographic and behavioral patterns. While resting heart rates (RHRs) performed better than step counts in being associated with cardiovascular and metabolic disease markers, step counts identified relationships between physical activity and cardiac remodeling, suggesting that wearable data may play a role in reducing overdiagnosis of cardiac hypertrophy or dilatation in active individuals. Wearable-derived activity levels can be used to identify known and novel activity-modulated sphingolipids that are in turn associated with insulin sensitivity. Our findings demonstrate the potential for wearables in biomedical research and personalized health.


Subject(s)
Cardiovascular Physiological Phenomena , Fitness Trackers , Sphingolipids/blood , Adult , Cardiomegaly/diagnosis , Exercise , Female , Healthy Volunteers , Heart Rate , Humans , Insulin Resistance , Life Style , Male , Medical Overuse/prevention & control , Middle Aged , Surveys and Questionnaires , Ventricular Remodeling
17.
J Cardiovasc Magn Reson ; 19(1): 102, 2017 Dec 14.
Article in English | MEDLINE | ID: mdl-29241460

ABSTRACT

BACKGROUND: Left ventricular (LV) non-compaction (LVNC) is defined by extreme LV trabeculation, but is measured variably. Here we examined the relationship between quantitative measurement in LV trabeculation and myocardial deformation in health and disease and determined the clinical utility of semi-automated assessment of LV trabeculations. METHODS: Cardiovascular magnetic resonance (CMR) was performed in 180 healthy Singaporean Chinese (age 20-69 years; males, n = 91), using balanced steady state free precession cine imaging at 3T. The degree of LV trabeculation was assessed by fractal dimension (FD) as a robust measure of trabeculation complexity using a semi-automated technique. FD measures were determined in healthy men and women to derive normal reference ranges. Myocardial deformation was evaluated using feature tracking. We tested the utility of this algorithm and the normal ranges in 10 individuals with confirmed LVNC (non-compacted/compacted; NC/C ratio > 2.3 and ≥1 risk factor for LVNC) and 13 individuals with suspected disease (NC/C ratio > 2.3). RESULTS: Fractal analysis is a reproducible means of assessing LV trabeculation extent (intra-class correlation coefficient: intra-observer, 0.924, 95% CI [0.761-0.973]; inter-observer, 0.925, 95% CI [0.821-0.970]). The overall extent of LV trabeculation (global FD: 1.205 ± 0.031) was independently associated with increased indexed LV end-diastolic volume and mass (sß = 0.35; p < 0.001 and sß = 0.13; p < 0.01, respectively) after adjusting for age, sex and body mass index. Increased LV trabeculation was independently associated with reduced global circumferential strain (sß = 0.17, p = 0.013) and global diastolic circumferential and radial strain rates (sß = 0.25, p < 0.001 and sß = -0.15, p = 0.049, respectively). Abnormally high FD was observed in all patients with a confirmed diagnosis of LVNC. Five out of 13 individuals with suspected LVNC had normal FD, despite NC/C > 2.3. CONCLUSION: This study defines the normal range of LV trabeculation in healthy Chinese that can be used to make or refute a diagnosis of LVNC using the fractal analysis tool, which we make freely available. We also show that increased myocardial trabeculation is associated with higher LV volumes, mass and reduced myocardial strain.


Subject(s)
Fractals , Heart Defects, Congenital/diagnosis , Heart Ventricles/diagnostic imaging , Myocardial Contraction/physiology , Myocardium/pathology , Ventricular Function, Left/physiology , Adult , Aged , Algorithms , Female , Heart Defects, Congenital/epidemiology , Heart Defects, Congenital/physiopathology , Heart Ventricles/physiopathology , Humans , Image Interpretation, Computer-Assisted/methods , Incidence , Magnetic Resonance Imaging, Cine , Male , Middle Aged , Predictive Value of Tests , ROC Curve , Reference Values , Reproducibility of Results , Singapore/epidemiology , Young Adult
18.
Article in English | MEDLINE | ID: mdl-29150533

ABSTRACT

BACKGROUND: Implantable cardioverter defibrillators (ICDs) are lifesaving devices for patients with heart failure (HF) and reduced ejection fraction. However, utilization and determinants of ICD insertion in Asia are poorly defined. We determined the utilization, associations of ICD uptake, patient-perceived barriers to device therapy and, impact of ICDs on mortality in Asian patients with HF. METHODS AND RESULTS: Using the prospective ASIAN-HF (Asian Sudden Cardiac Death in Heart Failure) registry, 5276 patients with symptomatic HF and reduced ejection fraction (HFrEF) from 11 Asian regions and across 3 income regions (high: Hong Kong, Japan, Korea, Singapore, and Taiwan; middle: China, Malaysia, and Thailand; and low: India, Indonesia, and Philippines) were studied. ICD utilization, clinical characteristics, as well as device perception and knowledge, were assessed at baseline among ICD-eligible patients (EF ≤35% and New York Heart Association Class II-III). Patients were followed for the primary outcome of all-cause mortality. Among 3240 ICD-eligible patients (mean age 58.9±12.9 years, 79.1% men), 389 (12%) were ICD recipients. Utilization varied across Asia (from 1.5% in Indonesia to 52.5% in Japan) with a trend toward greater uptake in regions with government reimbursement for ICDs and lower out-of-pocket healthcare expenditure. ICD (versus non-ICD) recipients were more likely to be older (63±11 versus 58±13 year; P<0.001), have tertiary (versus ≤primary) education (34.9% versus 18.1%; P<0.001) and be residing in a high (versus low) income region (64.5% versus 36.5%; P<0.001). Among 2000 ICD nonrecipients surveyed, 55% were either unaware of the benefits of, or needed more information on, device therapy. ICD implantation reduced risks of all-cause mortality (hazard ratio, 0.71; 95% confidence interval, 0.52-0.97) and sudden cardiac deaths (hazard ratio, 0.33; 95% confidence interval, 0.14-0.79) over a median follow-up of 417 days. CONCLUSIONS: ICDs reduce mortality risk, yet utilization in Asia is low; with disparity across geographic regions and socioeconomic status. Better patient education and targeted healthcare reforms in extending ICD reimbursement may improve access. CLINICAL TRIAL REGISTRATION: URL: https://clinicaltrials.gov/ct2/show/NCT01633398. Unique identifier: NCT01633398.


Subject(s)
Death, Sudden, Cardiac/prevention & control , Defibrillators, Implantable/statistics & numerical data , Heart Failure/therapy , Primary Prevention/methods , Registries , Death, Sudden, Cardiac/epidemiology , Death, Sudden, Cardiac/etiology , Asia, Eastern/epidemiology , Female , Heart Failure/complications , Heart Failure/epidemiology , Humans , Male , Middle Aged , Morbidity/trends , Prognosis , Prospective Studies , Risk Factors , Survival Rate/trends
20.
Sci Rep ; 7(1): 5092, 2017 07 11.
Article in English | MEDLINE | ID: mdl-28698585

ABSTRACT

The survival benefits of aortic valve replacement (AVR) in the different flow-gradient states of severe aortic stenosis (AS) is not known. A comprehensive search in PubMed/MEDLINE, Embase, Cochrane Library, CNKI and OpenGrey were conducted to identify studies that investigated the prognosis of severe AS (effective orifice area ≤1.0 cm2) and left ventricular ejection fraction ≥50%. Severe AS was stratified by mean pressure gradient [threshold of 40 mmHg; high-gradient (HG) and low-gradient (LG)] and stroke volume index [threshold of 35 ml/m2; normal-flow (NL) and low-flow (LF)]. Network meta-analysis was conducted to assess all-cause mortality among each AS sub-type with rate ratio (RR) reported. The effects of AVR on prognosis were examined using network meta-regression. In the pooled analysis (15 studies and 9,737 patients), LF states (both HG and LG) were associated with increased mortality rate (LFLG: RR 1.88; 95% CI: 1.43-2.46; LFHG: RR: 1.77; 95% CI: 1.16-2.70) compared to moderate AS; and NF states in both HG and LG had similar prognosis as moderate AS (NFLG: RR 1.11; 95% CI: 0.81-1.53; NFHG: RR 1.16; 95% CI: 0.82-1.64). AVR conferred different survival benefits: it was most effective in NFHG (RR with AVR /RR without AVR : 0.43; 95% CI: 0.22-0.82) and least in LFLG (RR with AVR /RR without AVR : 1.19; 95% CI: 0.74-1.94).


Subject(s)
Aortic Valve Stenosis/physiopathology , Aortic Valve Stenosis/surgery , Aortic Valve/surgery , Systole/physiology , Transcatheter Aortic Valve Replacement , Aged , Aged, 80 and over , Aortic Valve Stenosis/mortality , Coronary Circulation , Female , Humans , Male , Middle Aged , Probability , Prognosis , Publication Bias , Stroke Volume , Survival Analysis
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