1.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
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Breast/diagnostic imaging*
2.Prognostic Factors of Liposarcoma in Head and Neck
Shuo DING ; Zhigang HUANG ; Jugao FANG ; Yang ZHANG ; Lizhen HOU ; Wei GUO ; Gaofei YIN ; Qi ZHONG
Cancer Research on Prevention and Treatment 2025;52(1):31-35
Objective To explore the pathogenesis and prognostic factors of liposarcoma in the head and neck region, and simultaneously analyze the efficacy of different treatment regimens. Methods A retrospective analysis was performed on all patients with primary untreated head and neck liposarcoma who were diagnosed and underwent surgical treatment at our hospital from January 2008 to January 2024. All patients were monitored during follow-up, and their prognoses were analyzed using SPSS software. Results A total of 30 patients were included in the study. Liposarcoma accounted for up to 60% of the cases in the orbit, while the remaining liposarcomas were primarily located in various interspaces of the neck. Dedifferentiated liposarcoma was the most common type, comprising 33%, while myxoid pleomorphic liposarcoma was the rarest at 4%. The tumor pathological type (P<0.001) and Ki67 (P=0.014) significantly affected the tumor control rate. However, an analysis of disease-specific survival rates revealed no significant differences across various factors (all P>0.05). Conclusion The prognosis of head and neck liposarcoma is better compared to that of liposarcomas in other parts of the body. However, myxoid pleomorphic liposarcoma, pleomorphic fat sarcoma, and high Ki67 levels are indicators of poor prognosis. Additionally, postoperative adjuvant radiotherapy does not significantly enhance disease-specific survival rates.
3.Global epidemiology and control strategies of Chikungunya virus: a review
Heng RONG ; Yuhan DING ; Shuo NING ; Yiyue GE ; Lunbiao CUI
Chinese Journal of Schistosomiasis Control 2025;37(5):455-464
Chikungunya virus (CHIKV), which is primarily transmitted by Aedes aegypti and Ae. albopictus, has recently rapidly spread across the world, which poses a huge threat to public health. Chikungunya fever (CHIKF), caused by CHIKV infection, typically manifests as acute febrile illness with severe polyarthralgia that may persist for months to years. A few severe CHIKF cases may be accompanied by serious neurological complications, even resulting in death. The accelerating global expansion of CHIKV is closely associated with genetic variations of the virus, and mutated genes in CHIKV may augment the virus adaptability to Aedes vectors and transmission efficiency. Currently, the diagnosis of the CHIKV infection primarily relies on molecular and serological assays; however, there are still multiple challenges for early and differential diagnosis of CHIKV infections due to co-infections with arboviruses and nonspecific early symptoms. The first prophylactic vaccine for CHIKF has been recently approved in the United States; however, the large-scale application still awaits further validations. More importantly, there are no licensed antiviral therapies against CHIKV until now. This review describes the structure and pathogenesis of CHIKV, summarizes the latest epidemiology and advances in the diagnosis of CHIKV infections, and depicts the current status and prospects of antiviral agents and vaccine development, so as to inform evidence-based prevention and control strategies.
4.Analysis of prognostic factors for chondrosarcoma of the larynx
Shuo DING ; Zhigang HUANG ; Jugao FANG ; Qi ZHONG ; Yang ZHANG ; Lizhen HOU ; Wei GUO
Chinese Archives of Otolaryngology-Head and Neck Surgery 2025;32(4):205-209
OBJECTIVE To investigate the prognostic factors of chondrosarcoma of the larynx,deeply analyze its clinical data,and provide a theoretical basis for better treatment of chondrosarcoma of the larynx.METHODS A retrospective analysis was conducted on the complete clinical data of patients with primary chondrosarcoma of the larynx admitted to the Department of Otolaryngology Head and Neck Surgery,Beijing Tongren Hospital,Capital Medical University from January 2010 to December 2024.RESULTS A total of 15 patients were included,including 11 males and 4 females,with a gender ratio of 11∶4.The average age of onset was 57.3 years,and the average clinical symptom duration was 12.2 months.The tumors were mainly located in the cricoid cartilage in 11 patients,in the arytenoid cartilage in 2 patients,and in the thyroid cartilage in 2 patients.Tumor grading showed that 7 patients were grade I and 8 were grade II.Four patients underwent transoral laser minimally invasive surgery,2 patients underwent partial laryngectomy+tracheotomy,and 9 patients underwent total laryngectomy/cervical lymph node dissection+tracheostomy.The 5-year overall survival rate was 85.7%,the 5-year disease-specific survival rate was 100%,and the 5-year local-regional control rate was 90.9%.Gender,tumor location,tumor grade,Ki-67,tumor size,and whether larynx preservation surgery was performed did not affect the local-regional control rate or disease-specific survival rate.CONCLUSION Laryngeal chondrosarcoma generally has a longer disease history and is difficult to detect.The pathological type is mostly well-differentiated.Regional or distant metastasis is rare,and the long-term survival rate is good.Surgical resection is the preferred treatment option.On the basis of not reducing the tumor control rate,surgery that prioritizes preserving laryngeal function should be given priority,while comprehensive treatment is generally not recommended.
5.Expression levels of PGC-1β,HIF-1α,and RETN in gouty arthritis and their correlation with the degree of joint damage
Aijuan SHEN ; Tie LIU ; Panpan DING ; Jingyu WANG ; Shuo ZHANG ; Weiwei LU
International Journal of Laboratory Medicine 2025;46(9):1071-1076
Objective To investigate the expression levels of peroxisome proliferator-activated receptor gamma coactivator-1β(PGC-1β),hypoxia-inducible factor-1α(HIF-1α),and resistin(RETN)in gouty arthri-tis(GA),and analyze their correlation with the degree of joint damage.Methods A total of 134 patients with GA in the hospital from January 2022 to October 2023 were selected as GA group,and 134 healthy people who underwent the physical examination in the same period were selected as control group.The serum expression levels of PGC-1β,HIF-1α and Retn were compared between the two groups.The expression levels of PGC-1β,HIF-1α and Retn in serum and synovial fluid of patients with different clinical characteristics in GA group were compared,the degree of joint destruction was graded according to the subjective pain grading method(VAS)and the patients were divided into a severe GA subgroup of 78 cases and a mild GA subgroup of 56 ca-ses.The expression levels of PGC-1β,HIF-1α,RETN,bone destruction factors[β-cross linked degradation products(β-CTX),tartrate resistant acid phosphatase-5b(TRACP5b),receptor activator of nuclear factor kappa B ligand(RANKL)]and inflammatory factors[tumor necrosis factor-α(TNF-α),interleukin-1β(IL-1β)]were compared among different degrees of joint destruction,and the correlation between serum and syno-vial fluid PGC-1β,HIF-1α,RETN and the degree of joint destruction,bone destruction factors,and inflamma-tory factors was analyzed.Results The expression level of PGC-1β in serum of GA group was lower than that of the control group,while the expression levels of HIF-1α and RETN in serum were higher than those of the control group(P<0.05).There were statistically significant differences in serum and synovial fluid PGC-1β,HIF-1α,and RETN levels among GA patients with different clinical stages,affected joints,disease duration,and annual seizure frequency(P<0.05).The expression levels of PGC-1β in the serum and synovial fluid of the severe GA subgroup were lower than those of the mild GA subgroup(P<0.05),while the expression lev-els of HIF-1α and RETN were higher than those of the mild GA subgroup(P<0.05).The expression levels ofβ-CTX and TRACP5b in the severe GA subgroup were higher than those in the mild GA subgroup(P<0.05),while the expression level of RANKL was lower than that in the mild GA subgroup(P<0.05).PGC-1βin serum and synovial fluid was negatively correlated with the degree of joint destruction,β-CTX,TRACP5b,TNF-α,and IL-1β,and positively correlated with RANKL.HIF-1α and RETN were positively correlated with the degree of joint destruction,β-CTX,TRACP5b,TNF-α,and IL-1β,and negatively correlated with RANKL.Conclusion PGC-1β,HIF-1α,and RETN are abnormally expressed in patients with GA,and are closely associ-ated with the degree of joint destruction,bone destruction factors,and inflammatory factors.They are expec-ted to become reliable indicators for evaluating the occurrence and progression of GA.
7.Preoperative immune factors in patients with primary hepatocellular carcinoma and their relationship with pathological characteristics
Pengpeng ZHOU ; Shuo DING ; Weikang YAO ; Yi LUO
Tianjin Medical Journal 2025;53(9):952-956
Objective To analyze changes of preoperative T lymphocyte immunity and humoral immunity,and their relationship with pathological characteristics in patients with primary hepatocellular carcinoma(HCC).Methods A total of 150 patients with primary HCC underwent elective surgical treatment were enrolled as the HCC group,while 150 healthy controls during the same period were enrolled as the control group.Before surgery,the levels of peripheral blood CD3+,CD4+and CD8+were detected by flow cytometry,and CD4+/CD8+was calculated.The levels of IgA,IgG and IgM in peripheral blood were detected by immunoturbidimetry.The pathological characteristics of HCC patients were collected,and the differences of preoperative immune indexes in patients with different pathological characteristics were compared.The receiver operating curve(ROC)was used to evaluate the predictive value of immune indicators for pathological characteristics.Results The levels of CD3+,CD4+and CD4+/CD8+were lower in the HCC group than those in the control group,while levels of CD8+,IgA,IgG and IgM were higher in the HCC group than those in the control group(P<0.05).The levels of CD3+,CD4+and CD4+/CD8+were lower in patients with lymph node metastasis than those of patients with distant lymph non-metastasis(P<0.05).The levels of CD8+,IgA,IgG and IgM were higher in patients with lymph node metastasis than those of patients without metastasis(P<0.05).The results of receiver operating characteristic(ROC)curves showed that area under the curve(AUC)values of CD3+,CD4+,CD8+,CD4+/CD8+,IgA,IgG,and IgM for predicting lymph node metastasis in HCC patients were 0.810,0.741,0.770,0.707,0.756,0.738 and 0.727.Conclusion There are abnormal changes of preoperative T lymphocyte immunity and humoral immunity in patients with primary HCC,which are closely related to lymph node metastasis.
8.Exploring the immuno-inflammatory regulatory effects of the Qing Gan San Jie Xiao Ying Formula(QGSJXYF)on Hashimoto's thyroiditis based on thyroid cell-derived exosomes
Si-miao YAO ; Shuo QI ; Xiao-ning SUN ; Xin-ai LI ; Hui-long LI ; Zhi-guo DING
Chinese Journal of Current Advances in General Surgery 2025;28(4):253-258
Objective:To investigate the immuno-inflammatory regulatory effects of the Qing Gan San Jie Xiao Ying Formula(QGSJXYF)on Hashimoto's thyroiditis(HT)by modulating thyroid cell-derived exosomes to provide experi-mental evidence for its immunomodulatory mechanisms.Methods:Nthy-ori-3-1 thyroid cells were treated with QGSJXYF-medicated serum,with untreated cells serving as controls.Exosomes from both groups were extracted and analyzed using nanoparticle tracking analysis(NTA),transmission electron microscopy(TEM),and Western blot to assess concentration,size distribution,morphology,and the expression of characteristic exosomal markers.An inflammatory model of human T lymphocytes(H9)was established and co-incubated with normal exosomes(EXO-C group)or QGSJXYF-treated exosomes(EXO-T group).The levels of inflammatory cytokines in H9 cells were measured using Western blot(WB)and ELISA.Results:Exosome characterization showed that the particle concentration of Nthy-ori-3-1 cell-derived exosomes in both the control and QGSJXYF groups ranged from 1×109 to 1×1011/mL,with particle diameters between 80~300 nm.The exosomes exhibited a typical spherical or cup-shaped morphology with positive expression of TSG101,CD63,and HSP70.Compared with the inflammation model group and the EXO-C group,the EXO-T group significantly reduced the intracellular expression of IL-17A protein in H9 cells(P<0.05)and suppressed IL-17 and IL-6 levels in the cell supernatant(P<0.01).Conclusion:QGSJXYF may exert its anti-inflammatory and thyroid-protective effects by modulating the functional state of thyroid cell-derived exosomes,regulating the inflamma-tory microenvironment,and inhibiting the expression of inflammatory cytokines associated with Hashimoto's thyroiditis.
9.Exploring the immuno-inflammatory regulatory effects of the Qing Gan San Jie Xiao Ying Formula(QGSJXYF)on Hashimoto's thyroiditis based on thyroid cell-derived exosomes
Si-miao YAO ; Shuo QI ; Xiao-ning SUN ; Xin-ai LI ; Hui-long LI ; Zhi-guo DING
Chinese Journal of Current Advances in General Surgery 2025;28(4):253-258
Objective:To investigate the immuno-inflammatory regulatory effects of the Qing Gan San Jie Xiao Ying Formula(QGSJXYF)on Hashimoto's thyroiditis(HT)by modulating thyroid cell-derived exosomes to provide experi-mental evidence for its immunomodulatory mechanisms.Methods:Nthy-ori-3-1 thyroid cells were treated with QGSJXYF-medicated serum,with untreated cells serving as controls.Exosomes from both groups were extracted and analyzed using nanoparticle tracking analysis(NTA),transmission electron microscopy(TEM),and Western blot to assess concentration,size distribution,morphology,and the expression of characteristic exosomal markers.An inflammatory model of human T lymphocytes(H9)was established and co-incubated with normal exosomes(EXO-C group)or QGSJXYF-treated exosomes(EXO-T group).The levels of inflammatory cytokines in H9 cells were measured using Western blot(WB)and ELISA.Results:Exosome characterization showed that the particle concentration of Nthy-ori-3-1 cell-derived exosomes in both the control and QGSJXYF groups ranged from 1×109 to 1×1011/mL,with particle diameters between 80~300 nm.The exosomes exhibited a typical spherical or cup-shaped morphology with positive expression of TSG101,CD63,and HSP70.Compared with the inflammation model group and the EXO-C group,the EXO-T group significantly reduced the intracellular expression of IL-17A protein in H9 cells(P<0.05)and suppressed IL-17 and IL-6 levels in the cell supernatant(P<0.01).Conclusion:QGSJXYF may exert its anti-inflammatory and thyroid-protective effects by modulating the functional state of thyroid cell-derived exosomes,regulating the inflamma-tory microenvironment,and inhibiting the expression of inflammatory cytokines associated with Hashimoto's thyroiditis.
10.Research progress in immunotherapy for Graves′ disease
Shuo DONG ; Fanrui DING ; Qian XING
Chinese Journal of Endocrinology and Metabolism 2025;41(10):872-877
Graves′ disease is an autoimmune disorder that can affect the thyroid gland, eyes, and skin. Its pathogenesis involves an imbalance in the immune response, leading to the production of IgG antibodies that stimulate thyroid stimulating hormone receptors on thyroid cells, resulting in increased synthesis and secretion of thyroid hormones. Although traditional treatments have shown certain efficacy, they still have limitations. Given the current understanding of the pathophysiology and immunobiology of Graves′ disease, several novel treatment strategies have emerged, including biological agents, small molecular peptides, immunomodulators, and specific antibodies. These advancements provide additional therapeutic options for the treatment of Graves′ disease.

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