1.Application value of machine learning models based on CT radiomics for assessing split renal function
Junjie ZOU ; Ruidong LI ; Hu SONG ; Feng WANG ; Ning DING ; Kongyuan ZHANG
Chinese Journal of Radiological Health 2025;34(1):108-113
Objective Based on the radiomics features extracted from the unenhanced CT images of the lower abdomen, a variety of machine learning models were constructed to explore their application value in the assessment of split renal function. Methods A retrospective analysis was conducted on the unenhanced CT images from 240 single kidneys in patients with clinically suspected renal dysfunction. Based on the results of single-photon emission computed tomography renal dynamic imaging, the cases were classified into the normal glomerular filtration rate group (n=118) and the decreased glomerular filtration rate group (n=122). The region of interest was outlined on the unenhanced CT images and the radiomics features were extracted. The features were selected by correlation analysis and least absolute shrinkage and selection operator, and the machine learning models were constructed based on the algorithms of decision tree, support vector machine, random forest, logistic regression, and extreme gradient boosting. Area under the receiver operating characteristic curve, accuracy, sensitivity, and specificity were calculated to compare the performance of different models. Results Sixteen radiomics features were selected for constructing the machine learning models. The support vector machine model showed relatively high performance for the assessment of split renal function on the test set, with an area under the receiver operating characteristic curve value of 0.883 (95% confidence interval: 0.804-0.961), an accuracy of 0.778, a sensitivity of 0.811, and a specificity of 0.743. Conclusion The machine learning models constructed based on unenhanced CT radiomics can be used to preliminarily assess split renal function, which provides an innovative, convenient, and safe method for clinical diagnosis and has positive significance for treatment.
2.Efficacy and Mechanism of Action of Ermiao Situ Decoction in Modulating JAK/STAT Pathway in Rats with Damp-heat Eczema
Kangning HAN ; Junjie HU ; Juan LI ; Min ZHANG ; Xian ZHOU ; Songlin LIU ; Xin CHEN
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(9):37-47
ObjectiveUltra performance liquid chromatography-quadrupole-time of flight tandem mass spectrometry (UPLC-Q-TOF-MS/MS) coupled with network pharmacology and molecular docking was utilized to explore the efficacy and mechanism of action of Ermiao Situ decoction on rats with damp-heat eczema. MethodsA rat model of damp-heat eczema was established by artificial climate chamber intervention combined with sensitization induction by dinitrochlorobenzene (DNCB), and it was randomly divided into the normal group, the model group, the medium- and high-dose groups of Ermiao Situ decoction (3.40 g·kg-1 and 6.80 g·kg-1), and the prednisone acetate group (2.51 mg·kg-1), with eight rats in each group, totalling 46 rats, of which six rats were tested with the drug-containing serum. The chemical analysis of drug-containing serum from rats was carried out by UPLC-Q-TOF-MS/MS, combined with network pharmacology for the prediction of key components, core targets, and signaling pathways, and molecular docking experiments were performed by CB-Dock2 online website. The pharmacological effects of Ermiao Situ decoction in the treatment of damp-heat eczema were investigated by epitaxial indexes combined with the pathologic tissue staining method. The serum levels of gastrin (GAS), interleukin-4 (IL-4), and interleukin-13 (IL-13) were measured by enzyme-linked immunosorbent assay (ELISA). Interleukin-6 (IL-6), Janus kinase 1 (JAK1), phosphorylated (p)-JAK1, signal transduction and activation of transcription factor 3 (STAT3), and p-STAT3 protein expression level was determined by Western bolt. ResultsA total of 19 active ingredients were detected in drug-containing serum samples of rats, which were predicted to act on 198 targets for the treatment of damp-heat eczema, among which the key ingredients included rhodopsin, huangpai alkaloids, and quercetin, and the main core targets included STAT3, tumor necrosis factor (TNF), and IL-6, which were mainly involved in the cancer signaling pathway, phosphatidylinositol 3-kinase (PI3K)/protein kinase (Akt) signaling pathway, T helper 17 (Th17) cell differentiation signaling pathway, and JAK/STAT signaling pathway. The molecular docking results suggested that the key components had strong binding activities with the core targets IL-6, JAK1, and STAT3 in the JAK/STAT signaling pathway. The results of animal experiments showed that compared with those in the normal group, rats in the model group were depressed. They had loose hair, loose stools, epidermal oozing, vesiculation, and generation of thick scabs in the form of scales, decreased body weight, increased anus temperature and water intake, and increased indexes of the spleen, thymus gland, and stomach (P<0.05, P<0.01), and the lesion tissue could be seen to be hyperkeratotic, with the aggregation of inflammatory cells and nonsignificant separation of epidermis and dermis. The gastric mucosa was thinned, deficient, and structurally disorganized, and obvious inflammatory cell aggregation was seen. The levels of GAS, IL-4, and IL-13 in serum were significantly reduced (P<0.05, P<0.01), and the protein expression levels of IL-6, JAK1, p-JAK1, and p-STAT3 in the lesion tissue were significantly increased (P<0.05, P<0.01). Compared with those in the model group, rats in each administration group had stable mental states, formed feces, a clean perianal area, and basically normal epidermis. Only a small amount of scaly scabs existed, and the rats had body weight increased, with decreased anal temperature and water intake, as well as decreased spleen, thymus, and gastric indexes (P<0.05, P<0.01). Epidermal thickness was decreased, and epidermal and dermal separation boundaries were obvious, but hyperkeratotic and accumulation of inflammatory cells could still be seen. The thickness of gastric mucosa increased, and the structure was restored to varying degrees. The levels of GAS, IL-4, and IL-13 content in the serum of rats were increased to varying degrees, and the protein expression levels of IL-6, JAK1, p-JAK1, and p-STAT3 in the dermal lesion tissue were significantly decreased (P<0.05, P<0.01). ConclusionErmiao Situ decoction may exert therapeutic effects on rats with damp-heat eczema by modulating the JAK/STAT signaling pathway.
3.Exploration of the antidepressant machanism of Shugan hewei tang based on metabolomics of PFC-NAc-VTA neural circuit
Xinyue QU ; Junjie HU ; Juan LI ; Min ZHANG ; Xian ZHOU ; Songlin LIU ; Xin CHEN
China Pharmacy 2025;36(10):1172-1178
OBJECTIVE To investigate the antidepressant mechanism of Shugan hewei tang (SGHWT) based on the metabolomics of prefrontal cortex (PFC)-nucleus accumbens (NAc)-ventral tegmental area (VTA) neural circuit. METHODS Male SD rats were randomly divided into blank group, model group, SGHWT low-, medium- and high-dose groups [3.67, 7.34, 14.68 g/(kg·d), by raw material], and fluoxetine group [1.58 mg/(kg·d), positive control], with 12 rats in each group. Except for the blank group, the depression model was established by chronic unpredictable mild stress combined with individual cage housing in the remaining groups, and the corresponding drug solution or normal saline was administered via gavage during modeling, once a day, for 6 consecutive weeks. After the last administration, the body weight, sucrose preference rate, total moving distance, frequency into the center and immobility time of rats in each group were detected. Samples of PFC, NAc and VTA areas of rats in the blank group, model group, SGHWT medium-dose group and fluoxetine positive control groups were collected,and their histomorphological features were observed, and non-targeted metabolomics analysis (except for fluoxetine group)were performed and validated. RESULTS Compared with model group, the cytolysis, structural damage and other pathological damages in three brain regions of rats were significantly alleviated in each drug group, while their body weight, sucrose preference rate, total moving distance and frequency into the center were all significantly higher or longer (P<0.05), and immobility time was significantly shorter (P<0.05). The results of non-targeted metabolomics showed that a total of 78 endogenous differential metabolites were identified, with 40, 35 and 24 in the PFC, NAc and VTA regions respectively, mainly involved in amino acid, lipid and sphingolipid metabolism. The results of metabolic pathway enrichment analysis showed that SGHWT affected the neural circuits of depressed rats by regulating sphingolipid metabolism, alanine, aspartic acid and glutamic acid metabolism, saturated fatty acid biosynthesis, among which alanine, aspartic acid and glutamic acid metabolism was predominantly involved. Validation experiments showed that SGHWT significantly increased the phosphorylation levels of protein kinase B (Akt) and mammalian target of rapamycin (mTOR), and decreased the protein expression of N-methyl-D-aspartic acid receptor 1 (NMDAR1) in the NAc region of rats. CONCLUSIONS SGHWT significantly improves the depression-like behavior and attenuates pathological damage of PFC-NAc-VTA neural circuit of model rats, the mechanism of which is associated with inhibiting NMDAR1 expression and activating the Akt/mTOR signaling pathway.
4.Design, synthesis and anticancer activity of superoxide anion-releasing beta-galactoside prodrugs
Jiaxuan LIU ; Xueyan YAO ; Yunying TAN ; Jing HU ; Junjie FU ; Jian YIN
Journal of China Pharmaceutical University 2025;56(3):295-304
Four novel β-galactoside prodrugs were designed and synthesized from anthraquinones HAQ-OH and AQ-OH in an attempt to use the prodrugs to selectively release superoxide anion (O2−) in cancer cells and to achieve selected anticancer activity by utilizing the Warburg effect and the elevated level of β-galactosidase in certain cancer cells. Cellular assays showed that the prodrugs Gal-HAQ and Gal-AQ selectively inhibited the proliferation and induced apoptosis of ovarian cancer OVCAR-3 cells overexpressing β-galactosidase. Using O2− fluorescent probe, it was found that in OVCAR-3 cells Gal-HAQ and Gal-AQ could time-dependently release O2−, which was essential for their anticancer activity. Furthermore, it was found that Gal-HAQ and Gal-AQ were effective senolytics toward senescent cells overexpressing β-galactosidase without affecting the viability of corresponding non-senescent cells, further confirming the β-galactosidase-dependent cytotoxicity of the prodrugs. In conclusion, Gal-HAQ and Gal-AQ, which release O2− in response to β-galactosidase, are expected to serve as candidate prodrugs targeting cancer cells.
5.Comparison of the efficacy of remimazolam and propofol in the induction and maintenance of general anesthesia in elderly patients undergoing thoracoscopic lobectomy
Chun LIU ; Juan HU ; Yu HUANG ; Jinqiu YANG ; Junjie LI ; Ping YANG ; Pengfei PAN
China Pharmacy 2025;36(16):2040-2045
OBJECTIVE To compare the clinical efficacy and safety of remimazolam and propofol in general anesthesia induction and maintenance for elderly patients undergoing thoracoscopic lobectomy. METHODS A total of 86 elderly lung cancer patients who underwent thoracoscopic lobectomy at Chongqing University Three Gorges Hospital from February to July 2024 were selected and divided into the propofol group and the remimazolam group according to the randomized numerical table method, with 43 cases in each group. During anesthesia induction, patients in the propofol group and the remimazolam group were intravenously administered 2 mg/kg of Propofol medium- and long-chain fat emulsion injection or 0.25 mg/kg of Remimazolam tosilate for injection, respectively; during anesthesia maintenance, the two groups received intravenous infusion of 6-10 mg/(kg·h) of Propofol medium- and long- chain fat emulsion injection or 1-3 mg/(kg·h) of Remimazolam tosilate for injection, respectively. The anesthesia effects, anesthesia-related indicators, intraoperative opioid and muscle relaxant dosages, Ramsay sedation score, numerical rating scale (NRS) score, and hemodynamic parameters were compared between the two groups, and the occurrence of adverse drug reactions was recorded. RESULTS A total of 41 patients in the propofol group and 43 patients in the remimazolam group completed the trial. The proportion of patients with grade Ⅰ anesthesia effect in the remimazolam group was significantly higher than that in the propofol group, while the proportion of patients with grade Ⅱ anesthesia effect was significantly lower than that in the propofol group (P<0.05). In this group, the disappearance time of eyelash reflex, the time taken for the bispectral index to drop to 60, and the Ramsay sedation scores (2 and 6 hours after operation) were all significantly prolonged or increased, while the recovery time, NRS scores (2 and 6 hours after operation), and the incidence of intraoperative hypotension were all significantly shortened or reduced; moreover, the improvements of the above sedation/NRS scores exhibited a time-dependent pattern within 2 to 24 hours after operation (P<0.05). Compared with before anesthesia induction (T0), the heart rate [except at 2 min after medication (T1), 60 min after anesthesia (T4), and at the end of surgery (T5) in the remimazolam group] and mean arterial pressure [except at T1 in the remimazolam group] of patients in both groups significantly decreased at T1, 5 min after medication (T2), at the start of surgery (T3), T4, and T5 (P<0.05). Meanwhile, regional cerebral oxygen saturation significantly increased in both groups. Furthermore, the heart rate and mean arterial pressure of patients in the remimazolam group were significantly higher than those in the propofol group at T1, T2 and T4 (P<0.05). No statistically significant differences were observed between the two groups in terms of postanesthesia care unit stay time, dosage of opioids and muscle relaxants, regional cerebral oxygen saturation, or peripheral oxygen saturation at various time points (P>0.05). CONCLUSIONS Compared to propofol, remimazolam demonstrates superior anesthesia effects when used for the induction and maintenance of general anesthesia in elderly patients undergoing thoracoscopic lobectomy. It not only provides more stable intraoperative hemodynamics and shortens the postoperative recovery time but also effectively reduces the incidence of intraoperative hypotension.
6.Latest research progress in airway stenosis after lung transplantation
Yujie ZUO ; Menggen LIU ; Jiaxin WAN ; Yuxuan CHEN ; Wenlong HU ; Junjie ZHANG ; Yuyang MAO ; Jing CHEN ; Ailing ZHONG ; Lingzhi SHI ; Bo WU ; Chunrong JU ; Dong TIAN
Organ Transplantation 2024;15(3):474-478
With the optimization of surgical technologies and postoperative management regimens, the number of lung transplantation has been significantly increased, which has become an important treatment for patients with end-stage lung disease. However, due to the impact of comprehensive factors, such as bronchial ischemia and immunosuppression, the incidence of airway stenosis after lung transplantation is relatively high, which severely affects postoperative survival and quality of life of lung transplant recipients. In recent years, with the improvement of perioperative management, organ preservation and surgical technologies, the incidence of airway stenosis after lung transplantation has been declined, but it remains at a high level. Early diagnosis and timely intervention play a significant role in enhancing clinical prognosis of patients with airway stenosis. In this article, the general conditions, diagnosis, treatment and prevention of airway stenosis after lung transplantation were reviewed, aiming to provide reference for comprehensive management of airway stenosis after lung transplantation and improving clinical prognosis of lung transplant recipients.
7.Research on the construction of core medical skill index system for helicopter medical rescue personnel
Dan WU ; Xuejun HU ; Mingzhe YU ; Junjie LI
Chinese Journal of Emergency Medicine 2024;33(2):261-265
Objective:To construct core medical skill index system for helicopter medical rescue personnel by Delphi expert consensus method.Methods:This study combined literature review and two rounds of Delphi expert correspondence to construct the core skill index system. Total of 22 experts from relevant disciplines were selected purposively to conduct Delphi expert consultation.Results:The effective questionnaire recovery rates of the two rounds of Delphi expert correspondence was 100%; the authority coefficient of experts was 0.87; the Kendall coordination coefficients of the importance of the first and second level indexes were 0.380 and 0.338 in the first round of correspondence, and then 0.415 and 0.357 in the second round. the Kendall coordination coefficients of the feasibility of the second level indexes were 0.347 in the first round of correspondence and 0.354 in the second round. The final core skill index system for helicopter medical rescue personnel includes 4 primary indicators: core medical skill for diseases or trauma in respiratory system, circulatory system, sports system and other system, and 32 secondary indicators.Conclusions:The core medical skill index system for helicopter medical rescue personnel constructed through two rounds of Delphi expert correspondence is scientific and reasonable, which can provide a scientific basis to accurately understand, describe, analyze, and evaluate the competence level of helicopter medical rescue personnel, as well as serve as a content framework for training programs.
8.Early outcomes of domestic left ventricular assist device implantation with or without concomitant mitral valvuloplasty
Zhihua WANG ; Zeyuan ZHAO ; Junlong HU ; Junjie SUN ; Kun LIU ; Xiaoxia DUAN ; Sheng WANG ; Zhaoyun CHENG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(11):1599-1605
Objective To compare the early outcomes of domestic third-generation magnetically levitated left ventricular assist device (LVAD) with or without concomitant mitral valvuloplasty (MVP). Methods The clinical data of 17 end-stage heart failure patients who underwent LVAD implantation combined with preoperative moderate to severe mitral regurgitation in Fuwai Central China Cardiovascular Hospital from May 2018 to March 2023 were retrospectively analyzed. The patients were divided into a LVAD group and a LVAD+MVP group based on whether MVP was performed simultaneously, and early outcomes were compared between the two groups. Results There were 4 patients in the LVAD group, all males, aged (43.5±5.9) years, and 13 patients in the LVAD+MVP group, including 10 males and 3 females, aged (46.8±16.7) years. All the patients were successful in concomitant MVP without mitral reguragitation occurrence. Compared with the LVAD group, the LVAD+MVP group had a lower pulmonary artery systolic pressure and pulmonary artery mean pressure 72 h after operation, but the difference was not statistically different (P>0.05). Pulmonary artery systolic pressure was significantly lower 1 week after operation, as well as pulmonary artery systolic blood pressure and pulmonary artery mean pressure at 1 month after operation (P<0.01). There was no statistically significant difference in blood loss, operation time, cardiopulmonary bypass time, aortic cross-clamping time, mechanical ventilation time, or ICU stay time between the two groups (P>0.05). The differences in 1-month postoperative mortality, acute kidney injury, reoperation, gastrointestinal bleeding, and thrombosis and other complications between the two groups were not statistically significant (P>0.05). Conclusion Concomitant MVP with implantation of domestic third-generation magnetically levitated LVAD is safe and feasible, and concomitant MVP may improve postoperative hemodynamics without significantly increasing perioperative mortality and complication rates.
9.Predictive value and efficacy evaluation of plasma miR-132,miR-134 combined with miR-124 in patients with depression
Wenpeng DENG ; Haojun XIONG ; Guangtao HU ; Wenjing YU ; Junjie FAN ; Yupeng LONG
International Journal of Laboratory Medicine 2024;45(16):1962-1965,1972
Objective To explore the predictive value and efficacy evaluation of plasma microRNA(miR)-132,miR-134 combined with miR-124 in patients with depression.Methods A total of 75 patients diagnosed with depression in the psychiatric department of the hospital from June 2021 to July 2023 were selected as the study group,and 75 healthy subjects who underwent physical examination in the hospital during the same pe-riod were selected as the control group.The relative expression levels of miR-132,miR-134 and miR-124 in plasma of the two groups were detected.The levels of miR-132,miR-124,miR-134,brain-derived neurotrophic factor(BDNF).inflammatory factors[interleukin(IL)-6,IL-18,tumor necrosis factor-a(TNF-a)]were com-pared between the two groups before and after 8 weeks of treatment.Multiple linear regression analysis was used to construct a joint prediction model.The application value of plasma miR-132,miR-134,miR-124 and combined prediction in the diagnosis of depression was evaluated by receiver operating characteristic(ROC)curve.Results The relative expression levels of miR-132 and miR-124 in plasma of the study group were sig-nificantly higher than those of the control group,with statistical significance(P<0.05).The relative expres-sion level of miR-134 in the study group was significantly lower than that in the control group,and the differ-ence was statistically significant(P<0.05).ROC curve analysis showed that the area under the curve of plas-ma miR-132,miR-134,miR-124 and combined prediction of depression were 0.858 8,0.851 9,0.763 1 and 0.971 4,respectively.Compared with 8 weeks before treatment,plasma miR-132,miR-124,IL-6,IL-18 and TNF-a levels were significantly down-regulated,while plasma miR-134 and BDNF levels were significantly up-regulated after 8 weeks of treatment.Conclusion miR-132,miR-134 and miR-124 are closely related to the oc-currence of depression,and the combination of the three can be used to predict and early diagnose depression patients and evaluate the drug efficacy of depression patients.
10.Isolated anterior cerebral artery territory infarction: etiology, clinical features, and outcome
Guangsheng WANG ; Junjie BAO ; Ting HU ; Yuanyuan TIAN ; Li HUANG
International Journal of Cerebrovascular Diseases 2024;32(6):414-420
Objective:To investigate the etiology, clinical features and outcome of isolated anterior cerebral artery (ACA) territory infarction.Methods:Patients with isolated ACA territory infarction admitted to the Affiliated Shuyang Hospital of Xuzhou Medical University from April 2019 to December 2023 were retrospectively included. The demographic and clinical data were collected. The etiology subtypes of stroke were divided into large artery atherosclerosis (LAA), cardioembolism (CE), small vessel occlusion (SVO), stroke of other determined etiology (SOE), and stroke of undetermined etiology (SUE). At 90 days after onset, the modified Rankin Scale was used to evaluate the outcome. 0~2 points were defined as good outcome, and >2 points were defined as poor outcome. Multivariate logistic regression analysis was used to identify independent risk factors for poor outcomes. Results:A total of 67 patients with isolated ACA territory infarction were enrolled, including 31 males (46.27%), aged 67.20±12.59 years. There were 26 patients (38.81%) of LAA type, 10 (14.93%) of CE type, 7 (10.45%) of SVO type, 12 (17.91%) of SOE type, and 12 (17.91%) of SUE type. Fifty-two patients (77.61%) had good outcome, while 15 (22.39%) had poor outcome. There were significant differences in gender, diabetes, atrial fibrillation, antithrombin-Ⅲ activity, urinary incontinence, cognitive impairment, and the baseline National Institutes of Health Stroke Scale (NIHSS) score among different etiological subtypes (all P<0.05). Multivariate logistic regression analysis showed that previous stroke history (odds ratio 17.995, 95% confidence interval 1.276-253.852; P=0.032) and high baseline NIHSS score (odds ratio 2.094, 95% confidence interval 1.333-3.292; P=0.001) were the independent risk factors for poor outcome. Conclusions:The most common etiology of isolated ACA territory infarction is LAA, and most patients have good outcome. Previous stroke history and high baseline NIHSS score are the independent risk factors for poor outcome.

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