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 hiPSC-derived Excitatory Neural Network-like Tissue
Qi-song SU ; Ge LI ; Jin-hai XU ; Bin JIANG ; Qing-shuai WEI ; Xiang ZENG ; Yuan-shan ZENG ; Ping ZHU
Journal of Sun Yat-sen University(Medical Sciences) 2023;44(4):625-633
ObjectiveTo construct a neural network-like tissue with the potential of synaptic formation in vitro by seeding human induced pluripotent stem cell-derived neural precursor cells (hiPSC-NPCs) on decellularized optic nerve (DON), so as to provide a promising approach for repair of nerve tissue injury. MethodsThrough directional induction and tissue engineering technology, human induced pluripotent stem cells (hiPSCs) and 3D DON scaffolds were combined to construct neural network-like tissues. Then the hiPSCs were directionally induced into human neural precursor cells (hNPCs) and neurons. Immunofluorescence staining was used to identify cell differentiation efficiency. 3D DON scaffolds were prepared. Morphology and cytocompatibility of scaffolds were identified by scanning electron microscopy and Tunnel staining. Induced hiPSC-NPCs were seeded on DON scaffolds. Immunofluorescence staining, scanning electron microscopy, transmission electron microscopy and patch clamp were used to observe the morphology and functional identification of constructed neural network tissues. Results①The results of immunofluorescence staining suggested that most of hiPSC-NPCs differentiated into neurons in vitro. We had successfully constructed a neural network dominated by neurons. ② The results of scanning electron microscopy and immunohistochemistry suggested that a neural network-like tissue with predominating excitatory neurons in vitro was successfully constructed. ③The results of immunohistochemical staining, transmission electron microscopy and patch clamp indicated that the neural network-like tissue had synaptic transmission function. ConclusionA neural network-like tissue mainly composed of excitatory neurons has been constructed by the combination of natural uniform-channel DON scaffold and hiPSC-NPCs, which has the function of synaptic transmission. This neural network plays a significant role in stem cell derived replacement therapy, and offers a promising prospect for repair of spinal cord injury (SCI) and other neural tissue injuries.
3.Efficacy and safety of LY01005 versus goserelin implant in Chinese patients with prostate cancer: A multicenter, randomized, open-label, phase III, non-inferiority trial.
Chengyuan GU ; Zengjun WANG ; Tianxin LIN ; Zhiyu LIU ; Weiqing HAN ; Xuhui ZHANG ; Chao LIANG ; Hao LIU ; Yang YU ; Zhenzhou XU ; Shuang LIU ; Jingen WANG ; Linghua JIA ; Xin YAO ; Wenfeng LIAO ; Cheng FU ; Zhaohui TAN ; Guohua HE ; Guoxi ZHU ; Rui FAN ; Wenzeng YANG ; Xin CHEN ; Zhizhong LIU ; Liqiang ZHONG ; Benkang SHI ; Degang DING ; Shubo CHEN ; Junli WEI ; Xudong YAO ; Ming CHEN ; Zhanpeng LU ; Qun XIE ; Zhiquan HU ; Yinhuai WANG ; Hongqian GUO ; Tiwu FAN ; Zhaozhao LIANG ; Peng CHEN ; Wei WANG ; Tao XU ; Chunsheng LI ; Jinchun XING ; Hong LIAO ; Dalin HE ; Zhibin WU ; Jiandi YU ; Zhongwen FENG ; Mengxiang YANG ; Qifeng DOU ; Quan ZENG ; Yuanwei LI ; Xin GOU ; Guangchen ZHOU ; Xiaofeng WANG ; Rujian ZHU ; Zhonghua ZHANG ; Bo ZHANG ; Wanlong TAN ; Xueling QU ; Hongliang SUN ; Tianyi GAN ; Dingwei YE
Chinese Medical Journal 2023;136(10):1207-1215
BACKGROUND:
LY01005 (Goserelin acetate sustained-release microsphere injection) is a modified gonadotropin-releasing hormone (GnRH) agonist injected monthly. This phase III trial study aimed to evaluated the efficacy and safety of LY01005 in Chinese patients with prostate cancer.
METHODS:
We conducted a randomized controlled, open-label, non-inferiority trial across 49 sites in China. This study included 290 patients with prostate cancer who received either LY01005 or goserelin implants every 28 days for three injections. The primary efficacy endpoints were the percentage of patients with testosterone suppression ≤50 ng/dL at day 29 and the cumulative probability of testosterone ≤50 ng/dL from day 29 to 85. Non-inferiority was prespecified at a margin of -10%. Secondary endpoints included significant castration (≤20 ng/dL), testosterone surge within 72 h following repeated dosing, and changes in luteinizing hormone, follicle-stimulating hormone, and prostate specific antigen levels.
RESULTS:
On day 29, in the LY01005 and goserelin implant groups, testosterone concentrations fell below medical-castration levels in 99.3% (142/143) and 100% (140/140) of patients, respectively, with a difference of -0.7% (95% confidence interval [CI], -3.9% to 2.0%) between the two groups. The cumulative probabilities of maintaining castration from days 29 to 85 were 99.3% and 97.8%, respectively, with a between-group difference of 1.5% (95% CI, -1.3% to 4.4%). Both results met the criterion for non-inferiority. Secondary endpoints were similar between groups. Both treatments were well-tolerated. LY01005 was associated with fewer injection-site reactions than the goserelin implant (0% vs . 1.4% [2/145]).
CONCLUSION:
LY01005 is as effective as goserelin implants in reducing testosterone to castration levels, with a similar safety profile.
TRIAL REGISTRATION
ClinicalTrials.gov, NCT04563936.
Humans
;
Male
;
Antineoplastic Agents, Hormonal/therapeutic use*
;
East Asian People
;
Gonadotropin-Releasing Hormone/agonists*
;
Goserelin/therapeutic use*
;
Prostate-Specific Antigen
;
Prostatic Neoplasms/drug therapy*
;
Testosterone
4.Construction of iPSC-derived Inhibitory Neural Network Tissue with Synaptic Transmission Potentials
Li-zhi PENG ; Qing-shuai WEI ; Yuan-huan MA ; Jin-hai XU ; Bin JIANG ; Yuan-shan ZENG ; Xiang ZENG ; Ying DING
Journal of Sun Yat-sen University(Medical Sciences) 2023;44(1):18-25
ObjectiveDirected differentiation of human induced pluripotent stem cells (hiPSCs) into spinal cord γ-aminobutyric acid (GABA)-ergic progenitor cells were implanted into an decellularized optical nerve (DON) bioscaffold to construct a hiPSC-derived inhibitory neural network tissue with synaptic activities. This study aimed to provide a novel stem cell-based tissue engineering product for the study and the repair of central nervous system injury. MethodsThe combination of stepwise directional induction and tissue engineering technology was applied in this study. After hiPSCs were directionally induced into human neural progenitor cells (hNPCs) in vitro, they were seeded into a DON for three-dimensional culture, allowing further differentiation into inhibitory GABAergic neurons under the specific neuronal induction environment. Transmission electron microscopy and whole cell patch clamp technique were used to detect whether the hiPSCs differentiated neurons could form synapse-like structures and whether these neurons had spontaneous inhibitory postsynaptic currents, respectively, in order to validate that the hiPSC-derived neurons would form neural networks with synaptic transmission potentials from a structural and functional perspective. ResultsThe inhibitory neurons of GABAergic phenotype were successfully induced from hiPSCs in vitro, and maintained good viability after 28 days of culture. With the transmission electron microscopy, it was observed that many cell junctions were formed between hiPSC-derived neural cells in the three-dimensional materials, some of which presented a synapse- like structure, manifested as the slight thickness of cell membrane and a small number of vesicles within one side of the cell junctions, the typical structure of a presynatic component, and focal thickness of the membrane of the other side of the cell junctions, a typical structure of a postsynaptic component. According to whole-cell patch-clamp recording, the hiPSC-derived neurons had the capability to generate action potentials and spontaneous inhibitory postsynaptic currents were recorded in this biotissue. ConclusionsThe results of this study indicated that hiPSCs can be induced to differentiate into GABAergic progenitor cells in vitro and can successfully construct iPSC-derived inhibitory neural network tissue with synaptic transmission after implanted into a DON for three-dimensional culture. This study would provide a novel neural network tissue for future research and treatment of central nervous system injury by stem cell tissue engineering technology.
5.Entinostat, a class I selective histone deacetylase inhibitor, plus exemestane for Chinese patients with hormone receptor-positive advanced breast cancer: A multicenter, randomized, double-blind, placebo-controlled, phase 3 trial.
Binghe XU ; Qingyuan ZHANG ; Xichun HU ; Qing LI ; Tao SUN ; Wei LI ; Quchang OUYANG ; Jingfen WANG ; Zhongsheng TONG ; Min YAN ; Huiping LI ; Xiaohua ZENG ; Changping SHAN ; Xian WANG ; Xi YAN ; Jian ZHANG ; Yue ZHANG ; Jiani WANG ; Liang ZHANG ; Ying LIN ; Jifeng FENG ; Qianjun CHEN ; Jian HUANG ; Lu ZHANG ; Lisong YANG ; Ying TIAN ; Hongyan SHANG
Acta Pharmaceutica Sinica B 2023;13(5):2250-2258
Entinostat plus exemestane in hormone receptor-positive (HR+) advanced breast cancer (ABC) previously showed encouraging outcomes. This multicenter phase 3 trial evaluated the efficacy and safety of entinostat plus exemestane in Chinese patients with HR + ABC that relapsed/progressed after ≥1 endocrine therapy. Patients were randomized (2:1) to oral exemestane 25 mg/day plus entinostat (n = 235) or placebo (n = 119) 5 mg/week in 28-day cycles. The primary endpoint was the independent radiographic committee (IRC)-assessed progression-free survival (PFS). The median age was 52 (range, 28-75) years and 222 (62.7%) patients were postmenopausal. CDK4/6 inhibitors and fulvestrant were previously used in 23 (6.5%) and 92 (26.0%) patients, respectively. The baseline characteristics were comparable between the entinostat and placebo groups. The median PFS was 6.32 (95% CI, 5.30-9.11) and 3.72 (95% CI, 1.91-5.49) months in the entinostat and placebo groups (HR, 0.76; 95% CI, 0.58-0.98; P = 0.046), respectively. Grade ≥3 adverse events (AEs) occurred in 154 (65.5%) patients in the entinostat group versus 23 (19.3%) in the placebo group, and the most common grade ≥3 treatment-related AEs were neutropenia [103 (43.8%)], thrombocytopenia [20 (8.5%)], and leucopenia [15 (6.4%)]. Entinostat plus exemestane significantly improved PFS compared with exemestane, with generally manageable toxicities in HR + ABC (ClinicalTrials.gov #NCT03538171).
6.A Case Report of Blau Syndrome
Guozhuang LI ; Kexin XU ; Sen ZHAO ; Jianguo ZHANG ; Guixing QIU ; Ruifang SUI ; Tao WANG ; Min SHEN ; Xuejun ZENG ; Wei WANG ; Mingsheng MA ; Min WEI ; Xiao LONG ; Ke LYU ; Li HUO ; Lei XUAN ; Nan WU
JOURNAL OF RARE DISEASES 2023;2(4):547-553
Blau syndrome is a rare genetic disorder characterized by the a mix of granulomatous arthritis, uveitis, and dermatitis. Patients typically manifest multisystem involvement, including ocular, skin, and skeletal abnormalities. Blau syndrome is extremely rare, with a global incidence of less than one in a million among children. In this multidisciplinary consultation, we present a case of a 21-year-old young female patient having multisystemic involvement since early childhood. She was presented with multiple joint swelling, skin lesions, increased eye discharge, and accompanied by hypertension and arterial abnormalities, and received a diagnosis of uveitis. The patient had been receiving steroid treatment since the age of 6 and has tried various medications, with some improvement in joint swelling and ocular symptoms. Through this rare disease multidisciplinary consultation, we aim to provide guidance in the molecular diagnosis of the patient, multisystem assessment, and the selection and formulation of treatment plans. Additionally, we hope that by reporting this case, clinical physicians can gain a better understanding of the diagnosis and comprehensive treatment strategies for Blau syndrome, thereby improving the management and treatment of rare diseases.
7.Feature Deconstruction Strategy Based Identification of Acute Features Associated With Impairment of Activities of Daily Living in Patients With Traumatic Brain Injury
Ying LIU ; Jie-yu WANG ; Huai-yu ZHUCHEN ; Xin-yi LIN ; Yi-hang SUN ; Yan-wei SHI ; Yan-ni ZENG
Journal of Sun Yat-sen University(Medical Sciences) 2023;44(6):949-957
ObjectiveTo identify acute phase features associated with the prognosis of traumatic brain injury (TBI). MethodsThrough two traditional strategies, correlation analysis and prediction model, and one innovative research strategy based on feature deconstruction, a retrospective analysis was conducted using demographic, acute phase and chronic phase features of 354 TBI patients to identify acute phase features associated with activities of daily living (ADL) in chronic phase of TBI. For feature deconstruction strategy, the LASSO (Least Absolute Shrinkage and Selection Operator) algorithm was used to build a prediction model that could effectively predict ADL based on non-ADL chronic phase features. The model could indicate the key chronic phase dimensions determining the ADL in TBI patients. We then identified demographic and acute phase variables that were significantly associated with these key chronic phase features. ResultsThe feature deconstruction strategy revealed that ADL could be deconstructed into chronic phase dimensions such as weak limbs in TBI population. Importantly, to the best of our knowledge, this strategy revealed for the first time the association of these important acute phase features with specific chronic phase impairment features. For example, TBI patients had a higher risk for chronic phase recent memory impairment if they had a prolonged coma time and low GCS scores at acute phase [scaled coma time OR95%CI = 94.288 (35.095, 273.231); scaled GCS OR95%CI = 0.068 (0.030, 0.147)]; the patients had a higher risk for insight impairment and disorientation at chronic phase if they had hydrocephalus at acute phase [insight impairment OR95%CI = 6.760 (3.653,12.855) ; disorientation OR95%CI = 6.538 (3.530, 12.490)]. All strategies showed that the strongest risk factors for ADL damage in the chronic phase included prolonged coma time and low GCS scores as well as hydrocephalus. ConclusionThis study provides an innovative research strategy to establish the association between acute injury features and chronic recovery features, and to identify demographic and acute phase features associated with the prognosis of TBI.
8.Expert consensus on the prevention and treatment of adverse reactions in subcutaneous immunotherapy(2023, Chongqing).
Yu Cheng YANG ; Yang SHEN ; Xiang Dong WANG ; Yan JIANG ; Qian Hui QIU ; Jian LI ; Shao Qing YU ; Xia KE ; Feng LIU ; Yuan Teng XU ; Hong Fei LOU ; Hong Tian WANG ; Guo Dong YU ; Rui XU ; Juan MENG ; Cui Da MENG ; Na SUN ; Jian Jun CHEN ; Ming ZENG ; Zhi Hai XIE ; Yue Qi SUN ; Jun TANG ; Ke Qing ZHAO ; Wei Tian ZHANG ; Zhao Hui SHI ; Cheng Li XU ; Yan Li YANG ; Mei Ping LU ; Hui Ping YE ; Xin WEI ; Bin SUN ; Yun Fang AN ; Ya Nan SUN ; Yu Rong GU ; Tian Hong ZHANG ; Luo BA ; Qin Tai YANG ; Jing YE ; Yu XU ; Hua Bin LI
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2023;58(7):643-656
9.Effect of Sleep Deprivation on Vestibular Function in Normal Adults -A Pilot Study
Shi-xin WU ; Zhi-cheng LI ; Shu-qi ZHANG ; Ling-wei LI ; Hui-qing WU ; Xiang-li ZENG
Journal of Sun Yat-sen University(Medical Sciences) 2022;43(5):807-817
ObjectiveTo explore the effect of sleep deprivation on vestibular function in normal adults. MethodsThe Pittsburgh sleep quality index (PSQI) and basic data were collected and recorded before the experiment. The 38 medical workers in the experimental group were examined by cervical vestibular evoked myogenic potential (cVEMP), ocular vestibular evoked myogenic potential, (oVEMP) and video-head impulse test (vHIT) to check vestibular function after normal sleep and night shift, respectively, and the results were compared for their own control. At the same time, 20 normal adults were selected as the control group, and vestibular evoked myogenic potentials (VEMPs) were performed to check vestibular function for comparative analysis between groups. Results①The difference in PSQI scores between the 38 health workers and the control group was statistically significant (P<0.05). The test group had 11 sleep disorders ( PSQI score >7) ; ②In the sleep deprivation state, the abnormal rate of oVEMP was higher than that of normal sleep (P = 0.02), the abnormal rate of cVEMP tended to increase, and the rate of interaural asymmetry of cVEMP and oVEMP was higher than that of normal sleep (P < 0.05), while no significant difference was seen in the abnormal rate of vHIT (P > 0.05); ③Among the 38 healthcare workers, subjects prone to vestibular function abnormalities (abnormal group) had a higher number of years of service and number of night shift days per month than those without vestibular function abnormalities (normal group) (P < 0.05). In the abnormal group, there were 5 cases of left-sided amplitude decrease (71%) and 2 cases of right-sided amplitude decrease (29%) in cVEMP; there were 13 cases of left-sided amplitude decrease (76%) and 4 cases of right-sided amplitude decrease (24%) in oVEMP; ④In the same normal sleep state, cVEMP performance in the test group showed statistically significant differences in prolonged P1 latency and interwave period compared with the control group (P < 0.05). The oVEMP performance of the test group showed statistically significant differences (P < 0.05) in the prolongation of N1 latency and interwave period compared with the control group, manifested by the prolongation of latency and interwave period, and the remaining parameters did not show significant differences (P>0.05). Conclusions①Sleep deprivation has potential, cumulative damage to otolithic function; ② Long working years and high number of night shifts per month are risk factors for sleep deprivation affecting individual vestibular function; ③Vestibular evoked myogenic potentiometry may serve as a screening tool to determine sleep-related vestibular impairment. The results of vestibular evoked myogenic potentials are more reliable when performed in a state of good recent sleep quality.
10.Effect of Prolonged Storage of Packed Red Blood Cells on Recurrence-free and Overall Survivals after Curative Resection for Hepatocellular Carcinoma
Rui-feng XUE ; Chong-xi ZHAO ; Pei-zong WANG ; Dong-tai CHEN ; Xiao-hui CHEN ; Wei-an ZENG ; Qiang LI
Journal of Sun Yat-sen University(Medical Sciences) 2022;43(3):449-461
ObjectiveProlonged storage of packed red blood cells (PRBC) is reportedly associated with poor clinical outcomes in critically ill, trauma, and cardiac surgery patients. However, the impact of PRBC’s age on long-term oncological outcomes in cancer patients remains poorly defined. Here we retrospectively evaluated the effect of PRBC’s age on overall survival and biochemical recurrence in patients undergoing curative resection of hepatocellular carcinoma. MethodsA total of 1 221 qualified patients undergoing curative hepatectomy for HCC between August 1, 2008 and June 30, 2012 at the Sun Yat-sen University Cancer Center (Guangzhou, PR China) were divided into nontransfused or transfused group. Transfused patients were further divided according to PRBC storage duration (fresh PRBC group, ≤ 14 days; old PRBC group, > 14 days). Overall survival (OS), intrahepatic recurrence-free survival (IRFS), extrahepatic metastasis-free survival (EMFS) were assessed and multivariate analyses were performed to evaluate the association of PRBC storage duration with cancer outcomes. ResultsA total of 251 (20.6%) patients received intraoperative PRBC transfusion. Of these, 112 and 125 patients were grouped in the fresh and the old PRBC groups, respectively. The Kaplan–Meier curves showed that both fresh PRBC group and old PRBC group had worse OS, IRFS, and EMFS than nontransfused group (P<0.001). Cox regression analyses further indicated that old PRBC transfusion was an independent prognostic factor of OS (HR=1.417, P=0.049), IRFS (HR=1.519, P=0.013) for patients with HCC; conversely, new PRBC transfusion was not. ConclusionIn patients undergoing curative hepatectomy, intraoperative transfusions of PRBC that had been stored for more than 2 weeks is independently associated with a significantly increased risk of intrahepatic recurrence and reduced overall survival.

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