1.Non-contrast CT radiomics extreme gradient boosting(XGBoost)model for predicting acute necrotic collection around acute pancreatitis
Yuyu YU ; Hanlin ZHU ; Peiying WEI ; Haifeng ZHANG ; Bo FENG
Chinese Journal of Medical Imaging Technology 2025;41(2):281-285
Objective To observe the value of non-contrast CT radiomics extreme gradient boosting(XGBoost)model based on SHAP method for predicting acute necrotic collection(ANC)around acute pancreatitis(AP).Methods A total of 307 patients with initially clinically diagnosed AP were retrospectively enrolled.The optimal radiomics features of peripheral pancreatic tissue volume of interest(VOI)were extracted and screened based on automatic segmentation on the first non-contrast CT,and the evaluation results of modified CT severity index(MCTSI)score of AP severity based on first enhanced CT were recorded.The patients were divided into peripancreatic ANC group(ANC group)and acute peripancreatic fluid collection(APFC)group according to follow-up abdominal CT.XGBoost method was used to construct radiomics model,MCTSI model and combined model for predicting AP ANC based on the optimal radiomics features,MCTSI and their combination,respectively.The diagnostic efficacy of each model was evaluated using 5-fold cross-validation method,and the contribution of each variable to combined model was analyzed with SHAP method.Results Among 307 cases,there were 134 cases in ANC group and 173 in APFC group.Totally 6 optimal radiomics features were screened based on the first non-contrast CT.The area under the receiver operating characteristic curve(AUC)of radiomics model,MCTSI model and combined model was 0.936,0.693 and 0.917,respectively.The AUC of MCTSI model was lower than that of radiomics model and combined model(Z=-3.485,-2.824,both P<0.01),while no significant difference of AUC was found between radiomics model and combined model(Z=-0.817,P=0.415).The contribution of optimal radiomics features to combined model were all higher than that of MCTSI score.Conclusion Non-contrast CT radiomics XGBoost model could effectively predict AP ANC.
2.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.
3.Combining diffusion tensor imaging with motor evoked potentials in the evaluation of upper limb motor function post-stroke
Ying LI ; Yaxin YANG ; Haifeng YUAN ; Ben MA ; Zhongheng WU ; Jing FU ; Qiaojun ZHANG
Chinese Journal of Physical Medicine and Rehabilitation 2025;47(1):13-18
Objective:To observe effectiveness of combining diffusion tensor imaging (DTI) with motor evoked potentials (MEPs) in evaluating the upper limb motor functioning of stroke survivors.Methods:Thirty-seven stroke survivors with upper limb motor dysfunction were selected. At the 4th, 12th and 24th week after their onset, each was were assessed using Fugl-Meyer Upper Limb (FMA-UE) scoring, the National Institutes of Health stroke scale (NIHSS), the modified Rankin Scale (mRS), the Barthel Index (BI) and hemiplegic hand function classification. DTI was also applied and MEPs were measured. The patients were divided into an MEP positive group and an MEP negative group according to the existence of the MEP waveform. The DTI and MEP parameters were correlated with the FMA-UE scores, linear regressions were evaluated and a receiver operating characteristics curve was prepared to estimate the utility of DTI in predicting hand function. The sensitivity and specificity of MEPs in predicting hand function recovery were evaluated.Results:The asymmetry index (FAa) of the average anisotropy score of the posterior limb of the internal capsule and the FAa of the cerebral peduncle were both significantly correlated with the FMA-UE scores at the 12th and 24th weeks. The best cut-off points for predicting functional recovery of a patient′s hand were 0.155 for the FAa of the posterior limb of the internal capsule and 0.145 for the cerebral peduncle. Among the 37 patients, the MEPs of 8 (the MEP positive group) could be extracted, and their hand functions recovered completely. The sensitivity of the MEPs in predicting the complete recovery of hand function was 80% with 100% specificity. The linear regression analysis showed 77% prediction accuracy for the FAa and MEPs of the cerebral peduncle for upper limb motor function at the 24th week after onset. In the MEP negative group, two patients completely recovered their hand function, with one′s FAa less than 0.145, and the other′s more than 0.145. When the MEP was negative, the sensitivity of DTI in predicting the recovery of hand function was 50% with 81.5% specificity.Conclusions:DTI combined with MEPs can be used as an index to evaluate the prognosis of upper limb motor function in stroke patients.
4.Evaluation of host nucleic acid removal and pathogen enrichment methods in animal tissue samples
Xuezhi HUANG ; Zuming ZHANG ; Hao ZHOU ; Ting ZHAO ; Zirui XIONG ; Guangqian PEI ; Yunfei WANG ; Mengnan CUI ; Yan GUO ; Haifeng PAN ; Yujun CUI ; Hang FAN
Chinese Journal of Zoonoses 2025;41(7):682-690
This study was aimed at investigating the effectiveness of various host nucleic acid removal and non-specific amplifica-tion techniques in animal tissue samples,to increase the accuracy of pathogen identification in tissue samples.Simulated samples were prepared with a mixture of mouse lung tissue homogenates and Klebsiella pneumoniae fluids,and processed with six host nucleic acid removal kits and three non-specific amplification techniques.The effectiveness of each method in removing host DNA and enriching nucleic acids of pathogenic microorganisms was evaluated through real-time fluorescence quantitative PCR and high-throughput se-quencing.For host nucleic acid removal techniques,the method of selective cleavage and quantitative degradation of host DNA(Com-plete5 kit)effectively decreased the host nucleic acid content in tissue samples and increased the relative abundance of pathogen nucleic acids.In contrast,the magnetic bead method for host DNA removal(Next microbiome DNA enrichment Kit kit)was less effec-tive.At lower pathogen concentrations(77 CFU/mL),the Vazyme kit was more effective than the other kits in removing host nucleic acids.Non-specific amplification techniques(MALBAC whole genome amplification,MDA isothermal amplification,and random primer amplification)were not applicable to tissue samples and were not effective in increasing the relative abundance of pathogen nucleic acids.Selective lysis and quantitative degradation of host DNA were suitable for processing tissue samples with high host back-ground and low pathogenic microorganism levels,whereas non-specific amplification methods were not applicable to tissue samples for pre-processing of macro-genome high-throughput sequencing.
5.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.
6.Changes of LMR, MMP-2, HIF-1 α before and after radiotherapy in patients with breast cancer undergoing surgery and their relationship with short-term prognosis
Dongjie WANG ; Xiang LI ; Haifeng ZHANG
Chinese Journal of Endocrine Surgery 2025;19(3):374-380
Objective:To investigate the changes of lymphocyte to monocyte ratio (LMR), matrix metalloproteinase-2 (MMP-2), hypoxia inducible factor-1 (HIF-1 α) in patients with breast cancer undergoing surgical resection before and after radiotherapy and their relationship with short-term prognosis.Methods:106 patients with breast cancer who underwent surgical resection and radiotherapy from Jan. 2021 to Jan. 2024 were analyzed as the study subjects. All patients received the same scheme of radiotherapy. The changes of LMR, MMP-2, and HIF-1 α levels at different time points before and after radiotherapy were recorded, and the clinical efficacy of the two groups of patients after radiotherapy was compared. According to the short-term efficacy after radiotherapy, the patients were divided into 31 patients with poor efficacy (progression+deterioration) and 75 patients with good efficacy (complete remission+effective remission+partial remission). The basic clinical data of the two groups were compared. The binary regression analysis was used to analyze the factors that affect the short-term prognosis of patients with breast cancer who had undergone surgery after radiotherapy. A risk prediction model was constructed, and the ROC analysis model was used to predict the value.Result:Compared with before radiotherapy, LMR decreased and MMP-2 and HIF-1 α increased after one week of radiotherapy ( t=2.68, -2.76, -1.96, P=0.008, 0.006, 0.052); After one course of radiotherapy and three courses of radiotherapy, LMR increased and MMP-2 and HIF-1 α decreased ( t=-3.02, 5.14, 5.86, all P<0.05; t=-7.95, 19.80, 21.36, all P<0.001). Low expression of LMR, high expression of MMP-2 and high expression of HIF-1 α are independent risk factors for poor short-term prognosis of breast cancer patients after radiotherapy. LMR、MMP-2、HIF-1α、The prediction model can predict the poor short-term prognosis of breast cancer patients after radiotherapy. The AUC values were 0.780 (95% CI: 0.674~0.887), 0.759 (95% CI: 0.659~0.859), 0.840 (95% CI: 0.748~0.931), and 0.887 (95% CI: 0.808~0.965), respectively. When taking the cut-off values, the sensitivities were 0.853, 0.903, 0.677, and 0.920, and the specificities were 0.677, 0.533, 0.933, and 0.774, respectively. Bootstrap method (B=1000) was used to perform internal validation on the prediction model of poor short-term prognosis of breast cancer patients after radiotherapy. The results showed that the prediction curve after deviation correction was close to the ideal state, and the C-index reached 0.774, indicating that the model had strong prediction ability. In addition, the decision curve of the model shows that the net profit is always positive and better than the two invalid reference lines within the threshold probability range of 0.1 to 1.0. Conclusion:LMR of postoperative radiotherapy patients with breast cancer decreased first and then increased, MMP-2 and HIF-1 α increased first and then decreased, all of which are independent predictors of short-term prognosis. The combined model has a significant predictive effect on poor efficacy and can be used as an important reference for clinical prognosis evaluation.
7.Research progress of neuroelectric modulation for the treatment of inflammatory bowel disease
Yichao ZHENG ; Yueyao WU ; Kehan ZHANG ; Haifeng JIN
Chinese Journal of Inflammatory Bowel Diseases 2025;09(3):250-254
Inflammatory bowel disease (IBD) is a chronic inflammatory disease that occurs in the gastrointestinal tract and adversely affects the quality of life of patients and the healthcare burden on society. Currently, drug therapy alone can achieve clinical remission in some patients, but it cannot break through the ceiling of what can be achieved with current therapies, and new therapeutic options still need to be found. Neuro-immunity-inflammation is closely related to each other, and the potential role of neuroelectric stimulation in modulating inflammatory response has made it a hot spot in the study of IBD treatment. However, the intrinsic mechanism of action is still unexplained and needs to be explored by further studies. This review discusses the role and mechanisms of vagus nerve electrical stimulation, sacral nerve electrical stimulation, tibial nerve electrical stimulation and other neuromodulation methods.
8.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.
9.Pathogenetic characteristics of human isolates of Streptococcus suis in Henan Province from 2020 to 2023
Xue LUO ; Baifan ZHANG ; Yujiao MU ; Yafei LI ; Hongxia MA ; Haifeng WANG ; Ying YE ; Xueyong HUANG ; Wanshen GUO
Chinese Journal of Preventive Medicine 2025;59(7):989-996
Objective:To investigate the pathogenetic characteristics of clinical isolates of Streptococcus suis in Henan Province from 2020 to 2023. Methods:Eight clinical isolates of S. suis in Henan Province from 2020 to 2023 were identified using matrix-assisted laser desorption ionization time-of-flight mass spectrometry (MALDI-TOF MS) and real-time fluorescence polymerase chain reaction (PCR). Serotype and virulence genes were detected by the serum agglutination test and PCR, and antibiotic susceptibility was evaluated using the microbroth dilution method. Multilocus sequence typing (MLST), minimum core genome (MCG), identification of antibiotic resistance genes, and core genome single nucleotide polymorphism (cgSNP) analysis were conducted using whole genome sequencing. Results:The results showed that eight S. suis strains isolated from humans were mainly serotype 2 (75.0%), while the rest were serotype 14 (25.0%). ST353 (62.5%) was the predominant genotype, followed by ST1 (25.0%) and ST7 (12.5%). All isolates belonged to the MCG1 group. The virulence genotypes of these isolates were primarily mrp(NA2)/ sly+/ ef+/ gapdh+(75.0%), while the remaining were mrp(EU)/ sly+/ ef+/ gapdh+(25.0%). These isolates carried tetracycline, macrolide, lincosamide and aminoglycoside resistance genes, and their resistance rates to tetracycline, erythromycin and clindamycin were 100.0%, 87.5% and 87.5%, respectively, and 62.5% strains were intermediate-resistant to penicillin. The cgSNP analysis indicated that these isolates were closer to the isolates from Guangdong, Zhejiang and Guangxi Provinces, with five ST353 strains and one ST7 strain belonging to Clade Ⅰ, and two ST1 strains belonging to Clade Ⅱ. Conclusion:The human isolates of S. suis in Henan Province are mainly ST353, harboring multiple virulence and antibiotic resistance genes.
10.Values of multiple indexes in early diagnosis of nosocomial infections in ICU patients undergoing surgical procedures
Liqin GU ; Xiaodi ZHOU ; Haifeng ZHANG ; Hong CHEN ; Shuai LIU ; Yanju ZHANG
Chinese Journal of Nosocomiology 2025;35(17):2636-2640
OBJECTIVE T o explore the values of body temperature,white blood cells(WBC),neutrophils(NEUT),platelets(PLT),red blood cell distribution width(RDW),procalcitonin(PCT)and C-reactive procal-citonin(PCT)in early diagnosis of postoperative nosocomial infections in the intensive care unit(ICU)patients undergoing surgical procedures.METHODS The clinical data that were collected from the surgery patients who were hospitalized in ICU of Affiliated Hospital of Nantong University from Mar.2021 to May 2022 were retro-spectively analyzed,and the enrolled patients were divided into the infection group with 45 cases and the non-infection group with 130 case according to the status of nosocomial infections.The highest body temperature and the levels of WBC,NEUT,PLT,RDW,PCT and CRP were observed and compared between the infection group within 48 hours before diagnosis with nosocomial infections and the non-infection group after ICU stay for 48 hours.The values of the single and joint detection of the indexes in prediction of postoperative nosocomial infec-tions in the ICU patients were analyzed.RESULTS The body temperature,WBC,NEUT,RDW,PCT and CRP of the infection group were 38.30(37.80,38.80)℃,14.10(10.90,17.30)× 109/L,12.22(9.32,15.12)×109/L,14.10(12.70,15.50)%,1.20(0.10,2.30)ng/ml and 55.00(40.00,70.00)mg/L,respectively,high er than those of the non-infection group(P<0.05).CRP,body temperature,PCT,NEUT and WBC showed remarkable diag-nostic effects;the area under the curves(AUCs)of the above indexes were 0.968,0.952,0.939,0.896 and 0.886,respectively.The sensitivity of the joint detection of PCT and CRP was 0.978,with the specificity 0.985 and AUC 0.980;the sensitivity of the joint detection of body temperature,PCT and CRP was 0.978,with the specificity 0.992,AUC 0.991.CONCLUSIONS The ICU patients with postoperative nosocomial infections show high levels of body temperature,WBC,NEUT,PCT and CRP.The body temperature,PCT and CRP have high sensitivity and specificity,showing certain values in prediction of postoperative nosocomial infection in the ICU pa-tients;the joint detection of the indexes has higher diagnostic efficiency.

Result Analysis
Print
Save
E-mail