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Makimoto H, Gerguri S, Hartl S, Kluge S, Clasen L, Bejinariu A, Brinkmeyer C, Schmidt J, Kelm M. Wide antral circumferential re-ablation in case of recurrent atrial fibrillation despite of prior pulmonary vein isolation increases freedom from atrial tachyarrhythmias. Europace 2022. [DOI: 10.1093/europace/euac053.065] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Abstract
Funding Acknowledgements
Type of funding sources: None.
Background
Despite repeated pulmonary vein isolation (re-PVI) due to recurrent atrial fibrillation (AF) after PVI has been a standard procedure, the detailed ablation strategy in case of re-PVI remains disputable.
Objective
The aim of this study was to assess the efficacy of re-PVI using wide antral circumferential ablation (WACA) supported by high density mapping (HDM) for recurrent AF after PVI as compared to simple repeated PVI supported by circular mapping catheter.
Methods
Consecutive patients with recurrent AF after PVI were prospectively enrolled in this study, who underwent left atrial HDM and subsequently WACA antral (re-)isolation ("Re-WACA" group). The historical controls with re-PVI between 2016 and 2018 using circular mapping catheter, but without HDM were also enrolled ("control group"). These control patients underwent re-PVI with gap ablation at the pulmonary vein ostium. Primary endpoint was defined as any recurrence and ECG documentation of atrial tachyarrhythmias (AT) including AF or atrial tachycardias over 30 seconds. The patients were routinely followed up for 1 year with at least twice annual holter-monitoring.
Results
In total, 116 patients were enrolled in this study (Re-WACA group [N=56, 68±10 years], control group [N=58, 65±10 years]). There were no significant differences in clinical characteristics including the number of previous left atrial ablation procedures between two groups. In all 56 patients with Re-WACA, residual PV antral potentials were demonstrated (100%), whereas 7 patients (13%) showed no electrical potentials inside any PVs. During a mean follow-up period of 402±71 days, 6 out of 56 Re-WACA patients (11%) and 18 out of 58 controls (31%) experienced AT recurrences. Kaplan-Meier analysis demonstrated that the patients who underwent Re-WACA showed significantly lower AT recurrence after the index Re-PVI procedure as compared to the controls (log-rank, P = 0.010). Multivariate Cox regression showed that Re-WACA was an independent predictor of freedom from AT recurrence (hazard ratio = 0.39; 95% confidence-interval 0.16-0.93; P=0.034). The number of previous PVI procedures predicted AT recurrence during follow-up (hazard ratio = 2.35; 95% confidence-interval 1.20-4.46; P=0.010).
Conclusions
Residual pulmonary vein antral potential in patients with recurrent AF after previously performed PVI is a frequent finding. These antral potentials can be easily visualized by HDM. Repeated isolation of wide PV antrum (Re-WACA) is an effective strategy to reduce further AF recurrence as compared to conventional re-PVI without left atrial HDM.
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Affiliation(s)
- H Makimoto
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
| | - S Gerguri
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
| | - S Hartl
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
| | - S Kluge
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
| | - L Clasen
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
| | - A Bejinariu
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
| | - C Brinkmeyer
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
| | - J Schmidt
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
| | - M Kelm
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
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Makimoto H, Shiraga T, Kohlmann B, Magnisali CE, Schenk R, Gerguri S, Motoyama N, Clasen L, Bejinariu A, Schmidt J, Brinkmeyer C, Westenfeld R, Zeus T, Kelm M. On-device artificial intelligence: mobile solution for detecting severe aortic valve stenosis based on heart sounds. Eur Heart J 2021. [DOI: 10.1093/eurheartj/ehab724.3053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Abstract
Background
Aortic stenosis is still one of the major causes of sudden cardiac death in the elderly. Noninvasive screening for severe aortic valve stenosis (AS) may result in early cardiac diagnostic leading to an appropriate and timely medical intervention.
Purpose
The aims of this study were 1) to develop an artificial intelligence to detect severe AS based on heart sounds and 2) to build an application to screen patients using electronic stethoscope and smartphones, which will provide an efficient diagnostic workflow for screening as a complementary tool in daily clinical practice.
Methods
We enrolled 100 patients diagnosed with severe AS and 200 patients without severe AS (no echocardiographic sign of AS [n=100], mild AS [n=50], moderate AS [n=50]). The heart sounds were recorded in 4000 Hz waveform audio format at the following 3 sites of each patient; the 2nd intercostal right sternal border, the Erb's area and the apex. Each record was divided into multiple data of 4 seconds duration, which built 10800 sound records in total. We developed multiple convolutional neural networks (CNN) designed to recognize severe AS in heart sounds according to the recorded 3 sites. We adopted a stratified 4-fold cross-validation method by which the CNN was trained with 60% of the whole data, validated with 20% data and tested with the remaining 20% data not used during training and validation. As performance metrics we adopted the accuracy, F1 value and the area under the curve (AUC) calculated as the average of all cross-validation folds.
For the smartphone application, we combined the best CNN-models from each recorded site for the best performance. Further 40 patients were newly enrolled for its clinical validation (no AS [n=10], mild AS [n=10], moderate AS [n=10], severe AS [n=10]).
Results
The accuracy, F1 value and AUC of each model were 88.9±5.7%, 0.888±0.006 and 0.953±0.008, respectively. The sensitivity and specificity were 87.9±2.2% and 89.9±2.4%. The recognition accuracy of moderate AS was significantly lower as compared to the other AS grades (moderate AS 74.1±6.1% vs no AS 98.0±1.4%, mild AS 97.6±1.2%, severe AS 87.9±2.2%, respectively, P<0.05).
Our smartphone application showed a sensitivity of 100% (10/10), a specificity of 73.3% (22/30), and an accuracy of 80.0% (32/40), which implicated a good utility for screening. In the detailed analysis of 8 mistaken decisions, these were highly affected by the presence of severe mitral or tricuspid valve regurgitation despite of non-severe AS (7/8 [87.5%]).
Conclusions
This study demonstrated the promising possibility of an end-to-end screening for severe aortic valve stenosis using an electronic stethoscope and a smartphone application. This technology may improve the efficacy of daily medicine particularly where the human resource is limited or support a remote medical consultation. Further investigations are necessary to increase accuracy.
Funding Acknowledgement
Type of funding sources: None.
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Affiliation(s)
- H Makimoto
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
| | - T Shiraga
- Mitsubishi Electric Inc., Kamakura, Japan
| | - B Kohlmann
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
| | - C.-E Magnisali
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
| | - R Schenk
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
| | - S Gerguri
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
| | - N Motoyama
- Mitsubishi Electric Inc., Kamakura, Japan
| | - L Clasen
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
| | - A Bejinariu
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
| | - J Schmidt
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
| | - C Brinkmeyer
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
| | - R Westenfeld
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
| | - T Zeus
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, Dusseldorf, Germany
| | - M Kelm
- Heinrich Heine University, Medical Faculty, Division of Cardiology, Pulmonology and Vascular Medicine, CARID, Dusseldorf, Germany
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Shaw P, Gilliam M, Malek M, Rodriguez N, Greenstein D, Clasen L, Evans A, Rapoport J, Giedd J. Parental age effects on cortical morphology in offspring. Cereb Cortex 2012; 22:1256-62. [PMID: 21817090 PMCID: PMC3357175 DOI: 10.1093/cercor/bhr194] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
The age at which a parent has a child impacts the child's cognition and risk for mental illness. It appears that this risk is curvilinear, with both age extremes associated with lower intelligence and increased prevalence of some neuropsychiatric disorders. Little is known of the neural mechanisms underpinning this phenomenon. We extracted lobar volumes, surface areas, and cortical thickness from 489 neuroanatomic magnetic resonance images acquired on 171 youth. Using linear mixed model regression, we determined the association between parental age and offspring's neuroanatomy, adjusting for offspring's age, sex, intelligence, and parental socioeconomic class. For gray matter volumes, quadratic paternal and maternal age terms contributed significantly (maternal quadratic age effect: t = -2.2, P = 0.03; paternal quadratic age effect: t = -2.4, P = 0.02) delineating an inverted "U" relationship between parental age and gray matter volume. Cortical volume increased with both advancing paternal and maternal age until around the early 30s after which it fell. Paternal age effects were more pronounced on cortical surface area, whereas maternal age impacted more on cortical thickness. There were no significant effects of parental age on white matter volumes. These parental age effects on cerebral morphology may form part of the link between parental age extremes and suboptimal neurocognitive outcomes.
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Affiliation(s)
- P. Shaw
- Child Psychiatry Branch, Intramural Program of the National Institute of Mental Health
| | - M. Gilliam
- Child Psychiatry Branch, Intramural Program of the National Institute of Mental Health
| | - M. Malek
- Child Psychiatry Branch, Intramural Program of the National Institute of Mental Health
| | - N. Rodriguez
- Child Psychiatry Branch, Intramural Program of the National Institute of Mental Health
| | - D. Greenstein
- Child Psychiatry Branch, Intramural Program of the National Institute of Mental Health
| | - L. Clasen
- Child Psychiatry Branch, Intramural Program of the National Institute of Mental Health
| | - A. Evans
- Montreal Neurological Institute, McGill University, Montreal, Quebec H3A 2B4, Canada
| | - J. Rapoport
- Child Psychiatry Branch, Intramural Program of the National Institute of Mental Health
| | - J. Giedd
- Child Psychiatry Branch, Intramural Program of the National Institute of Mental Health
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Raznahan A, Lee Y, Long R, Greenstein D, Clasen L, Addington A, Rapoport JL, Giedd JN. Common functional polymorphisms of DISC1 and cortical maturation in typically developing children and adolescents. Mol Psychiatry 2011; 16:917-26. [PMID: 20628343 PMCID: PMC3162084 DOI: 10.1038/mp.2010.72] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/22/2009] [Revised: 04/10/2010] [Accepted: 04/12/2010] [Indexed: 12/17/2022]
Abstract
Disrupted-in-schizophrenia-1 (DISC1), contains two common non-synonymous single-nucleotide polymorphisms (SNPs)--Leu607Phe and Ser704Cys--that modulate (i) facets of DISC1 molecular functioning important for cortical development, (ii) fronto-temporal cortical anatomy in adults and (iii) risk for diverse psychiatric phenotypes that often emerge during childhood and adolescence, and are associated with altered fronto-temporal cortical development. It remains unknown, however, if Leu607Phe and Ser704Cys influence cortical maturation before adulthood, and whether each SNP shows unique or overlapping effects. Therefore, we related genotype at Leu607Phe and Ser704Cys to cortical thickness (CT) in 255 typically developing individuals aged 9-22 years on whom 598 magnetic resonance imaging brain scans had been acquired longitudinally. Rate of cortical thinning varied with DISC1 genotype. Specifically, the rate of cortical thinning was attenuated in Phe-carrier compared with Leu-homozygous groups (in bilateral superior frontal and left angular gyri) and accelerated in Ser-homozygous compared with Cys-carrier groups (in left anterior cingulate and temporal cortices). Both SNPs additively predicted fixed differences in right lateral temporal CT, which were maximal between Phe-carrier/Ser-homozygous (thinnest) vs Leu-homozygous/Cys-carrier (thickest) groups. Leu607Phe and Ser704Cys genotype interacted to predict the rate of cortical thinning in right orbitofrontal, middle temporal and superior parietal cortices, wherein a significantly reduced rate of CT loss was observed in Phe-carrier/Cys-carrier participants only. Our findings argue for further examination of Leu607Phe and Ser704Cys interactions at a molecular level, and suggest that these SNPs might operate (in concert with other genetic and environmental factors) to shape risk for diverse phenotypes by impacting on the early maturation of fronto-temporal cortices.
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Affiliation(s)
- A Raznahan
- Child Psychiatry Branch, National Institute of Mental Health, Bethesda, MD 20892, USA.
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Addington AM, Gornick MC, Shaw P, Seal J, Gogtay N, Greenstein D, Clasen L, Coffey M, Gochman P, Long R, Rapoport JL. Neuregulin 1 (8p12) and childhood-onset schizophrenia: susceptibility haplotypes for diagnosis and brain developmental trajectories. Mol Psychiatry 2007; 12:195-205. [PMID: 17033632 DOI: 10.1038/sj.mp.4001906] [Citation(s) in RCA: 93] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Childhood-onset schizophrenia (COS), defined as onset of psychosis by the age of 12, is a rare and malignant form of the illness, which may have more salient genetic influence. Since the initial report of association between neuregulin 1 (NRG1) and schizophrenia in 2002, numerous independent replications have been reported. In the current study, we genotyped 56 markers (54 single-nucleotide polymorphisms (SNPs) and two microsatellites) spanning the NRG1 locus on 78 COS patients and their parents. We used family-based association analysis for both diagnostic (extended transmission disequilibrium test) and quantitative phenotypes (quantitative transmission disequilibrium test) and mixed-model regression. Most subjects had prospective anatomic brain magnetic resonance imaging (MRI) scans at 2-year intervals. Further, we genotyped a sample of 165 healthy controls in the MRI study to examine genetic risk effects on normal brain development. Individual markers showed overtransmission of alleles to affecteds (P=0.009-0.05). Further, several novel four-marker haplotypes demonstrated significant transmission distortion. There was no evidence of epistasis with SNPs in erbB4. The risk allele (0) at 420M9-1395 was associated with poorer premorbid social functioning. Further, possession of the risk allele was associated with different trajectories of change in lobar volumes. In the COS group, risk allele carriers had greater total gray and white matter volume in childhood and a steeper rate of subsequent decline in volume into adolescence. By contrast, in healthy children, possession of the risk allele was associated with different trajectories in gray matter only and was confined to frontotemporal regions, reflecting epistatic or other illness-specific effects mediating NRG1 influence on brain development in COS. This replication further documents the role of NRG1 in the abnormal brain development in schizophrenia. This is the first demonstration of a disease-specific pattern of gene action in schizophrenia.
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Affiliation(s)
- A M Addington
- Child Psychiatry Branch, NIMH, NIH, Bethesda, MD 20892, USA.
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Shaw P, Greenstein D, Lerch J, Clasen L, Lenroot R, Gogtay N, Evans A, Rapoport J, Giedd J. Intellectual ability and cortical development in children and adolescents. Nature 2006; 440:676-9. [PMID: 16572172 DOI: 10.1038/nature04513] [Citation(s) in RCA: 949] [Impact Index Per Article: 52.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2005] [Accepted: 11/29/2005] [Indexed: 11/09/2022]
Abstract
Children who are adept at any one of the three academic 'R's (reading, writing and arithmetic) tend to be good at the others, and grow into adults who are similarly skilled at diverse intellectually demanding activities. Determining the neuroanatomical correlates of this relatively stable individual trait of general intelligence has proved difficult, particularly in the rapidly developing brains of children and adolescents. Here we demonstrate that the trajectory of change in the thickness of the cerebral cortex, rather than cortical thickness itself, is most closely related to level of intelligence. Using a longitudinal design, we find a marked developmental shift from a predominantly negative correlation between intelligence and cortical thickness in early childhood to a positive correlation in late childhood and beyond. Additionally, level of intelligence is associated with the trajectory of cortical development, primarily in frontal regions implicated in the maturation of intelligent activity. More intelligent children demonstrate a particularly plastic cortex, with an initial accelerated and prolonged phase of cortical increase, which yields to equally vigorous cortical thinning by early adolescence. This study indicates that the neuroanatomical expression of intelligence in children is dynamic.
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Affiliation(s)
- P Shaw
- Child Psychiatry Branch, National Institute of Mental Health, Bethesda, Maryland 20182, USA.
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