1.Whole lung CT radiomics combined with clinical and conventional CT features for distinguishing non-tuberculous mycobacterial pulmonary disease and pulmonary tuberculosis
Jie SHEN ; Minlin YU ; Xiaomei JIN ; Lin ZHANG ; Zeyang YU ; Shicheng FENG ; Ling WEN
Chinese Journal of Interventional Imaging and Therapy 2025;22(1):16-21
Objective To investigate the value of whole lung CT radiomics combined with clinical and conventional CT features for differentiating non-tuberculous mycobacterial pulmonary disease(NTM-PD)and pulmonary tuberculosis(PTB).Methods Fifty-three NTM-PD(NTM-PD group)and 111 PTB(PTB group)patients diagnosed by mycobacteria culture were retrospectively collected.The patients were divided into training set(n=115,including 37 cases of NTM-PD and 78 cases of PTB)and test set(n=49,including 16 cases of NTM-PD and 33 cases of PTB)at the ratio of 7∶3.Patients'clinical and pulmonary CT manifestations of lesions were analyzed using univariate and multivariate logistic regression,and the independent impact factors for differentiating NTM-PD and PTB lesions were screened.The best radiomics features were extracted and screened based on whole lung CT.Based on independent impact factors,the best radiomics features and their combination,clinical-CT,radiomics and combined models were constructed with random forest,and the differential efficacy of each model was evaluated.Results Patients'age(OR=0.264),gender(OR=0.956),immunoglobulin G(OR=3.416),C reactive protein(OR=3.418)and bronchiectasis shown on CT(OR=0.285)were all independent impact factors for differentiating NTM-PD and PTB.Twelve best radiomics features were screened based on whole lung ROI.The AUC of combined model in training set and test set was 0.915 and 0.901,respectively,both higher than that of clinical model(AUC=0.832,0.801,Z=1.340,3.710,both P<0.05)and radiomics model(AUC=0.877,0.821,Z=-2.520,-5.240,both P<0.05).Conclusion Whole lung CT radiomics combined with clinical and conventional CT features could effectively distinguish NTM-PD and PTB.
2.Whole lung CT radiomics combined with clinical and conventional CT features for distinguishing non-tuberculous mycobacterial pulmonary disease and pulmonary tuberculosis
Jie SHEN ; Minlin YU ; Xiaomei JIN ; Lin ZHANG ; Zeyang YU ; Shicheng FENG ; Ling WEN
Chinese Journal of Interventional Imaging and Therapy 2025;22(1):16-21
Objective To investigate the value of whole lung CT radiomics combined with clinical and conventional CT features for differentiating non-tuberculous mycobacterial pulmonary disease(NTM-PD)and pulmonary tuberculosis(PTB).Methods Fifty-three NTM-PD(NTM-PD group)and 111 PTB(PTB group)patients diagnosed by mycobacteria culture were retrospectively collected.The patients were divided into training set(n=115,including 37 cases of NTM-PD and 78 cases of PTB)and test set(n=49,including 16 cases of NTM-PD and 33 cases of PTB)at the ratio of 7∶3.Patients'clinical and pulmonary CT manifestations of lesions were analyzed using univariate and multivariate logistic regression,and the independent impact factors for differentiating NTM-PD and PTB lesions were screened.The best radiomics features were extracted and screened based on whole lung CT.Based on independent impact factors,the best radiomics features and their combination,clinical-CT,radiomics and combined models were constructed with random forest,and the differential efficacy of each model was evaluated.Results Patients'age(OR=0.264),gender(OR=0.956),immunoglobulin G(OR=3.416),C reactive protein(OR=3.418)and bronchiectasis shown on CT(OR=0.285)were all independent impact factors for differentiating NTM-PD and PTB.Twelve best radiomics features were screened based on whole lung ROI.The AUC of combined model in training set and test set was 0.915 and 0.901,respectively,both higher than that of clinical model(AUC=0.832,0.801,Z=1.340,3.710,both P<0.05)and radiomics model(AUC=0.877,0.821,Z=-2.520,-5.240,both P<0.05).Conclusion Whole lung CT radiomics combined with clinical and conventional CT features could effectively distinguish NTM-PD and PTB.
3.Research and Analysis of the Present Situation of Intelligent Construction of Beijing District-level Public Hospitals
Mingyue LI ; Hao CHI ; Shicheng ZHANG ; Chengyu MA ; Haopeng LIU ; Feng JIN ; Jiehong ZHOU ; Xinqing ZHANG
Chinese Hospital Management 2025;45(7):88-91
Objective To investigate and analyze the current situation of the construction of Smart Hospital in the dis-trict-level hospital of Beijing,and to provide reference for thedistrict-level hospitals to promote the construction of Smart Hospitals.Methods A questionnaire survey was conducted in Beijing district-level hospitals,and the construc-tion of Smart Hospital was analyzed by descriptive statistical analysis.Results The overall construction rate of Beijing district-level hospitals smart service business function was 50.98%,and the overall average construction rate of hos-pital smart management business function was 46.72%.93.75%hospitals thought that the investment in Smart Hos-pital construction was insufficient.The functions of smart service and management in different grades and categories of hospitals were different.Conclusion In order to promote the construction of Smart Hospital in Beijingdistrict-level hospitals,we should improve the top-level system such as strategic planning for the construction of smart hospi-tals,increase the investment in hospital informatization and talent teams,strengthen the standardization of intercon-nection between different hospitals,enhance the sharing and utilization of medical data and information,and strengthen the application of new hospital technologies and hospital information security.
4.Research and Analysis of the Present Situation of Intelligent Construction of Beijing District-level Public Hospitals
Mingyue LI ; Hao CHI ; Shicheng ZHANG ; Chengyu MA ; Haopeng LIU ; Feng JIN ; Jiehong ZHOU ; Xinqing ZHANG
Chinese Hospital Management 2025;45(7):88-91
Objective To investigate and analyze the current situation of the construction of Smart Hospital in the dis-trict-level hospital of Beijing,and to provide reference for thedistrict-level hospitals to promote the construction of Smart Hospitals.Methods A questionnaire survey was conducted in Beijing district-level hospitals,and the construc-tion of Smart Hospital was analyzed by descriptive statistical analysis.Results The overall construction rate of Beijing district-level hospitals smart service business function was 50.98%,and the overall average construction rate of hos-pital smart management business function was 46.72%.93.75%hospitals thought that the investment in Smart Hos-pital construction was insufficient.The functions of smart service and management in different grades and categories of hospitals were different.Conclusion In order to promote the construction of Smart Hospital in Beijingdistrict-level hospitals,we should improve the top-level system such as strategic planning for the construction of smart hospi-tals,increase the investment in hospital informatization and talent teams,strengthen the standardization of intercon-nection between different hospitals,enhance the sharing and utilization of medical data and information,and strengthen the application of new hospital technologies and hospital information security.
5.Study on the characteristics of lymphocyte-specfic protein-tyrosine kinase methylation in the peripheral blood circulation of patients with rheumatoid arthritis
Lingxia XU ; Cen CHANG ; Ping JIANG ; Kai WEI ; Jia′nan ZHAO ; Yixin ZHENG ; Yu SHAN ; Yiming SHI ; Hua Ye JIN ; Yi SHEN ; Shicheng GUO ; Dongyi HE ; Jia LIU
Chinese Journal of Rheumatology 2024;28(3):155-161
Objective:To analyze the methylation characteristics of the lymphocyte-specific protein-tyrosine kinase (LCK) promoter region in the peripheral blood circulation of rheumatoid arthritis (RA) patients and its correlation with clinical indicators.Methods:Targeted methylation sequencing was used to compare the methylation levels of 7 CpG sites in the LCK promoter region in the peripheral blood of RA patients with healthy controls (HC) and osteoarthritis (OA) patients. Correlation analysis and ROC curve construction were performed with clinical information.Results:Non-parametric tests revealed that compared with HC [0.53(0.50, 0.57)] and OA patients [0.59(0.54, 0.62), H=47.17, P<0.001], RA patients [0.63(0.59, 0.68)] exhibited an overall increase in methylation levels. Simultaneously, when compared with the HC group [0.38(0.35, 0.41), 0.59(0.55, 0.63), 0.60(0.55, 0.64), 0.59(0.55, 0.63), 0.58(0.53, 0.62), 0.45(0.43, 0.49), 0.57(0.54, 0.61)], the RA group [0.46(0.42, 0.49), 0.70(0.65, 0.75), 0.70(0.66, 0.76), 0.70(0.65, 0.75), 0.69(0.64, 0.74), 0.55(0.51, 0.59), 0.68(0.63, 0.73)] showed a significant elevation in methylation levels at CpG sites cg05350315_60, cg05350315_80, cg05350315_95, cg05350315_101, cg05350315_104, cg05350315_128, and cg05350315_142, with statistically significant differences ( Z=-5.63, -5.89, -5.91, -5.89, -5.98, -5.95, -5.95, all P<0.001). Compared with the OA group [0.65(0.59, 0.69), 0.65(0.60, 0.69), 0.64(0.58, 0.68), 0.50(0.45, 0.54), 0.63(0.58, 0.67)], the RA group [0.70(0.66, 0.76), 0.70(0.65, 0.75), 0.69(0.64, 0.74), 0.55(0.51, 0.59), 0.68(0.63, 0.73)] exhibited a significant increase in methylation levels at CpG sites cg05350315_95, cg05350315_101, cg05350315_104, cg05350315_128, and cg05350315_142, with statistically significant differences ( Z=-3.56, -3.52, -3.60, -3.67, -3.62; P=0.036, 0.042, 0.031, 0.030, 0.030). Furthermore, Pearson correlation coefficient analysis revealed a positive correlation between the overall methylation level in this region and C-reactive protein (CRP) ( r=0.19, P=0.004) and erythrocyte sedimentation rate ( r=0.14, P=0.035). The overall methylation level of the LCK promoter region in the CRP (low) group [0.63 (0.58, 0.68)] was higher than that in the CRP (high) group [0.65(0.61, 0.70)], with statistically significant differences ( Z=2.60, P=0.009). Finally, by constru-cting a ROC curve, the discriminatory efficacy of peripheral blood LCK promoter region methylation levels for identifying RA patients, especially seronegative RA patients, from HC and OA groups was validated, with an AUC value of 0.78 (95% CI: 0.63, 0.93). Conclusion:This study provides insights into the methylation status and methylation haplotype patterns of the LCK promoter region in the peripheral blood of RA patients. The overall methylation level in this region is positively correlated with the level of inflammation and can be used to differentiate seronegative RA patients from the HC and OA patients.
6.Analysis of the construction of the joint maritime search and rescue equipment system
Feng LI ; Gang LI ; Shicheng JIN ; Lei LIANG ; Jiaqing HU
Chinese journal of nautical medicine and hyperbaric medicine 2021;28(6):690-693
Equipment for maritime joint search and rescue (SAR) is the hardware basis for joint SAR operations at sea, and its level of development is a decisive factor of the joint SAR capability. This paper introduced the maritime SAR equipment systems in the US, UK, and other major maritime powers, and analyzed the present situation and the existing problems of China’s maritime joint SAR equipment system. The paper also put forward suggestions for the future construction of China’s system, namely, developing new SAR equipment, enhancing the SAR capability in the middle and high seas under complex meteorological conditions, which could be of some reference value to the construction of China’s SAR equipment system.
7.Discussion on building a joint air-sea search and rescue system based on maritime region division
Jiaqing HU ; Shicheng JIN ; Chunhua ZHU ; Feng LI ; Yanjun JI ; Lulu ZHANG
Chinese journal of nautical medicine and hyperbaric medicine 2021;28(6):686-689
Major maritime countries regard the joint maritime search and rescue (SAR) system as a complex systematic project and have been building it in that way. This paper analyzed region-based joint maritime SAR systems at home and abroad, pointed out existing problems in China’s current maritime SAR system, and put forward five suggestions for building a joint air-sea SAR system based on maritime region division in China, namely, optimizing division of maritime SAR region, straightening out chain of SAR command and coordination, strengthening professional SAR forces, enhancing air-sea SAR trainings, and perfecting laws and regulations for maritime SAR.
8.Construction of simulation training platform for search and rescue of man overboard based on virtual simulation technology
Shicheng JIN ; Jie CHEN ; Feng LI ; Gang LI ; Yi LIU ; Jiaqing HU
Chinese journal of nautical medicine and hyperbaric medicine 2021;28(6):694-698
In light of the practical difficulties in setting up a training environment for the search and rescue (SAR) of man overboard, the paper constructed a simulation platform for the SAR training based on refined modeling and high-precision virtual simulation technology. Then, the paper illustrated the details of the platform, namely, responsibility of each post, technical design, functions, and key technologies, which, therefore, provided technical support for scientifically and rationally carrying out SAR trainings at sea.
9.Analysis of the construction of the joint maritime search and rescue equipment system
Feng LI ; Gang LI ; Shicheng JIN ; Lei LIANG ; Jiaqing HU
Chinese journal of nautical medicine and hyperbaric medicine 2021;28(6):690-693
Equipment for maritime joint search and rescue (SAR) is the hardware basis for joint SAR operations at sea, and its level of development is a decisive factor of the joint SAR capability. This paper introduced the maritime SAR equipment systems in the US, UK, and other major maritime powers, and analyzed the present situation and the existing problems of China’s maritime joint SAR equipment system. The paper also put forward suggestions for the future construction of China’s system, namely, developing new SAR equipment, enhancing the SAR capability in the middle and high seas under complex meteorological conditions, which could be of some reference value to the construction of China’s SAR equipment system.
10.Discussion on building a joint air-sea search and rescue system based on maritime region division
Jiaqing HU ; Shicheng JIN ; Chunhua ZHU ; Feng LI ; Yanjun JI ; Lulu ZHANG
Chinese journal of nautical medicine and hyperbaric medicine 2021;28(6):686-689
Major maritime countries regard the joint maritime search and rescue (SAR) system as a complex systematic project and have been building it in that way. This paper analyzed region-based joint maritime SAR systems at home and abroad, pointed out existing problems in China’s current maritime SAR system, and put forward five suggestions for building a joint air-sea SAR system based on maritime region division in China, namely, optimizing division of maritime SAR region, straightening out chain of SAR command and coordination, strengthening professional SAR forces, enhancing air-sea SAR trainings, and perfecting laws and regulations for maritime SAR.

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