1.Evaluation of the application effectiveness and optimization strategies of confidential unit exclusion in Zhengzhou
Dan LIU ; Hongwei MA ; Tao WEN ; Yonglei LYU ; Mengru JI ; Ge SONG ; Huanyu LIU ; Mengdi FAN
Chinese Journal of Blood Transfusion 2026;39(3):379-383
Objective: To evaluate the practical effectiveness of confidential unit exclusion (CUE) in ensuring blood safety in Zhengzhou, analyze its application characteristics and existing problems, and provide a basis for optimizing blood safety management strategies. Methods: A retrospective analysis was conducted on CUE data handled by Henan Red Cross Blood Center from January 2019 to December 2024. Parameters such as the number of cases, demographic characteristics, reasons for exclusion, and time of report were statistically analyzed and compared with those of non-CUE. Results: From 2019 to 2024, the CUE reporting rate in Zhengzhou was 0.002 6% (40/1 547 666). CUE donors were predominantly male (65.00%, 26/40), aged 18-34 years (47.50%, 19/40), had college degree orabove (50.00%, 20/40), and were employees of enterprises or public institutions (32.50%, 13/40). Among the 40 CUE blood units, only one was reactive for anti-TP, while all others were qualified. The main reasons for CUE were recent vaccination (32.50%, 13/40), medical conditions unsuitable for donation (27.50%, 11/40), and high-risk sexual behavior (17.50%, 7/40). A total of 70.00% of reports occurred within 24 hours after donation, during which none of the corresponding blood units had been released; all units reported after more than 7 days had already been issued for clinical use, with no adverse transfusion reactions reported upon follow-up. Conclusion: The confidential unit exclusion program has played an active role in establishing a supplementary information feedback channel for blood donors. The procedure can be optimized by strengthening interactive communication and confirmation before donation, improving the accuracy of donors' self-assessment, and expanding convenient and rapid information-based reporting channels.
2.Metabolomics Reveals Mechanism of Abelmoschi Corolla Total Flavonoids in Regulating Endoplasmic Reticulum Stress in IgA Nephropathy
Shuying SONG ; Changqing WEN ; Luwan XING ; Yan ZHANG ; Haitao GE ; Fujiang WANG
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(11):153-161
ObjectiveTo elucidate the mechanism by which total flavonoids of Abelmoschi Corolla (TFA) treat immunoglobulin A (IgA) nephropathy (IgAN) through serum metabolomics analysis. MethodsSPF-grade male SD rats were randomly assigned into six groups (n=10): blank, model, low-dose TFA (TFA-L, 27 mg·kg-1), medium-dose TFA (TFA-M, 54 mg·kg-1), high-dose TFA (TFA-H, 108 mg·kg-1), and losartan potassium (LST, 4.5 mg·kg-1) groups. The remaining five groups, excluding the blank group, were modeled with bovine serum albumin (BSA), lipopolysaccharide (LPS), and carbon tetrachloride (CCl4). Specifically, from weeks 1 to 10, BSA was administered via gavage every other day, and a mixture of castor oil and CCl4 was injected subcutaneously once a week, with LPS injected into the tail vein at weeks 6 and 8. After successful modeling, each intervention group was administrated with the medication prepared with distilled water once daily by gavage for a continuous period of 4 weeks. The levels of 24-hour urinary total protein (24 h UP) and serum creatinine (SCr) were quantified by kits, and the serum IgA level was determined by enzyme-linked immunosorbent assay (ELISA). Renal pathological changes were observed by hematoxylin-eosin (HE) staining and periodic acid-Schiff (PAS) staining. Renal IgA deposition was assessed by immunofluorescence (IF). Endoplasmic reticulum (ER) stress was observed by transmission electron microscopy. Western blot and immunohistochemistry (IHC) were employed to detect the expression of ER stress-related factors. Non-targeted metabolomics was used to screen differential metabolites for analysis, and key metabolites arachidonic acid (AA), prostaglandin E2 (PGE2), and cyclooxygenase-2 (COX-2) were validated. ResultsCompared with the blank group, the model group showed increased 24-hour urine protein (24 h UP) and serum creatinine (SCr) levels (P<0.01), obvious renal pathological damage, elevated serum IgA level (P<0.01), increased renal AA and PGE2 levels (P<0.01), and up-regulated protein levels of COX-2, glucose-regulated protein 78 (GRP78), phosphorylated eukaryotic initiation factor 2α (P-EIF2α), activating transcription factor 4 (ATF4), inositol-requiring enzyme 1α (IRE1α), and spliced X-box binding protein 1 (XBP1s) in the renal tissue (P<0.05, P<0.01). Compared with the model group, the intervention groups showed reductions in 24 h UP and SCr levels (P<0.05, P<0.01), alleviated renal pathological injury, decreased serum IgA level (P<0.05, P<0.01), and reduced renal AA and PGE2 levels (P<0.01). Western blot and IHC results showed that TFA reduced the levels of COX-2, GRP78, P-EIF2α, ATF4, IRE1α, and XBP1s in the renal tissue (P<0.05, P<0.01). Metabolomics results indicated that 51 commonly differential metabolites were found among the normal, model, and TFA-M groups. TFA ameliorated IgAN by affecting metabolic pathways related to the biosynthesis of arachidonic acid and arginine through L-aspartic acid, prostaglandin 2α, leukotriene B4, leukotriene D4, among others. ConclusionTFA can regulate the arachidonic acid metabolism pathway, thereby modulating ER stress, reducing renal damage, and ameliorating IgA nephropathy.
3.Silencing progestagen-associated endometrial protein (PAEP) suppresses sorafenib resistance and enhances sorafenib-induced ferroptosis in hepatocellular carcinoma
Fanlin Zeng ; Cuifu Fang ; Yijiang Wu ; Ling Yin ; Yilong Ge ; Honghui Zhang ; Caixin Song ; Yifeng Cai ; Binhui Xie ; Jian Wu
Liver Research 2026;10(1):82-92
Background and aims
As a ferroptosis inducer, sorafenib, a first-line treatment for hepatocellular carcinoma (HCC), has a significant antitumor effect. Nonetheless, HCC patients frequently develop sorafenib resistance. Here, we investigated the impacts of progestagen-associated endometrial protein (PAEP), which controls sorafenib resistance and tumorigenesis in HCC. Furthermore, we investigated the function of PAEP and the underlying molecular mechanisms that cause HCC ferroptosis when sorafenib is applied.
Methods
Western blot analysis, cell proliferation, colony formation and animal experiments were performed to investigate the function of PAEP in sorafenib resistance and tumorigenesis in HCC. We detected the levels of reactive oxygen species, iron, and malondialdehyde and preformed transmission electron microscopy to investigate the relationship between PAEP and ferroptosis. Co-immunoprecipitation (co-IP) assay was performed to investigate the underlying molecular mechanisms of PAEP that cause HCC ferroptosis.
Results
PAEP was significantly overexpressed in HCC tissues, and this was associated with a poor clinical prognosis. PAEP silencing dramatically reduced HCC cells’ malignant phenotype. We found that sorafenib-induced ferroptosis was more sensitive to HCC cells with PAEP knockdown. Furthermore, the orthotopic cell line-derived xenograft mouse model results showed that sorafenib sensitivity can be effectively increased in vivo by PAEP knockdown. We determined that transferrin (TF) was a PAEP target using the String database, and we further supported this finding with Co-IP analysis. Additionally, on sorafenib-induced ferroptosis in HCC cells, TF partially reversed the effects of PAEP knockdown.
Conclusions
Our research indicates that PAEP may be a potential biomarker for predicting sorafenib resistance in HCC and disruption of PAEP expression may be a potential cancer-directed therapeutic option for HCC.
4.Effects of Electrothermal Acupuncture on the HIF-1α/S1P/S1PR3 Pathway and Macrophage Polarization in Epididymal White Adipose Tissue of Obese Model Mice
Xiaobo GE ; Yuanyuan LI ; Jiangyan WEI ; Limin NIE ; Xin YANG ; Quan MIAO ; Mina WANG ; Yawei XI ; Luopeng ZHAO ; Yine SONG ; Xinru SUN ; Lu LIU ; Bin LI
Journal of Traditional Chinese Medicine 2026;67(20):2227-2235
ObjectiveTo investigate the mechanism underlying the weight loss effect of electrothermal acupuncture (ETA) in diet-induced obese (DIO) model mice based on the hypoxia-inducible factor-1α (HIF-1α)/sphingosine-1-phosphate (S1P)sphingosine-1-phosphate receptor 3 (S1PR3) signaling pathway-mediated macrophage polarization. MethodsAn obesity mouse model was established by continuously feeding at a high-fat diet (HFD) for 8 weeks. Twenty successfully modeled obese mice were randomly divided into a model group and an electrothermal acupuncture (ETA) group with 10 mice per group, both of which continued to receive the HFD till week 12. Another 10 mice were assigned to the normal group and fed a standard chow diet continuously for 12 weeks. Starting from week 9 of the experiment, mice in the ETA group received electrothermal acupuncture stimulation at Zhongwan (CV12), bilateral Tianshu (ST25), and bilateral Zusanli (ST36) for 30 minutes per session, with the instrument current set at (40±0.5)mA and a constant temperature of (40±0.5)℃. Mice in the normal group and the model group were restrained in the same manner for 30 minutes without acupuncture. All interventions were performed once every other day for a total of 4 weeks. Ten hours after the final intervention, the body weight, waist circumference, and body length of mice in each group were measured, and Lee's index was calculated. Serum biochemical analysis was performed to assess fasting blood glucose (FBG), total cholesterol (TC), triglycerides (TG), high-density lipoprotein cholesterol (HDL-C), low-density lipoprotein cholesterol (LDL-C), alanine aminotransferase (ALT), aspartate aminotransferase (AST), blood urea nitrogen (BUN), and creatinine (Cr). Serum leptin (LEP) and adiponectin (ADPN) levels, as well as sphingosine-1-phosphate (S1P) levels in epididymal white adipose tissue (eWAT), were detected by ELISA. Histomorphological changes in eWAT were monitored via HE staining. Flow cytometry was used to analyze macrophage subtype-related indexes in eWAT, including the total proportion of macrophages, the proportion of M1 macrophages, the proportion of M2 macrophages, and the M1/M2 ratio. Antibody array technology was used to determine the levels of differentially expressed inflammatory factors in eWAT between the model and blank groups, as well as between the ETA and model groups. Western blot and qPCR were used to detect the protein and mRNA expression levels of HIF-1α and S1PR3 in the eWAT, respectively. ResultsCompared to the normal group, the model group showed significantly increased body weight, Lee's index, waist circumference, and FBG, TC, TG, HDL-C, LDL-C, AST, and ALT levels, upgraded LEP and S1P levels, decreased ADPN level and ADPN/LEP ratio, elevated proportion of M1 macrophages and the M1/M2 ratio, reduced proportion of M2 macrophages, and upregulated protein and mRNA expression levels of HIF-1α and S1PR3 (P<0.05 or P<0.01). With the exception of HDL-C, all the abovementioned indicators in the ETA group were significantly improved compared to the model group (P<0.05 or P<0.01). Analysis of differentially expressed inflammatory cytokines revealed that, compared to the normal group, the levels of interleukin-1β (IL-1β), interferon-γ (IFN-γ), interleukin-6 (IL-6), and interleukin-12p70 (IL-12p70) in the eWAT of the model group were elevated; conversely, the levels of interleukin-17 (IL-17), interleukin-5 (IL-5), IL-6, and interleukin-23 (IL-23) in the eWAT of the ETA group decreased compared to the model group (P<0.05 or P<0.01). ConclusionETA exerts a weight-reducing effect in obese model mice, and the mechanism may involve inhibition of the HIF-1α/S1P/S1PR3 signaling pathway activation, which shifts macrophage polarization from the M1 to M2 phenotype, thereby alleviating chronic inflammation.
5.Trends in incidence and mortality of thyroid cancer in cancer registration areas of Zhengzhou City from 2016 to 2021
YAN Ruiping ; LI Jianbin ; AN Ge ; GUO Xiangjiao ; HUANG Ruoxuan ; SONG Caijuan
Journal of Preventive Medicine 2026;38(3):267-273
Objective:
To investigate the trends in incidence and mortality of thyroid cancer in cancer registration areas of Zhengzhou City, Henan Province from 2016 to 2021, so as to provide evidence for developing targeted thyroid cancer prevention and treatment strategies.
Methods:
Data on incidence and mortality of thyroid cancer with qualified registration quality were collected from cancer registration offices in Zhengzhou City. Crude incidence and crude mortality were calculated. The Chinese population-standardized incidence and world population-standardized incidence were calculated using the standard age structure from the Fifth National Population Census in 2 000 and Segi's world standard population structure, respectively. The average annual percentage change (AAPC) was used to analyze the trends in the incidence and mortality of thyroid cancer in Zhengzhou City from 2016 to 2021 across different gender, age, and urban-rural area.
Results:
In 2021, the crude incidence, Chinese population-standardized incidence and world population-standardized incidence of thyroid cancer in Zhengzhou City were 42.55/105, 37.43/105, and 32.56/105, respectively. The crude mortality, Chinese population-standardized mortality and world population-standardized mortality were 1.07/105, 0.77/105, and 0.71/105, respectively. The Chinese population-standardized incidence and mortality in females were 2.64 times and 2.83 times those in males, respectively; those in urban areas were 2.25 times and 1.51 times those in rural areas, respectively. The crude incidence peaked in the group aged 55-<60 years at 92.52/105. From 2016 to 2021, the crude incidence and Chinese population-standardized incidence of thyroid cancer showed an upward trend (AAPC=21.797%, 22.725%, both P<0.05), with trends consistent across different genders and urban-rural areas with the total population. The crude incidence showed upward trends in the groups aged 20-<30 years, 30-<40 years, 40-<50 years, 50-<60 years, and 60-<70 years (AAPC=17.237%, 31.026%, 21.289%, 23.010%, and 11.752%, all P<0.05). From 2016 to 2021, the Chinese population-standardized mortality of thyroid cancer showed an upward trend (AAPC=15.196%, P<0.05), while the trend in crude mortality was not statistically significant (P>0.05). The crude mortality (AAPC=21.078%, 25.669%) and Chinese population-standardized mortality (AAPC=24.122%, 28.865%) in females and rural areas showed upward trends (all P<0.05).
Conclusions
From 2016 to 2021, the Chinese population-standardized incidence and mortality of thyroid cancer in cancer registration areas of Zhengzhou City showed an upward trend. Females, urban residents, and middle-aged and young populations are key groups for thyroid cancer prevention and control.
6.Simultaneous Determination of 50 Kinds of Steroid Hormones in Surface Water by Online Solid Phase Extraction Coupled with Ultra Performance Liquid Chromatography-Triple Quadrupole Mass Spectrometry
Fang-Xi XU ; He NIU ; Yu-Tao GE ; Guo-Hua ZHU ; Hang-Bin LYU ; Jin-Song LI ; Lang-Sha YI ; Jian-Jie FU ; Gui-Bin JIANG
Chinese Journal of Analytical Chemistry 2025;53(6):998-1009,中插22-中插41
A novel analytical method was developed in this study by combining online solid phase extraction with ultra performance liquid chromatography-tandem mass spectrometry(Online SPE-UPLC-MS/MS)for simultaneous determination of 50 kinds of steroid hormones in surface water.Specifically,after high-speed centrifugation of 4 mL water samples,the supernatant was directly injected into an Oasis HLB online SPE column for enrichment and purification.Subsequently,the target compounds were transferred to the analytical column via valve switching for separation and analysis.The chromatographic separation was performed on a Thermo Acclaim RSLC C18 column(100 mm×2.1 mm,2.2 μm),using a mobile phase composed of 5 mmol/L ammonium fluoride aqueous solution and acetonitrile.Mass spectrometric detection was conducted in positive ion mode,utilizing multiple reaction monitoring(MRM)with quantification achieved by the internal standard method.The method validation demonstrated that the limits of detection(LOD)for the 50 kinds of steroid hormones ranged from 0.02 to 0.50 ng/L,while the limits of quantification(LOQ)were between 0.08 and 1.67 ng/L.The average recoveries in surface water samples at spiked concentrations of 5,20 and 200 ng/L were between 74.1%and 119%,with relative standard deviations(RSDs)of 0.2%to 9.9%.This method was applied to analyze 11 surface water samples collected from sites surrounding a pharmaceutical and chemical industrial park.A total of 44 kinds of steroid hormones were detected,with concentrations ranging from 0.11 to 88.6 ng/L,revealing the presence of hormone contamination in the environmental waters surrounding industrial areas.Compared with the traditional offline SPE methods,the proposed online SPE technique significantly reduced sample volume requirements and pretreatment time,while minimizing the loss of target compounds during the pretreatment process.Moreover,compared to reported online SPE techniques,this method achieved high-throughput analysis of multiple classes of steroid hormones,with lower detection limits and higher recoveries.Overall,this method provided rapid sample preparation,high sensitivity,and excellent stability,making it suitable for the direct analysis of trace steroid hormones in surface water.
7.Management model for surgical consumables based on DIP combined with clinical pathways
Liqiu JIANG ; Jingjing GUO ; Song ZHOU ; Ling TAO ; Ge SHI
Journal of Navy Medicine 2025;46(9):928-933
Objective To achieve the goal of standardized use of surgical consumables and reasonable cost control by the diagnosis-intervention packet(DIP)total control combined with clinical pathways.Methods Four DIP clinical groups implementing clinical pathways were selected as pilot disease groups.Cases from 2019 to 2020 served as control group,develop a diagnosis and treatment plan based on clinical pathways and pathway form combined with the actual situation of the hospital.Cases from 2021 to 2023 formed experimental groups:experimental group 1(added control measures of the inventory of surgical consumables on the basis of the control group),and experimental group 2(added total DIP control measures to the experimental group 1).The average hospitalization costs and average costs of disposable surgical consumables were compared to evaluate the practical outcomes.Results There were significant differences in the average hospitalization costs and average costs of disposable surgical consumables among the three groups(P<0.05).Further pairwise comparisons showed that the average hospitalization costs and average costs of disposable surgical consumables in experimental group 2 were significantly lower than those in experimental group 1 and the control group(P<0.05).The average hospitalization costs in all pilot disease groups except the group undergoing transurethral ureteroscopic laser lithotripsy in the experimental group 1 were significantly lower than those in the control group(P<0.05),and the average costs of disposable surgical consumables in all pilot disease groups in the experimental group 1 were significantly lower than those in the control group(P<0.05).Conclusion The management plan based on DIP combined with clinical pathways can improve the management effect of surgery-related consumables and effectively reduce the costs.
8.Influence of long-term spaceflight on human speed perception characteristics
Duming WANG ; Xinqi ZHANG ; Yu TIAN ; Xiaolei SONG ; Xianliang GE ; Lidong WANG ; Rui ZHAO ; Zongxiao SUN ; Chunhui WANG
Space Medicine & Medical Engineering 2025;36(1):7-14
Objective Accurate speed perception is crucial for tasks such as man-controlled rendezvous and docking,and teleoperation of space manipulator.Therefore,it is necessary to conduct in-orbit experiments to explore the influence of long-term spaceflight on human speed perception characteristics.Methods The Time-to-Collision(TTC)paradigm was selected to develop experimental software,using a tablet computer for stimulus presentation.Human speed perception characteristics were evaluated based on the subjects'keystroke response data on the keyboard.Through ground-based experiments,the usability and reliability of the paradigm were explored,and the gravity internal model effect was quantitatively analyzed.Through in-orbit experiments on space station tasks,the influence of long-term spaceflight on human speed perception characteristics was further investigated.Results Under the 1G environment on the ground,the TTC paradigm has a high test-retest reliability(r>0.8),and indicators such as average deviation rate and absolute value of average deviation rate show no practice effect.In addition,ground experiments found that compared to vertical upward movement,vertical downward movement is estimated to be faster(i.e.,keystroke time is advanced),showing the existence of the gravity internal model effect.In the microgravity environment of spaceflight,there are no significant differences in average deviation rate and absolute value of average deviation rate among three stages(pre-flight,in-flight,post-flight)and seven tests,indicating that no obvious changes in astronauts'speed perception ability were found at the existing test time points and paradigms.However,the gravity internal model effect(difference between vertical downward and vertical upward)showed a trend of fading in the early stage of astronauts entering orbit.Conclusion Based on the computer screen TTC estimation paradigm,no significant changes in human speed perception ability were found during long-term spaceflight,but microgravity may weaken the human brain's gravity internal model.
9.Effects of combined use of active ingredients in Buyang Huanwu Decoction on oxygen-glucose deprivation/reglucose-reoxygenation-induced inflammation and oxidative stress of BV2 cells.
Tian-Qing XIA ; Ying CHEN ; Jian-Lin HUA ; Qin SU ; Cun-Yan DAN ; Meng-Wei RONG ; Shi-Ning GE ; Hong GUO ; Bao-Guo XIAO ; Jie-Zhong YU ; Cun-Gen MA ; Li-Juan SONG
China Journal of Chinese Materia Medica 2025;50(14):3835-3846
This study aims to explore the effects and action mechanisms of the active ingredients in Buyang Huanwu Decoction(BYHWD), namely tetramethylpyrazine(TMP) and hydroxy-safflor yellow A(HSYA), on oxygen-glucose deprivation/reglucose-reoxygenation(OGD/R)-induced inflammation and oxidative stress of microglia(MG). Network pharmacology was used to screen the effective monomer ingredients of BYHWD and determine the safe concentration range for each component. Inflammation and oxidative stress models were established to further screen the best ingredient combination and optimal concentration ratio with the most effective anti-inflammatory and antioxidant effects. OGD/R BV2 cell models were constructed, and BV2 cells in the logarithmic growth phase were divided into a normal group, a model group, an HSYA group, a TMP group, and an HSYA + TMP group. Enzyme-linked immunosorbent assay(ELISA) was used to detect the levels of inflammatory cytokines such as interleukin-1β(IL-1β), tumor necrosis factor-α(TNF-α), and interleukin-6(IL-6). Oxidative stress markers, including superoxide dismutase(SOD), nitric oxide(NO), and malondialdehyde(MDA), were also measured. Western blot was used to analyze the protein expression of both inflammation-related pathway [Toll-like receptor 4(TLR4)/nuclear factor-kappa B(NF-κB)] and oxidative stress-related pathway [nuclear factor erythroid 2-related factor 2(Nrf2)/heme oxygenase-1(HO-1)]. Immunofluorescence was used to assess the expression of proteins such as inducible nitric oxide synthase(iNOS) and arginase-1(Arg-1). The most effective ingredients for anti-inflammatory and antioxidant effects in BYHWD were TMP and HSYA. Compared to the normal group, the model group showed significantly increased levels of IL-1β, TNF-α, IL-6, NO, and MDA, along with significantly higher protein expression of NF-κB, TLR4, Nrf2, and HO-1 and significantly lower SOD levels. The differences between the two groups were statistically significant. Compared to the model group, both the HSYA group and the TMP group showed significantly reduced levels of IL-1β, TNF-α, IL-6, NO, and MDA, lower expression of NF-κB and TLR4 proteins, higher levels of SOD, and significantly increased protein expression of Nrf2 and HO-1. Additionally, the expression of the M1-type MG marker iNOS was significantly reduced, while the expression of the M2-type MG marker Arg-1 was significantly increased. The results of the HSYA group and the TMP group had statistically significant differences from those of the model group. Compared to the HSYA group and the TMP group, the HSYA + TMP group showed further significant reductions in IL-1β, TNF-α, IL-6, NO, and MDA levels, along with significant reductions in NF-κB and TLR4 protein expression, an increase in SOD levels, and elevated Nrf2 and HO-1 protein expression. Additionally, the expression of the M1-type MG marker iNOS was reduced, while the M2-type MG marker Arg-1 expression increased significantly in the HSYA + TMP group compared to the TMP or HSYA group. The differences in the results were statistically significant between the HSYA + TMP group and the TMP or HSYA group. The findings indicated that the combined use of HSYA and TMP, the active ingredients of BYHWD, can effectively inhibit OGD/R-induced inflammation and oxidative stress of MG, showing superior effects compared to the individual use of either component.
Oxidative Stress/drug effects*
;
Drugs, Chinese Herbal/pharmacology*
;
Animals
;
Mice
;
Glucose/metabolism*
;
Cell Line
;
Inflammation/genetics*
;
Oxygen/metabolism*
;
Pyrazines/pharmacology*
;
Microglia/metabolism*
;
NF-E2-Related Factor 2/immunology*
;
NF-kappa B/immunology*
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Toll-Like Receptor 4/immunology*
;
Anti-Inflammatory Agents/pharmacology*
;
Humans
10.A joint distillation model for the tumor segmentation using breast ultrasound images.
Hongjiang GUO ; Youyou DING ; Hao DANG ; Tongtong LIU ; Xuekun SONG ; Ge ZHANG ; Shuo YAO ; Daisen HOU ; Zongwang LYU
Journal of Biomedical Engineering 2025;42(1):148-155
The accurate segmentation of breast ultrasound images is an important precondition for the lesion determination. The existing segmentation approaches embrace massive parameters, sluggish inference speed, and huge memory consumption. To tackle this problem, we propose T 2KD Attention U-Net (dual-Teacher Knowledge Distillation Attention U-Net), a lightweight semantic segmentation method combined double-path joint distillation in breast ultrasound images. Primarily, we designed two teacher models to learn the fine-grained features from each class of images according to different feature representation and semantic information of benign and malignant breast lesions. Then we leveraged the joint distillation to train a lightweight student model. Finally, we constructed a novel weight balance loss to focus on the semantic feature of small objection, solving the unbalance problem of tumor and background. Specifically, the extensive experiments conducted on Dataset BUSI and Dataset B demonstrated that the T 2KD Attention U-Net outperformed various knowledge distillation counterparts. Concretely, the accuracy, recall, precision, Dice, and mIoU of proposed method were 95.26%, 86.23%, 85.09%, 83.59%and 77.78% on Dataset BUSI, respectively. And these performance indexes were 97.95%, 92.80%, 88.33%, 88.40% and 82.42% on Dataset B, respectively. Compared with other models, the performance of this model was significantly improved. Meanwhile, compared with the teacher model, the number, size, and complexity of student model were significantly reduced (2.2×10 6 vs. 106.1×10 6, 8.4 MB vs. 414 MB, 16.59 GFLOPs vs. 205.98 GFLOPs, respectively). Indeedy, the proposed model guarantees the performances while greatly decreasing the amount of computation, which provides a new method for the deployment of clinical medical scenarios.
Humans
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Breast Neoplasms/diagnostic imaging*
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Female
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Ultrasonography, Mammary/methods*
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Image Processing, Computer-Assisted/methods*
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Algorithms
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Neural Networks, Computer
;
Breast/diagnostic imaging*


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