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.Construction of a machine learning model for identifying clinical high-risk carotid plaques based on radiomics
Xiaohui WANG ; Xiaoshuo LÜ ; ; Zhan LIU ; Yanan ZHEN ; Fan LIN ; Xia ZHENG ; Xiaopeng LIU ; Guang SUN ; Jianyan WEN ; Zhidong YE ; Peng LIU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(01):24-34
Objective To construct a radiomics model for identifying clinical high-risk carotid plaques. Methods A retrospective analysis was conducted on patients with carotid artery stenosis in China-Japan Friendship Hospital from December 2016 to June 2022. The patients were classified as a clinical high-risk carotid plaque group and a clinical low-risk carotid plaque group according to the occurrence of stroke, transient ischemic attack and other cerebrovascular clinical symptoms within six months. Six machine learning models including eXtreme Gradient Boosting, support vector machine, Gaussian Naive Bayesian, logical regression, K-nearest neighbors and artificial neural network were established. We also constructed a joint predictive model combined with logistic regression analysis of clinical risk factors. Results Finally 652 patients were collected, including 427 males and 225 females, with an average age of 68.2 years. The results showed that the prediction ability of eXtreme Gradient Boosting was the best among the six machine learning models, and the area under the curve (AUC) in validation dataset was 0.751. At the same time, the AUC of eXtreme Gradient Boosting joint prediction model established by clinical data and carotid artery imaging data validation dataset was 0.823. Conclusion Radiomics features combined with clinical feature model can effectively identify clinical high-risk carotid plaques.
3.Mechanism of Shikonin on spinal cord injury in rats based on TNFR/RIPK1 pathway
Ji-Sheng SHI ; Ji-Ze QINA ; Jin-Guang WANG ; Bin LIN ; Tong-Tao PANG
China Journal of Orthopaedics and Traumatology 2024;37(1):61-68
Objective To explore the effect of shikonin on the recovery of nerve function after acute spinal cord injury(SCI)in rats.Methods 96 male Sprague-Dawley(SD)rats were divided into 4 groups randomly:sham operation group(Group A),sham operation+shikonin group(Group B),SCI+DMSO(Group C),SCI+shikonin group(Group D).The acute SCI model of rats was made by clamp method in groups C and D.After subdural catheterization,no drug was given in group A.rats in groups B and D were injected with 100 mg·kg-1 of shikonin through catheter 30 min after modeling,and rats in group C were given with the same amount of DMSO,once a day until the time point of collection tissue.Basso-Beattie-Bresnahan(BBB)scores were performed on 8 rats in each group at 6,12,and 3 d after moneling,and oblique plate tests were performed on 1,3,7 and 14 d after modeling,and then spinal cord tissues were collected.Eight rats were intraperitoneally injected with propidine iodide(PI)1 h before sacrificed to detection PI positive cells at 24 h in each group.Eight rats were sacrificed in each group at 24 h after modeling,the spinal cord injury was observed by HE staining.The Nissl staining was used to observe survivor number of nerve cells.Western-blot technique was used to detect the expression levels of Bcl-2 protein and apoptosis related protein RIPK1.Results After modeling,BBB scores were normal in group A and B,but in group C and D were significantly higher than those in group A and B.And the scores in group D were higher than those in group C in each time point(P<0.05).At 12 h after modeling,the PI red stained cells in group D were significantly reduced compared with that in group C,and the disintegration of neurons was alleviated(P<0.05).HE and Nissl staining showed nerve cells with normal morphology in group A and B at 24h after operation.The degree of SCI and the number of neuronal survival in group D were better than those in group C,the differ-ence was statistically significant at 24h(P<0.05).The expression of Bcl-2 and RIPK1 proteins was very low in group A and B;The expression of RIPK1 was significantly increased in Group C and decreased in Group D,with a statistically significant dif-ference(P<0.05);The expression of Bcl-2 protein in group D was significantly higher than that in group C(P<0.05).Conclu-sion Shikonin can alleviate the pathological changes after acute SCI in rats,improve the behavioral score,and promote the re-covery of spinal nerve function.The specific mechanism may be related to the inhibition of TNFR/RIPK1 signaling pathway mediated necrotic apoptosis.
4.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.
5.Determination of tamoxifen and its active metabolite Endoxifen in human plasma by UPLC-MS/MS and its application
Xiao-Dong LIN ; Zhe WANG ; Yao-Yao DONG ; Rui-Jie CHEN ; Guang-Hui ZHU
The Chinese Journal of Clinical Pharmacology 2024;40(1):112-116
Objective To establish a rapid and convenient UPLC-MS/MS method for the determination of tamoxifen and its active metabolite endoxifen in plasma of patients with breast cancer.Methods With diazepam as the internal standard,the plasma sample was precipitated with acetonitrile and methanol-acetonitrile was used as mobile phase.The samples were separated by chromatographic column ZORBAX Eclipse plus C18(18 μm,2.1 mm x50 mm)and scanned by electrospray ion source and positive ion multiple reaction monitoring mode.The ion channels were detected as tamoxifen m/z 372.0→72.1,endoxifen m/z 374.0→58.2 and diazepam m/z 285→192.9.Results The linearity of tamoxifen and endoxifen were good in the concentration range of 1-500 ng·mL-1(R2=0.999 5)and 0.5-250 ng·mL-1,respectively(R2=0.999 9).The intra-day and inter-day precision of low,medium and high quality control concentrations were all less than 10%.Tamoxifen and endoxifen were stable at low temperature and stable after repeated freeze-thaw.Conclusion The experimental results show that the method meets the requirements of biological sample analysis,and the sample treatment is simple,specific,and can be used for the accurate and rapid determination of tamoxifen and indoloxifen in human plasma.
6.Changes in the Non-targeted Metabolomic Profile of Three-year-old Toddlers with Elevated Exposure to Polycyclic Aromatic Hydrocarbons
Yang LI ; Dan LIN ; Qin Xiu ZHANG ; Xiu Guang JU ; Ya SU ; Qian ZHANG ; Ping Hai DUAN ; Sen Wei YU ; Ling Bing WANG ; Tao Shu PANG
Biomedical and Environmental Sciences 2024;37(5):479-493
Objective To investigate changes in the urinary metabolite profiles of children exposed to polycyclic aromatic hydrocarbons(PAHs)during critical brain development and explore their potential link with the intestinal microbiota. Methods Liquid chromatography-tandem mass spectrometry was used to determine ten hydroxyl metabolites of PAHs(OH-PAHs)in 36-month-old children.Subsequently,37 children were categorized into low-and high-exposure groups based on the sum of the ten OH-PAHs.Ultra-high-performance liquid chromatography coupled with quadrupole time-of-flight mass spectrometry was used to identify non-targeted metabolites in the urine samples.Furthermore,fecal flora abundance was assessed by 16S rRNA gene sequencing using Illumina MiSeq. Results The concentrations of 21 metabolites were significantly higher in the high exposure group than in the low exposure group(variable importance for projection>1,P<0.05).Most of these metabolites were positively correlated with the hydroxyl metabolites of naphthalene,fluorine,and phenanthrene(r=0.336-0.531).The identified differential metabolites primarily belonged to pathways associated with inflammation or proinflammatory states,including amino acid,lipid,and nucleotide metabolism.Additionally,these distinct metabolites were significantly associated with specific intestinal flora abundances(r=0.34-0.55),which were mainly involved in neurodevelopment. Conclusion Higher PAH exposure in young children affected metabolic homeostasis,particularly that of certain gut microbiota-derived metabolites.Further investigation is needed to explore the potential influence of PAHs on the gut microbiota and their possible association with neurodevelopmental outcomes.
7.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
8.Vulnerability of medicinal plant Lamiophlomis rotata under future climate changes
Hong-chao WANG ; Zheng-wei XIE ; Qi-ao MA ; Tie-lin WANG ; Guang YANG ; Xiao-ting XU ; Kai SUN ; Xiu-lian CHI
Acta Pharmaceutica Sinica 2024;59(10):2871-2879
italic>Lamiophlomis rotata is an important medicinal plant species endemic to the Tibetan Plateau, which is prone to strong climate change impacts on its habitable range due to the high sensitivity of the Tibetan Plateau to climate change. Accurate quantification of species vulnerability to climate change is essential for assessing species extinction risk and developing effective conservation strategies. Therefore, we carried out the
9.Effect of intravenous infusion of low-dose remifentanil on obese scarred uterine puerperae undergoing cesarean section under epidural anesthesia
Chang CHEN ; Chao LIU ; Guang-Le WEI ; Shu WANG ; Lin JI ; Ti-Jun DAI
Journal of Regional Anatomy and Operative Surgery 2024;33(11):945-949
Objective To investigate the effect of intravenous infusion of low-dose remifentanil on obese scarred uterine puerperae undergoing cesarean section under epidural anesthesia.Methods A total of 87 obese scarred uterine puerperae undergoing cesarean section under epidural anesthesia were selected as the study subjects,and they were randomly divided into the conventional group(n=43)and the remifentanil group(n=44).From the beginning of skin incision,puerperae of the conventional group and the remifentanil group were intravenously injected with normal saline and low-dose remifentanil respectively until the end of the operation.The vital signs,pain and comfort scores,intraoperative complications of puerperae,and status of newborns were compared between the two groups at different points during the operation.Results During fetal extraction and peritoneal exploration,the heart rate,mean arterial pressure and pain scores of puerperae in the remifentanil group were lower than those in the conventional group,and the differences were statistically significant(P<0.05);the intraoperative comfort score of puerperae in the remifentanil group was higher than that in the conventional group,and the difference was statistically significant(P<0.05).The incidence of nausea and vomiting of puerperae in the remifentanil group was lower than that in the conventional group,and the difference was statistically significant(P<0.05).There was no significant difference in the Apgar score at 1 minute and 5 minutes after delivery,requiring initial resuscitation or pH value of umbilical vein blood between newborns delivered by puerperae of the two groups(P>0.05).Conclusion Intravenous infusion of 0.05 μg·kg-1·min-1 low-dose remifentanil not only significantly reduces intraoperative pain and improves comfort of obese scarred uterine puerperae undergoing cesarean section under epidural anesthesia,but also helps to reduce the incidence of adverse reactions and ensure maternal and infant safety.
10.The initial experience of endovascular recanalization for non-acute symptomatic intracranial vertebral artery occlusion
Jinchao XIA ; Feng LIN ; Guang FENG ; Weixing BAI ; Liangfu ZHU ; Jiangyu XUE ; Tianxiao LI ; Ziliang WANG
Chinese Journal of Radiology 2024;58(12):1437-1443
Objective:To report single-center clinical experience with endovascular recanalization for non-acute symptomatic intracranial vertebral artery occlusion, to assess the feasibility and safety of endovascular recanalization and to propose the benefit group for selected patients.Methods:From January 2019 to December 2021, 92 patients with non-acute symptomatic intracranial vertebral artery occlusion who underwent endovascular recanalization were retrospectively analyzed. The patients were divided into three groups (low, medium and high-risk group) according to occlusion length, occlusion duration, occlusion nature, calcification of the occlusion segment, and occlusion angulation, and the indicators of patients in each group were analyzed, including the general baseline data of the patients, surgical status and follow-up results. The technical success and perioperative complication rates of low, medium and high-risk groups were calculated. Meanwhile, the differences between three groups were evaluated using the χ2 test for trend or ANOVA analysis. Results:The overall technical success rate of endovascular recanalization was 83.7% (77/92), and the perioperative complication rate was 10.9% (10/92). Among the 3 classification groups, the recanalization success rate from the low-risk group to the high-risk group was 100%, 93.3%, 27.8%( P=0.047), and gradually decreased; while the overall perioperative complication rate was 0, 10.0%, 38.9% ( P=0.001), and gradually increased; the proportion of 90-day mRS score 0-2 was 100%, 83.3%, 22.2% ( P=0.026), and progressively decreased; 77 patients with successful recanalization were followed up, the rate of restenosis/reocclusion was 0, 17.9%, 80.0%( P=0.001), and progressively increased. Patients in the low-and intermediate-risk groups performed well with endovascular recanalization. In 88 patients (4 patients lost to follow-up), a median clinical follow-up of 13 (7, 16) months, stroke or death beyond 30 days was 17.4% (16/92). Conclusions:Endovascular recanalization is safe and feasible for reasonably selected patients with non-acute symptomatic intracranial vertebral artery occlusion, especially in low-and medium-risk groups, and it also provides an alternative to conservative therapy for patients with non-acute symptomatic intracranial vertebral artery occlusion.

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