1.Cross modal translation of magnetic resonance imaging and computed tomography images based on diffusion generative adversarial networks.
Hong SHAO ; Yixuan JING ; Wencheng CUI
Journal of Biomedical Engineering 2025;42(3):575-584
To address the issues of difficulty in preserving anatomical structures, low realism of generated images, and loss of high-frequency image information in medical image cross-modal translation, this paper proposes a medical image cross-modal translation method based on diffusion generative adversarial networks. First, an unsupervised translation module is used to convert magnetic resonance imaging (MRI) into pseudo-computed tomography (CT) images. Subsequently, a nonlinear frequency decomposition module is used to extract high-frequency CT images. Finally, the pseudo-CT image is input into the forward process, while the high-frequency CT image as a conditional input is used to guide the reverse process to generate the final CT image. The proposed model is evaluated on the SynthRAD2023 dataset, which is used for CT image generation for radiotherapy planning. The generated brain CT images achieve a Fréchet Inception Distance (FID) score of 33.159 7, a structure similarity index measure (SSIM) of 89.84%, a peak signal-to-noise ratio (PSNR) of 35.596 5 dB, and a mean squared error (MSE) of 17.873 9. The generated pelvic CT images yield an FID score of 33.951 6, a structural similarity index of 91.30%, a PSNR of 34.870 7 dB, and an MSE of 17.465 8. Experimental results show that the proposed model generates highly realistic CT images while preserving anatomical accuracy as much as possible. The transformed CT images can be effectively used in radiotherapy planning, further enhancing diagnostic efficiency.
Humans
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Tomography, X-Ray Computed/methods*
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Magnetic Resonance Imaging/methods*
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Image Processing, Computer-Assisted/methods*
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Neural Networks, Computer
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Brain/diagnostic imaging*
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Algorithms
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Radiotherapy Planning, Computer-Assisted
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Generative Adversarial Networks
2.Advances in multimodal MRI-based study of brain networks in patients with carotid artery stenosis
Wenru GONG ; Wencheng LV ; Yi CUI
Chinese Journal of Radiological Health 2023;32(1):70-74
Stenosis and occlusion caused by carotid atherosclerosis is an important cause of ischemic stroke. In recent years, with the continuous development of magnetic resonance imaging (MRI) technology and the introduction of complex network theory, brain network analysis can be used not only to explain the clinical symptoms and cognitive dysfunction in patients with carotid stenosis caused by changes in network topological properties of different brain regions, but also to explore the imaging markers of carotid stenosis, thus providing important reference data for the diagnosis of early asymptomatic carotid stenosis, the selection of individualized intervention programs, and the assessment of efficacy. Brain network analysis has been used as a powerful tool. In this paper, we review the studies of structural and functional brain networks in patients with carotid stenosis, and introduce the definitions of brain network nodes and edges and important topological properties of complex networks. We also analyze the current research on brain network in patients with carotid stenosis, and discuss the challenges and outlook of existing imaging techniques and network construction methodologies in this field.
3.Liver cell therapies: cellular sources and grafting strategies.
Wencheng ZHANG ; Yangyang CUI ; Yuan DU ; Yong YANG ; Ting FANG ; Fengfeng LU ; Weixia KONG ; Canjun XIAO ; Jun SHI ; Lola M REID ; Zhiying HE
Frontiers of Medicine 2023;17(3):432-457
The liver has a complex cellular composition and a remarkable regenerative capacity. The primary cell types in the liver are two parenchymal cell populations, hepatocytes and cholangiocytes, that perform most of the functions of the liver and that are helped through interactions with non-parenchymal cell types comprising stellate cells, endothelia and various hemopoietic cell populations. The regulation of the cells in the liver is mediated by an insoluble complex of proteins and carbohydrates, the extracellular matrix, working synergistically with soluble paracrine and systemic signals. In recent years, with the rapid development of genetic sequencing technologies, research on the liver's cellular composition and its regulatory mechanisms during various conditions has been extensively explored. Meanwhile breakthroughs in strategies for cell transplantation are enabling a future in which there can be a rescue of patients with end-stage liver diseases, offering potential solutions to the chronic shortage of livers and alternatives to liver transplantation. This review will focus on the cellular mechanisms of liver homeostasis and how to select ideal sources of cells to be transplanted to achieve liver regeneration and repair. Recent advances are summarized for promoting the treatment of end-stage liver diseases by forms of cell transplantation that now include grafting strategies.
Humans
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Liver/surgery*
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Hepatocytes/transplantation*
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Stem Cells/metabolism*
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Liver Diseases/surgery*
4.Clinical application of 3 types of the medial shank island flaps
Yuxuan ZHANG ; Yajun XU ; Yi CUI ; Jiandong ZHOU ; Xingfei ZHANG ; Wencheng WANG
Chinese Journal of Microsurgery 2020;43(1):5-9
Objective:To compare the application and results in repairing wounds on shank and medial malleolus by perforator pedicled middle and lower third of posterior tibial flap, saphenous neurovascular flap and posterior tibial artery perforator plus saphenous neurovascular (double blood supply) flap.Methods:Clinical data of 60 patients with wounds on shank and medial malleolus and treated between August, 2015 and December, 2018 were analyzed. Among the patients, 25 were treated with perforator pedicled middle and lower third of posterior tibial flaps, 15 with saphenous neurovascular flaps, and 20 with double blood supply flaps. The data of surgery, survival of the flaps, texture and swelling of the flaps, patient satisfaction and scores set by American Orthopaedic Foot and Ankle Society(AOFAS) were collected. Statistic analysis was carried out to compare observations among the 3 groups.Results:Postoperative followed-up was 6 to 24(average 13.4) months. One flap suffered insufficient blood supply in the group of perforator pedicled middle and lower third of posterior tibial flaps, 2 flaps suffersd necrosis and skin graft was carried out in reverse saphenous nerve neurocutaneous flaps group. In double blood supply flaps group, 2 flaps appeared purple after surgery, and improved after removing the pedicle sutuer, and flaps became swelling and received secondary repair. All AOFAS scores (93.8, 93.3 and 92.8, respectively) and patient satisfaction were high in all 3 groups.Conclusion:All 3 types of flap are able to be used in repairing the soft tissue defect on shank and medial malleolus. The inclusive of saphenous nerve should be determined in intraoperation according to the presence and size of the perforator. If artery perforation is reliable, the use of posterior tibial artery perforator flap in wound repairing will deliver satisfactory outcomes in terms of blood supply and appearance of the flap. For the wider area of wound, a flap with double blood supply is preferred.
5.Clinical application of PCR and high resolution melting analysis for rapid identification of Brucella isolates
Xueni LIANG ; Buyun CUI ; Lingling MAO ; Wei REN ; Jingbo YU ; Wencheng XUE ; Dongya MENG
Chinese Journal of Zoonoses 2015;(3):255-259
The aim of this study is to develop a rapid and accurately species typing method for Brucella isolates by using High Resolution Melting (HRM ) analysis .Six pairs of primers were used according to the reference for the sequence of pur‐pose gene .Nineteen biotypes of six species Brucella standard strains were identified by PCR‐HRM analysis and this analysis was used to detect the 35 clinical isolates .Results showed Brucella amplified specific melting curves were different from con‐trasted strains with primer Bspp .The six species Brucella standard strains have own characteristic curve shape from each oth‐ers by PCR‐HRM analysis with five pairs of primers .Thirty‐five clinical isolates of Brucella have entirely consistent with PCR‐HRM curve shape with Brucella melitensis standard strains .So ,PCR‐HRM analysis methods can accurately identify Brucella strains ,especially clinical isolated Brucella melitensis ,and may be used in clinical microbiology laboratories .
6.Clinical comparative study of breast-conserving surgery and improved surgical in breast cancer patients
Wencheng FANG ; Chuanping ZHANG ; Hongxia CUI ; Zonghuai YUAN ; Qiang YIN
Clinical Medicine of China 2015;31(7):585-588
Objective To comparative analysze of the applications value of breast-conserving surgery and improved surgical in breast cancer patients.Methods One hundred and sixty-eight female breast cancer patients from February 2005 to October 2010 in the People's Hospital of Rizhaoour hospital were selected.The patients were divided into breast-conserving surgery group (n =80) and improved surgical group (n =88).The patients in two groups were followed-up and investigated for three years.Operative time,blood loss,postoperative drainage,postoperative drainage time and hospital stay,incidence of complications,local recurrence,distant metastasis and survival after 3 year,satisfaction ratio of breast cosmetology,psychological anxiety scores and quality of life scores after 3 years of the patients in two groups were compared and analyzed.Results The complication rate of breast-conserving surgery group was 12.50% (10/80),lower than the improved surgical group,and the difference was significant statistically (29.55% (26/88),x2 =7.23,P<0.05).The operative time ((72.68±5.28) min),blood loss ((39.21 ± 8.59) ml),postoperative drainage ((162.25 ± 28.56) ml),postoperative drainage time((8.16±2.58) d) and the length of hospital stay((11.43±1.98) d) of the patients in breast-conserving surgery group were lower than those of the improved surgical group,and the differences of two groups were significant statistically ((92.48 ± 6.01) min,(68.26 ± 10.23) ml,(343.29 ± 62.18) ml,(16.59±4.96) d,(18.47±2.94) d;t =22.72,19.99,24.61,13.99,18.35;P<0.05).The satisfaction rate after 3 years of breast-conserving surgery group was 92.50%(74/80),higher than that of the improved surgical group,and the difference was significant statistically (81.82% (72/88),x2 =4.20,P< 0.05).The psychological anxiety scores after 2 and 3 years of breast-conserving surgery group were (40.02 ± 2.63) points and (34.26 ± 3.59) points,lower than those of improved surgical group((42.58±2.37) points and (39.85±2.10) points),the quality of life scores after 3 years of breast-conserving surgery group was (67.58± 11.26)points,higher than that of improved surgical group ((50.85 ± 10.42) points),and the differences were significant statistically (t =6.60,12.16,9.96;P < 0.05).Conclusion Breast-conserving surgery could reduce the incidence of complications and psychological anxiety situations,improve clinically relevant indicators and satisfaction ratio of breast cosmetology and quality of life for the breast cancer patients.


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