1.Machine learning model based on chest non-contrast CT radiomics for diagnosing metabolic syndrome in males
Yi WEI ; Zhimin DING ; Jian ZHAI ; Xingwang WU
Chinese Journal of Medical Imaging Technology 2025;41(7):1103-1108
Objective To observe the value of machine learning(ML)model based on chest non-contrast CT(NCCT)radiomics for diagnosing metabolic syndrome(MetS)in males.Methods A total of 792 males who would undergo chest NCCT and bone density CT examination for physical check-up were prospectively enrolled and divided into training set(n=554,including 171 cases of MetS)and validation set(n=238,including 70 cases of MetS)at the ratio of 7∶3.Chest NCCT was performed,ROI of liver,intra-abdominal fat and skeletal muscle were delineated,and visceral fat area(VFA)at L2-3 intervertebral disc level was measured.Then radiomic signature(RS)of liver,intra-abdominal fat and skeletal muscle were established,and ML models were constructed using logistic regression(LR),random forests(RF)and extreme gradient boosting(XGBoost)algorithms,respectively,and their diagnostic performance were observed.Results Significant difference of age was found between MetS and non-MetS males in training set(P=0.010),while of RS scores were noticed in both training set and validation set(all P<0.001).Combined ML models were constructed with age and RS.The area under the curve(AUC)of combined LR,RF and XGBoost models for diagnosing male MetS in training set was 0.899,0.996 and 0.943,while that in validation set was 0.861,0.860 and 0.876,respectively.Combined XGBoost model had the best performance.Conclusion XGBoost model based on chest NCCT radiomics was helpful for diagnosing male MetS.Combining with age could further improve its efficacy.
2.Subchondral bone intravoxel incoherent motion diffusion weighted imaging for quantitatively evaluating knee joint cartilage degeneration
Kai GAO ; Jiming CHEN ; Xianfei WEI ; Yongkang SONG ; Jian ZHAI
Chinese Journal of Medical Imaging Technology 2025;41(7):1129-1133
Objective To observe the value of subchondral bone(SB)intravoxel incoherent motion diffusion weighted imaging(IVIM-DWI)for quantitatively evaluating knee joint cartilage degeneration.Methods Totally 125 patients with knee cartilage degeneration were prospectively enrolled and divided into mild group(n=65,Outerbridge grades Ⅰ-Ⅱ)and moderate-severe group(n=60,Outerbridge grades Ⅲ-Ⅳ)based on arthroscopic findings.Additionally,30 healthy young subjects were recruited as control group.The apparent diffusion coefficient(ADC),true diffusion coefficient(D),pseudo diffusion coefficient(D*)and perfusion fraction(f)values of medial condyle of SB of femur,lateral condyle of femur,medial tibial plateau and lateral tibial plateau,as well as the mean values of each parameter of the above 4 regions were obtained based on knee joint IVIM-DWI and compared within and among groups.Spearman correlation analysis was used to observe the correlations between quantitative parameters and Outerbridge grading.The area under the receiver operating characteristic curve(AUC)was calculated to evaluate the efficacy of each quantitative parameter alone and their combination for assessing knee cartilage degeneration.Results Significant differences of D*values were found among different parts of knee joint SB in moderate-severe group,also of D value,D* value and f value among different parts of knee joint SB in mild group(all P<0.05).Significant differences of IVIM-DWI parameter were found among different parts of knee joint SB in control group(all P<0.05).ADC value of knee joint SB in moderate-severe group,mild group and control group decreased successively,while D value increased successively(all P<0.001).D* values of knee joint SB in moderate-severe group was higher than that in mild group and control group(both P<0.05).No significant difference of f value of knee joint SB was found between moderate-severe group and mild group(P>0.05),while both the latter two were higher than that in control group(both P<0.05).ADC value,D value and f value of knee joint SB were positively correlated(rs=0.671,0.634,0.416,all P<0.01),while D* value of knee joint SB was negatively correlated with Outerbridge grading(rs=-0.729,P<0.01).AUC of combination of parameters for distinguishing mild group from control group,and mild group from moderate-severe group was 0.859 and 0.808,respectively.Conclusion SB IVIM-DWI could be used for quantitatively evaluation of knee cartilage degeneration.
3.Summarization of the best evidence for the prevention and management of indwelling line complications in patients with hepatocellular carcinoma undergoing hepatic artery infusion chemotherapy
Hengmei ZHU ; Hongmei XIAO ; Shuheng FANG ; Dandan HE ; Wenjuan FAN ; Xiaoli ZHANG ; Jian ZHAI ; Jiamei YANG
Journal of Interventional Radiology 2025;34(4):425-429
Objective To summarize the best evidence concerning the prevention and management of indwelling line complications in patients with hepatocellular carcinoma(HCC)receiving hepatic artery infusion chemotherapy(HAIC),and to standardize the key contents of clinical observation of complications during HAIC treatment.Methods By using the"6S"pyramid model system,the relevant literature was searched in the order from high to low.Two professionals evaluated the quality of the literature,summarized the evidence and conducted the analysis and summarization.Results Ten literature articles were finally enrolled in this study,including one article of guideline,one article of systematic review,five articles of expert consensus,one article of meta-analysis,and two articles of randomized controlled trials.Six complications(catheter displacement or falling off,catheter obstruction,unplanned extubation,arterial spasm or occlusion,infection,puncture site bleeding/local hematoma)and 22 pieces of best evidence for prevention management were summarized.Conclusion This study systematically summarizes 6 complications and their prevention and treatment in patients with HCC receiving HAIC,providing a reliable basis for clinical practice.
4.Influence of balloon post-dilatation on cardiac conduction in patients undergoing transcatheter aortic valve replacement: A retrospective cohort study
Wuchao XUE ; Yang LIU ; Ping JIN ; Meng' ; en ZHAI ; Linhe LU ; Yan ZHU ; Jian YANG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(12):1716-1621
Objective To analyze the impact of balloon post-dilation on cardiac conduction in patients undergoing transcatheter aortic valve replacement (TAVR). Methods From June 2021 to December 2022, patients with severe aortic valve stenosis or regurgitation who underwent TAVR surgery using domestically produced valves at Xijing Hospital, Air Force Military Medical University were selected. The occurrence of intraoperative and postoperative cardiac conduction block was recorded. According to whether balloon post-dilation was performed during the surgery, patients were divided into the post-dilation group and the non-post-dilation group. The baseline data, postoperative cardiac conduction block occurrence, and cardiac function of the two groups were analyzed. Results A total of 126 patients were included, including 52 males and 74 females, with an average age of (66.6±7.6) years. There were 30 patients in the post-dilation group and 96 patients in the non-post-dilation group. On the first day after TAVR, the average QRS intervals in the post-dilation group and the non-post-dilation group were (105.6±13.8) ms and (125.9±28.2) ms, respectively (P=0.017). At discharge, the average PR intervals in the two groups were (168.7±36.8) ms and (192.1±44.2) ms, respectively (P=0.024). At discharge, 9 (7.1%) patients developed new atrioventricular block, 5 (4.0%) patients developed new complete right bundle branch block, and 33 (26.2%) patients developed new complete left bundle branch block. During hospitalization, 2 (1.6%) patients received permanent cardiac pacemakers, both of whom were in the non-post-dilation group. There was no statistical difference in postoperative left ventricular structure and function between the two groups (P>0.05). Conclusion Postoperative expansion using domestically produced interventional valves for TAVR do not increase the incidence of early atrioventricular block and permanent cardiac pacemaker implantation after valve implantation, and there are no significant changes in cardiac structure and function in patients with conduction block in the short term after surgery.
5.E3 ubiquitin ligase FBXW11-mediated downregulation of S100A11 promotes sensitivity to PARP inhibitor in ovarian cancer
Ligang CHEN ; Mingyi WANG ; Yunge GAO ; Yanhong LV ; Lianghao ZHAI ; Jian DONG ; Yan CHEN ; Xia LI ; Xin GUO ; Biliang CHEN ; Yi RU ; Xiaohui LV
Journal of Pharmaceutical Analysis 2025;15(7):1652-1666
Resistance to poly adenosine diphosphate(ADP)-ribose polymerase inhibitor(PARPi)presents a considerable obstacle in the treatment of ovarian cancer.F-box and tryptophan-aspartic(WD)repeat domain containing 11(FBXW11)modulates the ubiquitination of growth-and invasion-related factors in lung cancer,colorectal cancer,and osteosarcoma.The function of FBXW11 in PARPi therapy is still ambiguous.In this study,RNA sequencing(RNA-seq)showed that FBXW11 expression was raised in ovarian cancer cells that had been treated with PARPi.FBXW11 was abnormally expressed at low levels in high-grade serous ovarian cancer(HGSOC)tissues,and low levels of FBXW11 were associated with shorter overall survival(OS)and progression-free survival(PFS)in HGSOC patients.Overexpressing FBXW11 made ovarian cancer more sensitive to PARPi,while knocking down FBXW11 made it less sensitive.The four-dimensional(4D)label-free quantitative proteomic analysis revealed that FBXW11 targeted S100 calcium binding protein A11(S100A11)and promoted its degradation through ubiquiti-nation.The increased degradation of S100A11 led to less efficient DNA damage repair,which in turn contributed to increased PARPi-induced DNA damage.The role of FBXW11 in promoting PARPi sensitivity was also confirmed in xenograft mouse models.In summary,our study confirms that FBXW11 promotes the susceptibility of ovarian cancer cells to PARPi via affecting S10OA11-mediated DNA damage repair.
6.Innovation and application of traditional Chinese medicine dispensing promoted through integration of whole-process data elements.
Huan-Fei YANG ; Si-Yu LI ; Chen-Qian YU ; Jian-Kun WU ; Fang LIU ; Li-Bin JIANG ; Chun-Jin LI ; Xiang-Fei SU ; Wei-Guo BAI ; Hua-Qiang ZHAI ; Shi-Yuan JIN ; Yong-Yan WANG
China Journal of Chinese Materia Medica 2025;50(11):3189-3196
As a new type of production factor that can empower the development of new quality productivity, the data element is an important engine to promote the high quality development of the industry. Traditional Chinese medicine(TCM) dispensing is the most basic work of TCM clinical pharmacy, and its quality directly affects the clinical efficacy of TCM. The integration of data elements and TCM dispensing can stimulate the innovation and vitality of the TCM dispensing industry and promote the high-quality and sustainable development of the industry. A large-scale, detailed, and systematic study on TCM dispensing was conducted. The innovative practice path of data fusion construction in the whole process of TCM dispensing was investigated by integrating the digital resources "nine full activities" of TCM dispensing, creating the digital dictionary of "TCM clinical information data elements", and exploring innovative applications of TCM dispensing driven by data and technology, so as to promote the standardized, digital, and intelligent development of TCM dispensing in medical health services. The research content of this project was successfully selected as the second batch of "Data element×" typical cases of National Data Administration in 2024, which is the only selected case in the field of TCM.
Medicine, Chinese Traditional/methods*
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Drugs, Chinese Herbal
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Humans
7.Canagliflozin ameliorates ferritinophagy in HFpEF rats.
Sai MA ; Qing-Juan ZUO ; Li-Li HE ; Guo-Rui ZHANG ; Ting-Ting ZHANG ; Zhong-Li WANG ; Jian-Long ZHAI ; Yi-Fang GUO
Journal of Geriatric Cardiology 2025;22(1):178-189
BACKGROUND:
Recent studies have shown that sodium-glucose cotransporters-2 (SGLT2) inhibitors significantly improve major adverse cardiovascular events in heart failure with preserved ejection fraction (HFpEF) patients, but the exact mechanism is unknown. Ferritinophagy is a special form of selective autophagy that participates in ferroptosis. In this study, we aimed to investigate whether ferritinophagy was activated during the occurrence of HFpEF, and whether canagliflozin (CANA) could inhibite ferritinophagy.
METHODS:
We reared Dahl salt-sensitive (DSS) rats on a high-salt diet to construct a hypertensive HFpEF model, and simultaneously administered CANA intervention. Then we detected indicators related to ferritinophagy.
RESULTS:
The expression of nuclear receptor coactivator 4 (NCOA4), as well as microtubule-associated proteins light chain 3 (LC3), Bcl-2 interacting protein 1 (Beclin-1) and p62, were upregulated in HFpEF rats, accompanied by the downregulation of ferritin heavy chain 1 (FTH1), upregulation of mitochondrial iron transporter sideroflexin1 (SFXN1) and increased reactive oxygen species (ROS) production. Above changes were diminished by CANA.
CONCLUSION
Ferritinophagy is activated in HFpEF rats and then inhibited by CANA, leading to HFpEF benefits. The inhibition of ferritinophagy could provide new prospective targets for the prevention and treatment of HFpEF, and provide new ideas for investigating the mechanism of cardiovascular benefit of SGLT2 inhibitors.
8.E3 ubiquitin ligase FBXW11-mediated downregulation of S100A11 promotes sensitivity to PARP inhibitor in ovarian cancer.
Ligang CHEN ; Mingyi WANG ; Yunge GAO ; Yanhong LV ; Lianghao ZHAI ; Jian DONG ; Yan CHEN ; Xia LI ; Xin GUO ; Biliang CHEN ; Yi RU ; Xiaohui LV
Journal of Pharmaceutical Analysis 2025;15(7):101246-101246
Resistance to poly adenosine diphosphate (ADP)-ribose polymerase inhibitor (PARPi) presents a considerable obstacle in the treatment of ovarian cancer. F-box and tryptophan-aspartic (WD) repeat domain containing 11 (FBXW11) modulates the ubiquitination of growth-and invasion-related factors in lung cancer, colorectal cancer, and osteosarcoma. The function of FBXW11 in PARPi therapy is still ambiguous. In this study, RNA sequencing (RNA-seq) showed that FBXW11 expression was raised in ovarian cancer cells that had been treated with PARPi. FBXW11 was abnormally expressed at low levels in high-grade serous ovarian cancer (HGSOC) tissues, and low levels of FBXW11 were associated with shorter overall survival (OS) and progression-free survival (PFS) in HGSOC patients. Overexpressing FBXW11 made ovarian cancer more sensitive to PARPi, while knocking down FBXW11 made it less sensitive. The four-dimensional (4D) label-free quantitative proteomic analysis revealed that FBXW11 targeted S100 calcium binding protein A11 (S100A11) and promoted its degradation through ubiquitination. The increased degradation of S100A11 led to less efficient DNA damage repair, which in turn contributed to increased PARPi-induced DNA damage. The role of FBXW11 in promoting PARPi sensitivity was also confirmed in xenograft mouse models. In summary, our study confirms that FBXW11 promotes the susceptibility of ovarian cancer cells to PARPi via affecting S100A11-mediated DNA damage repair.
9.Clinical application value of three-dimensional visualization technology in the precise diagnosis and treatment of locally advanced differentiated thyroid cancer
Hai YAN ; Jian ZHU ; Dan WANG ; Changrui LIU ; Yixin LIU ; Dongliang ZHAI ; Yuanyuan LIU ; Yuan LI ; Qingqing HE
International Journal of Surgery 2025;52(1):19-27
Objective:To investigate the feasibility and effectiveness of three-dimensional visualization technology in the precise diagnosis and treatment of locally advanced differentiated thyroid cancer(DTC).Methods:A retrospective analysis was conducted on the clinical data of 196 patients with locally advanced DTC treated at the 960th Hospital of the PLA from December 2021 to August 2023. The cohort included 71 male and 125 female patients, with a mean age of 43.7 years (rangd from 18 to 77 years). All patients underwent neck-enhanced CT scans and were divided into two groups: the study group( n=102), which underwent preoperative three-dimensional visualization of CT data, and the control group( n=94), which did not. Baseline data for both groups were matched using SPSS27.0 with 1∶1 propensity score matching (PSM) and the caliper value was 0.02. A total of 49 patients were included in each group, including 35 first-time surgeries and 14 reoperation. Among the 70 first-time surgeries, 29 patients underwent robotic surgery and 41 underwent open surgery. Among the 28 reoperations, 4 underwent robotic surgery and 24 underwent open surgery. In the study group, three-dimensional visual models were used to comprehensively evaluate the tumor and metastatic lesion size, spatial location, and adjacent relationship with surrounding organs, surgical treatments were guided by these models, whereas the control group relied on two-dimensional imaging for guidance. The clinical data were statistically analyzed using SPSS27.0. Results:All operations were successfully completed. There were no statistical differences in baseline data between the two groups( P>0.05). Among first-time surgeries, the study group showed shorter operation times [175(145, 200) min vs 205(182, 249) min, P<0.001], a lower incidence of postoperative chyle leak (0 vs 8.57%, P=0.027), a higher rate of robotic surgery (48.57% vs 34.28%, P=0.225), a greater number of harvested lymph nodes [46(40, 62) vs 37(28, 56), P=0.032], a greater number of cervical lymph node metastasis[15(7, 22) vs 5(1, 14), P=0.004] and a larger diameter of metastasis lymph nodes[12(10, 16) mm vs 4(1, 10) mm, P<0.001]. There were no significant differences in intraoperative blood loss, postoperative drainage days and incidence of hypoparathyroidism( P>0.05). During the reoperation, the study group had shorter operation times[103.5(95.0, 122.5) min vs 146.50(133.25, 172.25) min, P<0.001], less intraoperative blood loss[12.50(8.75, 22.50) mL vs 30.00(17.50, 35.00) mL, P=0.021], fewer postoperative drainage days[5.00(4.00, 6.00) d vs 6.00(5.00, 7.25) d, P=0.016] and a lower incidence of hypoparathyroidism(7.14% vs 42.86%, P=0.038).The robotic surgery rate was higher in the study group (21.42% vs 7.14%, P=0.596). There were no significant differences in lymph node dissection numbers, metastatic lymph node counts, or chyle leak incidences between the two groups ( P>0.05). No acute bleeding or incision infection occurred in any patient postoperatively. Conclusion:Three-dimensional visualization technology is an effective preoperative assessment method for evaluating the resectability of tumors and metastases lesions in locally advanced DTC. It enhances the accuracy and safety of surgery for locally advanced DTC.
10.Value of VI-RADS scoring combined with tumor quantitative MRI parameters in assessing muscle invasion of bladder cancer
Haili LIU ; Yijian CHEN ; Yuanhao MA ; Jian ZHAO ; Huiping GUO ; Xiaohui DING ; Guijuan ZHAI ; Fei YAN ; Wei XU ; Tianran LI ; Haiyi WANG
Chinese Journal of Radiology 2025;59(5):558-564
Objective:To explore the value of the vesical imaging-reporting and data system (VI-RADS) score based on multiparametric MRI (mpMRI) combined with quantitative tumor MRI parameters in assessing the muscle invasion of bladder cancer.Methods:The study was a case-control study. The data of 87 bladder cancer patients confirmed by pathology who underwent mpMRI of the bladder were retrospectively collected from the First Medical Center of Chinese PLA General Hospital between January 2019 and April 2023 The pathological findings were used as the gold standard to categorize them into the muscle invasive bladder cancer (MIBC) group (29 cases) and non-muscle invasive bladder cancer (NMIBC) group (58 cases). Quantitative parameters were measured based on preoperative mpMRI images, including the length of tumor bladder wall contact, the perpendicular distance between the bladder tumor and the tangent of the bladder wall, the maximal diameter of the bladder tumor, and the volume of the bladder tumor. Bladder cancer was classified according to the VI-RADS scoring criteria. The Mann-Whitney U test was used for intergroup comparisons. Multivariate logistic regression analysis was performed to obtain the independent risk factors related to muscle invasion of bladder cancer and to establish the model. The receiver operating characteristic curves were analyzed for MRI quantitative parameters and logistic regression models, and area under the curve (AUC) comparisons were performed using the DeLong test. Results:The differences in tumor bladder wall contact length, perpendicular distance from the tumor to the tangent line of the bladder wall, maximum diameter, bladder tumor volume, and the VI-RADS scores were statistically significant between the MIBC group and the NMIBC group ( P<0.05). Multifactorial logistic regression analysis showed that tumor bladder wall contact length ( OR=21.07, 95% CI 3.56-124.89, P=0.001) and VI-RADS score ( OR=11.90, 95% CI 3.53-40.12, P<0.001) were the independent risk factors for evaluating the muscle invasion of bladder cancer. The difference between the VI-RADS score and the tumor bladder wall contact length for assessing muscular infiltration of bladder cancer had AUCs of 0.802 (95% CI 0.704-0.899) and 0.759 (95% CI 0.652-0.865). The combined model of VI-RADS score combined with tumor bladder wall contact length had an AUC of 0.891 (95% CI 0.812-0.970), which was higher than the diagnostic efficacy of applying tumor bladder wall contact length or VI-RADS score alone ( Z=3.05, 2.37, P=0.002, 0.018). Conclusion:Tumor contact length with the bladder wall is an independent risk factor for assessing muscle invasion of bladder cancer and the combination of VI-RADS score may enhances diagnostic accuracy.

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