Time series and fractal analyses of wheezing: a novel approachPhysical and Engineering Sciences in Medicine - Tập 43 - Trang 1339-1347 - 2020
M. S. Swapna, A. Renjini, Vimal Raj, S. Sreejyothi, S. Sankararaman
Since the outbreak of the pandemic Coronavirus Disease 2019, the world is in search of novel non-invasive methods for safer and early detection of lung diseases. The pulmonary pathological symptoms reflected through the lung sound opens a possibility of detection through auscultation and of employing spectral, fractal, nonlinear time series and principal component analyses. Thirty-five signals of vesicular and expiratory wheezing breath sound, subjected to spectral analyses shows a clear distinction in terms of time duration, intensity, and the number of frequency components. An investigation of the dynamics of air molecules during respiration using phase portrait, Lyapunov exponent, sample entropy, fractal dimension, and Hurst exponent helps in understanding the degree of complexity arising due to the presence of mucus secretions and constrictions in the respiratory airways. The feature extraction of the power spectral density data and the application of principal component analysis helps in distinguishing vesicular and expiratory wheezing and thereby, giving a ray of hope in accomplishing an early detection of pulmonary diseases through sound signal analysis.
Nghiên cứu xung động động mạch để xác định và phân tầng rủi ro cho bệnh nhân suy tim bằng mạng nơ-ron sâu Dịch bởi AI Physical and Engineering Sciences in Medicine -
Chi‐Hsiang Huang, Shih-Hsien Sung, Wei‐Ting Wang, Yin-Yuan Su, Chi‐Jung Huang, Thinh Tuan Chu, Shao‐Yuan Chuang, Chern‐En Chiang, Chen‐Huan Chen, Chen-Ching Lin, Hao‐Min Cheng
Tóm tắtCác thông số huyết động học được suy diễn từ phân tích sóng mạch đã được chứng minh là có thể dự đoán kết quả lâu dài ở bệnh nhân suy tim (HF). Nghiên cứu này nhằm phát triển một thuật toán dựa trên học sâu, kết hợp các sóng áp lực để xác định và phân tầng rủi ro cho bệnh nhân HF. Nghiên cứu đầu tiên có thiết kế trường hợp - đối chứng nhằm giải quyết vấn đề mất cân bằng dữ liệu, bao gồm 431 đối tượng có HF với các triệu chứng điển hình và 1545 đối tượng đối chứng không có tiền sử HF (non-HF). Các sóng áp lực động mạch cảnh được thu thập từ tất cả các đối tượng bằng cách sử dụng kỹ thuật áp lực. Điểm HF, đại diện cho xác suất bị HF, được suy diễn từ một mô hình mạng nơ-ron sâu (DNN) một chiều được đào tạo với các đặc điểm của sóng áp lực động mạch cảnh đã được chuẩn hóa. Trong nghiên cứu thứ hai về bệnh nhân HF, chúng tôi đã xây dựng mô hình hồi quy Cox với 83 biến lâm sàng ứng viên cùng với điểm HF để dự đoán nguy cơ tử vong do mọi nguyên nhân cũng như tái nhập viện. Để xác định các đối tượng sử dụng điểm HF, độ nhạy, độ đặc hiệu, độ chính xác, điểm F1, và diện tích dưới đường cong hoạt động nhận diện cho thấy lần lượt là 0.867, 0.851, 0.874, 0.878 và 0.93, từ việc kiểm tra chéo với DNN, tốt hơn các mô hình học máy khác, bao gồm hồi quy logistic, máy vector hỗ trợ và rừng ngẫu nhiên. Với thời gian theo dõi trung bình là 5.8 năm, mô hình Cox đa biến sử dụng điểm HF và các biến lâm sàng khác vượt trội hơn các mô hình dự đoán rủi ro HF khác với chỉ số đồng thuận là 0.71, trong đó chỉ có điểm HF và năm biến lâm sàng là các yếu tố dự đoán độc lập có ý nghĩa (p < 0.05), bao gồm tuổi, tiền sử can thiệp mạch vành qua da, nồng độ natri trong phòng cấp cứu, N-terminal pro-brain natriuretic peptide, và hemoglobin. Nghiên cứu của chúng tôi chứng minh tính hữu ích chẩn đoán và tiên đoán của sóng động mạch ở các đối tượng có HF khi sử dụng mô hình DNN. Sóng mạch chứa thông tin giá trị có thể mang lại lợi ích cho công tác chăm sóc lâm sàng cho bệnh nhân HF.
Muscle and bone dose in paediatric limb digital radiography: a Monte Carlo evaluationPhysical and Engineering Sciences in Medicine - Tập 43 - Trang 79-92 - 2019
Yuri V. Matyagin, Donald W. McRobbie
The proliferation of digital radiography (DR) has led to a re-evaluation of exposure parameters and image quality. Currently, there is a move towards reducing X-ray tube voltage (kVp) in paediatric exposures down to 40 kVp to achieve better images. However, the effect on patient dose of these modifications is uncertain. The main aims of this phantom study were to evaluate the effect of reducing the kVp in paediatric limb DR exposures on contrast-to-noise ratio (CNR) and patient dose. For this purpose, Monte Carlo simulations of radiographic exposures on a paediatric limb phantom were performed. The phantom included muscle tissue and bone segments of five different densities in the range of 1.12 to 1.48 g/cm3. The overall thickness of the phantom varied between 1 and 12 cm. Dependence of the CNR at constant limb phantom muscle and bone doses and dependence of the CNR per unit of muscle and bone dose at constant detector dose on radiographic exposure factors and limb thickness were calculated. X-ray tube current-time product (mAs) values required to achieve equal detector dose versus limb thickness for different kVp were calculated, as well as muscle and bone doses for the limb phantom of varying thickness. Present work has shown that reducing the kVp in paediatric radiography of the extremities can result in a significant increase in radiation dose, particularly for thicker limbs. Low kVp radiography requires justification for use on the extremities.
Characterization and commissioning of a new collaborative multi-modality radiotherapy platformPhysical and Engineering Sciences in Medicine - Tập 46 - Trang 981-994 - 2023
Zhongfei Wang, Xiaohuan Sun, Wei Wang, Te Zhang, Liting Chen, Jie Duan, Siqi Feng, Yinzhu Chen, Zhiwei Wei, Jian Zang, Feng Xiao, Lina Zhao
TaiChi, a new multi-modality radiotherapy platform that integrates a linear accelerator, a focusing gamma system, and a kV imaging system within an enclosed O-ring gantry, was introduced into clinical application. This work aims to assess the technological characteristics and commissioning results of the TaiChi platform. The acceptance testing and commissioning were performed following the manufacturer’s customer acceptance tests (CAT) and several AAPM Task Group (TG) reports/guidelines. Regarding the linear accelerator (linac), all applicable validation measurements recommended by the MPPG 5.a (basic photon beam model validation, intensity-modulated radiotherapy (IMRT)/volumetric-modulated arc therapy (VMAT) validation, end-to-end(E2E) tests, and patient-specific quality assurance (QA)) were performed. For the focusing gamma system, the absorbed doses were measured using a PTW31014 ion chamber (IC) and PTW60016 diode detector. EBT3 films and a PTW60016 diode detector were employed to measure the relative output factors (ROFs). The E2E tests were performed using PTW31014 IC and EBT3 films. The coincidences between the imaging isocenter and the linac/gamma mechanical isocenter were investigated using EBT3 films. The image quality was evaluated regarding the contrast-to-noise ratio (CNR), spatial resolution, and uniformity. All tests included in the CAT met the manufacturer’s specifications. All MPPG 5.a measurements complied with the tolerances. The confidence limits for IMRT/VMAT point dose and dose distribution measurements were achieved according to TG-119. The point dose differences were below 1.68% and gamma passing rates (3%/2 mm) were above 95.1% for the linac E2E tests. All plans of patient-specific QA had point dose differences below 1.79% and gamma passing rates above 96.1% using the 3%/2 mm criterion suggested by TG-218. For the focusing gamma system, the differences between the calculated and measured absorbed doses were below 1.86%. The ROFs calculated by the TPS were independently confirmed within 2% using EBT3 films and a PTW60016 detector. The point dose differences were below 2.57% and gamma passing rates were above 95.3% using the 2%/1 mm criterion for the E2E tests. The coincidences between the imaging isocenter and the linac/gamma mechanical isocenter were within 0.5 mm. The image quality parameters fully complied with the manufacturer’s specifications regarding the CNR, spatial resolution, and uniformity. The multi-modality radiotherapy platform complies with the CAT and AAPM commissioning criteria. The commissioning results demonstrate that this platform performs well in mechanical and dosimetry accuracy.
Feasibility of 830 nm laser imaging for vein localization in dark skin tissue-mimicking phantomsPhysical and Engineering Sciences in Medicine - Tập 45 - Trang 135-142 - 2022
Wesam Bachir, Farah Abo Dargham
Accessing blood vessels by medical professionals has been a challenge in healthcare centers worldwide. The main objective of this work is to investigate the localization of blood vessels in dark skin based on near infrared laser imaging. An 830 nm diode laser was used as a light source to irradiate dark skin mimicking optical phantoms. Phantoms were constructed to simulate dark skin with embedded polymer tubes filled with human blood to mimic subcutaneous veins. Appropriate image processing techniques were also used to enhance the detection and depth resolved differentiation of the vein phantoms. Results show that a linear regression model can represent the relation between the grey level in subcutaneous vein images and the depth of vessels down to 3 mm or deeper (n = 15, R2 = 0.88, P < 0.001). The effect of laser power on the system performance is also discussed. Analysis of the collected images demonstrates the feasibility of 830 nm laser imaging for differentiating vein depths under dark skin surface. The proposed method would enhance the localization of invisible subcutaneous veins. This, in turn, would further improve the success rate of related medical procedures such as blood sampling, drawing, in the dark skin population.