1.Predicting Hepatocellular Carcinoma Using Brightness Change Curves Derived From Contrast-enhanced Ultrasound Images
Ying-Ying CHEN ; Shang-Lin JIANG ; Liang-Hui HUANG ; Ya-Guang ZENG ; Xue-Hua WANG ; Wei ZHENG
Progress in Biochemistry and Biophysics 2025;52(8):2163-2172
ObjectivePrimary liver cancer, predominantly hepatocellular carcinoma (HCC), is a significant global health issue, ranking as the sixth most diagnosed cancer and the third leading cause of cancer-related mortality. Accurate and early diagnosis of HCC is crucial for effective treatment, as HCC and non-HCC malignancies like intrahepatic cholangiocarcinoma (ICC) exhibit different prognoses and treatment responses. Traditional diagnostic methods, including liver biopsy and contrast-enhanced ultrasound (CEUS), face limitations in applicability and objectivity. The primary objective of this study was to develop an advanced, light-weighted classification network capable of distinguishing HCC from other non-HCC malignancies by leveraging the automatic analysis of brightness changes in CEUS images. The ultimate goal was to create a user-friendly and cost-efficient computer-aided diagnostic tool that could assist radiologists in making more accurate and efficient clinical decisions. MethodsThis retrospective study encompassed a total of 161 patients, comprising 131 diagnosed with HCC and 30 with non-HCC malignancies. To achieve accurate tumor detection, the YOLOX network was employed to identify the region of interest (ROI) on both B-mode ultrasound and CEUS images. A custom-developed algorithm was then utilized to extract brightness change curves from the tumor and adjacent liver parenchyma regions within the CEUS images. These curves provided critical data for the subsequent analysis and classification process. To analyze the extracted brightness change curves and classify the malignancies, we developed and compared several models. These included one-dimensional convolutional neural networks (1D-ResNet, 1D-ConvNeXt, and 1D-CNN), as well as traditional machine-learning methods such as support vector machine (SVM), ensemble learning (EL), k-nearest neighbor (KNN), and decision tree (DT). The diagnostic performance of each method in distinguishing HCC from non-HCC malignancies was rigorously evaluated using four key metrics: area under the receiver operating characteristic (AUC), accuracy (ACC), sensitivity (SE), and specificity (SP). ResultsThe evaluation of the machine-learning methods revealed AUC values of 0.70 for SVM, 0.56 for ensemble learning, 0.63 for KNN, and 0.72 for the decision tree. These results indicated moderate to fair performance in classifying the malignancies based on the brightness change curves. In contrast, the deep learning models demonstrated significantly higher AUCs, with 1D-ResNet achieving an AUC of 0.72, 1D-ConvNeXt reaching 0.82, and 1D-CNN obtaining the highest AUC of 0.84. Moreover, under the five-fold cross-validation scheme, the 1D-CNN model outperformed other models in both accuracy and specificity. Specifically, it achieved accuracy improvements of 3.8% to 10.0% and specificity enhancements of 6.6% to 43.3% over competing approaches. The superior performance of the 1D-CNN model highlighted its potential as a powerful tool for accurate classification. ConclusionThe 1D-CNN model proved to be the most effective in differentiating HCC from non-HCC malignancies, surpassing both traditional machine-learning methods and other deep learning models. This study successfully developed a user-friendly and cost-efficient computer-aided diagnostic solution that would significantly enhances radiologists’ diagnostic capabilities. By improving the accuracy and efficiency of clinical decision-making, this tool has the potential to positively impact patient care and outcomes. Future work may focus on further refining the model and exploring its integration with multimodal ultrasound data to maximize its accuracy and applicability.
2.Clinical Study on Traditional Chinese Medicine Bone-Setting Manipulations Combined with Minimally-Invasive Treatment and Intramedullary Plate Fixation for the Treatment of Moderate Hallux Valgus
Xin-Yuan LIANG ; Qing-Xiang XIE ; Guang-Long ZENG ; Bin-Fu YAO ; Yong-Cong LI ; Bo-Yuan SU
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(4):868-875
Objective To evaluate the clinical efficacy of Chevron minimally-invasive osteotomy and internal fixation with ISO intramedullary plate plus traditional Chinese medicine(TCM)bone-setting manipulations for the treatment of moderate hallux valgus.Methods A retrospective study was conducted.A total of 49 patients(62 feet)with moderate hallux valgus were treated with Chevron minimally-invasive osteotomy and internal fixation with ISO intramedullary plate,and were given TCM bone-setting manipulations before the operation,during the operation,and after the operation.The efficacy was evaluated by using the Visual Analogue Scale(VAS)score and the American Orthopedic Foot and Ankle Society(AOFAS)forefoot score after the operation.Before the operation and 12 months after the operation,the hallux valgus angle(HVA),intermetatarsal angle(IMA)between the first and second metatarsal bone,and the distal metatarsal articular angle(DMAA)showed by X-ray imaging in the weight-bearing position of the foot were recorded.Results(1)All of the 49 patients were followed up for 12 to 24 months,with a mean of(20.6±3.1)months.(2)The X-ray imaging assessment showed that 12 months after the operation,the mean HVA,IMA and DMAA values of the 49 patients(62 feet)were significantly lower than those before the operation,and the differences were all statistically significant(P<0.01).(3)Twelve months after the operation,the pain VAS score of 49 patients was(3.14±1.21)points,which was significantly lower than the preoperative score points(7.26±2.52),and the difference was statistically significant(P<0.01).(4)The assessment of joint function showed that 12 months after the operation,the scores of various AOFAS items of pain,function and hallux alignment as well as the overall AOFAS scores of 49 patients were significantly higher than those before the operation,and the differences were statistically significant(P<0.01).(5)For the 62 feet in 49 patients,the excellent efficacy was achieved in 53 feet,good efficacy was achieved in 7 feet,and fair efficacy was achieved in 2 feet,with the fine rate of 96.77%(60/62).Conclusion For the treatment of moderate hallux valgus,the application of Chevron minimally-invasive osteotomy and internal fixation with ISO intramedullary plate plus TCM bone-setting manipulations is effective on promoting the reset of hallux-metatarsophalangeal joint,restoring the balance of the joint,and maintaining the equilibrium state of the joint through postoperative rehabilitation guidance.The combined therapy exerts certain efficacy,reduces the recurrence rate,and eventually achieves the early rehabilitation after the operation.
3.Current status of maintenance hemodialysis-related infection in 124 medi-cal institutions in Guizhou Province
Yan-Yan WANG ; Zhu-Hong ZHA ; Jing WANG ; Dan LIN ; Ni ZENG ; Guang-Ying LUO ; Ling-Zhu LI
Chinese Journal of Infection Control 2024;23(1):58-65
Objective To understand the infection status of patients with maintenance hemodialysis(MHD)in Guizhou Province,and provide basis for the prevention and control of hemodialysis-related infection.Methods MHD patients in hemodialysis centers of 124 secondary and or higher grade medical institutions in Guizhou Province from July to December 2022 were surveyed.Survey content included the general conditions of patients,hemodialysis-related conditions,infection of pathogens of blood-borne diseases,and other infection-related conditions.Results A total of 15 114 MHD patients were surveyed,with age mainly ranging from 36 to<60 years old(55.83%).Hemodialysis history ranged mainly from 1 year to<5 years(59.37%),and the frequency of hemodi-alysis was mainly 3 times per week(73.91%).Autologous arteriovenous fistula(AVF)was the major vascular access for dialysis,with a total of 12 948 cases(85.77%).The main primary disease was chronic renal failure(99.89%).The infection rates of hepatitis B virus(HBV),hepatitis C virus(HCV),human immunodeficiency vi-rus(HIV),and Treponema pallidum in MHD patients were 5.29%,0.64%,0.24%,and 1.70%,respectively.HBV infection rates among MHD patients of different ages,different numbers of dialysis hospitals,and dialysis in-stitutions of different scales showed statistically significant differences(all P<0.05).HCV infection rates among MHD patients of different ages,with different dialysis times and from institutions of different scales were signifi-cantly different(all P<0.05).TP infection rates among MHD patients of different ages and different numbers of dialysis hospitals were all significantly different(all P<0.05).Infection rates of HBV and HCV in MHD patients aged from 36 to 60 years old(not included)were relatively higher(6.10%and 0.84%,respectively).Patients with dialysis time ≥10 years had a higher HCV infection rate(1.64%).Infection rates of HCV,HIV,and TP in pa-tients dialyzed in medical institutions with ≥90 dialysis beds were relatively higher(0.74%,0.28%,and 1.94%,respectively).Medical institutions with<30 dialysis beds had the highest HBV infection rate(18.64%).There were 9 cases(0.06%)of vascular puncture infection,12 cases(0.08%)of bloodstream infection,7 cases(0.05%)of vascular access-related bloodstream infection,and 30 cases(0.20%)of pulmonary infection.Vascular access-re-lated bloodstream infection rate and pulmonary infection rate among MHD patients with different types of vascular access showed statistically significant difference(all P<0.05).Vascular access-related bloodstream infection rate(0.37%)and pulmonary infection rate(1.10%)of patients with non-cuffed catheters vascular access were higher than those of other types.Conclusion MHD patients in Guizhou Province are mainly middle-aged and young peo-ple,with more males than females.The dialysis frequency is mostly 3 times per week,and AVF is the major vascu-lar access.MHD patients are prone to complications such as infections of HBV,HCV,HIV,and TP,as well as bloodstream infection and pulmonary infection.
4.Risk assessment on postoperative pneumonia in the surgical department of a tertiary comprehensive teaching hospital
Yao YAO ; Zhu-Hong ZHA ; Guang-Ying LUO ; Dan LIN ; Ni ZENG
Chinese Journal of Infection Control 2024;23(2):214-219
Objective To conduct risk assessment analysis through risk assessment model for postoperative pneu-monia(POP)in surgical departments constructed according to analytic hierarchy process(AHP)-risk matrix,and evaluate the application effectiveness of the model.Methods Taking a tertiary comprehensive teaching hospital as an example,a risk assessment was conducted on the occurrence of POP in 15 surgical departments in 2022.The ap-plication effect of POP risk assessment model for the surgical departments constructed based on the AHP-risk ma-trix was evaluated,and the POP risk level of the surgical departments was determined.Results Through applica-tion of risk assessment model,the POP risk level of the surgical departments was divided into 5 levels,namely ex-tremely high risk(n=3),high risk(n=1),medium risk(n=5),low risk(n=4),and extremely low risk(n=2).Conclusion The application effect of the surgical POP risk assessment model based on AHP-risk matrix method is good,achieving quantitative assessment of healthcare-associated infection risk,and providing data basis and support for further targeted risk control.
5.Investigation and control of a suspected outbreak of carbapenem-resistant Klebsiella pneumoniae bloodstream infection in patients with hematologi-cal tumors
Ni ZENG ; Guang-Ying LUO ; Jing-Jing LI ; Qing-Qing WANG ; Xiao-Li ZHOU ; Ling-Zhu LI ; Zhu-Hong ZHA
Chinese Journal of Infection Control 2024;23(3):316-322
Objective To investigate a suspected outbreak of carbapenem-resistant Klebsiella pneumoniae(CRKP)healthcare-associated bloodstream infection(HA-BSI),provide reference for effective control of CRKP in-fection.Methods The characteristics of CRKP infected patients and the risk factors for the event transmission in an adult hematology department of a teaching hospital in June 2022 were obtained by field epidemiological investigation.The specimens of environmental target strains were co-llected by blood nutrient agar inoculation,the removal status of environmental microorganisms and the effect of infection control after implementing control measures were com-pared.Results There were a total of 6 cases of CRKP HA-BSI,with an attacking rate of 1.29%(6/464),which was significantly higher than 0 during the same period in 2021,and difference was statistically significant(P=0.011).In environmental hygiene monitoring,the detection rate of CRKP was 2.27%(1/44),which was from the surface of bed curtain in the living unit of infected patients,homology analysis with CRKP detected from 2 patients revealed that the 16s RNA of 3 CRKP strains was completely identical,with a similarity of 100%.Seven house-keeping genes of 3 CRKP strains were all identical and belonged to the ST11 type.Comprehensive control measures were taken:appropriate closure of the ward,centralized isolation of patients,terminal disinfection of the ward,reg-ular health care workers and relative restriction of their activity areas.After the measures were taken,the qualified rate of microbial colony count in the ward increased compared to before taking the measures(2.27%vs 68.89%,P<0.001),with a statistically significant difference,there were no more CRKP infected cases after the intervention,indicating that the control measures were effective.Conclusion This outbreak was caused by ST11 type of common CRKP in China,and laminar bed curtains are carriers of pathogen transmission.It is speculated that non-standard cleaning and disinfection,as well as inadequate implementation of hand hygiene are the main causes for transmis-sion.Adopting an appropriate strategy of closing the ward and concentrating patient isolation can quickly and effec-tively prevent the transmission of the event.
6.Full-field Anterior Chamber Angle Measurement Based on Optical Reflection Tomography
Bi-Wang LIU ; Jun-Ping ZHONG ; Hai-Na LIN ; Ya-Guang ZENG ; You-Ping YU ; Hong-Yi LI ; Ding-An HAN ; Jin-Ying CHEN
Progress in Biochemistry and Biophysics 2024;51(9):2240-2248
ObjectiveAngle-closure glaucoma (ACG) is one of the major eye-blinding diseases. To diagnose ACG, it is crucial to examine the anterior chamber angle. Current diagnostic tools include slit lamp gonioscopy, water gonioscopy, ultrasound biomicroscopy (UBM), and anterior segment optical coherence tomography (AS-OCT). Slit lamp and water gonioscopy allow convenient observation of the anterior chamber angle, but pose risks of invasive operation and eye infections. UBM can accurately measure the structure of the anterior chamber angle. However, it is complex to operate and unsuitable for patients, who have undergone trauma or ocular surgery. Although AS-OCT provides detailed images, it is costly. The aim of this study is to explore a non-invasive, non-destructive optical reflection tomography (ORT) technique. This technique can achieve low-cost three-dimensional imaging and full-field anterior chamber angle measurement of the porcine eye. MethodsThe experiment involved assembling an optical reflection tomography system, which included a complementary metal oxide semiconductor (CMOS) camera, a telecentric system, a stepper motor, and a white light source, achieving a spatial resolution of approximately 8.5 μm. The process required positioning the porcine eye at the center of the field of the imaging system and rotating it around its central axis using a stepper motor. Reflection projection images were captured at each angle with an exposure time of 1.0 ms and an interval of 2°. The collected reflection-projection data were processed using a filtered reflection tomography algorithm, generating a series of two-dimensional slice data. These slices essentially represented cross-sectional views of the three-dimensional structural image, and were reconstructed into a complete three-dimensional structural image. Based on the reconstructed three-dimensional structural image of the porcine eye, the anterior chamber angles at different positions were measured, and a distribution map of these angles was drawn. Simultaneously, the ORT measurements were compared with the standard results obtained from optical coherence tomography (OCT) to assess the accuracy of ORT measurements. ResultsIn this study, we successfully obtained the reflection projection data of a porcine eye using ORT technology, reconstructed its three-dimensional structural image, and measured the anterior chamber angle, generating the corresponding distribution map. To better distinguish the different structural parts of porcine eye, the three-dimensional structural image was marked with blue, green, and yellow dashed lines from the outer to the inner layers. The area between the blue and green dashed lines corresponded to the sclera. The area between the green and yellow dashed lines corresponded to the iris. The area inside the yellow dashed line corresponded to the pupil. The three-dimensional structural image clearly revealed the key anatomical features of the porcine eye. It was able to measure the anterior chamber angle at different positions. Additionally, the anterior chamber angle measurements of the porcine eye using ORT were compared with the measurements obtained using a TEL320C1 type OCT system, showing an average deviation of 0.51° and a mean square error
7.Professor XU Xian's Experience in Treating Flat Warts Based on the Theory of "Bai Qi (白气) Micro-discharge"
Hongyu ZHANG ; Wanting LUO ; Yiping LI ; Qian KONG ; Xue ZENG
Journal of Traditional Chinese Medicine 2024;65(22):2294-2298
This paper summarized the experience in treating flat warts by Professor XU Xian based on the theory of Bai Qi (白气) micro-discharge. Flat warts is considered as a minor skin disease. Wind-damp attacking the exterior and contention between the muscles are the prerequisites for its occurrence, and failure to diffuse due to wei (卫) constraint, and qi discharge to striae and interstices are the core pathogenesis. For treatment, the core principle is to treat minor diseases with minor adjustment, and therefore, the method of dispelling wind and overcoming dampness is used to produce slight sweating and relieve the symptoms, and by taking advantage of the situation, the constraint is unblocked with diffusion and dispersion. Simultaneously, it is paid attention to not over-damaging blood vessels during treatment to avoid causing other symptoms. Self-made Modified Maxing Yigan Decoction (麻杏薏甘汤) is recommended as the basic formula for flat warts, together with self-made Xi You Formula (洗疣方) in external administration to restore defense qi, eliminate pathogenic qi and remove the warts.
8.Nape Needling at Six Points with Electroacupuncture Combined with Huayu J ingbi Decoction in the Treatment of Cervical Spondylotic Vertebralartery:A Retrospective Study
Fan-Guang ZENG ; Da-Zhong WANG ; Zheng-Lin LU
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(5):1244-1249
Objective To analyze the clinical efficacy of nape needling at six points with electroacupuncture combined with Huayu Jingbi Decoction in the treatment of cervical spondylotic vertebralartery(CSA).Methods A retrospective study was conducted to collect 126 patients with CSA admitted to Haikou Hospital of Traditional Chinese Medicine from May 2021 to May 2023.According to different treatment regimens,they were divided into observation group(59 cases)and control group(67 cases).The observation group was treated with nape needling at six points with electroacupuncture combined with Huayu Jingbi Decoction,while the control group was treated with conventional acupuncture combined with Huayu Jingbi Decoction.Two weeks was a course of treatment,and both groups were treated for two courses.The changes of neck disability index(NDI)and cervical physiological curvature were observed before and after treatment in the two groups.The changes of hemorheology and hemodynamic indexes were compared before and after treatment between the two groups,and the clinical efficacy of the two groups was evaluated.Results(1)The total effective rate of the observation group was 96.61%(57/59),and the control group was 77.61%(52/67).The efficacy of the observation group was superior to that of the control group,and the difference was statistically significant(P<0.05).(2)After treatment,the NDI scores and cervical physiological curvature of the patients in the two groups were significantly improved(P<0.05),and the observation group was significantly superior to the control group in improving the NDI scores and cervical physiological curvature,with a statistically significant difference(P<0.05).(3)After treatment,the whole blood high cut viscosity,whole blood low cut viscosity,plasma viscosity and fibrinogen of patients in the two groups were significantly improved(P<0.05),and the observation group was significantly superior to the control group in improving whole blood high cut viscosity,whole blood low cut viscosity,plasma viscosity and fibrinogen,and the differences were statistically significant(P<0.05).(4)After treatment,the Vs,Vm,PI and RI of the two groups of patients were significantly improved(P<0.05),and the observation group was significantly superior to the control group in improving Vs,Vm,PI and RI,with statistically significant differences(P<0.05).Conclusion Nape needling at six points with electroacupuncture combined with Huayu Jingbi Decoction has remarkable efficacy in the treatment of cervical spondylotic vertebralartery,which can significantly improve the cervical spine function of the patients,improve the blood rheology and haemodynamic indexes,and promote the recovery of the cervical spine function of the patients.
9.A single-center study on the safety and effectiveness of a novel non-implant interatrial shunt device
San-Shuai CHANG ; Xin-Min LIU ; Zheng-Ming JIANG ; Yu-Tong KE ; Qian ZHANG ; Qiang LÜ ; Xin DU ; Jian-Zeng DONG ; Guang-Yuan SONG
Chinese Journal of Interventional Cardiology 2024;32(8):425-433
Objective To preliminarily evaluate the safety and effectiveness of a novel non-implantable atrial shunt device based on radiofrequency ablation for the treatment of chronic heart failure(CHF).Methods This was a prospective single-arm study.From January 2023 to December 2023,five eligible CHF patients were consecutively enrolled at Beijing Anzhen Hospital,Capital Medical University,and underwent inter-atrial shunt using Shenzhen Betterway atrial shunt device.Pulmonary capillary wedge pressure(PCWP),right atrial pressure(RAP),pulmonary artery pressure(PAP),total pulmonary resistance(TPR),pulmonary vascular resistance(PVR),and pulmonary/systemic blood flow ratio(Qp/Qs)were measured using right heart catheterization before and immediately after procedure.Patients were followed up for 90 days,and echocardiography,right heart catheterization,and cardiac functional indicators were evaluated.The primary endpoint was procedural success.Secondary endpoints included clinical success,echocardiographic changes,6-minute walk distance(6MWD)changes,New York Heart Association(NYHA)class changes,Kansas city cardiomyopathy questionnaire(KCCQ)score changes,and amino-terminal probrain natriuretic peptide(NT-proBNP)level changes at 90 days.The safety endpoint was major cardiovascular and cerebrovascular adverse events and device-related adverse events.Results All five patients successfully achieved left-to-right atrial shunt.Compared with baseline,PCWP decreased significantly immediately after procedure in all five patients,with a procedural success rate of 100%.There were no significant changes in RAP,PAP,TPR,and PVR before and immediately after procedure.After 90 days follow-up,four patients had persistent left-to-right atrial shunt,and PCWP was significantly lower than baseline,with a clinical success rate of 80%.Compared with baseline,LVEF increased,left ventricular end-diastolic diameter decreased,and tricuspid annular plane systolic excursion and right ventricular fractional area change were not impaired in all five patients at 90 days.KCCQ scores and 6MWT improved,NT-proBNP decreased,and NYHA class did not change significantly.There were no deaths,rehospitalizations for heart failure,stroke-related adverse events,or device-related adverse events during the follow-up.Conclusions The novel non-implantable atrial shunt catheter can safely and effectively improve hemodynamic,echocardiographic,and cardiac functional indicators in patients with heart failure.However,larger-scale clinical studies are still needed to validate its long-term clinical effectiveness.
10.The progress and implications of interatrial shunt
San-Shuai CHANG ; Xin-Min LIU ; Zheng-Ming JIANG ; Wei MA ; Jian-Zeng DONG ; Guang-Yuan SONG
Chinese Journal of Interventional Cardiology 2024;32(8):463-467
Despite significant advancements in treatments for heart failure,the overall prognosis for patients remains poor.Hemodynamic abnormalities in heart failure manifest as elevated left atrial pressure and pulmonary congestion.Previous studies have shown that reducing left atrial pressure can improve symptoms and prognosis for heart failure patients,suggesting that left-sided heart overload may be a potential target for heart failure treatment.Atrial shunting procedures aim to create a stable and controlled left-to-right intracardiac shunt,restoring the decompensated left heart volume and pressure load in heart failure patients to a compensatory state,thereby improving heart failure symptoms and prognosis.Currently,this treatment is still in the clinical research stage globally.Existing data indicate that atrial shunting procedures can lower left atrial pressure at rest or during exercise in heart failure patients,improve pulmonary congestion,enhance patients'exercise tolerance,and clinical cardiac function.However,no studies have yet confirmed that it can improve clinical endpoints such as rehospitalization and mortality due to heart failure.Future research will focus on identifying heart failure patients who may benefit from atrial shunting,with assessments of heart failure etiology,right heart function,and reversibility of pulmonary vascular resistance,as well as heart failure classification based on ejection fraction,serving as potential key factors for patient selection.

Result Analysis
Print
Save
E-mail