Heart issues? Google algorithms to the rescue!

Dr. Nele Vandersickel (UGent)  

Enid Van Nieuwenhuyse (UGent)

Different websites are linked: form directed network

Search algorithm

What is the link with cardiac arrhythmia?

1/4 over the age of 40 develops cardiac arrhythmia

 To understand what is a cardiac arrhythmia, first we need to understand how the heart works normally

Normal rhythm of about 60 beats/min (determined by SA node)

=> 100.000 beats per day

=> 3 000 000 000 in a lifetime!!!

How can this electrical wave go wrong?

When something goes wrong with these electrical waves: cardiac arrhythmia

1. Rotating electrical waves

electrical waves can rotate around an obstacle like a valve, scar tissue or the veins  = anatomische reentry -> mexican wave!

When something goes wrong with these electrical waves: cardiac arrhythmia

1. Rotating electrical waves

Electrical waves can even rotate around itself!

This rotating wave act like a source and take over the normal rhythm of the sino atrial node

When something goes wrong with these electrical waves: cardiac arrhythmia

1. Rotating electrical waves

Focal sources give rise to electrical waves which spread centrifugal

 

if fast, they also take over the normal rhythm

When something goes wrong with these electrical waves: cardiac arrhythmia

2. Focal sources

How to treat an arrhythmia?

Ablation: creating scar (via burning) at to interrupt the rotation path

1. Rotating electrical waves

Ablation: removing the focal source by burning it

2. Focal sources

Ablation is one of the most preveland procedures in electrophysiology

In electrophysiology there still exist no good algorithms to determine the location of cardiac arrhythmia

 

  • AT is a regular arrhythmia
  • Symptoms: palpitations, lichtheadedness, sweating, shortness of breath, chest pain 
  • AT has a large incidence:  2.3/1000 people.  Also ablation of atrial fibrillation can result in atrial tachycardia
  • Possible sources of AT

                    1. Rotating electrical waves:

  •   around a piece of scar
  •   around the veins
  •   around the mitral valve ...
  • ...

                    2. Focal source

Example: atrial tachycardia

Measurements give rise to a color map.

Needs to be interpreted manually: challenging and operator dependent.

Local activation time

Atrial tachycardia: current stategy

  • In electrophysiology there exist still no good algorithms to automatically detect these sources.
  • Therefore, we developed a novel methodology to determine these sources automatically: we describe the electrical propagation in the heart as a directed network: 

Directed Graph(DG)-mapping

Here is our link to network theory and Google!

Network theory has many applications...

Brain

Facebook

Search algorithm

We can find these rotating electrical waves very easily, they are just the cycles in our network

But was not yet applied to the heart...

atrial tachycardia is a directed graph!

atrial tachycardia is a directed graph!

Demo-time!!!

OC4 - period 260 ms

We are currently adding additional features to our software, to increase the guidance for the electrophsyiologist

We collaboration with AZ-sint Jan Bruges

Prof. Dr. Mattias Duytschaever

Prof. Dr. Sebastien Knecht

Dr. Jan De Pooter

  • 30 cases after ablatie: DG-mapping 100% correct
  • 43 real-time cases, but 30 complex. 

                1. DG-mapping:  88% correct.

                2. Expert + latest system : 72% correct

                3. Junior + latest system: 48% correct

Dr. Jan De Pooter

Dr. Teresa Strisciuglio

This is the first fully automatic system which is

  1. robust
  2. operator independent
  3. fast
  4. in doubt, another technique is currently used: our goal is to replace that technique
  • Atrial fibrillation (AF): most prevalent cardiac arrhythmia in the world, 6fold increase of stroke, leads to anxiety, depression, and reduced quality of life.

  • Ablation: has only 50% success rate!

  • Mechanism is heatedly debated

  • Is AF maintained by rotational electrical
    waves?

Future:  Atrial fibrillation

  • FIRM (Focal Impulse and Rotor Modulation) which works with a technique called phase mapping

  • In studies let by the inventors: very high successratio (90%)

  • FIRM is sold for 250 million dollar to Abbott

  • Independent research shows that FIRM does not work, only (50%) succesratio

Future:  Atrial fibrillation

Phase mapping?

 

Kuklik et al, 2017, IEEE Trans Biomed Eng.:

``Great methodological care has to be taken before equating detected phase mapping with rotating waves and using phase mapping detection algorithms to guide catheter ablation of atrial fibrillation''

Future:  Atrial fibrillation

In simple 2D simulations, DG mapping outperforms phase mapping as implemented by FIRM

Future:  Atrial fibrillation

  • This is the start of a new research area
  • Google, Facebook and other networks can help us to find novel algorithms

nele.vandersickel@ugent.be

Enid Van Nieuwenhuyse

PhD student

Project leader

Group leader

Prof. Dr. AlexanderPanfilov

Clinical expert

Prof. Dr. Mattias Duytschaever

Dr. Nele Vandersickel

Our main team:

Clinical expert

Clinical expert

Prof. Dr. Sebastien Knecht

Dr. Jan De Pooter

Dr. Teresa Strisciuglio

Copy of Directed networks as a novel approach for improving the management of cardiac arrhythmias - general presentation

By Nele Vandersickel

Copy of Directed networks as a novel approach for improving the management of cardiac arrhythmias - general presentation

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