ecg system Search Results


93
PLUX Biosignals SA plux biosignals sensor
Plux Biosignals Sensor, supplied by PLUX Biosignals SA, used in various techniques. Bioz Stars score: 93/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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MedChemExpress epicatechin gallate
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ADInstruments ecg analysis module v2 4
Figure 2. Retigabine reduces the incidence of spontaneous VAs following AMI. A, Representative <t>ECG</t> traces (lead II) after coronary ligation. B, Comparison of Tp-Te (n=12). C–E, Frequency of VPB and frequency and duration of VT (n=12). F, Incidence of VF (n=12). Values represent the mean±SEM. All measurements were obtained within the first hour post coronary artery ligation. AMI indicates acute myocardial ischemia; Tp-Te, Tpeak-Tend interval; VF, ventricular fibrillation; VPB, ventricular premature beats; and VT, ventricular tachycardia.
Ecg Analysis Module V2 4, supplied by ADInstruments, used in various techniques. Bioz Stars score: 96/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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ADInstruments ag agcl electrode
Figure 2. Retigabine reduces the incidence of spontaneous VAs following AMI. A, Representative <t>ECG</t> traces (lead II) after coronary ligation. B, Comparison of Tp-Te (n=12). C–E, Frequency of VPB and frequency and duration of VT (n=12). F, Incidence of VF (n=12). Values represent the mean±SEM. All measurements were obtained within the first hour post coronary artery ligation. AMI indicates acute myocardial ischemia; Tp-Te, Tpeak-Tend interval; VF, ventricular fibrillation; VPB, ventricular premature beats; and VT, ventricular tachycardia.
Ag Agcl Electrode, supplied by ADInstruments, used in various techniques. Bioz Stars score: 93/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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ADInstruments electrode ecg
Figure 2. Retigabine reduces the incidence of spontaneous VAs following AMI. A, Representative <t>ECG</t> traces (lead II) after coronary ligation. B, Comparison of Tp-Te (n=12). C–E, Frequency of VPB and frequency and duration of VT (n=12). F, Incidence of VF (n=12). Values represent the mean±SEM. All measurements were obtained within the first hour post coronary artery ligation. AMI indicates acute myocardial ischemia; Tp-Te, Tpeak-Tend interval; VF, ventricular fibrillation; VPB, ventricular premature beats; and VT, ventricular tachycardia.
Electrode Ecg, supplied by ADInstruments, used in various techniques. Bioz Stars score: 93/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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ADInstruments lead ecg
Figure 2. Retigabine reduces the incidence of spontaneous VAs following AMI. A, Representative <t>ECG</t> traces (lead II) after coronary ligation. B, Comparison of Tp-Te (n=12). C–E, Frequency of VPB and frequency and duration of VT (n=12). F, Incidence of VF (n=12). Values represent the mean±SEM. All measurements were obtained within the first hour post coronary artery ligation. AMI indicates acute myocardial ischemia; Tp-Te, Tpeak-Tend interval; VF, ventricular fibrillation; VPB, ventricular premature beats; and VT, ventricular tachycardia.
Lead Ecg, supplied by ADInstruments, used in various techniques. Bioz Stars score: 91/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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ADInstruments electrocardiography
Figure 2. Retigabine reduces the incidence of spontaneous VAs following AMI. A, Representative <t>ECG</t> traces (lead II) after coronary ligation. B, Comparison of Tp-Te (n=12). C–E, Frequency of VPB and frequency and duration of VT (n=12). F, Incidence of VF (n=12). Values represent the mean±SEM. All measurements were obtained within the first hour post coronary artery ligation. AMI indicates acute myocardial ischemia; Tp-Te, Tpeak-Tend interval; VF, ventricular fibrillation; VPB, ventricular premature beats; and VT, ventricular tachycardia.
Electrocardiography, supplied by ADInstruments, used in various techniques. Bioz Stars score: 91/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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ADInstruments mls360 8
Figure 2. Retigabine reduces the incidence of spontaneous VAs following AMI. A, Representative <t>ECG</t> traces (lead II) after coronary ligation. B, Comparison of Tp-Te (n=12). C–E, Frequency of VPB and frequency and duration of VT (n=12). F, Incidence of VF (n=12). Values represent the mean±SEM. All measurements were obtained within the first hour post coronary artery ligation. AMI indicates acute myocardial ischemia; Tp-Te, Tpeak-Tend interval; VF, ventricular fibrillation; VPB, ventricular premature beats; and VT, ventricular tachycardia.
Mls360 8, supplied by ADInstruments, used in various techniques. Bioz Stars score: 95/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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World Precision Instruments noise gold ecg probe
(A) Cartoon depiction of the rack-compatible swim tunnel with metered flow. Following a 5-minute acclimation period within the tunnel, 12 mpf zebrafish were subjected to increasing flow rate intervals for a total of 1 hour. (B) Cartoon depiction of an <t>ECG</t> recording and a representative ECG trace from an anesthetized fish placed ventral-side up in a sponge surrounded by anesthesia solution. (C) Representative ECG traces for wild type and irf8 mutant zebrafish following the swim assay. Black arrows indicate unique electrical disturbances occurring above any baseline noise. (D) Percentage of fish with an abnormal electrical event during the ECG recording. Male n = 7 per genotype, ****p < 0.0001. Female n = 4-8 per genotype, ****p < 0.0001. Fisher’s exact test. (E) Categorization of ECG abnormalities observed throughout all wild type and irf8 mutant fish.
Noise Gold Ecg Probe, supplied by World Precision Instruments, used in various techniques. Bioz Stars score: 94/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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World Precision Instruments cardiophys tm ecg system
(A) Cartoon depiction of the rack-compatible swim tunnel with metered flow. Following a 5-minute acclimation period within the tunnel, 12 mpf zebrafish were subjected to increasing flow rate intervals for a total of 1 hour. (B) Cartoon depiction of an <t>ECG</t> recording and a representative ECG trace from an anesthetized fish placed ventral-side up in a sponge surrounded by anesthesia solution. (C) Representative ECG traces for wild type and irf8 mutant zebrafish following the swim assay. Black arrows indicate unique electrical disturbances occurring above any baseline noise. (D) Percentage of fish with an abnormal electrical event during the ECG recording. Male n = 7 per genotype, ****p < 0.0001. Female n = 4-8 per genotype, ****p < 0.0001. Fisher’s exact test. (E) Categorization of ECG abnormalities observed throughout all wild type and irf8 mutant fish.
Cardiophys Tm Ecg System, supplied by World Precision Instruments, used in various techniques. Bioz Stars score: 92/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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TargetMol epicatechin 3 o gallate
(A) Cartoon depiction of the rack-compatible swim tunnel with metered flow. Following a 5-minute acclimation period within the tunnel, 12 mpf zebrafish were subjected to increasing flow rate intervals for a total of 1 hour. (B) Cartoon depiction of an <t>ECG</t> recording and a representative ECG trace from an anesthetized fish placed ventral-side up in a sponge surrounded by anesthesia solution. (C) Representative ECG traces for wild type and irf8 mutant zebrafish following the swim assay. Black arrows indicate unique electrical disturbances occurring above any baseline noise. (D) Percentage of fish with an abnormal electrical event during the ECG recording. Male n = 7 per genotype, ****p < 0.0001. Female n = 4-8 per genotype, ****p < 0.0001. Fisher’s exact test. (E) Categorization of ECG abnormalities observed throughout all wild type and irf8 mutant fish.
Epicatechin 3 O Gallate, supplied by TargetMol, used in various techniques. Bioz Stars score: 91/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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Fukuda Denshi Co ecg data
Flow Chart Showing the Study Datasets The paired <t>electrocardiogram</t> <t>(ECG)</t> and <t>echocardiography</t> data collected from 8 centers were used in 6 data sets, namely, Mitsui Memorial Hospital (Mitsui), Asahi General Hospital (Asahi), Sakakibara Heart Institute (Sakakibara), Jichi Medical University Saitama Medical Center (Jichi), Tokyo Bay Urayasu Ichikawa Medical Center (TokyoBay), and JR Tokyo General Hospital (JR), for model development, and in 2 data sets, namely, The University of Tokyo Hospital (UTokyo) and NTT Medical Center Tokyo (NTT), for external validation. The data sets for model development were split further into a training set, a validation set, and a test set.
Ecg Data, supplied by Fukuda Denshi Co, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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Image Search Results


Figure 2. Retigabine reduces the incidence of spontaneous VAs following AMI. A, Representative ECG traces (lead II) after coronary ligation. B, Comparison of Tp-Te (n=12). C–E, Frequency of VPB and frequency and duration of VT (n=12). F, Incidence of VF (n=12). Values represent the mean±SEM. All measurements were obtained within the first hour post coronary artery ligation. AMI indicates acute myocardial ischemia; Tp-Te, Tpeak-Tend interval; VF, ventricular fibrillation; VPB, ventricular premature beats; and VT, ventricular tachycardia.

Journal: Journal of the American Heart Association

Article Title: Targeted M‐Channel Activation in the Left Stellate Ganglion Protects Against Ischemia‐Induced Ventricular Arrhythmias in Canines

doi: 10.1161/jaha.124.039059

Figure Lengend Snippet: Figure 2. Retigabine reduces the incidence of spontaneous VAs following AMI. A, Representative ECG traces (lead II) after coronary ligation. B, Comparison of Tp-Te (n=12). C–E, Frequency of VPB and frequency and duration of VT (n=12). F, Incidence of VF (n=12). Values represent the mean±SEM. All measurements were obtained within the first hour post coronary artery ligation. AMI indicates acute myocardial ischemia; Tp-Te, Tpeak-Tend interval; VF, ventricular fibrillation; VPB, ventricular premature beats; and VT, ventricular tachycardia.

Article Snippet: The Tpeak- Tend (Tp- Te) interval was measured 1 hour post AMI using LabChart 8.1 software with ECG Analysis Module v2.4 (AD Instruments).

Techniques: Ligation, Comparison

(A) Cartoon depiction of the rack-compatible swim tunnel with metered flow. Following a 5-minute acclimation period within the tunnel, 12 mpf zebrafish were subjected to increasing flow rate intervals for a total of 1 hour. (B) Cartoon depiction of an ECG recording and a representative ECG trace from an anesthetized fish placed ventral-side up in a sponge surrounded by anesthesia solution. (C) Representative ECG traces for wild type and irf8 mutant zebrafish following the swim assay. Black arrows indicate unique electrical disturbances occurring above any baseline noise. (D) Percentage of fish with an abnormal electrical event during the ECG recording. Male n = 7 per genotype, ****p < 0.0001. Female n = 4-8 per genotype, ****p < 0.0001. Fisher’s exact test. (E) Categorization of ECG abnormalities observed throughout all wild type and irf8 mutant fish.

Journal: bioRxiv

Article Title: Loss of developmentally derived Irf8+ macrophages promotes hyperinnervation and arrhythmia in the adult zebrafish heart

doi: 10.1101/2024.04.17.589909

Figure Lengend Snippet: (A) Cartoon depiction of the rack-compatible swim tunnel with metered flow. Following a 5-minute acclimation period within the tunnel, 12 mpf zebrafish were subjected to increasing flow rate intervals for a total of 1 hour. (B) Cartoon depiction of an ECG recording and a representative ECG trace from an anesthetized fish placed ventral-side up in a sponge surrounded by anesthesia solution. (C) Representative ECG traces for wild type and irf8 mutant zebrafish following the swim assay. Black arrows indicate unique electrical disturbances occurring above any baseline noise. (D) Percentage of fish with an abnormal electrical event during the ECG recording. Male n = 7 per genotype, ****p < 0.0001. Female n = 4-8 per genotype, ****p < 0.0001. Fisher’s exact test. (E) Categorization of ECG abnormalities observed throughout all wild type and irf8 mutant fish.

Article Snippet: To record electrical impulses, we used the CardioPhys TM ECG system (World Precision Instruments), which included a low-noise gold ECG probe, micromanipulator, bio-amplifier and ground electrode, in combination with the PowerLab 2/26 data acquisition unit (ADInstruments, PL2602).

Techniques: Mutagenesis

(A) Cartoon depiction of an adult zebrafish undergoing an echocardiogram with the transducer in the long-axis (LAX) position. Echocardiograms were performed on unchallenged fish. (B) Cartoon of an adult zebrafish heart from the perspective of the echocardiography recording, denoting the atrium (A), atrioventricular (AV) valve, ventriculobulbar (VB) valve, and bulbus arteriosus (BA). The boxes around the AV valve and VB valve depict the gating strategies to determine inward flow and outward flow of blood from the ventricle. (C) Still image from an adult zebrafish echocardiography recording with the ventricle and bulbus arteriosus outlined in red. (D) Representative echocardiogram trace gating on the AV valve with the early filling (E) wave, late filling (A) wave, diastasis time, isovolumic contraction time (IVCT), aortic ejection time (AET), and isovolumic relaxation time (IVRT) labeled. (E-G) Quantifications of IVRT (E), AET (F), and pressure within the VB valve (G) in male and female wild type and irf8 mutant fish at 6 and 12 mpf. Male n = 10-21 per genotype and timepoint. Female n = 9-14 per genotype and timepoint. Each point represents individual beats per fish. 8-10 beats were analyzed per fish. *p < 0.05; **p < 0.01; ***p < 0.001; ****p < 0.0001. (H) Quantification of heart in male and female wild type and irf8 mutants. (I) Representative echocardiogram traces from a wild type and irf8 mutant recording. (J-M) Quantification of diastasis time in wild type males (J) and females (K) at 6 mpf and 12 mpf, as well as diastasis time in irf8 mutant males (L) and females (M) at 6 mpf and 12 mpf. A Gaussian distribution was created by analyzing 8 beats per sample and grouping diastasis duration in defined increments. Male n = 10-21 per genotype and timepoint. Female n = 9-14 per genotype and timepoint. Horizontal bars represent the range of diastasis duration. (N-O) 95% confidence interval of the average diastasis time durations in wild type (gray) and irf8 mutant (blue) males (N) and females (O).

Journal: bioRxiv

Article Title: Loss of developmentally derived Irf8+ macrophages promotes hyperinnervation and arrhythmia in the adult zebrafish heart

doi: 10.1101/2024.04.17.589909

Figure Lengend Snippet: (A) Cartoon depiction of an adult zebrafish undergoing an echocardiogram with the transducer in the long-axis (LAX) position. Echocardiograms were performed on unchallenged fish. (B) Cartoon of an adult zebrafish heart from the perspective of the echocardiography recording, denoting the atrium (A), atrioventricular (AV) valve, ventriculobulbar (VB) valve, and bulbus arteriosus (BA). The boxes around the AV valve and VB valve depict the gating strategies to determine inward flow and outward flow of blood from the ventricle. (C) Still image from an adult zebrafish echocardiography recording with the ventricle and bulbus arteriosus outlined in red. (D) Representative echocardiogram trace gating on the AV valve with the early filling (E) wave, late filling (A) wave, diastasis time, isovolumic contraction time (IVCT), aortic ejection time (AET), and isovolumic relaxation time (IVRT) labeled. (E-G) Quantifications of IVRT (E), AET (F), and pressure within the VB valve (G) in male and female wild type and irf8 mutant fish at 6 and 12 mpf. Male n = 10-21 per genotype and timepoint. Female n = 9-14 per genotype and timepoint. Each point represents individual beats per fish. 8-10 beats were analyzed per fish. *p < 0.05; **p < 0.01; ***p < 0.001; ****p < 0.0001. (H) Quantification of heart in male and female wild type and irf8 mutants. (I) Representative echocardiogram traces from a wild type and irf8 mutant recording. (J-M) Quantification of diastasis time in wild type males (J) and females (K) at 6 mpf and 12 mpf, as well as diastasis time in irf8 mutant males (L) and females (M) at 6 mpf and 12 mpf. A Gaussian distribution was created by analyzing 8 beats per sample and grouping diastasis duration in defined increments. Male n = 10-21 per genotype and timepoint. Female n = 9-14 per genotype and timepoint. Horizontal bars represent the range of diastasis duration. (N-O) 95% confidence interval of the average diastasis time durations in wild type (gray) and irf8 mutant (blue) males (N) and females (O).

Article Snippet: To record electrical impulses, we used the CardioPhys TM ECG system (World Precision Instruments), which included a low-noise gold ECG probe, micromanipulator, bio-amplifier and ground electrode, in combination with the PowerLab 2/26 data acquisition unit (ADInstruments, PL2602).

Techniques: Labeling, Mutagenesis

(A) Cartoon depiction of the rack-compatible swim tunnel with metered flow. Following a 5-minute acclimation period within the tunnel, 12 mpf zebrafish were subjected to increasing flow rate intervals for a total of 1 hour. (B) Cartoon depiction of an ECG recording and a representative ECG trace from an anesthetized fish placed ventral-side up in a sponge surrounded by anesthesia solution. (C) Representative ECG traces for wild type and irf8 mutant zebrafish following the swim assay. Black arrows indicate unique electrical disturbances occurring above any baseline noise. (D) Percentage of fish with an abnormal electrical event during the ECG recording. Male n = 7 per genotype, ****p < 0.0001. Female n = 4-8 per genotype, ****p < 0.0001. Fisher’s exact test. (E) Categorization of ECG abnormalities observed throughout all wild type and irf8 mutant fish.

Journal: bioRxiv

Article Title: Loss of developmentally derived Irf8+ macrophages promotes hyperinnervation and arrhythmia in the adult zebrafish heart

doi: 10.1101/2024.04.17.589909

Figure Lengend Snippet: (A) Cartoon depiction of the rack-compatible swim tunnel with metered flow. Following a 5-minute acclimation period within the tunnel, 12 mpf zebrafish were subjected to increasing flow rate intervals for a total of 1 hour. (B) Cartoon depiction of an ECG recording and a representative ECG trace from an anesthetized fish placed ventral-side up in a sponge surrounded by anesthesia solution. (C) Representative ECG traces for wild type and irf8 mutant zebrafish following the swim assay. Black arrows indicate unique electrical disturbances occurring above any baseline noise. (D) Percentage of fish with an abnormal electrical event during the ECG recording. Male n = 7 per genotype, ****p < 0.0001. Female n = 4-8 per genotype, ****p < 0.0001. Fisher’s exact test. (E) Categorization of ECG abnormalities observed throughout all wild type and irf8 mutant fish.

Article Snippet: To record electrical impulses, we used the CardioPhys TM ECG system (World Precision Instruments), which included a low-noise gold ECG probe, micromanipulator, bio-amplifier and ground electrode, in combination with the PowerLab 2/26 data acquisition unit (ADInstruments, PL2602).

Techniques: Mutagenesis

(A) Cartoon depiction of an adult zebrafish undergoing an echocardiogram with the transducer in the long-axis (LAX) position. Echocardiograms were performed on unchallenged fish. (B) Cartoon of an adult zebrafish heart from the perspective of the echocardiography recording, denoting the atrium (A), atrioventricular (AV) valve, ventriculobulbar (VB) valve, and bulbus arteriosus (BA). The boxes around the AV valve and VB valve depict the gating strategies to determine inward flow and outward flow of blood from the ventricle. (C) Still image from an adult zebrafish echocardiography recording with the ventricle and bulbus arteriosus outlined in red. (D) Representative echocardiogram trace gating on the AV valve with the early filling (E) wave, late filling (A) wave, diastasis time, isovolumic contraction time (IVCT), aortic ejection time (AET), and isovolumic relaxation time (IVRT) labeled. (E-G) Quantifications of IVRT (E), AET (F), and pressure within the VB valve (G) in male and female wild type and irf8 mutant fish at 6 and 12 mpf. Male n = 10-21 per genotype and timepoint. Female n = 9-14 per genotype and timepoint. Each point represents individual beats per fish. 8-10 beats were analyzed per fish. *p < 0.05; **p < 0.01; ***p < 0.001; ****p < 0.0001. (H) Quantification of heart in male and female wild type and irf8 mutants. (I) Representative echocardiogram traces from a wild type and irf8 mutant recording. (J-M) Quantification of diastasis time in wild type males (J) and females (K) at 6 mpf and 12 mpf, as well as diastasis time in irf8 mutant males (L) and females (M) at 6 mpf and 12 mpf. A Gaussian distribution was created by analyzing 8 beats per sample and grouping diastasis duration in defined increments. Male n = 10-21 per genotype and timepoint. Female n = 9-14 per genotype and timepoint. Horizontal bars represent the range of diastasis duration. (N-O) 95% confidence interval of the average diastasis time durations in wild type (gray) and irf8 mutant (blue) males (N) and females (O).

Journal: bioRxiv

Article Title: Loss of developmentally derived Irf8+ macrophages promotes hyperinnervation and arrhythmia in the adult zebrafish heart

doi: 10.1101/2024.04.17.589909

Figure Lengend Snippet: (A) Cartoon depiction of an adult zebrafish undergoing an echocardiogram with the transducer in the long-axis (LAX) position. Echocardiograms were performed on unchallenged fish. (B) Cartoon of an adult zebrafish heart from the perspective of the echocardiography recording, denoting the atrium (A), atrioventricular (AV) valve, ventriculobulbar (VB) valve, and bulbus arteriosus (BA). The boxes around the AV valve and VB valve depict the gating strategies to determine inward flow and outward flow of blood from the ventricle. (C) Still image from an adult zebrafish echocardiography recording with the ventricle and bulbus arteriosus outlined in red. (D) Representative echocardiogram trace gating on the AV valve with the early filling (E) wave, late filling (A) wave, diastasis time, isovolumic contraction time (IVCT), aortic ejection time (AET), and isovolumic relaxation time (IVRT) labeled. (E-G) Quantifications of IVRT (E), AET (F), and pressure within the VB valve (G) in male and female wild type and irf8 mutant fish at 6 and 12 mpf. Male n = 10-21 per genotype and timepoint. Female n = 9-14 per genotype and timepoint. Each point represents individual beats per fish. 8-10 beats were analyzed per fish. *p < 0.05; **p < 0.01; ***p < 0.001; ****p < 0.0001. (H) Quantification of heart in male and female wild type and irf8 mutants. (I) Representative echocardiogram traces from a wild type and irf8 mutant recording. (J-M) Quantification of diastasis time in wild type males (J) and females (K) at 6 mpf and 12 mpf, as well as diastasis time in irf8 mutant males (L) and females (M) at 6 mpf and 12 mpf. A Gaussian distribution was created by analyzing 8 beats per sample and grouping diastasis duration in defined increments. Male n = 10-21 per genotype and timepoint. Female n = 9-14 per genotype and timepoint. Horizontal bars represent the range of diastasis duration. (N-O) 95% confidence interval of the average diastasis time durations in wild type (gray) and irf8 mutant (blue) males (N) and females (O).

Article Snippet: To record electrical impulses, we used the CardioPhys TM ECG system (World Precision Instruments), which included a low-noise gold ECG probe, micromanipulator, bio-amplifier and ground electrode, in combination with the PowerLab 2/26 data acquisition unit (ADInstruments, PL2602).

Techniques: Labeling, Mutagenesis

Flow Chart Showing the Study Datasets The paired electrocardiogram (ECG) and echocardiography data collected from 8 centers were used in 6 data sets, namely, Mitsui Memorial Hospital (Mitsui), Asahi General Hospital (Asahi), Sakakibara Heart Institute (Sakakibara), Jichi Medical University Saitama Medical Center (Jichi), Tokyo Bay Urayasu Ichikawa Medical Center (TokyoBay), and JR Tokyo General Hospital (JR), for model development, and in 2 data sets, namely, The University of Tokyo Hospital (UTokyo) and NTT Medical Center Tokyo (NTT), for external validation. The data sets for model development were split further into a training set, a validation set, and a test set.

Journal: JACC Asia

Article Title: Deep Learning-Based Identification of Echocardiographic Abnormalities From Electrocardiograms

doi: 10.1016/j.jacasi.2024.10.012

Figure Lengend Snippet: Flow Chart Showing the Study Datasets The paired electrocardiogram (ECG) and echocardiography data collected from 8 centers were used in 6 data sets, namely, Mitsui Memorial Hospital (Mitsui), Asahi General Hospital (Asahi), Sakakibara Heart Institute (Sakakibara), Jichi Medical University Saitama Medical Center (Jichi), Tokyo Bay Urayasu Ichikawa Medical Center (TokyoBay), and JR Tokyo General Hospital (JR), for model development, and in 2 data sets, namely, The University of Tokyo Hospital (UTokyo) and NTT Medical Center Tokyo (NTT), for external validation. The data sets for model development were split further into a training set, a validation set, and a test set.

Article Snippet: ECG data from Fukuda Denshi (Tokyo, Japan) were used for UTokyo and Mitsui while ECG data from Nihon Kohden (Tokyo, Japan) were used for Asahi, Sakakibara, Jichi, TokyoBay, JR, and NTT.

Techniques:

Overview of the Study Twelve echocardiographic finding labels for left-sided cardiac abnormalities, valvular heart diseases, and right-sided cardiac abnormalities were assigned from paired ECGs and echocardiograms. These labeled data sets were trained using convolutional neural network (CNN) to generate models for each specific echocardiographic finding. Subsequently, logistic regression was used on the output from these CNN models to predict the composite findings label. AR = aortic regurgitation; AS = aortic stenosis; DD = diastolic dysfunction; ECG = electrocardiogram; echo = echocardiographic; LAD = left atrial dilatation; LVD = left ventricular dilatation; LVEF = left ventricular ejection fraction; LVH = left ventricular hypertrophy; MR = mitral regurgitation; PH = pulmonary hypertension; RVD = right ventricular dysfunction; TR = tricuspid regurgitation; WMA = wall motion abnormality.

Journal: JACC Asia

Article Title: Deep Learning-Based Identification of Echocardiographic Abnormalities From Electrocardiograms

doi: 10.1016/j.jacasi.2024.10.012

Figure Lengend Snippet: Overview of the Study Twelve echocardiographic finding labels for left-sided cardiac abnormalities, valvular heart diseases, and right-sided cardiac abnormalities were assigned from paired ECGs and echocardiograms. These labeled data sets were trained using convolutional neural network (CNN) to generate models for each specific echocardiographic finding. Subsequently, logistic regression was used on the output from these CNN models to predict the composite findings label. AR = aortic regurgitation; AS = aortic stenosis; DD = diastolic dysfunction; ECG = electrocardiogram; echo = echocardiographic; LAD = left atrial dilatation; LVD = left ventricular dilatation; LVEF = left ventricular ejection fraction; LVH = left ventricular hypertrophy; MR = mitral regurgitation; PH = pulmonary hypertension; RVD = right ventricular dysfunction; TR = tricuspid regurgitation; WMA = wall motion abnormality.

Article Snippet: ECG data from Fukuda Denshi (Tokyo, Japan) were used for UTokyo and Mitsui while ECG data from Nihon Kohden (Tokyo, Japan) were used for Asahi, Sakakibara, Jichi, TokyoBay, JR, and NTT.

Techniques: Labeling

Patient Demographic and Clinical Characteristics

Journal: JACC Asia

Article Title: Deep Learning-Based Identification of Echocardiographic Abnormalities From Electrocardiograms

doi: 10.1016/j.jacasi.2024.10.012

Figure Lengend Snippet: Patient Demographic and Clinical Characteristics

Article Snippet: ECG data from Fukuda Denshi (Tokyo, Japan) were used for UTokyo and Mitsui while ECG data from Nihon Kohden (Tokyo, Japan) were used for Asahi, Sakakibara, Jichi, TokyoBay, JR, and NTT.

Techniques: