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.Comparative study of different large language models and medical professionals of different levels responding to ophthalmology questions
Hui HUANG ; Jinyu HU ; Xiaoyu WANG ; Shuyuan YE ; Shinan WU ; Cheng CHEN ; Liangqi HE ; Yanmei ZENG ; Hong WEI ; Yi SHAO
International Eye Science 2024;24(3):458-462
AIM: To evaluate the performance of three distinct large language models(LLM), including GPT-3.5, GPT-4, and PaLM2, in responding to queries within the field of ophthalmology, and to compare their performance with three different levels of medical professionals: medical undergraduates, master of medicine, and attending physicians.METHODS: A total of 100 ophthalmic multiple-choice tests, which covered ophthalmic basic knowledge, clinical knowledge, ophthalmic examination and diagnostic methods, and treatment for ocular disease, were conducted on three different kinds of LLM and three different levels of medical professionals(9 undergraduates, 6 postgraduates and 3 attending physicians), respectively. The performance of LLM was comprehensively evaluated from the aspects of mean scores, consistency and confidence of response, and it was compared with human.RESULTS: Notably, each LLM surpassed the average performance of undergraduate medical students(GPT-4:56, GPT-3.5:42, PaLM2:47, undergraduate students:40). Specifically, performance of GPT-3.5 and PaLM2 was slightly lower than those of master's students(51), while GPT-4 exhibited a performance comparable to attending physicians(62). Furthermore, GPT-4 showed significantly higher response consistency and self-confidence compared with GPT-3.5 and PaLM2.CONCLUSION: LLM represented by GPT-4 performs well in the field of ophthalmology, and the LLM model can provide clinical decision-making and teaching aids for clinicians and medical education.
3.Kidney transplantation from donors with Marfan syndrome: report of 2 cases and literature review
Meng ZHANG ; Yibin WANG ; Yuchen WANG ; Rumin LIU ; Ziyan YAN ; Renfei XIA ; Wenli ZENG ; Jialiang HUI ; Minjie ZHOU ; Jian XU ; Yun MIAO
Organ Transplantation 2024;15(2):257-262
Objective To investigate the feasibility and clinical experience of kidney transplantation from donors with Marfan syndrome (MFS). Methods Clinical data of 2 recipients undergoing kidney transplantation from the same MFS patient were retrospectively analyzed and literature review of 2 cases was conducted. Characteristics and clinical diagnosis and treatment of kidney transplantation from MFS patients were summarized. Results The Remuzzi scores of the left and right donor kidneys of the MFS patient during time-zero biopsy were 1 and 2. No significant difference was observed in the renal arteriole wall compared with other donors of brain death and cardiac death. Two recipients who received kidney transplantation from the MFS patient suffered from postoperative delayed graft function. After short-term hemodialysis, the graft function of the recipients received the left and right kidney began to gradually recover at postoperative 10 d and 20 d. After discharge, serum creatinine level of the recipient received the left kidney was ranged from 80 to 90 μmol/L, whereas that of the recipient received the right kidney kept declining, and the lowest serum creatinine level was 232 μmol/L before the submission date (at postoperative 43 d). Through literature review, two cases successfully undergoing kidney transplantation from the same MFS donor were reported. Both two recipients experienced delayed graft function, and then renal function was restored to normal. Until the publication date, 1 recipient has survived for 6 years, and the other recipient died of de novo cerebrovascular disease at postoperative 2 years. Conclusions MFS patients may serve as an acceptable source of kidney donors. However, the willingness and general conditions of the recipients should be carefully evaluated before kidney transplantation. Intraoperatively, potential risk of tear of renal arterial media should be properly treated. Extensive attention should be paid to the incidence of postoperative complications.
4. Preparation of tripterygium glycoside nanoparticles and therapeutic effect on arthritis rats
Zhi-Rong WANG ; Man LI ; Zhen-Qiang ZHANG ; Min YAN ; Xiang-Xiang WU ; Hua-Hui ZENG
Chinese Pharmacological Bulletin 2024;40(1):125-132
Aim To prepare tripterygium glycoside nanoparticles and probe into their therapeutic effect on collagen-induced arthritis ( CIA) rats. Methods Tripterygium glycosides polyglycoside nanoparticles were prepared by thin film dispersion method and their quality was assessed. The CIA model was established and drug intervention performed. The body weight, toe swelling degree and arthritis index were measured. The pathological changes of the organs, knee and ankle synovium were observed. The serum levels of kidney function and inflammatory cytokine expression were detected in rats. Results The prepared tripterygium wil-fordii polyglycoside nanoparticles were round particles with uniform distribution and stable properties under electron microscope. Compared with the model group, the swelling of the left and right toes of medication group significantly decreased (P < 0. 01), and the ar-thritis index markedly decreased ( P < 0. 01). Among them, the efficacy of the TG-NPs group was better than that of the TG group. Compared with the normal group, the indexes of heart, spleen, kidney and testis all significantly decreased (P <0. 05, P<0.01). TG-NPs group had a significantly reduced pathological ankle-joint injury in knee cartilage and increased apoptotic synovial cells. Compared with the model group, the serum levels of ALT and BUN and CRE in TG-NPs group were significantly lower (P < 0. 05 ), and IL-1β, TNF-α and IL-6 levels decreased significantly (P <0. 05). Conclusions TG-NPs have good therapeutic effect on CIA through induction of synovial cell apoptosis and decrease of the expression of inflammatory cytokines. By intravenous injection of blood circula-tion, slow and controlled release of drugs can be achieved, the first pass effect caused by oral drug can be avoided, the viscera toxicity can be reduced, which provides an experimental basis for the development of new nanoagents for the treatment of rheumatoid arthritis.
5.Effect of type of carrier material on the in vitro properties of solid dispersions of progesterone
Jing-nan QUAN ; Yi CHENG ; Jing-yu ZHOU ; Meng LI ; Zeng-ming WANG ; Nan LIU ; Zi-ming ZHAO ; Hui ZHANG ; Ai-ping ZHENG
Acta Pharmaceutica Sinica 2024;59(3):735-742
This study investigated the effect of different carrier materials on the
6.Research progress of needle-free injection technology
He ZHANG ; Shuo LI ; Yi CHENG ; Zeng-ming WANG ; Nan LIU ; Meng LI ; Hui ZHANG ; Ai-ping ZHENG
Acta Pharmaceutica Sinica 2024;59(3):591-599
Needle-free injection technology (NFIT) refers to the drug delivery systems in which drugs are propelled as high-speed jet streams using any of the pressure source to penetrate the skin to the required depth. NFIT is a promising drug delivery system as it enables the injection of liquids, powders, and depot/projectiles, and has the advantages of preventing needle stick accidents, improving drug bioavailability, eliminating needle-phobia, increasing vaccine immunity, simplifying operations and is convenient for patients to use. NFIT and its research background, the structure and classification of needle-free jet injectors (NFJI), drugs that can be delivered using NFJI and the factors affecting the injection effect are comprehensively reviewed in this paper. The limitations and potential development directions are summarized to provide a theoretical basis for the application and development of NFIT.
7.The evaluation of alpha-fetoprotein response on efficacy and prognosis in targeted therapy combined with immunotherapy for intermediate-to-advanced hepatocellular carcinoma: a multicenter clinical study
Kongying LIN ; Qingjing CHEN ; Luobin GUO ; Yun YANG ; Yufeng CHEN ; Jianxi ZHANG ; Fuqun WEI ; Hui ZHANG ; Zhiqing CHENG ; Yuntong LI ; Congren WANG ; Yabin JIANG ; Kecan LIN ; Weiping ZHOU ; Yongyi ZENG
Chinese Journal of Digestive Surgery 2024;23(2):248-256
Objective:To investigate the evaluation efficacy and predictive prognostic value of alpha-fetoprotein (AFP) response in tyrosine kinase inhibitors (TKIs) in combination with PD-1 inhibitors (α-PD-1) for intermediate-to-advanced hepatocellular carcinoma (HCC).Methods:The retrospective cohort study was conducted. The clinicopathological data of 205 patients with intermediate-to-advanced HCC who were admitted to 9 medical centers, including Mengchao Hepatobiliary Hospital of Fujian Medical University et al, from March 2020 to July 2022 were collected. There were 178 males and 27 females, aged (52±12)years. Based on AFP response at 6-8 weeks after treatment, patients were divided into the AFP response group (AFP level decreased by ≥50% compared to baseline) and the AFP no response group (AFP level decreased by <50% compared to baseline). Observation indicators: (1) AFP response evaluation of anti-tumor efficacy; (2) comparison of patient prognosis; (3) analysis of factors affecting patient prognosis. Measurement data with normal distrubution were represented as Mean± SD, and measurement data with skewed distribution were represented as M(range) and M( Q1, Q3). Count data were described as absolute numbers, and comparison between groups was conducted using the chi-square test. The Kaplan-Meier method was used to draw survival curve and calculate survival rate, and the Log-Rank test was used for survival analysis. The COX proportional risk model was used for univariate analysis and the COX stepwise regression model was used for multivariate analysis. Results:(1) AFP response evaluation of anti-tumor efficacy. Before treatment, all 205 patients were positive of AFP, with a baseline AFP level of 1 560(219,3 400)μg/L. All 205 patients were treated with TKIs in combination with α-PD-1, and the AFP level was 776(66,2 000)μg/L after 6 to 8 weeks of treatment. Of the 205 patients, 88 cases were classified as AFP response and 117 cases were classified as AFP no response. According to the response evaluation criteria in solid tumors version 1.1, the objective response rate (ORR) and disease control rate (DCR) were 42.05%(37/88) and 94.32%(83/88) in patients of the AFP response group and 16.24% (19/117) and 64.10% (75/117) in patients of the AFP no response group, showing significant differences between them ( χ2=16.846, 25.950, P<0.05). According to the modified response evaluation criteria in solid tumors, the ORR and DCR were 69.32% (61/88) and 94.32% (83/88) in patients of the AFP response group and 33.33% (39/117) and 64.10% (75/117) in patients of the AFP no response group, showing significant differences between them ( χ2=26.030, 25.950, P<0.05). (2) Comparison of patient prognosis. All 205 patients were followed up for 12.4(range, 2.4-34.0)months after treatment. The median progression free survival time and total survival time were 5.5 months and 17.8 months, respectively. The 1-year, 2-year progression free survival rates were 20.8% and 7.2%, and the 1-year, 2-year overall survival rates were 68.7% and 31.5%, respectively. The median progression free survival time, 1-year and 2-year progression free survival rates were 9.7 months, 39.6% and 14.2% in patients of the AFP response group and 3.7 months, 7.8% and 2.0% in patients of the AFP no response group, showing a significant difference in progression free survival between them ( χ2=43.154, P<0.05). The median overall survival time, 1-year and 2-year overall survival rates were not reached, 85.2% and 56.3% in patients of the AFP response group and 14.6 months, 56.3% and 14.5% in patients of the AFP no response group, showing a significant difference in overall survival between them ( χ2=33.899, P<0.05). (3) Analysis of factors affecting patient prognosis. Results of multivariate analysis showed that invasion of large blood vessels, extrahepatic metastasis, combined hepatic artery intervention therapy, and AFP response were independent factors influencing progression free survival in patients with intermediate-to-advanced HCC who were treated with TKIs in combination with α-PD-1 ( hazard ratio=1.474, 1.584, 0.631, 0.367, 95% confidence interval as 1.069-2.033, 1.159-2.167, 0.446-0.893, 0.261-0.516, P<0.05), and Eastern Cooperative Oncology Group score, invasion of large blood vessels, extrahepatic metastasis, and AFP response were independent factors influencing overall survival in patients with intermediate-to-advanced HCC who were treated with TKIs in combination with α-PD-1 ( hazard ratio= 1.347, 1.914, 1.673, 0.312, 95% confidence interval as 1.041-1.742, 1.293-2.833, 1.141-2.454, 0.197-0.492, P<0.05). Conclusions:AFP response at 6-8 weeks after treatment can effectively evaluate anti-tumor efficacy of TKIs in combination with α-PD-1 for intermediate-to-advanced HCC. AFP response is the independent factor influencing progression free survival and overall survival in patients with intermediate-to-advanced HCC who were treated with TKIs in combination with α-PD-1.
8.Clinical trial on vascular intervention anesthesia of intracranial aneurysms using different doses of remimazolam
De-Li ZHENG ; Ju-Zeng WANG ; Huan CHEN ; Hui-Li LI ; Ji SHI ; Li MENG
The Chinese Journal of Clinical Pharmacology 2024;40(13):1860-1864
Objective To explore the application effect and safety of general anesthesia with different doses of remimazolam during vascular intervention anesthesia of intracranial aneurysms.Methods Patients with intracranial aneurysms were divided into high,middle and low dose groups according to the random number table method.The venous access was opened after the patients entered the room,and the vital signs were closely monitored.The low,middle and high dose groups were intravenously injected with 0.25,0.30 and 0.35 mg·kg-1remazolam,respectively.After the loss of consciousness,alfentanil and mivacurium chloride were given for anesthesia induction.The anesthetic effect,recovery quality,hemodynamic indexes,cerebral hemodynamic indexes and neurological function indexes before anesthesia induction(T0),at the time of laryngeal mask insertion(T1),embolization(T2),5 min after operation(T3)and 30 min after operation(T4)were compared among the three groups.The incidence of postoperative cerebral vasospasm(CVS),delayed ischemic neurological dysfunction(DIND)and the incidence of adverse drug reactions related to anesthesia were counted.Results The onset times of anesthesia in the high,middle,and low dose groups were(5.03±1.28),(5.17±1.09),and(7.21±1.15)min,respectively;the number of anesthesia rescue interventions were(0.12±0.02),(0.21±0.06),and(1.51±0.23)times,respectively.There was statistically significant difference in the number of rescue interventions between the high and middle dose groups compared to the low dose group(all P<0.05).The therapeutic efficacy rates of flumazenil in the high,middle,and low dose groups were 18.18%,11.11%and 2.86%,respectively.the mean arterial pressure(MAP)at T2 were(87.06±6.02),(86.85±5.61)and(81.09±5.37)mmHg;the MAP at T4 were(92.05±5.13),(87.57±6.29)and(84.42±5.16)mmHg,respectively.There was statistically significant difference in MAP between the high and low dose groups(all P<0.05).There were no statistically significant differences in heart rate(HR),oxygen saturation(SpO2),left peak systolic velocity of middle cerebral artery(Vp-MCA),left mean systolic velocity of middle cerebral artery(Vm-MC)and pulsatility index(PI),S100β protein,and neuron-specific enolase(NSE)levels among the three groups at different time points(all P>0.05).There were no statistically significant differences in the incidence rates of cardiovascular system complications,delayed postoperative cognitive dysfunction,or anesthesia-related adverse reactions between the three groups(all P>0.05).Conclusion The safety of different doses of remimazolam general anesthesia in the vascular interventional therapy of intracranial aneurysms is high,and the effects on cerebral hemodynamics and neurological function are similar.However,high-dose remimazolam have shorter general anesthesia induction time and less intraoperative anesthesia remedy frequency while the high-dose remimazolam has higher postoperative flumazenil antagonist therapy.
9.Analyses of the risk factors for the progression of primary antiphospholipid syndrome to systemic lupus erythematosus
Siyun CHEN ; Minmin ZHENG ; Chuhan WANG ; Hui JIANG ; Jun LI ; Jiuliang ZHAO ; Yan ZHAO ; Ruihong HOU ; Xiaofeng ZENG
Chinese Journal of Internal Medicine 2024;63(2):170-175
Objectives:Analyze the clinical characteristics of patients with primary antiphospholipid syndrome (PAPS) progressing to systemic lupus erythematosus (SLE).Explore the risk factors for the progression from PAPS to SLE.Methods:The clinical data of 262 patients with PAPS enrolled in Peking Union Medical College Hospital from February 2005 to September 2021 were evaluated. Assessments included demographic data, clinical manifestations, laboratory tests (serum levels of complement, anti-nuclear antibodies, anti-double-stranded DNA antibodies), treatment, and outcomes. Kaplan-Meier analysis was used to calculate the prevalence of SLE in patients with PAPS. Univariate Cox regression analysis was employed to identify the risk factors for PAPS progressing to SLE.Results:Among 262 patients with PAPS, 249 had PAPS (PAPS group) and 13 progressed to SLE (5.0%) (PAPS-SLE group). Univariate Cox regression analysis indicated that cardiac valve disease ( HR=6.360), positive anti-double-stranded DNA antibodies ( HR=7.203), low level of complement C3 ( HR=25.715), and low level of complement C4 ( HR=10.466) were risk factors for the progression of PAPS to SLE, whereas arterial thrombotic events ( HR=0.109) were protective factors ( P<0.05 for all). Kaplan-Meier analysis showed that the prevalence of SLE in patients suffering from PAPS with a disease course>10 years was 9%-15%. Hydroxychloroquine treatment had no effect on the occurrence of SLE in patients with PAPS ( HR=0.753, 95% CI 0.231-2.450, P=0.638). Patients with≥2 risk factors had a significantly higher prevalence of SLE compared with those with no or one risk factor (13-year cumulative prevalence of SLE 48.7% vs. 0 vs. 6.2%, P<0.001 for both). Conclusions:PAPS may progress to SLE in some patients. Early onset, cardiac-valve disease, positive anti-dsDNA antibody, and low levels of complement are risk factors for the progression of PAPS to SLE (especially in patients with≥2 risk factors). Whether application of hydroxychloroquine can delay this transition has yet to be demonstrated.
10.Role and mechanism of CC chemokines and their receptors in chronic liver diseases
Zixin ZHANG ; Hui LI ; Jiahui WANG ; Yujing TAO ; Xiaoyan ZENG
Journal of Clinical Hepatology 2024;40(5):1044-1049
In recent years,the incidence rate of chronic liver diseases continues to rise,such as chronic hepatitis B,nonalcoholic fatty liver disease,liver fibrosis,liver cirrhosis,and hepatocellular carcinoma,and the age of onset gradually becomes younger.At present,the role of many CC chemokines in chronic liver diseases has been confirmed.This article summarizes the research advances in CC chemokines and their receptors that affect chronic liver diseases in recent years and explore their potential application in chronic liver diseases,so as to provide new ideas for the prevention and treatment of chronic liver diseases.

Result Analysis
Print
Save
E-mail