1.Predictive value of machine learning models based on CT imaging features for papillary thyroid carcinoma
Hanlin ZHU ; Bo FENG ; Haifeng ZHANG ; Meihua ZHANG ; Min TIAN ; Tong ZHANG ; Peiying WEI ; Zhijiang HAN
Chinese Journal of Endocrine Surgery 2025;19(1):68-73
Objective:To establish three machine learning prediction models based on CT imaging characteristics of papillary thyroid carcinoma (PTC) , and use SHAP (shapley additive explanations) analysis to investigate the contribution of each CT image features in the best model.Methods:CT imaging features in 426 cases of 440 PTCs confirmed pathologically from Jan. 2016 to Jan. 2021 at the affiliated Hangzhou First People’s Hospital of Westlake University Medical School were retrospectively analyzed. compared with 467 cases of 528 nodular goiter (NG) , evaluating the distribution of four CT characteristics: cookie bite sign, enhanced range of narrowing/blur (ERNB) , microcalcifications, and irregular shape. We split the data into 8∶2 ratio for training and testing sets, then constructed three machine learning models using XGBoost, RF, and SVM. Based on AUC, accuracy, F1 score, and other metrics, we selected the best model. Lastly, we used SHAP values to assess each CT feature’s contribution and positive/negative effects on the model.Results:Among 440 PTC and 528 NG nodules, CT features like cookie bite sign, ERNB, microcalcifications, and irregular shape occurred in 326 and 30 ( χ 2=483.05, P<0.001) , 363 and 106 ( χ 2=374.45, P<0.001) , 158 and 53 ( χ 2=94.24, P<0.001) , and 354 and 52 ( χ 2=491.34, P<0.001) nodules, respectively. The machine learning models built using XGBoost, RF, and SVM had AUC, accuracy, and F1 scores ranging from 0.884~0.925, 0.867~0.873, and 0.844~0.854 respectively on the training set. On the test set, the scores ranged from 0.869~0.923, 0.845~0.871, and 0.803~0.845. Among them, the XGBoost model demonstrated the highest diagnostic performance on the test set. Among the four CT features, irregular shape had the highest absolute SHAP value, positively contributing to PTC diagnosis. Conclusion:XGBoost model showed the highest PTC diagnostic performance. Irregular shape had the greatest positive impact on PTC diagnosis.
2.The efficacy and safety of high-frequency irreversible electroporation for benign prostatic hyperplasia: a randomized controlled open-label multicenter trial
Liang DONG ; Zhen TONG ; Benkang SHI ; Qianyuan ZHUANG ; Yuanwei LI ; Min GONG ; Xiaoming XU ; Shengcai ZHOU ; Xulai TAO ; Xinxing DU ; Haifeng WANG ; Jian HUANG ; Wei XUE
Chinese Journal of Urology 2025;46(3):161-165
Objective:To investigate the efficacy and safety of high-frequency irreversible electroporation (H-FIRE) in treating benign prostatic hyperplasia (BPH).Methods:This randomized controlled open-label multicenter clinical trial enrolled patients from nine medical centers in China between August 2020 and July 2022. Inclusion criteria: age 50–80 years, International Prostate Symptom Score (IPSS) ≥12, maximum urinary flow rate (Q max) >5 ml/min and ≤15 ml/min. Exclusion criteria: prostate malignancy, contraindications to surgery or anesthesia. Patients were randomized 1∶1 into the H-FIRE group (experimental) or the control group (daily oral 0.2 mg tamsulosin hydrochloride sustained-release capsules). Primary outcomes included Q max, IPSS, prostate volume, and International Index of Erectile Function-5 (IIEF-5) scores, measured at baseline, 1 and 3 months post-treatment. Results:A total of 160 cases were included in this study, including 80 cases in the experimental group and 80 cases in the control group, 30 cases in Renji Hospital, 7 cases in Qilu Hospital of Shandong University, 8 cases in Tongji Hospital, 3 cases in Hunan Provincial Hospital, 13 cases in Shanghai Pudong Hospital, 29 cases in Hwa Mei Hospital, 18 cases in Yiyuan County People's Hospital, and 38 cases in Shanghai East Hospital, and 14 cases in Sun Yat-sen Memorial Hospital. At 3 months of post-treatment, Q max in the experimental group increased by a median of 7.50 (3.55, 14.50) ml/s from the baseline value, whereas in the control group it increased by a median of 1.70 (-1.40, 6.00) ml/s, and the difference between the two groups was statistically significant ( P < 0.01, U = 1 083); and at 3 months of post-treatment, IPSS in the experimental group decreased by a median of 12.00 (7.00, 17.00) points in the test group and 6.00 (2.00, 11.00) points in the control group, and the magnitude of improvement in IPSS scores in the test group was significantly higher than that in the control group ( P < 0.01, U = 1 248); at 3 months of post-treatment, the prostate volume decreased by a median of 12.16 (5.69, 18.27) ml in the experimental group and 0 (-3.94, 6.89) ml in the control group, suggesting that H-FIRE significantly reduced prostate gland volume ( P<0.01, U=1 111). The difference in elevated IIEF-5 scores from baseline at 3 months of treatment between the experimental and control groups was not statistically significant[0(-2.00, 1.00) points vs. 0(-2.00, 1.50) points; P=0.54, U=2 338]. There were no serious adverse events in the two groups. Conclusions:H-FIRE could significantly improve both subjective and objective symptoms of BPH with a low risk of severe complications.
3.Autophagy in paraventricular nucleus enhances sympathetic activity in chronic heart failure rats by CK2/CaM/SK2 signaling pathway
Yue YUAN ; Wei SUN ; Jingyan ZHAO ; Yi YANG ; Min ZHANG ; Yijie DENG ; Bo GU ; Renjun WANG ; Haifeng LIU
Chinese Journal of Pathophysiology 2025;41(7):1249-1258
AIM:To investigate whether casein kinase 2(CK2)/calmodulin(CaM)/small-conductance Ca2+-activated K+channel type 2(SK2)signaling pathway mediates autophagy-induced sympathoexcitation in the paraventricu-lar nucleus(PVN)of rats with chronic heart failure(CHF).METHODS:We randomly divided 180 Wistar rats,aged 6 to 8 weeks,into 10 groups:sham+dimethyl sulfoxide(DMSO),sham+artificial cerebrospinal(aCSF),CHF+DMSO,CHF+aCSF,CHF+rapamycin(RAPA),CHF+3-methyladenine(3-MA),CHF+5,6-dichlorobenzimidazole riboside(DRB),CHF+calmidazolium chloride(CMDZ),CHF+N-cyclohexyl-N-[2-(3,5-dimethyl-1H-pyrazol-1-yl)-6-methyl-pyrimidin-4-yl]-amine(CyPPA),and CHF+apamin groups.We measured cardiac function,hemodynamic parameters,anatomic indicators,and sympathetic drive indicators(n=18).Western blot was used to examine the protein levels of mi-crotubule-associated protein 1 light chain 3-II(LC3-II)/LC3-I,beclin-1,P62,CK2α,SK2,and phosphorylated CaM.The number of SK2-positive neurons was measured using immunofluorescence staining.The NG108 cells were randomly divided into 6 groups:DMSO,aCSF,RAPA,3-MA,RAPA+DRB,and RAPA+CMDZ groups.Radioisotope 32P-ATP pro-tein kinase activity assays were used to detect CK2 activity in cultured NG108 cells.We used Western blot to examine the protein levels of CK2α,SK2,and phosphorylated CaM.RESULTS:Compared with CHF rats treated with vehicle,CHF rats treated with RAPA or apamin exhibited increased sympathetic drive indicators,but decreased left ventricular ejection fraction and fractional shortening(P<0.01).However,CHF symptoms,including sympathoexcitation,were attenuated by 3-MA,DRB,CMDZ or CyPPA infusion into the PVN(P<0.01).In CHF rats,RAPA infusion into the PVN induced CK2 activity,up-regulated LC3-II/LC3-I,beclin-1,CK2α,and phosphorylated CaM levels,but down-regulated P62 and SK2 expression,as well as the number of SK2-positive neurons(P<0.05 or P<0.01).In CHF rats,infusion of 3-MA or DRB into the PVN decreased CK2 activity,and down-regulated phosphorylated CaM level(P<0.01).Infusion of 3-MA,DRB or CMDZ into the PVN up-regulated SK2 expression and the number of SK2-positive neurons(P<0.01).In cultured NG108 cells,RAPA induced CK2 activation and up-regulated the expression of CK2α and the phosphorylation of CaM,but down-regulated SK2 expression(P<0.01).Treatment with RAPA increased the level of phosphorylated CaM and down-regulated SK2 expression in cultured NG108 cells(P<0.01),which was inhibited by DRB and CMDZ(P<0.05 or P<0.01).CONCLUSION:In rats with CHF,the CK2/CaM/SK2 signaling pathway in the PVN contributes to autophagy-induced sympathoexcitation.
4.Safety and accuracy analysis of single-use CT-guided pulmonary nodule localization needle for solitary pulmonary nodule
Haifeng JIANG ; Weidong HONG ; Wei HU ; Jing XU
Journal of Practical Radiology 2025;41(6):1033-1036
Objective To explore the safety and accuracy of the disposable pulmonary nodule localization needle under CT-guided in the application for solitary pulmonary nodule(SPN).Methods A retrospective selection was conducted on 150 patients with SPN.All patients underwent thoracoscopic surgery after the lesions were localized by the disposable pulmonary nodule localization needle under CT-guided.According to the localization accuracy,they were divided into the better localization group(n=91)and the poorer localization group(n=59).Multivariate logistic regression analysis was performed to identify risk factors for poorer localization accuracy.Latent class analysis of the model was applied to compare the differences in the distribution characteristics and patterns of the influencing factors.Results Compared with the better localization group,the poorer localization group had an increase in both adverse postoperative pathological conditions and complications(P<0.05).Age,course of disease,body mass index(BMI),smoking history,drinking history,diameter of the lesion,vertical distance from the nodule to the pleura,and thickness of the chest wall were the risk factors for poorer localization accuracy(P<0.05).In both the high-risk group and the low-risk group with poorer localization accuracy,there were two mutually independent latent class analysis models.Compared with the low-risk group with poorer localization accuracy,the high-risk group exhibited a higher proportion of"more distribution of risk factors"(P<0.05).Conclusion The quality of localization accuracy directly affects the probabilities of postoperative pathological conditions and complications.
5.Proton beam range verification algorithm for pixelated prompt gamma-ray imaging detector
Liwang YANG ; Haifeng OU ; Jinlong WANG ; Xiaoguang WU ; Ziyang HE ; Jian'an ZOU ; Yun ZHENG ; Congbo LI ; Shaoxiong GUAN ; Jing SHI ; Jinze LI ; Yunqiu LI ; Rui HONG ; Hao'en CHANG ; Mengting WANG ; Kaijie WEI
Chinese Journal of Medical Physics 2025;42(3):281-287
In proton therapy,prompt gamma-ray imaging is considered as one of the most promising methods for assessing proton beam range.Prompt gamma-ray imaging detector evaluates the proton beam range based on the prompt gamma-ray distribution obtained by the prompt gamma-ray imaging system,which enables high-precision measurement of the proton beam range.Herein a proton beam range verification algorithm is designed for the newly developed prototype of the range verification detector(pixelated prompt gamma-ray imaging detector),which verifies the range estimation accuracy of the prototype for different phantoms and different energies of homogeneous media through Monte Carlo simulation.The results show that the accuracy of the proton beam range verification algorithm is within 0.5 mm of the safety margin error of the Bragg peak,and the measurement accuracy is significantly improved with the increase of the number of protons,indicating that the prototype algorithm is feasible for proton beam range verification.
6.The effects of maxillary protraction on soft and hard tissue in patients with cleft lip and palate in the mixed dentition period
Yongkuan SU ; Yongchu PAN ; Jingchao ZHANG ; Haifeng BIAN ; Yuxin FANG ; Wei HOU ; Linfei HAN
STOMATOLOGY 2025;45(3):168-174
Objective To study the three-dimensional changes of soft and hard tissue in male patients with unilateral non-syndromic cleft lip and palate in the mixed dentition period before and after maxillary protraction.Methods Twenty male patients with unilateral non-syndromic cleft lip and palate in the mixed dentition period treated by maxillary anterior traction in the Department of Orthodontics of Affiliated Stomatological Hospital of Nanjing Medical University were selected(average age(10.6±1.23)years old).Cone beam CT was taken before and after treatment.Dolphin 3D 11.95 software was used for three-dimensional measurement and analysis.SPSS 25.0 software package was used for statistical analysis.The self-controlled paired t test was used to compare the changes in soft and hard tis-sues of male patients with unilateral cleft lip and palate before and after treatment.The changes in the anterior displacement of the ANS point,the anterior displacement of point A,and the posterior displacement of point B were tested using the one-sample t test.Results The sagittal skeletal changes were significantly increased in ∠ SNA(P<0.01),∠ANB(P<0.01),Y axis(P<0.05),the forward displacement of ANS point(P<0.01)and A point(P<0.01)and the backward displacement of B point(P<0.01),but ∠SNB(P<0.05)was decreased significantly.The vertical skeletal changes showed that ∠MP-FH(P<0.01),∠MP-SN(P<0.05)and the dis-tance of ANS-Me(P<0.05)were increased significantly,but ∠SN-PP(P<0.01)was decreased significantly.The dental changes inclu-ding ∠U1-NA(P<0.01),the distance of U1-NA(P<0.01),∠U1-SN(P<0.01),overjet and the Wits were increased significantly,but ∠ L1-NB(P<0.01),the distance of L1-NB(P<0.01)and ∠L1-MP(P<0.01)were decreased significantly.The changes of soft tis-sue including ∠ S-Ns-Sn(P<0.01),∠ Sn-Ns-Bs(P<0.01),the distance of UL-EP(P<0.01)and LL-UL(P<0.01)were increased sig-nificantly.Conclusion After the treatment of maxillary protraction,the forward growth of maxilla will be possibly promoted on patients with cleft lip and palate in the peak of growth timing,as well as the intermaxillary relationship and soft tissue profile,but the side effects should be paid attention to.
7.Effects of KHSRP targeting JAK1/STAT3 signaling pathway on the malignant biological behavior of the adenocarcinoma of esophagogastric junction
Haifeng ZHANG ; Mengyao WANG ; Xiaolong WANG ; Yangyang LIU ; Li LI ; Haitao WEI
Chinese Journal of Cancer Biotherapy 2025;32(1):38-47
Objective:To investigate the effects of KH-type splicing regulatory protein(KHSRP)targeting and regulating JAK1/STAT3 signaling axis on the proliferation,migration and invasion of the adenocarcinoma of esophagogastric junction(AEG)cells,as well as the growth of transplanted tumors and lung metastasis.Methods:A total of 64 pairs of AEG tissue and adjacent normal tissue samples,along with clinical data from patients diagnosed at Huaihe Hospital from January 2017 to December 2018 were collected.The expression level of KHSRP in AEG tissues and adjacent normal tissues was observed using immunohistochemical staining.The differential expression of KHSRP in AEG cells(OE-19,TE-7,BIC-1,FLO-1,SK-GT-4,BE-3)and normal esophageal epithelial cells(Het-1A)was detected by qPCR.Lentiviral vectors were used to knockdown and overexpress KHSRP in OE-19,TE-7,FLO-1,and SK-GT-4 cells.The experiment was divided into the following groups:sh-NC group,sh-KHSRP group,Vector group,and KHSRP overexpression group(KHSRP group).The knockdown or overexpression efficiency was detected by qPCR,and the effects of KHSRP knockdown or overexpression on AEG cell proliferation,migration and invasion were evaluated using CCK-8 and Transwell assays,respectively.A mouse xenograft and lung metastasis model was established to observe the effects of KHSRP on tumor growth and metastasis in vivo.The targeted regulation of JAK/STAT signaling pathway by KHSRP was verified by Western blotting.A rescue experiment was conducted to verify whether KHSRP promoted malignant progression of AEG cells through the JAK1/STAT3 signaling pathway.Results:Compared with adjacent normal tissues,the expression level of KHSRP in AEG tissues was significantly increased(P<0.05 or P<0.01).Cell function experiments showed that KHSRP overexpression significantly promoted AEG cell proliferation,migration,and invasion in vitro(P<0.05 or P<0.01).In vivo animal experiments showed that KHSRP promoted AEG cell xenograft tumor growth and lung metastasis in nude mice(P<0.05 or P<0.01).After KHSRP knockdown,the phosphorylation levels of JAK1 and STAT3 in the JAK/STAT signaling pathway were significantly reduced,while overexpression of KHSRP led to the opposite results(P<0.05 or P<0.01).Rescue experiment showed that KHSRP could reverse the inhibition of cell proliferation,migration,and invasion caused by JAK1/STAT3 knockdown(P<0.05 or P<0.01).Conclusion:KHSRP regulates the malignant progression of AEG cells by activating JAK1/STAT3 signaling axis.KHSRP may become a potential target for the clinical treatment of AEG.
8.Induction of apoptosis in hepatocellular carcinoma cells by polyphyllin 9 through regulating the Fas/FasL sig-naling pathway and the inhibitory effect on the growth of transplanted tumor in nude mice
Minna YAO ; Wei ZHANG ; Kai GAO ; Ruili LI ; Ying YIN ; Chao GUO ; Yunyang LU ; Haifeng TANG ; Jingwen WANG
China Pharmacy 2025;36(18):2238-2243
OBJECTIVE To investigate the induction of apoptosis in hepatocellular carcinoma cells by polyphyllin 9 (PP9) through the regulation of the Fas/Fas ligand (FasL) signaling pathway, and its inhibitory effect on the growth of transplanted tumor in nude mice. METHODS Based on the screening of cell lines and intervention conditions, HepG2 cells were selected as the experimental subject to investigate the effects of 2 μmol/L and 4 μmol/L PP9 treatment on cell colony formation activity, apoptosis rate, as well as the protein expressions of Fas, FasL, cleaved caspase-8 and cleaved caspase-3. Additionally, Fas inhibitor KR- 33493 was introduced to investigate the underlying mechanism of PP9’s anti-hepatocellular carcinoma activity. Using HepG2 cell tumor-bearing nude mice model as the object, and 5-fluorouracil (20 mg/kg) as the positive control, the effects of 10 mg/kg PP9 on tumor volume, tumor mass, and the protein expressions of the nuclear proliferation-associated antigen Ki-67 and cleaved caspase-3 in tumor-bearing nude mice were investigated. RESULTS Compared with the control group, 2, 4 μmol/L PP9 significantly decreased the number of clones and the clone formation rate of cells, but significantly increased the apoptosis rate, the protein expressions of Fas, FasL, cleaved caspase-8 and cleaved caspase-3 (P<0.05 or P<0.01). However, the combination of Fas inhibitor KR-33493 could significantly reverse the effect of PP9 on the up-regulation of proteins related to the Fas/FasL signaling pathway (P<0.01). Compared with the control group, the tumor volume (on day 27), mass and protein expression of Ki- 67 in nude mice of the PP9 group were significantly decreased, while the protein expression of cleaved caspase-3 was significantly increased (P<0.01). CONCLUSIONS PP9 can induce apoptosis of HepG2 cells by activating the Fas/FasL signaling pathway. Meanwhile, PP9 can also effectively inhibit the growth of transplanted tumors in nude mice.
9.Novel autosomal dominant syndromic hearing loss caused by COL4A2 -related basement membrane dysfunction of cochlear capillaries and microcirculation disturbance.
Jinyuan YANG ; Ying MA ; Xue GAO ; Shiwei QIU ; Xiaoge LI ; Weihao ZHAO ; Yijin CHEN ; Guojie DONG ; Rongfeng LIN ; Gege WEI ; Huiyi NIE ; Haifeng FENG ; Xiaoning GU ; Bo GAO ; Pu DAI ; Yongyi YUAN
Chinese Medical Journal 2025;138(15):1888-1890
10.Research progress on pathological changes of glenohumeral capsule in patients with recurrent shoulder anterior dislocation.
Pai CHEN ; Daqiang LIANG ; Bing WU ; Hao LI ; Haifeng LIU ; Zeling LONG ; Yuwei LIU ; Wei LU
Chinese Journal of Reparative and Reconstructive Surgery 2025;39(2):243-249
OBJECTIVE:
To review the research progress of pathological changes of glenohumeral capsule in patients with recurrent shoulder anterior dislocation (RSAD).
METHODS:
The literature on shoulder capsules, both domestic and international, was reviewed. The anatomy, histology, and molecular biology characteristics of the glenohumeral capsule in RSAD patients were summarized.
RESULTS:
Anatomically, the glenohumeral capsule is composed of four distinct parts: the upper, lower, anterior, and posterior sections. The thickness of these sections is uneven, and the stability of the capsule is further enhanced by the presence of the glenohumeral and coracohumeral ligaments. Histologically, the capsule tissue undergoes adaptive changes following RSAD, which improve its ability to withstand stretching and deformation. In the realm of molecular biology, genes associated with the regulation of structure formation, function, and extracellular matrix homeostasis of the shoulder capsule's collagen fibers exhibit varying degrees of expression changes. Specifically, the up-regulation of transforming growth factor β 1 (TGF-β 1), TGF-β receptor 1, lysyl oxidase, and procollagen-lysine, 2-oxoglutarate 5-dioxygenase 1 facilitates the repair of the joint capsule, thereby contributing to the maintenance of shoulder joint stability. Conversely, the up-regulation of collagen type Ⅰ alpha 1 (COL1A1), COL3A1, and COL5A1 is linked to the recurrence of shoulder anterior dislocation, as these changes reflect the joint capsule's response to dislocation. Additionally, the expressions of tenascin C and fibronectin 1 may play a role in the pathological processes occurring during the early stages of RSAD.
CONCLUSION
Glenohumeral capsular laxity is both a consequence of RSAD and a significant factor contributing to its recurrence. While numerous studies have documented alterations in the shoulder capsule following RSAD, further research is necessary to confirm the specific pathological anatomy, histological, and molecular biological changes involved.
Humans
;
Joint Capsule/metabolism*
;
Shoulder Dislocation/metabolism*
;
Recurrence
;
Shoulder Joint/metabolism*
;
Tenascin/metabolism*
;
Transforming Growth Factor beta1/genetics*
;
Collagen Type I/genetics*
;
Extracellular Matrix/metabolism*

Result Analysis
Print
Save
E-mail