1.Mechanical thrombectomy vs.catheter-directed thrombolysis for acute inferior vena cava thrombosis:a prospective randomized trial
Lin MA ; Xuan TIAN ; Han ZHENG ; Jianlong LIU ; Yuedi YIN ; Lingyan WANG ; Jinyong LI ; Xiao LIU ; Mi ZHOU ; Run HUA
Chinese Journal of General Surgery 2025;34(6):1178-1187
Background and Aims:Acute inferior vena cava thrombosis(IVCT)commonly occurs secondary to inferior vena cava filter(VCF)implantation.If not promptly treated,it may lead to serious complications such as bilateral lower limb swelling and pulmonary embolism and can also reduce the likelihood of successful filter retrieval.Percutaneous mechanical thrombectomy(PMT)and catheter-directed thrombolysis(CDT)are currently the main interventional treatments for IVCT,but comparative studies evaluating their efficacy and safety remain limited.This study was to conduct a prospective randomized controlled trial to compare the clinical efficacy and safety of AngioJet mechanical thrombectomy versus conventional CDT in the treatment of acute IVCT and to explore factors influencing filter retrieval rates,thereby providing evidence-based guidance for clinical decision-making.Methods:From January 2022 to December 2024,patients diagnosed with acute IVCT following VCF implantation were prospectively enrolled at the Department of Vascular Surgery,Beijing Jishuitan Hospital,Capital Medical University.Patients were randomly assigned to either the CDT group(n=46)or the PMT group(n=48)according to the interventional procedure used.The two groups were compared in terms of filter retrieval rates,thrombus clearance outcomes,operative time,thrombolytic drug dosage,and incidence of complications.Logistic regression analysis was used to identify factors associated with primary filter retrieval.Results:A total of 94 patients were enrolled,with 46 in the CDT group and 48 in the PMT group.Compared to the CDT group,the PMT group demonstrated a significantly higher primary filter retrieval rate(77.1%vs.43.5%),grade Ⅲ thrombus clearance rate(70.8%vs.37.0%),and better postoperative thrombus scores.Additionally,the PMT group required lower urokinase doses and shorter thrombolysis duration(all P<0.05).The overall filter retrieval rate and 3-month IVC patency were similar between groups,both exceeding 93%.Regarding safety,the CDT group had a higher incidence of catheter-related infections and medical adhesive-related skin injury,while vagal reflex symptoms were more frequent in the PMT group.Logistic regression analysis identified thrombus clearance rate as an independent factor significantly associated with primary filter retrieval in the PMT group(OR=190.773,P<0.05).Conclusion:Compared to CDT,AngioJet mechanical thrombectomy combined with manual aspiration achieves higher thrombus clearance and primary filter retrieval rates in the treatment of acute IVCT while also reducing thrombolysis duration and drug dosage.However,attention should be paid to the increased risk of vagal reflex symptoms.There was no significant difference between the two groups in secondary filter retrieval rates or long-term IVC patency.The choice of intervention should be based on the patient's condition,timing of filter retrieval,and individualized clinical considerations.
2.Clinical cohort study of non inflated subclavian approach,axillary approach,and traditional open surgery for unilateral thyroid cancer
Mingchuang LI ; Xuan FAN ; Zheng CHEN ; Yatong ZHAO ; Hua ZHANG ; Guo CHEN ; Jing LYU ; Wen TIAN ; Qingsong ZHANG
Chinese Journal of Surgery 2025;63(7):611-617
Objective:To compare surgical-related indicators between non-inflated subclavian endoscopic surgery and axillary and traditional open surgery for the treatment of right lobe thyroid cancer,as well as their effects on postoperative anterior cervical function and cosmetic outcomes.Methods:This retrospective cohort study analyzed 151 cases of thyroid cancer patients who underwent surgical treatment at the Department of Thyroid Surgery,Zhengzhou Central Hospital Affiliated to Zhengzhou University from June 2024 to October 2024. Based on the surgical approach,patients were divided into three groups:56 cases of traditional open surgery group, 44 cases of non-inflated axillary approach group,and 51 cases of non-inflated subclavian approach group. Comparative indicators included surgical time, parathyroid autotransplantation rate,complete exposure rate of central area, number of lymph node dissections, number of positive lymph nodes, anterior cervical function, and satisfaction with incision beauty. One-way analysis of variance,non-parametric test,Kruskal-Wallis test,Pearson χ2 test and Fisher′s exact probability method were used to compare the results of the three groups and subsequent pairwise comparisons,respectively. Results:All laparoscopic surgeries were successfully completed without conversion to open surgery. (1) Surgical time:the traditional open surgery group had the shortest operative time ( M(IQR))(71.5(16.0)minutes), significantly shorter than both endoscopic groups (both P<0.01); among the endoscopic approaches, the non-inflated subclavian approach group (97.0(10.0)minutes) had a significantly shorter operative time than the non-inflated axillary approach group (115.0(11.0)minutes)( P<0.01). (2) Parathyroid autotransplantation rate:the rates were 53.6%(30/56) in the traditional group, 70.5%(31/44) in the non-inflated axillary approach group, and 66.7%(34/51) in the non-inflated subclavian approach group, with no statistically significant differences ( P>0.05). (3) Complete exposure rate of the central area:the exposure rate was 100%(56/56) in the traditional open surgery group, 86.4%(38/44) in the non-inflated axillary approach group, and 96.1%(49/51) in the non-inflated subclavian approach group. A significant difference was observed between the traditional open surgery group and the non-inflated axillary approach group ( χ2=8.124, P<0.01), but not observed between other groups. (4) Number of lymph node dissection:no significant difference was found among the three groups (8(6)(range:2 to 17) in the traditional open surgery group,7(3)(range:2 to 16) in the non-inflated axillary approach group,7(4)(range:2 to 16) in the non-inflated subclavian approach group)( P=0.078).(5) Number of positive lymph nodes:no significant differences were observed among the three groups( P=0.923). (6) Postoperative anterior cervical function:① Visual analogue scale: there was no significant difference between the non-insufflation transaxillary approach group and the non-insufflation subclavian approach group at 3 days and 1 month postoperatively ( P>0.017). However, the two groups had significantly lower scores than the traditional open group (both P<0.01). ② Neck disability index:at 3 days post-surgery, there were significantly lower in the axillary and subclavian groups compared to the traditional open group ( P<0.01), with no significant difference between the two endoscopic groups( P>0.017); at 1 month postoperatively, the traditional open surgery group, gasless axillary approach group, and gasless subclavian approach group, with statistically significant differences between each group (both P<0.01). ③ Swallowing disorder index: no significant differences were observed at 3 days post-surgery( P>0.05); however, at 1 month post-surgery, the endoscopic groups showed significantly lower scores compared to the traditional open group(both P<0.01).(7) Satisfaction with incision beauty:significant differences were found among the three groups in terms of vancouver scar scores, patient scar assessment scores, and observer scar assessment scores(all P<0.01). Conclusions:Compared to the non-inflated axillary endoscopic thyroidectomy, the non-inflated subclavian approach offers a technically simpler procedure, better exposure of the central lymph node dissection area, and superior protection of anterior cervical function, although it results in less favorable cosmetic outcomes. Under strict preoperative evaluation and appropriate indications,both non-inflated subclavian and axillary approaches can achieve outcomes comparable to traditional open surgery for cN0 thyroid cancer,demonstrating good clinical application value.
3.Study on the Application of Ultrasound Bone Knife Bone Window Technology Combined with Viscous Bone in Mandibular Cysts
Tian-yi LI ; Xin-feng ZHANG ; Ya-meng SI ; Xin-yu ZHANG ; Peng KOU ; Xuan WANG
Progress in Modern Biomedicine 2025;25(12):2024-2033
Objective:To investigate the clinical effect of ultrasound bone knife bone window technique combined with viscous bone in mandibular cysts and its impact on postoperative bone defect repair.Methods:60 patients with mandibular cysts who visited our hospital from January 2024 to June 2024 were selected as the study subjects,they were randomly divided into control group(30 cases)and experimental group(30 cases).The control group underwent traditional scraping surgery(without the use of bone defect repair materials).The experimental group used ultrasound bone knife bone window technology combined with adhesive bone treatment.The surgical time,postoperative visual pain simulation(VAS)score,intraoperative blood loss,postoperative swelling degree,and incidence of postoperative complications between the two groups were observed and compared.Bone defect repair was evaluated by cone beam computed tomography(CBCT)at 3 and 6 months postoperatively.Results:There was no significant difference in surgical time,intraoperative blood loss,postoperative swelling degree,and incidence of postoperative complications between the two groups(P>0.05).The VAS scores of both groups at 3 and 7 d postoperative were lower than those at 1 d postoperative(P<0.05),and the VAS score at 7 d postoperative was lower than that 3 d postoperative(P<0.05).The VAS scores in the experimental group were significantly lower than those in the control group at 1,3 and 7 d postoperative(P<0.05).The HU values and bone repair area ratio in the experimental group at 3 and 6 months postoperative were significantly higher than those in the control group(P<0.05),and the HU values and bone repair area ratio in the control group and experimental group at 6 months postoperative were significantly increased compared to those at 3 months postoperative(P<0.05).Conclusion:The combination of ultrasound bone knife bone window technology and adhesive bone treatment for mandibular cysts can significantly reduce postoperative pain,accelerate bone defect repair,and improve bone density and repair quality.Compared with traditional scraping surgery,the use of sticky bone has significant advantages in postoperative bone regeneration and does not significantly increase the risk of complications,making it of high clinical application value.
4.Simultaneous Determination of Four Off-flavors in Freshwater Fish by Gas Chromatography-Mass Spectrometry Combined with Silica Solid Phase Extraction
Liang-Liang TIAN ; Dong-Mei HUANG ; Yuan WANG ; Xuan-Yun HUANG ; Yong-Fu SHI ; Hong-Li YE
Chinese Journal of Analytical Chemistry 2025;53(7):1158-1166
An effective method for simultaneously detecting four semivolatile earthy-musty odors in freshwater fish by gas chromatography-mass spectrometry(GC-MS)was developed.The concurrent extraction of geosmin(GSM),2-methylisoborneol(MIB),2-isopropyl-3-methoxypyrazine(IPMP),and 2-isobutyl-3-methoxypyrazine(IBMP)in fish tissue was conducted with n-hexane.The optimized QuEChERS material was implemented,and it was found that C18,primary secondary amine(PSA)and MgSO4 could adsorb the target analytes in n-hexane.So only the graphitized carbon black(GCB)could be used to purify the extraction.The adsorption rates of different materials for the four kinds of odors materials were explored in n-hexane and ethyl acetate.The experimental results revealed that the adsorption rates of silica for the four targets were 99.5%-100%in n-hexane and 0.7%-5.0%in ethyl acetate respectively.Then the silica solid phase extraction(SPE)method was utilized to eluent the compounds using 1.0 mL n-hexane/ethyl acetate in different proportions.The results of the comparative analysis demonstrated that n-hexane/ethyl acetate(4∶1,V/V)was the optimized eluent.Based on the obtained results,n-hexane extraction and GCB purification combined with silica SPE were used to isolate GSM,MIB,IPMP and IBMP from fish and the method was validated.It was found that the method showed good linearity in the range of 0.5-200 ng/mL,and with detection limits of 0.6 μg/kg for GSM and MIB,0.2 μg/kg for IPMP and IBMP.The limits of quantitation(LOQ)were 1.0 μg/kg for GSM and MIB,0.6 μg/kg for IPMP and IBMP.Good recoveries(77.5%-112.0%)and relative standard deviations(1.56%-9.42%)were also obtained.The use of silica SPE greatly mitigated the issue that the off-flavor compounds were easily lost in the gas blowing concentration process.There was no cross contamination in this method because the sample pretreatments were conducted separately,which was different with the most commonly used HS-SPME method for detecting semi-volatile substances.The sensitivity of this method was high enough to produce good quantitative results below the odor thresholds of the examined off-flavor compounds.
5.Analysis of the drug resistence and the whole genome characteristics of mycoplasma pneumoniae strains in Suzhou City from 2023 to 2024
Man YUAN ; Xiaolong WANG ; Qiang SHEN ; Xuerong YA ; Xuan YUAN ; Ge TIAN ; Zefeng DONG
Chinese Journal of Preventive Medicine 2025;59(9):1533-1539
To analyze the prevalence, drug resistance and whole genome characteristics of Mycoplasma pneumoniae (MP) in respiratory throat swab samples of hospitalized children with pneumonia in Suzhou City from 2023 to 2024. Throat swab samples of hospitalized children aged 0-14 years old with pneumonia in Suzhou were collected from September 2023 to September 2024. Real-time fluorenscence quantitative PCR technology was used to detect MP nucleic acid. The results showed that the positive rate of MP in 3 235 samples was 22.44% (726/3 235), with a rate of 55.00% in week 47 of 2023. The positive rate of MP increased with age ( χ2=45.842, P<0.001). The study selected MP nucleic acid test positive samples from week 20 (5.13-5.19) to week 23 (6.3-6.9) of 2024 for isolation, culture and resistance phenotype detection. About 31 MP strains were successfully isolated and cultured, all of which were resistant to macrolides. The next-generation sequencing technology and nanopore sequencing technology were used for genome sequencing. All 31 strains carried the A2063G mutation, with the main prevalent genotype being the P1-1, and the main mlST type being the ST3. Despite the overall genomic similarity between strains being over 99%, there were significant differences between the P1-1 and P1-2 strains in the P1 gene region. In summary, from 2023 to 2024, the main MP type prevalent in Suzhou City is the P1-1 genotype. All isolated MP strains carry an A2063G resistance site mutation and are resistant to macrolides, requiring continuous monitoring and further research.
6.The neuroelectrophysiological evaluation in 140 patients with neuronal intranuclear inclusion disease
Yun TIAN ; Xuan HOU ; Sizhe ZHANG ; Yan ZENG ; Jing LI ; Lu SHEN
Chinese Journal of Neurology 2025;58(2):123-129
Objective:To investigate the clinical and neuroelectrophysiological characteristics of NOTCH2NLC gene-related neuronal intranuclear inclusion disease (NIID). Methods:One hundred and forty patients with NOTCH2NLC gene-related NIID diagnosed in the Department of Neurology and Department of Geriatrics, Xiangya Hospital, Central South University from January 2018 to June 2024 were selected as the research subjects. Their clinical data as well as neuroelectrophysiological results were collected. Their clinical and neuroelectrophysiological characteristics were summarized. Results:The onset age of 140 patients with NOTCH2NLC gene-related NIID was 56.00 (45.25, 62.75) years. Among them, 55.0% (77/140) of patients with NIID presented with peripheral nerve symptoms, but up to 98.6% (138/140) of patients with NIID had peripheral nerve involvement. Out of the patients studied, 97.1% (136/140) exhibited a reduction in motor nerve conduction velocity and 66.4% (93/140) showed a decrease in sensory nerve conduction velocity. Furthermore, 53.6% (75/140) of patients had mild decrease in compound muscle action potential, and 55.7% (78/140) of patients showed mild reduction in sensory nerve action potential. Motor nerve involvement was more severe than sensory nerve impairment, and lower limb involvement was more severe than upper limb involvement. The nerve conduction abnormalities in the muscle weakness type ( n=32) of NIID patients were more severe than those in the non-muscle weakness type (cognitive impairment type, n=41; movement disorder type, n=43; paroxysmal symptom type, n=24), showing mixed demyelinating and axonal sensorimotor neuropathy, while the non-muscle weakness type of NIID patients mostly showed mild demyelinating sensorimotor neuropathy. There was no significant difference in nerve conduction related electrophysiological results among the patients with 3 non-muscle weakness phenotypes. Conclusions:Peripheral neuropathy is common in NIID patients. The neuroelectrophysiological characteristics of NIID patients include slight demyelinating sensorimotor neuropathy, and some of NIID patients are also accompanied by mild axonal damage. Neuroelectrophysiological evaluation is helpful for the diagnosis of NIID.
7.Influence and mechanism of bone marrow mesenchymal stem cells overexpressing growth arrest specific 6 on full-thickness skin defect wounds in diabetic mice
Pei LIU ; Chao WANG ; Qijian WEI ; Yuteng LI ; Lijun CUI ; Changchuan WANG ; Fan ZHANG ; Ling MA ; Xuan TIAN
Chinese Journal of Burns 2025;41(2):145-154
Objective:To investigate the influence and mechanism of bone marrow mesenchymal stem cells (BMSCs) overexpressing growth arrest specific 6, i.e. GAS6/BMSCs on full-thickness skin defect wounds in diabetic mice.Methods:This study was an experimental study. Twelve 8-week-old male C57BL/6J mice were divided into a control wound group with only full-thickness skin defects and a diabetic wound group with diabetic full-thickness skin defects according to the random number table method, with 6 mice in each group. The wound healing rates were calculated at 3, 7, 14, and 21 days after injury. At 21 days after injury, wound tissue specimens were collected for hematoxylin-eosin staining to observe the histopathological conditions; Masson staining was performed to detect collagen deposition; immunohistochemical staining was performed to detect the number of proliferating cell nuclear antigen (PCNA)-positive cells and CD31-positive cells, representing cell proliferation and capillary density, respectively; immunofluorescence staining was performed to detect the number of F4/80 and myeloperoxidase (MPO) double-positive cells, indicating efferocytosis. Two 4-week-old male C57BL/6J mice were used to extract BMSCs, and GAS6/BMSCs were constructed through adenovirus transfection and successfully identified. Eighteen 8-week-old male C57BL/6J mice were used to create diabetic full-thickness skin defect wound models and divided into phosphate buffered solution (PBS) group, BMSC group, and GAS6/BMSC group (with 6 mice in each group) according to the random number table method. Immediately after injury, PBS, BMSC single-cell suspension, and GAS6/BMSC single-cell suspension were injected locally into the wounds of the three groups of mice, respectively. The wound healing rates were calculated, and the cell proliferation, capillary density, and efferocytosis were detected at the same time points as the previous experiments.Results:At 3, 7, 14, and 21 days after injury, the wound healing rates of mice in diabetic wound group were significantly lower than those in control wound group (with t values of 7.99, 8.62, 9.80, and 5.85, respectively, P<0.05). Compared with those in control wound group, the wound tissue of mice in diabetic wound group showed the infiltration of a large number of inflammatory cells and reduced collagen deposition at 21 days after injury. At 21 days after injury, the number of PCNA-positive cells and CD31-positive cells in the wound tissue of mice in diabetic wound group were significantly less than that in control wound group (with t values of 6.61 and 5.38, respectively, P<0.05). At 21 days after injury, the number of F4/80 and MPO double-positive cells in the wound tissue of mice in diabetic wound group was 3.3±0.8, which was significantly less than 12.7±1.8 in control wound group ( t=11.00, P<0.05). At 14 and 21 days after injury, the wound healing rates of mice in BMSC group were significantly higher than those in PBS group ( P<0.05); at 3, 7, 14, and 21 days after injury, the wound healing rates of mice in GAS6/BMSC group were significantly higher than those in BMSC group ( P<0.05). At 21 days after injury, the number of PCNA-positive cells in the wound tissue of mice in BMSC group was significantly higher than that in PBS group ( P<0.05), and the number of PCNA-positive cells and CD31-positive cells in the wound tissue of mice in GAS6/BMSC group were significantly higher than that in BMSC group ( P<0.05). At 21 days after injury, the number of F4/80 and MPO double-positive cells in the wound tissue of mice in BMSC group was 4.2±1.2, which was similar to 3.5±1.1 in PBS group ( P>0.05); the number of F4/80 and MPO double-positive cells in the wound tissue of mice in GAS6/BMSC group was 8.2±1.2, which was significantly more than that in BMSC group ( P<0.05). Conclusions:Dysfunctional efferocytosis of macrophage exists in the full-thickness skin defect wounds of diabetic mice, while GAS6/BMSC can promote wound healing by restoring the efferocytosis of macrophages.
8.SRF promotes the progression of lung adenocarcinoma by regulating lncRNA FGD5-AS1
Yishuang CUI ; Yue ZHAO ; Yaping TIAN ; Xuan ZHENG ; Hongjiao WU ; Xuemei ZHANG ; Guogui SUN
Chinese Journal of Oncology 2025;47(9):872-884
Objective:To explore the role and mechanism of serum response factor (SRF) and lncRNA FGD5-AS1 in lung adenocarcinoma (LUAD).Methods:The plasma and tissue wax of LUAD patients treated in Tangshan People's Hospital from 2020 to 2022 and the plasma of healthy people were collected. The expression of SRF in LUAD tissues and cells, and the expression of lncRNA FGD5-AS1 in LUAD tissues, plasma and cells were detected by quantitative real-time polymerase chain reaction (qRT-PCR). The expression levels of SRF and lncRNA FGD5-AS1 in LUAD tissue microarray were detected by immunohistochemistry and in situ hybridization. LUAD cells A549, H1299 and H1975 were cultured in vitro and divided into si-NC and si-SRF groups, si-NC and si-lncRNA FGD5-AS1 groups, pcDNA3.1 and lncRNA FGD5-AS1 groups, si-NC+pcDNA3.1/si-SRF+pcDNA3.1/si-SRF+lncRNA FGD5-AS1 groups. The effects of the above groups on the proliferation, invasion and migration of LUAD cells were detected by CCK-8, cloning formation, EdU, Transwell and scratch test. The JASPAR database was used to predict the downstream lncRNA FGD5-AS1 that can be regulated by SRF; double luciferase experiment, chromatin Immunoprecipitation (CHIP) and electrophoretic mobility shift assay (EMSA) experiment were used to verify the regulatory effect between SRF and lncRNA FGD5-AS1, and the subcutaneous tumorigenesis experiment in nude mice was used to detect the effects of cells that stably knock down SRF and stably overexpress lncRNA FGD5-AS1 on the growth of transplanted tumors. Results:The results of immunohistochemistry showed that the mean optical density of SRF in LUAD tissues (1.49±0.33) was higher than that in adjacent tissues (1.00±0.00, P<0.001). The expression level of SRF in paraffin tissues of LUAD patients was higher than that in normal tissues adjacent to cancer ( P=0.037). CCK-8, cloning, scratch and Transwell experiments showed that knockdown SRF could inhibit the proliferation, migration and invasion of A549 and H1299 cells, respectively. [For A549 cells: The clone formation count, migration count, invasion count, and 48-h migration distance ratio were (233.70±18.50), (808.70±6.11), (489.70±53.00), and 1.00±0.03, respectively, in the si-NC group; and (131.30±22.50), (403.00±9.54), (372.70±26.27), and 2.14±0.09, respectively, in the si-SRF group. For H1299 cells: The clone formation count, migration count, invasion count, and 48-h migration distance ratio were (194.30±20.98), (988.70±64.52), (907.70±67.02), and 1.00±0.05, respectively, in the si-NC group; and (137.70±7.77), (665.70±157.10), (565.70±67.01), and 1.52±0.03, respectively, in the si-SRF group. All comparisons showed statistically significant differences ( P<0.05)] JASPAR database prediction shows that SRF and lncRNA FGD5-AS1 have binding site. The double luciferase experiment, CHIP and EMSA experiments showed that SRF could regulate lncRNA FGD5-AS1. In situ hybridization showed that the mean optical density of lncRNA FGD5-AS1 in tissue microarray of LUAD patients (1.28±0.31) was higher than that in adjacent tissues (1.00±0.00, P<0.001). The results of qRT-PCR experiment showed that the expression level of lncRNA FGD5-AS1 in wax tissues of LUAD patients was higher than that in normal tissues adjacent to cancer ( P=0.017). The expression level of lncRNA FGD5-AS1 in plasma of LUAD patients (3.48±2.62) was higher than that of healthy people (1.02±0.03, P<0.001). CCK-8, cloning, EDU, scratch and Transwell experiments showed that overexpression of lncRNA FGD5-AS1 could promote cell proliferation [For A549 cells: The clone formation count, EdU-positive cell count, invasion count, and 48-h migration distance ratio were (22.67±5.86), (1.00±0.09), (135.70±13.20), and 0.35±0.02, respectively, in the pcDNA3.1 group; and (46.33±9.07), (1.65±0.10), (205.00±13.23), and 0.20±0.01, respectively, in the FGD5-AS1-overexpressing group. All comparisons showed statistically significant differences ( P<0.05)], migration and invasion and vice versa [For H1975 cells: The clone formation count, EdU-positive cell count, invasion count, and 48-h migration distance ratio were (75.33±4.16), (1.00±0.02), (258.70±45.79), and 0.18±0.01, respectively, in the NC group; and (37.00±4.00), (0.52±0.07), (130.70±9.07), and 0.53±0.04, respectively, in the lncRNA FGD5-AS1 knockdown group (si-lncRNA FGD5-AS1 group). All comparisons showed statistically significant differences ( P<0.05)]. Overexpression of lncRNA FGD5-AS1 could rescue the effect of knockdown SRF on the proliferation, migration and invasion of A549 and H1299 cells. The results of subcutaneous tumorigenesis experiment in nude mice indicated that the tumorigenicity of LUAD cells stably knockdown SRF was weakened and vice versa. Conclusion:SRF can promote the progress of LUAD by regulating lncRNA FGD5-AS1.
9.Comparison of Logistic Regression and Machine Learning Approaches in Predicting Depressive Symptoms: A National-Based Study
Xing-Xuan DONG ; Jian-Hua LIU ; Tian-Yang ZHANG ; Chen-Wei PAN ; Chun-Hua ZHAO ; Yi-Bo WU ; Dan-Dan CHEN
Psychiatry Investigation 2025;22(3):267-278
Objective:
Machine learning (ML) has been reported to have better predictive capability than traditional statistical techniques. The aim of this study was to assess the efficacy of ML algorithms and logistic regression (LR) for predicting depressive symptoms during the COVID-19 pandemic.
Methods:
Analyses were carried out in a national cross-sectional study involving 21,916 participants. The ML algorithms in this study included random forest (RF), support vector machine (SVM), neural network (NN), and gradient boosting machine (GBM) methods. The performance indices were sensitivity, specificity, accuracy, precision, F1-score, and area under the receiver operating characteristic curve (AUC).
Results:
LR and NN had the best performance in terms of AUCs. The risk of overfitting was found to be negligible for most ML models except for RF, and GBM obtained the highest sensitivity, specificity, accuracy, precision, and F1-score. Therefore, LR, NN, and GBM models ranked among the best models.
Conclusion
Compared with ML models, LR model performed comparably to ML models in predicting depressive symptoms and identifying potential risk factors while also exhibiting a lower risk of overfitting.
10.Comparison of Logistic Regression and Machine Learning Approaches in Predicting Depressive Symptoms: A National-Based Study
Xing-Xuan DONG ; Jian-Hua LIU ; Tian-Yang ZHANG ; Chen-Wei PAN ; Chun-Hua ZHAO ; Yi-Bo WU ; Dan-Dan CHEN
Psychiatry Investigation 2025;22(3):267-278
Objective:
Machine learning (ML) has been reported to have better predictive capability than traditional statistical techniques. The aim of this study was to assess the efficacy of ML algorithms and logistic regression (LR) for predicting depressive symptoms during the COVID-19 pandemic.
Methods:
Analyses were carried out in a national cross-sectional study involving 21,916 participants. The ML algorithms in this study included random forest (RF), support vector machine (SVM), neural network (NN), and gradient boosting machine (GBM) methods. The performance indices were sensitivity, specificity, accuracy, precision, F1-score, and area under the receiver operating characteristic curve (AUC).
Results:
LR and NN had the best performance in terms of AUCs. The risk of overfitting was found to be negligible for most ML models except for RF, and GBM obtained the highest sensitivity, specificity, accuracy, precision, and F1-score. Therefore, LR, NN, and GBM models ranked among the best models.
Conclusion
Compared with ML models, LR model performed comparably to ML models in predicting depressive symptoms and identifying potential risk factors while also exhibiting a lower risk of overfitting.

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