1.Four-dimensional flow MRI quantification study of the pulmonary artery hemodynamics in patients with repaired tetralogy of Fallot
Jing XU ; Shiqin YU ; Gang YIN ; Shoujun LI ; Shihua ZHAO ; Minjie LU
Chinese Journal of Radiology 2025;59(3):277-285
Objective:To comprehensively evaluate the changes in pulmonary artery hemodynamics in patients with repaired tetralogy of Fallot (rTOF) using four-dimensional flow (4D Flow) MRI, and to explore the value of viscous energy loss (EL) as an evaluation parameter of the right heart in patients with rTOF.Methods:A total of 30 rTOF patients who were prospectively admitted at Fuwai Hospital between October 2017 and November 2019, and 19 healthy controls who were prospectively recruited on March 2023, were enrolled in this study. All participants underwent a comprehensive 4D Flow MRI evaluation, and indicators of comparison between the two groups including quantitative flow analysis, wall shear stress (WSS) assessment, and EL evaluation in four planes: the right ventricular outflow tract (RVOT), main pulmonary artery (MPA), right pulmonary artery (RPA), and left pulmonary artery (LPA). The correlation between EL and traditional right ventricular (RV) function parameters, as well as WSS, was analyzed.Results:The RV function was generally decreased in rTOF patients, with an RV ejection fraction of 41.42 (35.85, 43.33) %. Compared with healthy controls, the volumes of backward flow, peak velocities, and both axial and circumferential WSS at the RVOT, MPA, RPA, and LPA were significantly increased in rTOF patients (all P<0.05). The EL in the pulmonary artery was extremely low in healthy controls, with the maximum EL values for the MPA-RPA and MPA-LPA segments during cardiac cycle being 0.51 (0.42, 0.73) and 0.68 (0.40, 0.94) mW, respectively. However, in rTOF patients, the EL values were as high as 63.63 (35.35, 82.15) and 56.41 (34.96, 88.76) mW, respectively. There was a significant moderate negative correlation between EL and RV ejection fraction, and a moderate to high positive correlation between EL with RV volume index, regurgitation fraction, as well as peak velocities (all P<0.05). Additionally, there was a significant positive correlation between EL and axial and circumferential WSS, with the correlation coefficients at MPA ranging from 0.67 to 0.88 (all P<0.05). Conclusions:Disordered flow in the pulmonary artery is common in patients with rTOF and should not be overlooked. The extensive viscous EL is closely associated with traditional RV function parameters and WSS. EL is expected to become an crucial parameter for evaluating right heart function in rTOF patients.
2.Selection of respiratory motion management strategies for stereotactic radiotherapy in liver cancer based on machine learning
Shiqin DENG ; Zhen YANG ; Du TANG ; Hua PENG ; Zhao PENG ; Ying CAO ; Xiaoyu YANG ; Shuzhou LI ; Kan CHEN
Chinese Journal of Radiation Oncology 2025;34(4):363-368
Objective:To explore the feasibility of selecting appropriate respiratory motion management strategies for patients undergoing stereotactic radiotherapy for liver cancer using chi-square feature testing and machine learning techniques.Methods:A retrospective analysis was conducted on 95 liver cancer patients who underwent respiratory motion evaluation at Xiangya Hospital of Central South University between March 2022 and August 2024. Chi-square testing was used to screen features related to respiratory motion evaluation in liver cancer patients. Based on these features, predictive models were constructed using 4 machine learning classification algorithms: support vector machine (SVM), random forest (RF), gradient boosting decision tree (GBDT), and adaptive boosting (AdaBoost). The predictive performance of these models was evaluated using accuracy, sensitivity, specificity, F1 value, and area under the curve (AUC).Results:The accuracy values for the SVM, RF, GBDT and AdaBoost models were 0.75, 0.75, 0.70, and 0.82, respectively. The sensitivity values were 0.82, 0.82, 0.64, and 0.82, respectively. The specificity values were 0.63, 0.63, 0.63, and 0.75, respectively. The F1 scores were 0.78, 0.78, 0.67, and 0.82, respectively. The AUC values were 0.85, 0.80, 0.76, and 0.85, respectively.Conclusions:The predictive models constructed by combining chi-square feature testing and machine learning methods can effectively predict the selection of respiratory motion management strategies. Among the models, the AdaBoost model demonstrated the best predictive performance for selecting respiratory motion management strategies.
3.Four-dimensional flow MRI quantification study of the pulmonary artery hemodynamics in patients with repaired tetralogy of Fallot
Jing XU ; Shiqin YU ; Gang YIN ; Shoujun LI ; Shihua ZHAO ; Minjie LU
Chinese Journal of Radiology 2025;59(3):277-285
Objective:To comprehensively evaluate the changes in pulmonary artery hemodynamics in patients with repaired tetralogy of Fallot (rTOF) using four-dimensional flow (4D Flow) MRI, and to explore the value of viscous energy loss (EL) as an evaluation parameter of the right heart in patients with rTOF.Methods:A total of 30 rTOF patients who were prospectively admitted at Fuwai Hospital between October 2017 and November 2019, and 19 healthy controls who were prospectively recruited on March 2023, were enrolled in this study. All participants underwent a comprehensive 4D Flow MRI evaluation, and indicators of comparison between the two groups including quantitative flow analysis, wall shear stress (WSS) assessment, and EL evaluation in four planes: the right ventricular outflow tract (RVOT), main pulmonary artery (MPA), right pulmonary artery (RPA), and left pulmonary artery (LPA). The correlation between EL and traditional right ventricular (RV) function parameters, as well as WSS, was analyzed.Results:The RV function was generally decreased in rTOF patients, with an RV ejection fraction of 41.42 (35.85, 43.33) %. Compared with healthy controls, the volumes of backward flow, peak velocities, and both axial and circumferential WSS at the RVOT, MPA, RPA, and LPA were significantly increased in rTOF patients (all P<0.05). The EL in the pulmonary artery was extremely low in healthy controls, with the maximum EL values for the MPA-RPA and MPA-LPA segments during cardiac cycle being 0.51 (0.42, 0.73) and 0.68 (0.40, 0.94) mW, respectively. However, in rTOF patients, the EL values were as high as 63.63 (35.35, 82.15) and 56.41 (34.96, 88.76) mW, respectively. There was a significant moderate negative correlation between EL and RV ejection fraction, and a moderate to high positive correlation between EL with RV volume index, regurgitation fraction, as well as peak velocities (all P<0.05). Additionally, there was a significant positive correlation between EL and axial and circumferential WSS, with the correlation coefficients at MPA ranging from 0.67 to 0.88 (all P<0.05). Conclusions:Disordered flow in the pulmonary artery is common in patients with rTOF and should not be overlooked. The extensive viscous EL is closely associated with traditional RV function parameters and WSS. EL is expected to become an crucial parameter for evaluating right heart function in rTOF patients.
4.Selection of respiratory motion management strategies for stereotactic radiotherapy in liver cancer based on machine learning
Shiqin DENG ; Zhen YANG ; Du TANG ; Hua PENG ; Zhao PENG ; Ying CAO ; Xiaoyu YANG ; Shuzhou LI ; Kan CHEN
Chinese Journal of Radiation Oncology 2025;34(4):363-368
Objective:To explore the feasibility of selecting appropriate respiratory motion management strategies for patients undergoing stereotactic radiotherapy for liver cancer using chi-square feature testing and machine learning techniques.Methods:A retrospective analysis was conducted on 95 liver cancer patients who underwent respiratory motion evaluation at Xiangya Hospital of Central South University between March 2022 and August 2024. Chi-square testing was used to screen features related to respiratory motion evaluation in liver cancer patients. Based on these features, predictive models were constructed using 4 machine learning classification algorithms: support vector machine (SVM), random forest (RF), gradient boosting decision tree (GBDT), and adaptive boosting (AdaBoost). The predictive performance of these models was evaluated using accuracy, sensitivity, specificity, F1 value, and area under the curve (AUC).Results:The accuracy values for the SVM, RF, GBDT and AdaBoost models were 0.75, 0.75, 0.70, and 0.82, respectively. The sensitivity values were 0.82, 0.82, 0.64, and 0.82, respectively. The specificity values were 0.63, 0.63, 0.63, and 0.75, respectively. The F1 scores were 0.78, 0.78, 0.67, and 0.82, respectively. The AUC values were 0.85, 0.80, 0.76, and 0.85, respectively.Conclusions:The predictive models constructed by combining chi-square feature testing and machine learning methods can effectively predict the selection of respiratory motion management strategies. Among the models, the AdaBoost model demonstrated the best predictive performance for selecting respiratory motion management strategies.
5.Clinical study of the cytokine panel in the diagnosis of ocular chronic graft-versus-host disease
Xianjing CHENG ; Rui JI ; Ruihao HUAN ; Shiqin HUANG ; Wei FAN ; Yuancheng ZHAO ; Rongdi YUAN ; Xiaoqi WANG ; Xi ZHANG
Chinese Journal of Hematology 2024;45(3):242-248
Objective:To investigate the association between cytokines and ocular chronic graft-versus-host disease (cGVHD) and identify specific biomarkers for ocular cGVHD to enhance clinical diagnosis, treatment, and evaluation.Methods:A mouse model of cGVHD was established to explore the correlation between cGVHD and serum cytokines. Based on the findings from the animal experiments and literature review, a panel of 16 cytokine combinations was identified. Enzyme-linked immunosorbent assay (ELISA) was used to compare the cytokine concentrations in the serum and tear samples from patients who underwent allogeneic hematopoietic stem cell transplantation from June 2017 to March 2022 at the Medical Center of Hematology, Xinqiao Hospital, Army Medical University.Results:① Compared with the control group, mice with cGVHD exhibited elevated serum IL-1β, IL-6, IL-8, IL-17, IFN-γ, CX3CL1, CXCL11, CXCL13, CCL11, and CCL19 concentrations (all P<0.05). ② Analysis of the cytokine profiles of the serum and tear samples revealed that compared with patients without ocular cGVHD, those with ocular cGVHD exhibited increased serum IL-8 [ P=0.032, area under the curve (AUC) =0.678]; decreased serum IL-10 ( P=0.030, AUC=0.701) ; elevated IL-8, IFN-γ, CXCL9, and CCL17 in tear samples; and lower IL-10 and CCL19 in tear samples (all P<0.05, all AUC>0.7). Moreover, cytokines in tear samples showed correlations with ocular surface parameters related to ocular cGVHD. Conclusions:Tear fluid demonstrates greater specificity and sensitivity as a biomarker for diagnosing ocular cGVHD than serum biomarkers. Among the identified cytokines in tear samples, IL-8, IL-10, IFN-γ, CXCL9, CCL17, and CCL19 serve as diagnostic biomarkers for ocular cGVHD post-transplantation, offering practical reference value for diagnosis.
6.Construction and Application of the Nursing Quality Control Platform Based on Informatization in Tertiary Hospitals of Qing-hai Province
Mingqin LUO ; Shiqin PAN ; Hong CHANG ; Shengxiu ZHAO ; Caixia LI
Journal of Medical Informatics 2024;45(2):87-91
Purpose/Significance To establish an informatization platform for nursing quality control in tertiary hospitals of Qinghai province,and to analyze its influence on nursing quality.Method/Process According to the needs of nursing quality management in Qing-hai province,based on the nursing quality data platform,a nursing quality index monitoring module is established.A tertiary hospital is selected as a pilot hospital,and the nursing quality data of this hospital from January to June 2021 is selected as the control group by u-sing the historical comparative study method,and the nursing quality data collected by the informatization platform from January to June 2022 is selected as the observation group.The changes of nursing quality before and after the application of informatization platform are compared.Result/Conclusion After the application of the informatization platform for nursing quality control,the rate of physical restraint and unplanned extubation of endotracheal intubation of hospitalized patients decreases significantly,and the score of patients'satisfaction with nursing work increases significantly.The informatization platform has strong operability and clinical application value.
7.Protective effect of Clostridium butyricum on renal tissue in db/db mice and its mechanism
Shiqin HUANG ; Ting HU ; Kaili YE ; Yanling ZHAO
Chinese Journal of Endocrinology and Metabolism 2023;39(6):506-516
Objective:To investigate the effect of Clostridium butyricum on renal tissue of db/db mice and to explore its mechanism. Methods:Fourteen-week-old db/db mice were divided into db/db group( n=10) and db/db+ Cb group( n=7) according to random number table method. Age-matched db/m mice were selected as the normal control group. The db/m and db/db mice were administered 0.9% sodium chloride solution by gavage, while the db/db+ Cb mice were administered an equivalent amount of Clostridium butyricum solution by gavage for 8 weeks. Serum creatinine , fasting blood glucose, urinary albumin to creatinine ratio(ACR) and other biochemical indicators were also detected. HE staining was used to observe the pathological changes of kidney tissue. The expressions of peroxisome proliferators-activated receptor γ coactivator-1α(PGC-1α) mRNA were detected by realtime PCR, while the expressions of nuclear factor-κB(NF-κB), glucagon-like peptide 1 receptor(GLP-1R), and adenosine monophosphate-activated protein kinase(AMPK) in kidney tissue were determined by immunohistochemistry and Western blotting. The levels of intestinal flora, serum and fecal short-chain fatty acids(SCFAs) were measured by 16S rRNA, liquid chromatograph-mass spectrometer, and gas chromatograohy-mass spectrometry respectively. Results:Compared to db/db mice, db/db+ Cb mice showed improvement in general condition after supplementation with Clostridium butyricum. Fasting blood glucose, blood urea nitrogen, albumin-to-creatinine ratio(ACR), blood creatinine, and levels of interleukin-6(IL-6) in kidney tissue were reduced(all P<0.05). The pathology showed various degrees of amelioration of kidney tissue injury in mice. The expression of PGC-1α mRNA increased in kidney tissue( P<0.05). Decreased expression of NF-κB protein, as well as increased expression of GLP-1R and phosphorylated(p-)AMPK/AMPK protein(all P<0.05) were detected in kidney tissues. Clostridium butyricum modulated the composition of the gut microbiota with elevated total SCFAs in blood and feces. Conclusion:Clostridium butyricum increased the expression of GLP-1R in kidney tissue, promoted AMPK phosphorylation, and alleviated renal tissue damage in mice. This suggests that it may be associated with regulating the abundance of SCFA-producing bacterial populations.
8.Clinical and cardiac MR characteristics of heart involvement in patients with Fabry disease
Yangfei XU ; Kai YANG ; Xiaofeng LIU ; Xiuyu CHEN ; Yanyan SONG ; Yihui WANG ; Yucong ZHENG ; Shiqin YU ; Shujuan YANG ; Jiaxin WANG ; Zhixiang DONG ; Minjie LU ; Shihua ZHAO
Chinese Journal of Radiology 2022;56(2):168-174
Objective:To investigate the clinical and cardiac magnetic resonance (CMR) characteristics of heart involvement in patients with Fabry disease (AFD).Methods:From January 2018 to March 2021, eight AFD patients [3 males and 5 females, mean age (50±11) years old, range 26-60 years old] confirmed by genetic testing or pathology in Fuwai Hospital were retrospectively included in this study. At the same time, sixteen patients with hypertrophic cardiomyopathy (HCM) [6 males and 10 females, mean age (46±15) years old] and 16 healthy individuals [6 males and 10 females, mean age (51±11) years old] were included as controls. The clinical baseline data and CMR data of the patients were collected and analyzed. The CMR data were analyzed using the software CVI42, with the corresponding parameters automatically generated. One-way ANOVA or Kruskal-Wallis test was used to compare the differences in the parameters among the three groups. Independent-samples t test, Fisher precise test or Mann-Whitney U test were used for the comparison between each two groups. Results:Statistically significant difference was found in renal insufficiency between the HCM group and the AFD group; No other significant difference was found in other clinical factors and ECG results (all P>0.05). CMR results showed that in the AFD group, there were 5 cases with symmetric or roughly symmetric hypertrophy, and 3 with asymmetric hypertrophy. The late gadolinium enhancement (LGE) showed myocardial enhancement in 5 patients, mainly presenting as multiple intermural enhancement, and partially as local subendocardial enhancement. In the HCM group, fourteen cases suffered mainly asymmetric ventricular septal thickening, with or without thickening of other parts of left ventricular wall; and 2 cases had thickening of middle and distal part of the left ventricle. The LGE showed myocardial enhancement in 14 patients, which manifested as focal or patchy enhancement in hypertrophic myocardium, including focal enhancement in the right ventricular insertion of ventricular septum (more common) and subendocardial enhancement in the middle and far segments of left ventricle. Statistically significant difference was found in the differences between the left atrial anterior posterior diameter, the maximum wall thickness of left ventricular, the left ventricular myocardial mass index (LVMI) and the native T 1 value among the three groups (all P<0.001). However, there was no statistically significant difference in the left atrial anterior posterior diameter and the maximum wall thickness of left ventricular between AFD group and HCM group ( P>0.05). The LVMI in AFD group was higher than that in healthy group and HCM group (all P<0.05). Significant difference was found in the native T 1 value among the three groups, with the native T 1 value of the AFD group [(1 177.4±46.0) ms] was significantly lower than that of the healthy group [(1 244.5±34.3) ms] and the HCM group [(1 278.8±41.6) ms], with ( F=13.10, P<0.001). Conclusions:The clinical characteristics of AFD and HCM are quite similar. When AFD is suspected, CMR imaging should be the first choice for imaging examination. Especially, T 1 mapping imaging can provide important information for the diagnosis of AFD.
9.Construction and in vivo evaluation of a thermosensitive hydrogel system loading with Pseudomonas aeruginosa DNA vaccine
SHI Min ; YONG Qin ; HE Yingna ; HUANG Shiqin ; ZHAO Xuan ; YU Xian
Journal of China Pharmaceutical University 2021;52(2):186-194
A thermosensitive hydrogel system consisting of PLGA-PEG-PLGA hydrogel and Pseudomonas aeruginosa DNA vaccine was constructed and the immune efficacy of the system was evaluated. The PLGA-PEG-PLGA thermosensitive hydrogel containing Pseudomonas aeruginosa DNA vaccine was prepared by a simple physical mixing method. The gelation temperature, cytotoxicity, and release curve in vitro were tested.The degradability of hydrogel in vivo was evaluated. The mice were divided into control group (PBS), hydrogel group (Hydrogel), in vivo-jetPEI/plasmid DNA group (in vivo-jetPEI/pDNA), and hydrogel + in vivo-jetPEI/plasmid group (Gel+in vivo-jetPEI/pDNA). Mice were immunized three times with a ten-day interval. Two weeks after the last immunization, the mice were sacrificed. The proliferation of splenic lymphocytes, serum specific IgG antibodies and IFN-γ in supernatant of splenic lymphocytes were detected. The gelation temperature of PLGA-PEG-PLGA hydrogel was (32 ± 0.5) ℃. There was no obvious toxicity to cells in vitro, and about 80% of plasmid DNA was released after 7 days in vitro. PLGA-PEG-PLGA hydrogel was biodegradable, and degraded almost completely after 15 days in vivo. The spleen lymphocytes proliferated; the levels of specific IgG antibodies and IFN-γ of in vivo-jetPEI/pDNA and Gel+in vivo-jetPEI/pDNA groups increased. The hydrogel could enhance the immune response induced by DNA vaccine.Results suggest that the thermosensitive hydrogel system consisting of PLGA-PEG-PLGA hydrogel and Pseudomonas aeruginosa DNA vaccine is a promising new strategy for the development of PA vaccine.
10.Construction and in vitro evaluation of pH-responsive and tumor-targeted PTEN/PLGA-(HE)10-MAP nanoparticles
Qin YONG ; Hanxun YUE ; Min SHI ; Shiqin HUANG ; Xuan ZHAO ; Xian YU
Journal of China Pharmaceutical University 2021;52(3):301-310
To construct PTEN/PLGA-(HE)10-MAP nanoparticles, which encapsulated PTEN plasmid DNA and combined with the pH-responsive cell-penetrating peptides (CPPs), and to investigate their effects of gene delivery and anti-tumor targets in vitro. Poly (lactic-co-glycolic acid) (PLGA) nanoparticles loaded with PTEN plasmid DNA were prepared by double emulsification-solvent evaporation method. PTEN/PLGA-(HE)10-MAP nanoparticles were prepared by coupling the histidine-glutamic acid-model amphipathic peptide nanocomplex [(HE)10-MAP] to the surface through amide condensation reaction. Particle size, Zeta potential, encapsulation rate and drug loading were tested to characterize the nanoparticles. By analyzing the cytotoxicity, cellular uptake, targeted transfection of eukaryotic expression plasmids and anti-tumor cell proliferation, the feasibility as a targeted gene delivery system were evaluated. The particle size of PTEN/PLGA-(HE)10-MAP nanoparticles was (266.5 ± 2.86) nm, with the encapsulation efficiency (80.6 ± 6.11)%. Zeta potentials were -(6.7 ± 0.26) mV, +(0.7 ± 0.22) mV and +(37.5 ± 0.85) mV at pH 7.4, 7.0 and 6.5, respectively. In the cytotoxicity test, the cell survival rates of tumor and normal cells were above 80%.Non-loading PLGA-(HE)10-MAP nanoparticles showed no obvious cytotoxicity. The results of cellular uptake experiments showed that PTEN/PLGA-(HE)10-MAP nanoparticles were more readily taken up by cells.The results of CCK-8 showed that the nanoparticles could pH-specifically inhibit proliferation of tumor cell in vitro.And PTEN/PLGA-(HE)10-MAP nanoparticles may be applied in tumor gene therapy.

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