1.A automatic segmentation model of bone lesion in bone SPECT/CT based on deep learning
Xueting WANG ; Weiming XIE ; Yujia MIAO ; Zhaomin YAO ; Yingxin DAI ; Fengmin LIU ; Guoxiu LU ; Guoxu ZHANG ; Zhiguo WANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(11):666-671
Objective:To develop a deep learning-based segmentation model MT-UNet to automatically segment bone metastases and benign bone lesions in bone scintigraphy with SPECT/CT.Methods:A total of 93 patients (48 males and 45 females, age 28-84 years) who underwent bone SPECT/CT in the Department of Nuclear Medicine, General Hospital of Northern Theater Command from June 2023 to December 2023 were enrolled retrospectively in this study, with a total of 184 bone lesions (94 benign lesions and 90 metastatic tumors). The MT-UNet was employed to segment bone lesions in SPECT, CT and SPECT/CT images respectively. Comparative analysis with 8 segmentation models was performed. The training set and validation set were divided by using 5-fold cross-validation and transfer learning was introduced to further enhance the robustness of the model. An additional cohort of 22 patients (15 males and 7 females, age 37-87 years) who received bone SPECT/CT in the Department of Nuclear Medicine, General Hospital of Northern Theater Command from April 2023 to May 2023 were included, comprising 40 bone lesions (22 benign lesions and 18 metastatic tumors) as the test set of MT-UNet. Segmentation performance of different models was assessed using accuracy, sensitivity, specificity, AUC, intersection over union and Dice similarity coefficient (DSC). Delong test was used to compare the segmentation efficacy among different models in the test set.Results:In the validation set, MT-UNet demonstrated DSC of 0.940, 0.962, and 0.963 for SPECT, CT, and SPECT/CT bone lesion segmentation, respectively, which were outperformed other models. Following transfer learning implementation, the SPECT/CT model′s DSC was improved to 0.984. In the test set, MT-UNet maintained comparable segmentation performance to the validation set, with significant AUC differences among the three models ( Z values: from -15.42 to -9.27, all P<0.01). Compared with conventional image interpretation, MT-UNet-based segmentation reduced physician interpretation time from 164min to 102min. Conclusion:MT-UNet has shown good performance in automatic segmentation of bone metastases and benign bone lesions, and is expected to become an important part of SPECT/CT image intelligent diagnosis system for bone metastases.
2.Mixed-method Study on Regulatory Status and Standardization Issues of Centralized Decoction of Chinese Materia Medica in Hangzhou
Feiyu LI ; Guoxiu LIU ; Qianqian SUN ; Hongmei CHEN ; Yuzhou YANG ; Hanzong WANG ; Huaqiang ZHAI
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(11):6-12
Objective To analyze the current situation of quality control and regulation of centralized decoction of Chinese materia medica in Hangzhou through a mixed study combining quantitative research and qualitative research;To provide references for its standardization.Methods A self-designed questionnaire was distributed from July 20,2023 to August 10,2023 in institutions providing centralized decoction services of Chinese materia medica in different regions of Hangzhou.Using the stratified sampling method,the institutional personnel who completed the questionnaire survey were selected as the interviewees,and the semi-structured interview was used to refine the theme according to the Colaizzi seven step method.Results Totally 98 questionnaires were distributed and 96 valid questionnaires were recovered,with a valid recovery rate of 97.96%.There were significant differences in soaking time,concentration degree,and special decoction method such as decocted earlier or later of decoction pieces of Chinese materia medica among different types of institutions(P<0.05).The centralized decoction of Chinese materia medica in Hangzhou mainly involves two themes and seven sub themes:the supervision and management of the whole process of centralized decoction of Chinese materia medica(optimizing distribution of medical resources,strengthening of supervision,demanding guidance of standards),the operation of centralized decoction of Chinese materia medica(soaking time of decoction pieces of Chinese materia medica,the pretreatment operation of"decocted earlier and decocted later",the concentration treatment of Chinese materia medica decoction,and the quality control of Chinese materia medica decoction).Conclusion At present,centralized decoction of Chinese materia medica in Hangzhou still needs to be further standardized.It is recommended to strengthen the construction of shared Chinese materia medica pharmacy in the region,establish and improve the standard system of centralized decoction of Chinese materia medica decoction,and strengthen the construction of digital full chain traceability to improve the service quality and management level of centralized decoction of Chinese materia medica in Hangzhou.
3.A automatic segmentation model of bone lesion in bone SPECT/CT based on deep learning
Xueting WANG ; Weiming XIE ; Yujia MIAO ; Zhaomin YAO ; Yingxin DAI ; Fengmin LIU ; Guoxiu LU ; Guoxu ZHANG ; Zhiguo WANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(11):666-671
Objective:To develop a deep learning-based segmentation model MT-UNet to automatically segment bone metastases and benign bone lesions in bone scintigraphy with SPECT/CT.Methods:A total of 93 patients (48 males and 45 females, age 28-84 years) who underwent bone SPECT/CT in the Department of Nuclear Medicine, General Hospital of Northern Theater Command from June 2023 to December 2023 were enrolled retrospectively in this study, with a total of 184 bone lesions (94 benign lesions and 90 metastatic tumors). The MT-UNet was employed to segment bone lesions in SPECT, CT and SPECT/CT images respectively. Comparative analysis with 8 segmentation models was performed. The training set and validation set were divided by using 5-fold cross-validation and transfer learning was introduced to further enhance the robustness of the model. An additional cohort of 22 patients (15 males and 7 females, age 37-87 years) who received bone SPECT/CT in the Department of Nuclear Medicine, General Hospital of Northern Theater Command from April 2023 to May 2023 were included, comprising 40 bone lesions (22 benign lesions and 18 metastatic tumors) as the test set of MT-UNet. Segmentation performance of different models was assessed using accuracy, sensitivity, specificity, AUC, intersection over union and Dice similarity coefficient (DSC). Delong test was used to compare the segmentation efficacy among different models in the test set.Results:In the validation set, MT-UNet demonstrated DSC of 0.940, 0.962, and 0.963 for SPECT, CT, and SPECT/CT bone lesion segmentation, respectively, which were outperformed other models. Following transfer learning implementation, the SPECT/CT model′s DSC was improved to 0.984. In the test set, MT-UNet maintained comparable segmentation performance to the validation set, with significant AUC differences among the three models ( Z values: from -15.42 to -9.27, all P<0.01). Compared with conventional image interpretation, MT-UNet-based segmentation reduced physician interpretation time from 164min to 102min. Conclusion:MT-UNet has shown good performance in automatic segmentation of bone metastases and benign bone lesions, and is expected to become an important part of SPECT/CT image intelligent diagnosis system for bone metastases.
4.Mixed-method Study on Regulatory Status and Standardization Issues of Centralized Decoction of Chinese Materia Medica in Hangzhou
Feiyu LI ; Guoxiu LIU ; Qianqian SUN ; Hongmei CHEN ; Yuzhou YANG ; Hanzong WANG ; Huaqiang ZHAI
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(11):6-12
Objective To analyze the current situation of quality control and regulation of centralized decoction of Chinese materia medica in Hangzhou through a mixed study combining quantitative research and qualitative research;To provide references for its standardization.Methods A self-designed questionnaire was distributed from July 20,2023 to August 10,2023 in institutions providing centralized decoction services of Chinese materia medica in different regions of Hangzhou.Using the stratified sampling method,the institutional personnel who completed the questionnaire survey were selected as the interviewees,and the semi-structured interview was used to refine the theme according to the Colaizzi seven step method.Results Totally 98 questionnaires were distributed and 96 valid questionnaires were recovered,with a valid recovery rate of 97.96%.There were significant differences in soaking time,concentration degree,and special decoction method such as decocted earlier or later of decoction pieces of Chinese materia medica among different types of institutions(P<0.05).The centralized decoction of Chinese materia medica in Hangzhou mainly involves two themes and seven sub themes:the supervision and management of the whole process of centralized decoction of Chinese materia medica(optimizing distribution of medical resources,strengthening of supervision,demanding guidance of standards),the operation of centralized decoction of Chinese materia medica(soaking time of decoction pieces of Chinese materia medica,the pretreatment operation of"decocted earlier and decocted later",the concentration treatment of Chinese materia medica decoction,and the quality control of Chinese materia medica decoction).Conclusion At present,centralized decoction of Chinese materia medica in Hangzhou still needs to be further standardized.It is recommended to strengthen the construction of shared Chinese materia medica pharmacy in the region,establish and improve the standard system of centralized decoction of Chinese materia medica decoction,and strengthen the construction of digital full chain traceability to improve the service quality and management level of centralized decoction of Chinese materia medica in Hangzhou.
5.Construction of the simulated traditional Chinese medicine pharmacy based on virtual simulation technology and its application evaluation
Fengping ZENG ; Mengxin WANG ; Chenqian YU ; Guoxiu LIU ; Chunjin LI ; Guobing ZHANG ; Huaqiang ZHAI ; Shiyuan JIN
China Pharmacy 2024;35(3):271-276
OBJECTIVE To construct the simulated traditional Chinese medicine pharmacy based on virtual simulation technology, and assist in the development of the new mode of traditional Chinese medicine dispensing education training. METHODS The field research and questionnaire surveys were conducted to identify the needs of Chinese medicine students and practitioners for the content and presentation of knowledge on the construction of simulated traditional Chinese medicine pharmacy. Taking the laws and regulations on the construction of traditional Chinese medicine pharmacy and the related teaching materials and literature on traditional Chinese medicine preparation as the knowledge source, the virtual simulation technology was applied to build a simulated traditional Chinese medicine pharmacy so as to achieve the functions of browsing the traditional Chinese medicine pharmacy, learning the knowledge of traditional Chinese medicine preparation and practical skills training. A multi-site simulated traditional Chinese medicine pharmacy evaluation scale study was conducted based on platform operational testing. RESULTS A simulated traditional Chinese medicine pharmacy was constructed, consisting of four core modules: video teaching, animation video, simulated pharmacy, and simulated experience. The overall score of evaluation scale was 93.31, with all entries scoring above 80; the ones with evaluation scales above 90 accounted for 92.31% (60/65). CONCLUSIONS Simulated traditional Chinese medicine pharmacy based on virtual simulation technology meets the learning needs of users and enhances the teaching effect of traditional Chinese medicine dispensing technology training.
6.Evaluation of analgesic effect of nalbuphine in patients with non-mechanical ventilation in intensive care unit: a multi-center randomized controlled trail
Yi ZHOU ; Shaohua LIU ; Song QIN ; Guoxiu ZHANG ; Yibin LU ; Xiaoguang DUAN ; Haixu WANG ; Ruifang ZHANG ; Shuguang ZHANG ; Yonggang LUO ; Yu FANG ; Xiaoyun FU ; Tao CHEN ; Lening REN ; Tongwen SUN
Chinese Journal of Emergency Medicine 2024;33(1):59-64
Objective:To analyze the efficacy and safety of nalbuphine for analgesia in patients with non-mechanical ventilation in intensive care unit (ICU).Methods:From December 2018 to August 2021, a multicenter randomized controlled clinical study was conducted to select non-mechanical ventilation patients with analgesic needs admitted to ICU of four hospitals in Henan Province and Guizhou Province. Patients were randomly assigned to nalbuphine group and fentanyl group. The nalbuphine group was given continuous infusion of nalbuphine [0.05~0.20 mg/(kg·h)], and the fentanyl group was given continuous infusion of fentanyl [0.5~2.0 μg/(kg·h)]. The analgesic target was critical-care pain observation tool (CPOT) score<2. The observation time was 48 hours. The primary endpoint was CPOT score, the secondary endpoints were Richmond agitation-sedation score (RASS), ICU length of stay, adverse events, and proportion of mechanical ventilation. The quantitative data of the two groups were compared by t test or Mann-Whitney U test. The enumeration data were compared by chi square test or Fisher exact probability method. The data at different time points between groups were compared by repeated measures analysis of variance. Results:A total of 210 patients were enrolled, including 105 patients in the nalbuphine group and 105 patients in the fentanyl group. There was no significant difference in baseline data between the two groups (all P>0.05). There was no significant difference in CPOT score between nalbuphine group and fentanyl group at each time point after medication ( P>0.05), the CPOT score of both groups at each time point after medication was significantly lower than that before medication, and the analgesic target could be achieved and maintained 2 hours after medication. There was no significant difference in RASS between the two groups at each time point after medication ( P>0.05), which was significantly lower than that before medication, and the target sedative effect was achieved 2 hours after medication. There was no significant difference in ICU length of stay between nalbuphine group and fentanyl group [5.0(4.0,7.5) d vs. 5.0(4.0,8.0) d, P=0.504]. The incidence of delirium, nausea and vomiting, abdominal distension, pruritus, vertigo and other adverse events in the nalbuphine group was lower than that in the fentanyl group (all P<0.05). There was no significant difference in the incidence of other adverse events such as deep sedation, hypotension and bradycardia between the two groups (all P>0.05). The incidence of respiratory depression in nalbuphine group was not significantly different from that in fentanyl group ( P>0.05), but the proportion of mechanical ventilation was significantly lower than that in the fentanyl group [1.9% (2/105) vs. 8.6%(9/105), P=0.030]. Conclusions:Nalbuphine could be used for analgesia in ICU patients with non-mechanical ventilation. The target analgesic effect could be achieved within 2 hours, and it had a certain sedative effect with a low incidence of adverse reactions.
7.Thinking on the Development Route of Modern TCM Dispensing Industry
Guoxiu LIU ; Qianqian SUN ; Sijin ZHAO ; Jiankun WU ; Hongmei CHEN ; Yuanlong LI ; Chunjin LI ; Shiyuan JIN ; Xiangfei SU ; Huaqiang ZHAI
Chinese Journal of Information on Traditional Chinese Medicine 2024;31(7):8-13
TCM dispensing is the most basic clinical pharmaceutical work of TCM.In recent years,based on the 9 key technologies of TCM dispensing,the TCM dispensing industry has ushered in great development,and innovative TCM dispensing information system and intelligent dispensing equipment have appeared.This article sorted out the current situation of TCM dispensing industry and looked forward to its future development route.The results showed that the introduction of new technology and new equipment in the key technical links of procurement acceptance,dispensing review,TCM decocting,medication guidance and so on have improved the quality of dispensing service and ensured the quality and safety of medication.In the development of modern TCM dispensing industry,it is necessary to improve the quality control standard system,service standard system and core equipment standard system in the standardization of dispensing technology;in terms of talent cultivation in the field of dispensing,it is necessary to focus on restructuring and building new educational models to cultivate new medical talents that intersect medical and engineering fields;in terms of informatization and intelligence,it is necessary to develop intelligent equipment that is more in line with the characteristics of TCM,and further promote and improve the"shared TCM pharmacy"model.Through improving the content of TCM clinical pharmaceutical care,developing new technology and equipment of TCM dispensing,and improving the level of dispensing service and education,it is expected to gradually realize the standardization,informatization and intelligent development of modern TCM dispensing industry.
8.A method for immortalizing swine monoclonal B cells secreting anti-PRRSV antibodies.
Jian WANG ; Jing ZHANG ; Kun LI ; Pu SUN ; Guoxiu LI ; Jiaoyang LI ; Yimei CAO ; Zhixun ZHAO ; Hong YUAN ; Yuanfang FU ; Pinghua LI ; Dong LI ; Zaixin LIU ; Zengjun LU
Chinese Journal of Biotechnology 2022;38(8):2872-2882
Porcine reproductive and respiratory syndrome (PRRS) is a highly contagious disease caused by porcine reproductive and respiratory syndrome virus (PRRSV), which causes great economic losses. At the moment, no effective neutralizing antibody is available for scientific research and treatment. Therefore, developing a method for screening the neutralizing monoclonal antibodies is of great significance for the prevention and treatment of PRRSV and the screening of antigen sites. Monoclonal antibodies have been widely used in the treatment and diagnosis of many human and animal diseases. Therefore, screening effective neutralizing antibodies for different pathogens is an urgent task. Among the methods for monoclonal antibody screening, B cell immortalization is an effective method to obtain neutralizing monoclonal antibody. Specifically, in this study, the bcl-6 and bcl-xl genes were connected by f2a and then the yielded product was ligated to a vector for retrovirus packaging. The swine lymphocytes immunized with PRRSV were infected the yielded mature viruses and cultured in the complete medium containing CD40L and IL21 cytokines. Then, CD21 was used as the marker to screen B cells with the magnetic bead method. Finally, monoclonal B cells were obtained and the secretion of antibodies was tested. The results showed that the plasmid, either being transfected alone or with the packaged plasmids, could be expressed, and that the packaged retrovirus could infect the cells. Moreover, the infected lymphocytes secreted antibodies, so did the screened B cells. Therefore, the method for screening monoclonal antibody against PRRSV was successfully established.
Animals
;
Antibodies, Monoclonal
;
Antibodies, Neutralizing
;
Antibodies, Viral
;
Humans
;
Porcine Reproductive and Respiratory Syndrome/prevention & control*
;
Porcine respiratory and reproductive syndrome virus/genetics*
;
Swine
9.Development and Application of the First Carbon Ion Therapy System in China.
Rong LIU ; Qian MIAO ; Guoxiu SHI ; Yuqin LIU ; Xiaoyue DU ; Xiaoting QIANG ; Yinxia MA ; Lihong XUAN ; Shan ZHENG
Chinese Journal of Medical Instrumentation 2022;46(5):517-522
At present, heavy ion is an ideal radiation for cancer treatment, and carbon ion is used in the treatment of many kinds of cancer due to its higher relative biological effect value. In 2019, Wuwei heavy ion center built the first medical heavy ion accelerator-carbon ion radiotherapy system in China, and obtained the registration license from the National Medical Products Administration, and officially received cancer patients in March 2020. This study introduced the development and application of the first carbon ion radiotherapy system in China.
Carbon
;
China
;
Heavy Ion Radiotherapy
;
Heavy Ions
;
Humans
;
Neoplasms/radiotherapy*
10.A nested case-control study on association between self-reported occupational sulfur dioxide exposure and hypertension
Guoxiu SHI ; Li ZHANG ; Yanli LIU ; Xiaofei ZHANG ; Kang LYU ; Qin SHI ; Chun YIN ; Feng KANG ; Yana BAI ; Shan ZHENG
Journal of Environmental and Occupational Medicine 2022;39(8):856-862
Background Current evidence on whether occupational sulfur dioxide (SO2) exposure affects the risk of hypertension is still limited, and the research results of the effect of environmental SO2 exposure on risk of hypertension remain inconsistent. Objective To analyze the association between self-reported occupational exposure to SO2 and the risk of hypertension, and the potential dose-response relationship between the years of exposure to SO2 and the risk of hypertension. Methods Based on the Jinchang cohort, a nested case-control study design was adopted. A total of 841 newly diagnosed hypertension patients were followed up as the case group, and the control group was selected with 1∶1 individual matching based on non-occupational factors and occupational factors, respectively. The former matching conditions included age ±2 years old, same gender, working age ±2 years, and home address in the same sub-district. The latter was limited to working in the same workshop on the basis of the former conditions. Finally, the former included 717 controls and the latter included 488 controls. A unified questionnaire was used to collect general demographic characteristics, lifestyle habits, history of diabetes, family history of hypertension, and information on occupational exposure to SO2 (self-reported history of occupational exposure to SO2 and years of exposure to SO2). Conditional logistic regression model was used to analyze the association between occupational exposure to SO2 and hypertension, and the dose-response relationship between the years of SO2 exposure and the risk of hypertension. Results In the nested case-control study matching with the non-occupational factors, the OR of hypertension in workers with self-reported occupational exposure to SO2 was 2.39 (95%CI: 1.68-3.39); while when matching with the occupational factors, the OR of hypertension in workers with self-reported occupational exposure to SO2 was 1.48 (95%CI: 1.04-2.12). The results of the dose-response relationship showed that as the SO2 exposure years increased from 1-9 years, 10-19 years, 20-29 years, and 30 years and above, in the nested case-control study matching with non-occupational factors, the ORs of hypertension were 1.85 (95%CI: 0.68-5.08), 1.46 (95%CI: 0.58-3.67), 1.64 (95%CI: 1.00-2.67), and 4.95 (95%CI: 2.63-9.31), respectively; in the nested case-control study matching with occupational factors, the ORs of hypertension were 0.98 (95%CI: 0.40-2.41), 1.84 (95%CI: 0.72-4.70), 1.37 (95%CI: 0.82-2.29), and 2.44 (95%CI: 1.37-4.35), respectively. The two dose-response relationships were positive by χ2 trend test (Ptrend<0.05). Conclusion Self-reported occupational exposure to SO2 is associated with the risk of hypertension in the study population, and the hypertension risk increases with the increase of SO2 exposure years.

Result Analysis
Print
Save
E-mail