cvrticvrti epicardial mapping from intracoronary catheters rob macleod, richard kuenzler, quan ni,...

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CVRTI CVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research and Training Institute (CVRTI), U of Utah

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Page 1: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

CVRTICVRTICVRTICVRTI

Epicardial Mapping from Intracoronary Catheters

Epicardial Mapping from Intracoronary Catheters

Rob MacLeod,

Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux

NEH Cardiovascular Research and Training Institute (CVRTI), U of Utah

Page 2: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

CVRTICVRTICVRTICVRTI

Cardiac MappingCardiac Mapping

• Coverage • Surface or volume• Sampling Density

Page 3: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

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Catheter MappingCatheter Mapping• Epicardial• Endocardial• Venous

Page 4: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

CVRTICVRTICVRTICVRTI

The QuestionsThe Questions

• What are catheter electrograms?

• Can they provide mapping data?

Page 5: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

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Catheter MeasurementsCatheter MeasurementsCROSS SECTIONAL VIEW

CS

Superior Vena Cava

Inferior Vena Cava

• Acute dog preparation

• Cardima 4-16 pole catheters

• High resolution epicardial plaque

Page 6: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

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Electrogram ComparisonElectrogram Comparison

Catheter

Epi 1

Epi 2

-10

-20

-30

-40

V [mV]

10

20

0

Page 7: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

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Statistical ComparisonStatistical Comparison

Stat. Value

CC

RMSE (mv)

# of Electrograms

Compared

4 mm Plaque

0.955 ± 0.0770.949 ± 0.070

1.316 ± 0.7472.485 ± 1.360

484

2 mm Plaque

0.964 ± 0.0540.960 ± 0.046

1.422 ± 0.4312.801 ± 0.981

176

Signal Type

Whole SignalQRS

Whole SignalQRS

Page 8: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

CVRTICVRTICVRTICVRTI

InterpolationInterpolation

Original

Hardy’s Laplacian

42 electrodes

Page 9: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

CVRTICVRTICVRTICVRTI

InterpolationInterpolation

Original

Hardy’s Laplacian

42 electrodes

Page 10: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

CVRTICVRTICVRTICVRTI

EstimationMatrix

Statistical EstimationStatistical Estimation

CovarianceMatrix

Training Data

*

Sub-sampled Data

=Estimate

Page 11: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

CVRTICVRTICVRTICVRTI

Interpolation vs. EstimationInterpolation vs. Estimation

Original

Hardy’s Laplacian

StatisticalEstimation

Page 12: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

CVRTICVRTICVRTICVRTI

Interpolation vs. EstimationInterpolation vs. Estimation

Original

Hardy’s Laplacian

StatisticalEstimation

Page 13: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

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Electrode SpacingElectrode Spacing

Original Estimated: 41 leads(4 mm spacing)

Estimated: 21 leads(8 mm spacing)

Page 14: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

CVRTICVRTICVRTICVRTI

Test GeometryTest Geometry

Coronary Circulation

Surrogate CathetersG

CV

GCV CS

MCVLVP

Page 15: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

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Resubstitution Protocol Resubstitution Protocol

Training Data

Experiment 1

Experiment 2

Experiment 3

Experiment 4

Test Data

• Indicator of database quality

Page 16: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

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Leave-One-Map-Out Protocol Leave-One-Map-Out Protocol

Training Data

Experiment 1

Experiment 2

Experiment 3

Experiment 4

Test Data

• Intermittent bad lead case

Page 17: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

CVRTICVRTICVRTICVRTI

Leave-One-Experiment-Out Protocol

Leave-One-Experiment-Out Protocol

Training Data

Experiment 1

Experiment 2Experiment 4

Test Data

Experiment 3

• Clinically relevant case

Page 18: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

CVRTICVRTICVRTICVRTI

Original Resubstitution

Leave Out One Map

Leave Out One Experiment

LV PacingLV Pacing

Page 19: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

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Anterior Pacing

Anterior Pacing

Original Resubstitution

Leave Out One Map

Leave Out One Experiment

Page 20: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

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Apical PacingApical Pacing

Original Resubstitution

Leave Out One Map

Leave Out One Experiment

Page 21: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

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Posterior Pacing

Posterior Pacing

Original Resubstitution

Leave Out One Map

Leave Out One Experiment

Page 22: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

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Effect of # of Leads

Effect of # of Leads

L-experiment

L-map

Resubstitution

5 10 15 20 25 30 35 40# Catheter Leads

Relative ErrorRelative ErrorMean

Std. Dev.

• leads evenly spaced

• N=153 maps

Page 23: CVRTICVRTI Epicardial Mapping from Intracoronary Catheters Rob MacLeod, Richard Kuenzler, Quan Ni, Bruno Taccardi, and Bob Lux NEH Cardiovascular Research

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Current ResearchCurrent Research

• Acquire larger database– Variety of activation sequences– Range of interventions

• Evaluate other estimation approaches

• Evaluate other basis functions

• Merge estimation with interpolation