基于区域聚类三维电阻抗成像的胃出血检测方法
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1)西安理工大学机械与精密仪器工程学院,西安 710048;2)上海工程技术大学国际创意设计学院,上海 201620;3)南京航空航天大学机电学院,南京 210016;4)南京林业大学机械电子工程学院,南京 210037;5)西安电子科技大学机电工程学院-高性能电子装备机电集成制造全国重点实验室,西安 710071;6.6)暨南大学物理与光电工程学院,广州 510632

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陕西省重点研发计划(2025GH-YBXM-007),中国博士后基金(2025M771364)和国家自然科学基金(625012888)资助项目。


Three-dimensional Electrical Impedance Tomography for Monitoring Gastric Hemorrhage
Author:
Affiliation:

1)School of Mechanical and Precision Instrument Engineering, Xi’an University of Technology, Xi’an 710048, China;2)International Institute of Creative Design, Shanghai University of Engineering Science, Shanghai 201620, China;3)College of Mechanical and Electrical Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China;4)College of Mechanical and Electronic Engineering, Nanjing Forestry University, Nanjing 210037, China;5)School of Mechano-Electronic Engineering-State Key Laboratory of Electromechanical Integrated Manufacturing for High-Performance Electronic Equipment, Xidian University, Xi’an 710071, China;6.6)College of Physics & Optoelectronic Engineering, Jinan University, Guangzhou 510632, China

Fund Project:

This work was supported by grants from The Key Research and Development Program of Shaanxi (2025GH-YBXM-007), the China Postdoctoral Science Foundation (2025M771364), and The National Natural Science Foundation of China (625012888).

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    摘要:

    目的 胃出血是上消化道最常见且最危险的急症之一,早期诊断和连续监测对于降低再出血率和病死率至关重要。传统的内镜和影像学检查虽能明确出血部位,但存在侵入性强、实时性差等不足。为实现对胃出血的无创、实时与动态监测,本文提出一种基于三维电阻抗成像(three-dimensional electrical impedance tomography,3D-EIT)的胃出血检测新方法(3D-gEIT)。方法 构建了包含胃的三维上腹部仿真模型,并设计了3种电极排布方案(双层环状、四层交错环状、对置双平面阵列),仿真对比了不同结构对成像效果的影响。在Tikhonov-Noser组合正则化的基础上引入区域聚类约束,形成TK-Noser-RCC算法,以提升空间连贯性和抗噪性能。随后,搭建基于琼脂介质的上腹部物理模型实验平台,通过控制嵌入半球体积(10~50 ml)模拟不同程度出血,采集边界电压并进行三维重建。此外,开展猪实验,通过注入100 ml自体血液来模拟胃出血,用以验证方法在真实生理条件下的可行性。结果 仿真结果表明,对置双平面阵列电极在纵深方向具有最佳灵敏度分布与空间分辨率,其平均图像相关系数(ICC)和结构相似性系数(SSIM)较双层环状结构分别提升55.9%与38.8%,较四层交错结构分别提升64.0%与39.5%。区域聚类约束有效抑制了噪声伪影,在40 dB和30 dB信噪比条件下仍保持清晰的边界与稳定的形态,ICC仍可保持在0.85左右。物理实验中,随着出血半球体积的增加,重建体积呈线性增长趋势,重建结果与实际出血区域高度一致。动物实验进一步验证了该系统在实际生理环境中的稳定性,重建出血区域随注血量逐渐扩大,空间位置稳定,无显著伪影,能够准确反映胃腔内出血的动态变化。结论 本文所提出的3D-gEIT系统可实现对胃出血体积与空间分布的定量重建,具备良好的抗噪稳定性与适应性。为胃出血的早期诊断、术后监测及床旁连续检测提供了一种无创、实时、低成本的新型成像手段。

    Abstract:

    Objective Gastric hemorrhage is one of the most common and life-threatening emergencies of the upper digestive tract. Early identification and continuous monitoring are essential for reducing rebleeding rates and mortality, particularly within the critical early hours after onset. Although endoscopy and radiological imaging can accurately localize bleeding sites, these approaches are invasive, resource-intensive, and unsuitable for continuous bedside monitoring. Electrical impedance tomography (EIT), as a noninvasive and radiation-free functional imaging technique, offers real-time visualization of conductivity distribution and has the potential for detecting intragastric bleeding based on the electrical contrast between blood and surrounding gastric tissues. In this study, a three-dimensional gastric EIT (3D-gEIT) framework is proposed to achieve noninvasive, real-time, and dynamic monitoring of gastric hemorrhage, with emphasis on spatial localization and quantitative volume assessment.Methods A three-dimensional upper-abdominal simulation model incorporating the stomach, gastric wall, gastric contents, and surrounding tissues was established. Three electrode configurations, namely the dual layer ring, the four layer staggered ring, and the opposed dual plane array, were designed and systematically compared to evaluate their influence on depth sensitivity and spatial resolution. Based on the Tikhonov-Noser hybrid regularization scheme, a region-clustering constraint was introduced to develop the TK-Noser-RCC algorithm. This approach aggregates spatially adjacent elements with similar conductivity variations, thereby enhancing structural continuity and suppressing isolated noise artifacts. To validate the proposed framework, an upper-abdominal physical phantom was constructed using agar to simulate background tissue conductivity. Hemispherical high-conductivity inclusions with volumes ranging from 10 ml to 50 ml were attached to the inner gastric wall to mimic localized bleeding under different gastric filling states. Boundary voltages were acquired under a 120 kHz excitation current and reconstructed using the TK-Noser-RCC algorithm. Furthermore, an in vivo animal experiment was performed using a porcine model with adult-scale abdominal dimensions. A total of 100 ml of autologous blood was injected incrementally into the stomach to simulate progressive gastric hemorrhage, and time-difference EIT reconstruction was conducted at each injection stage to assess the dynamic system response under physiological conditions.Results Simulation results demonstrated that the opposed dual-plane electrode array achieved superior depth sensitivity distribution and spatial resolution. For a 40 ml hemorrhage model, the average ICC and SSIM improved by 55.9% and 38.8% compared with the dual-layer ring configuration, and by 64.0% and 39.5% compared with the four-layer staggered configuration. The proposed region-clustering constraint significantly enhanced reconstruction stability. Under added Gaussian noise of 40 dB and 30 dB, ICC values remained approximately 0.85, indicating effective artifact suppression and preservation of boundary integrity. In physical phantom experiments, reconstructed hemorrhage volumes increased approximately linearly with the preset hemispherical volumes, and the reconstructed high-conductivity regions closely matched the actual bleeding locations. Both empty-stomach and full-stomach conditions were evaluated, demonstrating that the opposed dual-plane configuration maintained stable imaging performance across varying gastric contents. In the animal experiment, reconstructed low-impedance regions expanded progressively with increasing injected blood volume. The spatial localization of the hemorrhage remained stable throughout the procedure, and no significant artifacts were observed. Quantitative analysis showed that reconstructed volume and average conductivity variation exhibited an approximately linear growth trend with injected blood volume, confirming the sensitivity of the system to dynamic intragastric conductivity changes.Conclusion The proposed 3D-gEIT framework enables quantitative reconstruction of gastric hemorrhage volume and spatial distribution with improved depth sensitivity, structural continuity, and noise robustness compared with conventional EIT approaches. By integrating optimized electrode configuration and a region-clustering-constrained reconstruction algorithm, the system provides stable dynamic monitoring under both controlled phantom conditions and in vivo physiological environments. This method offers a noninvasive, real-time, and low-cost imaging strategy for early diagnosis, postoperative monitoring, and bedside surveillance of gastric bleeding.

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赵子涵,孙博,黄晶石,李志伟,吴阳,李楠,姚佳烽,赵桐.基于区域聚类三维电阻抗成像的胃出血检测方法[J].生物化学与生物物理进展,2026,53(4):1062-1075 ZHAO Zi-Han, SUN Bo, HUANG Jing-Shi, LI Zhi-Wei, WU Yang, LI Nan, YAO Jia-Feng, ZHAO Tong. Three-dimensional Electrical Impedance Tomography for Monitoring Gastric Hemorrhage[J]. Progress in Biochemistry and Biophysics,2026,53(4):1062-1075

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  • 收稿日期:2025-11-24
  • 最后修改日期:2026-04-20
  • 录用日期:2026-02-26
  • 在线发布日期: 2026-02-26
  • 出版日期: 2026-04-28
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