1.The value of multimodal MRI radiomics in predicting muscle-invasive bladder cancer
Yingsi YANG ; Xi LONG ; Xiaohong CHEN ; Rihui YANG ; Yuhui ZHANG ; Weixiong FAN ; Tianhui ZHANG
Journal of Practical Radiology 2024;40(2):249-252,274
Objective To investigate the value of multimodal MRI radiomics in predicting muscle-invasive bladder cancer.Methods A total of 178 patients with pathology diagnosis of bladder cancer were retrospectively collected,including 31 cases of muscle invasive bladder cancer(MIBC)and 147 cases of non-muscle invasive bladder cancer(NMIBC).Patients were randomly divided into training group and testing group at a ratio of 7︰3.The range of bladder tumors in T2WI,diffusion weighted imaging(DWI)and apparent diffusion coefficient(ADC)images were segmented as volume of interest(VOI)by using ITK-SNAP software.Radiomics features were extracted through A.K software.The optimal radiomics features were obtained through radiomics algorithm and least absolute shrinkage and selection operator(LASSO)method.Finally,the logistic regression analysis method and random forest model method were used to construct prediction models.The performance of prediction models was evaluated by the receiver operating characteristic(ROC)curve.Results This study constructed four groups of models containing T2WI prediction model,DWI prediction model,ADC prediction model,and T2WI+DWI+ADC prediction model.The area under the curve(AUC)of T2WI,DWI,and ADC prediction models for identifying MIBC and NMIBC were separately 0.920,0.914,and 0.954 in the training group while those were respectively 0.881,0.773,and 0.871 in the testing group.There was no statistical significance between T2WI,DWI,and ADC prediction models.In training and testing groups,the AUC of T2WI+DWI+ADC prediction model were respectively 0.959 and 0.909,which were higher than the single sequence prediction model.The sensitivity and specificity of the training group were 0.905 and 0.853 and the sensitivity and specificity of the testing group were 0.778 and 0.795.Conclusion MRI radiomics prediction model can effectively differentiate MIBC and NMIBC.The T2WI+DWI+ADC prediction model shows better prediction efficiency.
2.Multi-omics Approach Reveals Influenza-A Virus Target Genes Associated Genomic,Clinical and Immunological Characteristics in Cancers
Wang JIAOJIAO ; Liao YONG ; Yang PINGLIAN ; Ye WEILE ; Liu YONG ; Xiao CHUNXIA ; Liao WEIXIONG ; Chen CHUNBO ; Liu ZHIPING ; Huang ZUNNAN
Biomedical and Environmental Sciences 2024;37(7):698-715
Objective To examine the precise function of influenza A virus target genes(IATGs)in malignancy. Methods Using multi-omics data from the TCGA and TCPA datasets,33 tumor types were evaluated for IATGs.IATG expression in cancer cells was analyzed using transcriptome analysis.Copy number variation(CNV)was assessed using GISTICS 2.0.Spearman's analysis was used to correlate mRNA expression with methylation levels.GSEA was used for the enrichment analysis.Pearson's correlation analysis was used to examine the association between IATG mRNA expression and IC50.The ImmuCellAI algorithm was used to calculate the infiltration scores of 24 immune cell types. Results In 13 solid tumors,IATG mRNA levels were atypically expressed.Except for UCS,UVM,KICH,PCPG,THCA,CHOL,LAMI,and MESO,most cancers contained somatic IATG mutations.The main types of CNVs in IATGs are heterozygous amplifications and deletions.In most tumors,IATG mRNA expression is adversely associated with methylation.RT-PCR demonstrated that EGFR,ANXA5,CACNA1C,CD209,UVRAG were upregulated and CLEC4M was downregulated in KIRC cell lines,consistent with the TCGA and GTEx data. Conclusion Genomic changes and clinical characteristics of IATGs were identified,which may offer fresh perspectives linking the influenza A virus to cancer.
3.A comparative study of constructing prediction models for muscle invasive of bladder cancer based on different machine learning algorithms combined with MRI radiomic
Tianhui ZHANG ; Yabao CHENG ; Xiumei DU ; Rihui YANG ; Xi LONG ; Nanhui CHEN ; Weixiong FAN ; Zhicheng HUANG
Journal of Practical Radiology 2024;40(6):940-943
Objective To explore the comparative study of constructing prediction models for muscle invasive of bladder cancer based on different machine learning algorithms combined with MRI radiomic.Methods A total of 187 bladder cancer patients who underwent MRI examination and were confirmed by pathology were retrospectively selected.Patients were randomly divided into a training set and a test set in a 7∶3 ratio.The patients were divided into muscle invasive bladder cancer(MIBC)group and non-muscle invasive bladder cancer(NMIBC)group according to the surgical pathology results.Tumor volume of interest(VOI)was outlined on the images of T2 WI,diffusion weighted imaging(DWI),and apparent diffusion coefficient(ADC),and the radiomic features were extracted by A.K software,and dimensionality reduction was performed using the maximum relevance minimum redundancy(mRMR)algorithm combined with least absolute shrinkage and selection operator(LASSO).Six machine learning algorithms,including K-nearest neighbor(KNN),decision tree(DT),support vector machine(SVM),logistic regression(LR),random forest(RF),and explainable boosting machine(EBM)were used to construct the radiomic model and calculate the corresponding area under the curve(AUC),accuracy,sensitivity,and specificity,respectively.Results Six machine learning algorithms,including KNN,DT,SVM,LR,RF,and EBM were used to construct the radiomic model,and the AUC values for predicting MIBC in the training set were 0.863,0.838,0.853,0.866,0.977,0.997,and in the test set were 0.748,0.833,0.860,0.868,0.870,0.900.Among them,the MRI radiomic model constructed based on EBM had the highest predictive efficacy for MIBC,with AUC values,accuracy,sensitivity and specificity of 0.997,0.977,0.957 and 0.981 in the training set,and 0.900,0.877,0.800,and 0.894 in the test set,respectively.Conclusion Multiple machine learning algorithms combined with MRI radiomic to construct models have good predictive efficacy for MIBC,and the model constructed based on EBM shows the highest predictive value.
4.Diagnostic value of combining DCE-MRI perfusion parameters,ADC value and clinical feature model for HER-2 over expressed breast cancer
Shourang CHEN ; Zhiqi YANG ; Yi CHEN ; Bowen YUE ; Yabao CHENG ; Weixiong FAN ; Xiaofeng CHEN
Journal of Practical Radiology 2024;40(7):1083-1086,1110
Objective To investigate the diagnostic efficiency of patients with human epidermal growth factor receptor-2(HER-2)over expressed breast cancer via combining the dynamic contrast-enhanced magnetic resonance imaging(DCE-MRI)perfusion parameters,apparent diffusion coefficient(ADC)value and clinical feature model.Methods A total of 197 breast cancer patients who underwent DCE-MRI and diffusion weighted imaging(DWI)scans were analyzed retrospectively,including 47 breast cancer patients with HER-2 over expressed and 150 breast cancer patients with non-HER-2 over expressed.The t-test or chi-square test was used to compare the DCE-MRI perfusion parameters[Ktrans,Kep,Ve,W-in,W-out,and time to peak(TTP)],ADC value,and clinical feature between the two groups.The diagnostic efficiency of the models were analyzed via receiver operating characteristic(ROC)curves.Results There were significant difference in the maximum tumor diameter,minimum tumor diameter,T stage,N stage,Kep,W-in,and ADC value between HER-2 over expressed breast cancer and non-HER-2 over expressed breast cancer groups(P<0.05).The proposed combined model,which included the combined maximum tumor diameter,minimum tumor diameter,T stage,N stage,Kep,W-in,and ADC value,showed a better diagnostic efficiency with area under the curve(AUC)(AUC=0.763)than the clinical model(AUC=0.634)based on the combined maximum tumor diameter,minimum tumor diameter,T stage,and N stage,and the imaging model(AUC=0.715)based on the combined Kep,W-in and ADC value.Conclusion The maximum tumor diameter,minimum tumor diameter,T stage,N stage,Kep,W-in,and ADC value may be associated with HER-2 over expressed breast cancer.Combining all above parameters can improve the diagnostic ability of breast cancer patients with HER-2 over expressed.
5.Robot-assisted percutaneous endoscopic posterior/transforaminal lumbar interbody fusion for lumbar spinal stenosis with instability
Bolai CHEN ; Yongpeng LIN ; Yongjin LI ; Guoyi SU ; Zibo GAO ; Rui LIN ; Weixiong HU
Chinese Journal of Orthopaedics 2024;44(16):1061-1068
Objective:To analyze the effectiveness and safety of robot-assisted percutaneous endoscopic posterior/transforaminal lumbar interbody fusion (RPE-P/TLIF) in the treatment of lumbar spinal stenosis with instability.Methods:From September 2018 to April 2022, 26 patients with lumbar spinal stenosis combined with lumbar segmental instability were treated with RPE-P/TLIF at the Department of Minimally Invasive Spine Surgery, Guangdong Provincial Hospital of Chinese Medicine. There were 13 males and 13 females, with a mean age of 57.92±7.09 years (range, 44 to 75 years) and a mean body mass index of 24.05±2.64 kg/m 2 (range, 19.38 to 29.06 kg/m 2). A total of 31 segments were included, including 21 cases of single-segment surgery (L 3, 4 in 2 cases, L 4, 5 in 18 cases, and L 5S 1 in 1 case) and 5 cases of two-segment surgery (all L 3-L 5). Before surgery and at 1, 6, and 12 months after surgery, as well as at the final follow-up, the visual analogue scale (VAS) was used to assess back pain and lower limb pain, and the Oswestry disability index (ODI) was used to evaluate spinal nerve function. Clinical efficacy was evaluated using the MacNab criteria at the final follow-up. Imaging evaluation indicators included pre- and post-operative intervertebral space height, lumbar lordosis angle, fusion rate, and accuracy of pedicle screw placement. Results:The follow-up time for the 26 patients was 42.88±10.09 months (range, 12 to 55 months). The mean operation time was 156.54±33.50 min, and the mean postoperative drainage volume was 27.23±20.20 ml. The VAS scores for back pain and lower limb pain before surgery were 4.35±1.23 and 6.08±0.63, respectively. These scores decreased to 2.08±0.69 and 1.85±0.54 at 1 month postoperatively, 1.85±0.54 and 0.77±0.59 at 6 months, 0.96±0.53 and 0.62±0.57 at 1 year, and 0.88±0.52 and 0.58±0.50 at the final follow-up, respectively. The differences were statistically significant ( F=85.943, P=0.001; F=547.946, P=0.014). The ODI scores before surgery and at 1, 6, 12 months after surgery, and at the final follow-up were 55.38%±5.89%, 28.38%±3.849%, 17.77%±2.67%, 12.58%±1.88% and 12.12%±2.27% respectively, with statistically significant differences ( F=783.289, P=0.010). According to the MacNab criteria, at the final follow-up, there were 18 cases of excellent, 6 cases of good, and 2 cases of fair, with an excellent and good rate of 92.3%. A total of 114 percutaneous pedicle screws were implanted with grades A, B and C being 109, 4 and 1, respectively. The preoperative, postoperative, and final follow-up intervertebral space heights were 10.55±1.96, 13.53±1.37, and 12.54±1.42 mm respectively, with statistically significant differences ( F=42.190, P<0.001). And the lumbar lordosis angles were 35.81°±10.80°, 35.69°±11.07°, and 36.08°±11.29° respectively, with no statistically significant differences ( P>0.05). At 12 months postoperatively, bone fusion was achieved in 25 cases, with a fusion rate of 96% (25/26). Conclusion:RPE-P/TLIF for lumbar spinal stenosis combined with lumbar instability were favorable. Being a safe and effective minimally invasive surgical option, it effectively enhanced the intervertebral space height in the surgical segment with fewer complications.
6.Chemometrics Analysis for Multi-Component Contents and Antioxidant Activity for Estimation on Quality Markers of Schisandrae Chinensis Fructus Standard Decoction
Weixiong LIN ; Shoufu WANG ; Shiyan CHEN ; Qingyi CHEN ; Qiuyi MO ; Xiaoying WU ; Zheng ZHANG ; Lihong DENG
Journal of Nanjing University of Traditional Chinese Medicine 2024;40(3):289-301
OBJECTIVE To estimate the quality markers of antioxidant activity for standard decoction of Schisandrae Chinensis Fructus.METHODS 15 batches of Schisandrae Chinensis Fructus standard decoctions were subjected to quality evaluation by ultra high-performance liquid chromatography(UPLC)based on single-marker(QAMS)method,before being summarized by chemometrics analysis.The antioxidant abilities of 15 batches of samples were determined by DPPH and ABTS methods,while gray correlation analy-sis(GRA)and the partial least squares regression(PLSR)methods were subsequently applied to investigating the relationship between the contents of 8 components and the antioxidant activity.Ultimately,molecule docking was utilized to explore the binding properties between candidate quality markers and the core targets of anti-oxidation,with the experimental verification being executed on the indi-vidual compound by in vitro anti-oxidation.RESULTS There was no remarkable difference between the results of QAMS and external standard method(ESM),with P valued greater than 0.05.And it was speculated that protocatechuic acid,gomisin A,schizantherin B and schisandrin B were the constituents of quality difference.Moreover,the 4 quality variation components were reckoned to be the al-ternative markers on antioxidant according to the results of GRA and PLSR.The molecule docking result also showed that 4 candidate quality markers presented good binding affinity with the antioxidant core targets.The antioxidant capacity was presumably originated from the collaborated effects by multi-components in the standard decoction of Schisandrae Chinensis Fructus.In the interim,protocate-chuic acid exhibited noteworthy antioxidant efficacy with dosage-depended manner in the results of single-compound verification,which was best conformed to the characteristics of quality markers and supposed to be the antioxidant quality marker for Schisandrae Chinensis Fructus standard decoction.CONCLUSION This research predicts the potential antioxidant substances on the basis of content deter-mination by UPLC and in vitro antioxidant assay,but also provides rational foundation for quality assessment on other preparations of Schisandrae Chinensis Fructus.
7.Comparison of robot-assisted and free-hand percutaneous cannulated screwing for femoral neck fractures in the middle-aged and young patients
Fuming HUANG ; Xinzhe ZHANG ; Weixiong LI ; Rui CHEN ; Kaijun LIANG ; Haiqiao XU ; Haizhou HUANG ; Jihui ZHOU ; Shibang LIN
Chinese Journal of Orthopaedic Trauma 2023;25(11):979-985
Objective:To compare the clinical efficacy between robot-assisted and free-hand percutaneous cannulated screwing (PCS) in the treatment of femoral neck fractures in the middle-aged and young patients.Methods:A retrospective study was conducted to analyze the clinical data of 53 patients with femoral neck fracture who had been treated with PCS from May 2020 to May 2022 at Department of Traumatic Surgery, Maoming Hospital Affiliated to Southern Medical University. In the robot group of 25 patients subjected to robot-assisted PCS, there were 11 males and 14 females with an age of (48.2 ± 11.9) years; in the free-hand group of 28 patients subjected to free-hand PCS, there were 13 males and 15 females with an age of (48.5 ± 9.8) years. The 2 groups were compared in terms of operation time, intraoperative bleeding, intraoperative guide drills, intraoperative fluoroscopy frequency, fracture union time, Harris hip score at the last follow-up and postoperative complications. Postoperative imaging examination was performed to evaluate distribution accuracy of the cannulated screws in the femoral neck (deviation between the screws and the femoral neck axis, parallelism between the screws and distance between the screws and the neck cortex).Results:There was no statistically significant difference between the robot and free-hand groups in the general clinical data before operation, showing comparability ( P>0.05). The robot group showed significantly shorter operation time [(32.7 ± 4.8) min], significantly less intraoperative bleeding [(14.6 ± 4.8) mL], significantly less intraoperative guide drillings [(3.5 ± 0.7) times] and significantly less intraoperative fluoroscopy frequency [(7.9 ± 1.4) times] than the free-hand group [(56.9 ± 11.3) min, (27.0 ± 7.3) mL, (9.1 ± 1.8) times and (16.3 ± 6.0) times)] (all P<0.05). Postoperative imaging showed that the deviation between the screws and the femoral neck axis was 4.4° ± 1.1° on the anteroposterior X-ray film and 3.2° ± 0.8° on the lateral X-ray film, the parallelism between the screws 4.9° ± 0.8° on the anteroposterior X-ray film and 3.0° ± 0.7° on the lateral X-ray film, and the distance between the screws and the femoral neck cortex (10.4 ± 2.7) mm in the robot group, all significantly smaller than those in the free-hand group [10.5° ± 2.8°, 4.9° ± 1.1°, 12.1° ± 4.0°, 5.1° ± 1.3°, and (15.4 ± 3.2) mm] (all P<0.05). All the 53 patients were followed up for (22.2 ± 8.5) months. All fractures got united. The fracture union time in the robot group [(20.6 ± 4.6) weeks] was insignificantly shorter than that in the free-hand group [(23.7 ± 7.7) weeks] ( P>0.05). At the last follow-up, the Harris hip score in the robot group [(88.6 ± 5.6) points] was significantly higher than that in the free-hand group [(84.8 ± 6.3) points] ( P<0.05). Follow-ups revealed 2 cases of internal fixation loosening, 1 case of screw head cutting and 1 case of femoral head necrosis in the free-hand group but none of such complications in the robot group. Conclusion:In the treatment of femoral neck fractures in the middle-aged and young patients, compared with free-hand PCS, robot-assisted PCS shows advantages of shorter intraoperative time, less bleeding, less fluoroscopic radiation, higher accuracy of screw placement, a lower incidence of postoperative complications and better functional recovery of the hip joint.
8.Long-term Survivals, Toxicities and the Role of Chemotherapy in Early-Stage Nasopharyngeal Carcinoma Patients Treated with Intensity-Modulated Radiation Therapy: A Retrospective Study with 15-Year Follow-up
Lin WANG ; Jingjing MIAO ; Huageng HUANG ; Boyu CHEN ; Xiao XIAO ; Manyi ZHU ; Yingshan LIANG ; Weiwei XIAO ; Shaomin HUANG ; Yinglin PENG ; Xiaowu DENG ; Xing LV ; Weixiong XIA ; Yanqun XIANG ; Xiang GUO ; Fei HAN ; Chong ZHAO
Cancer Research and Treatment 2022;54(1):118-129
Purpose:
This study was aimed to investigate long-term survivals and toxicities of early-stage nasopharyngeal carcinoma (NPC) in endemic area, evaluating the role of chemotherapy in stage II patients.
Materials and Methods:
Totally 187 patients with newly diagnosed NPC and restaged American Joint Committee on Cancer/ International Union Against Cancer 8th T1-2N0-1M0 were retrospectively recruited. All received intensity-modulated radiotherapy (IMRT)±chemotherapy (CT) from 2001 to 2010.
Results:
With 15.7-year median follow-up, 10-year locoregional recurrence-free survival, distant metastasis-free survival (DMFS), disease-specific survival (DSS), and overall survival (OS) were 93.3%, 93.5%, 92.9% and 88.2%, respectively. Multivariable analyses showed cervical lymph nodes positive and pre-treatment prognostic nutritional index ≥ 52.0 could independently predict DMFS (p=0.036 and p=0.011), DSS (p=0.014 and p=0.026), and OS (p=0.002 and p < 0.001); Charlson comorbidity index < 3 points could predict DSS (p=0.011); age > 45 years (p=0.002) and pre-treatment lactate dehydrogenase ≥ 240 U/L (p < 0.001) predicted OS. No grade 4 late toxicity happened; grade 3 late toxicities included subcutaneous fibrosis (4.3%), deafness or otitis (4.8%), skin dystrophy (2.1%), and xerostomia (1.1%). No differences on survivals were shown between IMRT+CT vs. IMRT alone in stage II patients, even in T2N1M0 (p > 0.05). Unsurprising, patients in IMRT+CT had more acute gastrointestinal reaction, myelosuppression, mucositis, late ear toxicity, and cranial nerve injury (all p < 0.05) than IMRT alone group.
Conclusion
Superior tumor control and satisfying long-term outcomes could be achieved with IMRT in early-stage NPC with mild late toxicities. As CT would bring more toxicities, it should be carefully performed to stage II patients.
9.The effect of silencing the endoplasmic reticulum stress-related protein calnexin on the proliferation, invasion, and migration of tongue squamous cell carcinoma cells
ZHONG qijian ; JIN Tingting ; PENG Yu ; CHEN Weixiong ; LI Jinsong
Journal of Prevention and Treatment for Stomatological Diseases 2021;29(8):535-540
Objective:
To investigate the effect of silencing the endoplasmic reticulum stress-related protein calnexin on the proliferation, invasion, and migration of tongue squamous cell carcinoma cells.
Methods :
Calnexin siRNA was transfected into SCC-9 and SCC-25 tongue squamous cell carcinoma cells, and the expression of calnexin was detected by qRT-PCR. The silencing effect of calnexin siRNA was further verified by Western blotting. CCK-8 assay was applied to detect the effect of silencing calnexin on the proliferation of tongue squamous cell carcinoma cells; Transwell assay was used to detect the effect of silencing calnexin on the invasion and migration of tongue squamous cell carcinoma cells.
Results :
qRT-PCR showed that calnexin siRNA could effectively downregulate the expression of calnexin. Western blot analysis further confirmed the silencing effect of calnexin siRNA on calnexin. The CCK-8 assay showed that silencing calnexin expression on the 4th and 5th days could inhibit the proliferation of tongue squamous cell carcinoma cells, and the difference was statistically significant (P < 0.01). The Transwell assay showed that knockdown of calnexin could inhibit the invasion and migration of tongue squamous cell carcinoma cells (P < 0.001).
Conclusion
Knockdown of calnexin can inhibit the proliferation, invasion, and migration of tongue squamous cell carcinoma cells.
10. Application of combined intracapsular and extracapsular hypothermic plasma tonsillectomy in reducing intraoperative and postoperative hemorrhage in children with OSA
Jingjia LI ; Weixiong CHEN ; Jianli ZHANG ; Zhaofeng ZHU ; Lieqiang LIAO ; Xianping ZENG ; Xuequan DENG
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2020;34(2):131-135
Objective:
The aim of this study is to explore the application and advantages of combined intrathecal and extrathecal hypothermic plasma tonsillectomy in reducing intraoperative and postoperative hemorrhage in OSA children.
Method:
We retrospectively reviewed 726 cases who were diagnosed as OSA. All patients were divided into two groups according to the surgical method: 320 cases by total tonsillectomy and 406 cases by combined extracapsular and intracapsular tonsillectomy. The intro operative bleeding volume, post operative haemorrhage data as time, location and degree in the two groups were compared.
Result:
There was no statistical difference in the intro operative bleeding volume in the two groups [(9.3±4.6) mL]vs [(7.6±3.5) mL], t=12.687, P=0.235. Two patients who underwent combined extracapsular and intracapsular tonsillectomy presented with post operative haemorrhage, the total post operative haemorrhage rate was significantly decreased that in the total tonsillectomy group(14 cases)(χ²=10.779, P=0.001). The 2 patients in combined extracapsular and intracapsular tonsillectomy group were secondary haemorrhage, with location in the upper pole and medium, grade A haemorrhage; while in the 14 cases in in the total tonsillectomy group, there were 2 cases presented with primary haemorrhage and 12 cases with secondary haemorrhage; with regard to location of haemorrhage, 1 in the upper pole, 2 in the medium, 11 in the lower pole; 5 cases presented with grade A haemorrhage, 8 with grade B haemorrhage and 1 with grade C haemorrhage. The haemorrhage rate at 7 days after surgery (χ²=5.697, P=0.017), at the lower pole(χ²=11.961, P=0.001) and grade B(χ²=8.097, P=0.004) were all significantly decreases in the combined extracapsular and intracapsular tonsillectomy group.
Conclusion
Plasma tonsillectomy combined with intrathecal and extrathecal hypothermic tonsillectomy is a safe and effective method, which has obvious advantages in reducing the postoperative hemorrhage, especially the secondary hemorrhage of Subtonsillar Pole.


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