Novel Microwave Torso Scanner for Thoracic Fluid Accumulation Diagnosis and Monitoring.
S Ahdi RezaeiehA ZamaniK S BialkowskiAmin AbboshPublished in: Scientific reports (2017)
Thoracic fluid accumulation is one of the significant and early-stage manifestations of fatal diseases, such as lung-cancer, liver-failure and congestive heart-failure. Currently, computational-tomography (CT)-Scan is the most widely used tool for the detection of thoracic fluid. Yet, it is unable to detect small amounts of fluid, has ionizing radiation and lacks mobility. On the other hand, microwave imaging systems have emerged as an accurate and portable complementary diagnostic tool. However, there is a lack of a complete clinical platform that can fulfill the requirements of accurate and reliable imaging. Therefore, a microwave torso scanner that is designed to meet those requirements is presented. In this system, two elliptical-arrays of microwave antennas (sensors) transmit signals towards the torso and collect the back-scattered signals. The captured signals are then processed by a frequency-based imaging algorithm to form microwave images that display a possible accumulated fluid. The system successfully detects and localized small volumes (3 mL) of fluid injected at different places inside a torso-phantom. As preparations for future clinical trials, the system is tested on healthy subjects to define the threshold range of healthy scenario images.
Keyphrases
- high resolution
- heart failure
- early stage
- clinical trial
- liver failure
- deep learning
- image quality
- computed tomography
- hepatitis b virus
- machine learning
- convolutional neural network
- magnetic resonance imaging
- radiation therapy
- magnetic resonance
- dual energy
- fluorescence imaging
- open label
- lymph node
- positron emission tomography
- sensitive detection
- loop mediated isothermal amplification
- photodynamic therapy
- label free
- real time pcr