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Understanding Biomedical Signal Processing: Applications in Medical Diagnosis

Explore the application of signal processing in various biomedical problems such as cardiac signal analysis and medical diagnosis like heart attacks. Learn about bioelectric signals, ECG, EEG, and more techniques used in biomedical signal processing.

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Understanding Biomedical Signal Processing: Applications in Medical Diagnosis

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  1. DSP概論: Biomedical Signal Processing 台大生醫電資所／電機系 李百祺

  2. Brain-Machine Interface Play games? Communicate? Assist disable?

  3. Brain-Machine Interface

  4. Brain-Machine Interface (By ATR-Honda)

  5. The Need for Biomedical Signal Processing

  6. What is it? • Biomedical Signal Processing: Application of signal processing methods, such as filtering, Fourier transform, spectral estimation and wavelet transform, to biomedical problems, such as the analysis of cardiac signals, the breathing cycle,…etc. • A broader aspect: Biomedical imaging, genomic signal processing,…etc.

  7. Medical Diagnosis: Heart Attack as another Example • Heart attack: Coronary artery disease, blockage of blood supply to the myocardium.

  8. Medical Diagnosis: Heart Attack as an Example • Plaque: A gradual build-up of fat (cholesterol) within the artery wall.

  9. Medical Diagnosis: Heart Attack as an Example • Symptoms: • Chest pressure with stress, heart burn, nausea, vomiting, shortness of breath, heavy sweating. • Chest pain, heart attack, arrhythmias.

  10. Medical Diagnosis: Heart Attack as an Example • Diagnosis: • Prehospital electrocardiography (ECG). • Continuous/serial ECG. • Exercise stress ECG. • Biochemical tests and biomarkers. • Sestamibi myocardial perfusion imaging. • Echocardiography. • Computer-based decision aids.

  11. Medical Diagnosis: ECG

  12. Medical Diagnosis: ECG

  13. Medical Diagnosis: ECG

  14. Medical Diagnosis: Heart Attack as an Example • Treatment: • Angioplasty. • Stent implantation. • Atherectomy. • Coronary bypass surgery. • Intravascular radiotherapy. • Excimer laser.

  15. Medical Diagnosis: Heart Attack as an Example • Imaging: • Ultrasound.

  16. Medical Diagnosis: Heart Attack as an Example • Imaging: • Optics.

  17. Biomedical Signals: Broader Definition • Signals as a result of physiological activities in the body: • Electrical and Non-electrical • Invasive/Non-invasive interrogation of an external field with the body • Diagnosis and therapy  Will focus mostly on bioelectric signal.

  18. Outline • Bioelectrical signals: • Excitable cells • Resting/action potential • ECG, EEG,…etc • Applications of signal processing techniques • Sampling, filtering, data compression,…etc • Non-stationary nature of biomedical signals

  19. Bioelectrical Signals • The bioelectric signals represent many physiological activities.

  20. Excitable Cells Ionic Relations in the Cell Neuron (Rabbit Retina)

  21. Structural unit

  22. Functional unit

  23. Neural signaling (I)

  24. Neural signaling (II)

  25. Neural signaling (III)

  26. Neural signaling (IV)

  27. 6250 ions/mm2 for 100mV membrane potential Measurements of Action Potential

  28. Goldman Equation • E: Equilibrium resting potential • R: Universal Gas Constant (8.31 J/(mol*K)) • T: Absolute temperature in K • F: Faraday constant (96500 C/equivalent) • PM: Permeability coefficient of ionic species M.

  29. Example: Ion Concentration (For frog skeletal muscle)

  30. Example: Equilibrium Resting Potential for frog skeletal muscle • PNa: 2 X 10-8 cm/s • PK : 2 X 10-6 cm/s • PCl : 4 X 10-6 cm/s • E=-85.3 mV

  31. Electrocardiogram (ECG)

  32. ECG • One of the main methods for assessing heart functions. • Many cardiac parameters, such as heart rate, myocardial infarction, and enlargement can be determined. • Five special groups of cell: • SA, AV, common bundle, RBB and LBB.

  33. ECG

  34. ECG

  35. ECG Leads

  36. ECG Leads

  37. ECG Diagnosis

  38. ECG Diagnosis PVC with echo

  39. ECG Diagnosis Conduction: SA Block (Type I)

  40. ECG Diagnosis Conduction: Complete AV Block

  41. ECG Diagnosis Rate: Atrial Tachycardia (160 bpm)

  42. ECG Diagnosis Rate: Ventricular Tachycardia

  43. ECG Diagnosis Rate: Ventricular Fibrillation

  44. ECG Diagnosis Rate: Sinus Bradycardia

  45. ECG Diagnosis • Other abnormalities: • Myocardial infarction • Atrial/Ventricular enlargement • ST segment elevation • ……

  46. Pace Makers

  47. Electroencephalogram (EEG)

  48. EEG • Electrical potential fluctuations of the brain. • Under normal circumstances, action potentials in axons are asynchronous. • If simultaneous stimulation, projection of action potentials are detectable. • The analysis is based more on frequency than morphology.

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