1.Application of machine learning in predicting perineural invasion of invasive breast cancer based on MRI imaging features
Jiayu YIN ; Yixin LU ; Xianting LUO ; Liangsen LIU ; Danke SU
Journal of Practical Radiology 2025;41(5):771-774
Objective To explore the diagnostic efficacy of machine learning in predicting perineural invasion(PNI)of invasive breast cancer based on MRI imaging features of breast cancer.Methods The data of 294 patients with invasive breast cancer confirmed by surgical pathology were retrospectively analyzed,and the patients were randomly divided into training set(205 cases,PNI 77 cases)and validation set(89 cases,PNI 33 cases)at a ratio of 7∶3.10 machine learning models were constructed by selecting training set clinical and radiographic features using single factor logistic regression.The area under the curve(AUC),accuracy(ACC),sensitivity(SE),specificity(SP),positive predictive value(PPV),and negative predictive value(NPV)were used to evaluate the predictive effi-cacy of different models for PNI,and the best model was determined.SHapley Additive exPlanation(SHAP)was used to visuaize the diagnosis process of the model.Results In the validation set,the multi-layer perceptron(MLP)model performed best,with AUC,ACC,SE,SP,PPV,and NPV of 0.91,0.89,0.79,0.95,0.90,and 0.88,respectively.Conclusion The model of MRI imaging fea-tures of breast cancer constructed by MLP machine learning model can effectively predict the preoperative PNI of invasive breast cancer.
2.Induction of tumor immunogenic cell death by low-temperature plasma
Xiangni WANG ; Jinren LIU ; Yixin CUI ; Jiajia LU ; Zhirou HE ; Yulin XU ; Rongrong LI ; Xingmin SHI ; Xili WU
Journal of Xi'an Jiaotong University(Medical Sciences) 2025;46(1):20-27
Objective To compare the induction effects of direct treatment with low-temperature plasma(LTP)and treatment with plasma-activated medium(PAM)on immunogenic cell death(ICD)of melanoma cells.Methods After direct treatment of melanoma cell line B16F10 with LTP and treatment of it with PAM for 24 hours,cell viability was detected by MTT assay.Flow cytometry was used to detect cell apoptosis and the expression of calreticulin(CRT)on the cell surface.The adenosine triphosphate(ATP)content in the culture medium was detected by an ATP detection kit.The content of high-mobility group box 1(HMGB1)in the cell culture medium was detected by ELISA.B16F10 cells treated with LTP were co-cultured with immature dendritic cells(DC)DC2.4 cell line,and flow cytometry was used to detect DC surface molecules CD80 and CD86.Results Compared with the control group,both direct treatment and indirect treatment could lead to a decrease in the viability of B16F10 cells,an increase in the apoptosis rate,an increase in intracellular ROS,an increase in CRT expression,and an increase in the secretion of ATP and HMGB1(P<0.05).At the same treatment time,the expression of CRT and the release of ATP in B16F10 cells directly treated with LTP were higher than those indirectly treated with PAM(P<0.05).Compared with the DC2.4 group,the expression proportion of the DC cell maturation marker molecule CD80 was significantly increased in LTP-120s group,LTP-180s group,PAM-120s group,and PAM-180s group.The expression proportion of the DC cell maturation marker molecule CD86 was significantly increased in LTP-120s group,LTP-180s group,and PAM-180s group,and the difference was statistically significant(P<0.05).Conclusion Both direct treatment with LTP and indirect treatment with PAM can induce ICD in melanoma cells.The direct treatment with LTP has a better induction effect.
3.Short-term outcome study on cervical deep lymph node-venous anastomosis technique in the treatment of Alzheimer’s disease
Cheng GAN ; Zhengdong KONG ; Xiaoye RAN ; Shudong QIAO ; Yixin ZHANG ; Lu YUE ; Yingjie WANG ; Hui BI ; Dong YANG ; Hongtong MA ; Yuan CHEN ; Hongli CHAI ; Ying JIA ; Chenhao MA ; Zixiang CHEN ; Ke LI ; Miao WANG ; Liguo XUE ; Siwen ZHAO ; Ke WEN ; Lin YIN ; Bo DING ; Shan ZHU ; Yuanbo LIU ; Mengqing ZANG
Chinese Journal of Plastic Surgery 2025;41(2):130-143
Objective:To explore the short-term clinical effects of deep cervical lymph node-venous anastomosis in the treatment of Alzheimer’s disease (AD).Methods:A prospective exploratory study was conducted on the treatment of AD patients using the cervical deep lymph node-venous anastomosis technique in Scar and Wound Treatment Department, Plastic Surgery Hospital, Chinese Academy of Medical Sciences, from September to October 2024. The patients underwent high-frequency ultrasound to locate deep cervical lymph nodes and the external jugular vein. Under general anesthesia, bilateral deep cervical lymph node-venous anastomoses were performed. Indocyanine green (ICG) lymphography was conducted via subcutaneous injection behind the ear to visualize lymph nodes in levels Ⅱ and Ⅲ. After making a skin incision along the posterior margin of the sternocleidomastoid muscle, the external jugular vein, internal jugular veins, and associated lymph nodes were exposed. Adjacent veins were selected for anastomosis of lymph node. Using microsurgical techniques, end-to-side or end-to-end anastomosis was completed for lymph nodes in levels Ⅱ and Ⅲ. Preoperative assessments included the mini-mental state examination (MMSE, a higher score indicates better cognitive function), Alzheimer’s disease assessment scale-cognitive subscale (ADAS-Cog, a higher score indicates greater impairment of cognitive function), Alzheimer’s disease cooperative study scale for activities of daily living (ADCS-ADL, a higher score indicates better ability to perform daily activity), and neuropsychiatric inventory (NPI, a higher score indicates more severe behavioral and emotional symptom). Postoperative follow-up included the same scales to observe changes in cognitive function, activities of daily living, and emotional communication.Results:Four patients (1 male, 3 females, aged 58-79 years) with AD were included. All were diagnosed based on cerebrospinal fluid biomarkers. All patients successfully underwent bilateral deep cervical lymph node-venous anastomoses. On average, 4.3 (2-7 per person) anastomoses were performed per patient. Surgical procedures lasted an average of 6.5 h (5.5-8.5 h) with minimal blood loss (less than 50 ml). Patients resumed normal activity within 6 hours postoperatively and were discharged after an average of 4.1 d (3.5-5.0 d). Postoperative complications included one case each of aspiration pneumonia, lower limb venous thrombosis, and transient delirium, all of whom resolved without long-term effects. Clinical symptoms, including memory decline, mood swings, and anxiety, showed varying degrees of improvement. Patients reported enhanced quality of life, emotional stability, and social engagement, confirming the procedure’s safety and potential cognitive benefits. At one month postoperatively, the MMSE scores of the four patients increased by an average of 0.8 points compared to preoperative levels. Additionally, the two patients who completed the ADAS-Cog assessments showed a decrease in their scores (reduced by 1.0 points and 11.3 points, respectively, compared to preoperative scores), indicating a certain degree of improvement in cognitive function during this period. The ADCS-ADL and NPI scores of four patients varied significantly, without showing any clear pattern.Conclusion:Lymphovenous anastomosis of the deep cervical lymph node-venous anastomosis may provide a new surgical intervention approach for AD, but further large-scale studies and long-term follow-up are needed to validate its safety and effectiveness.
4.Analysis on research trends and hotspots of TCM papers in high impact factor journals from 2014 to 2024
Yalei ZHANG ; Yuejing CHEN ; Yile LU ; Yixin SHI ; Zhenmin LI ; Qiuwen FAN ; Yunhui SHEN ; Xinyang SONG ; Lili XU
International Journal of Traditional Chinese Medicine 2025;47(11):1595-1601
Objective:To understand trends and hotspots of TCM research papers published in journals with high IF basing on a bibliometric analysis.Methods:TCM research papers published between January 1, 2014 and December 31, 2024 from 80 journals with IF higher than 16.0 were retrieved from medical, life sciences and comprehensive journals in Journal Citation Reports of 2024. CiteSpace 6.3.R1 and Excel 2021 were used to analyze and visualize annual publication volume, research fields, features of clinical study, institutes, funds and keywords.Results:A total of 51 papers were included, showing an increasing trend in annual publication volume; the main research areas were pharmacology, acupuncture&moxibustion and internal medicine. Multi-center randomized controlled trials were the main clinical studies; China Academy of Chinese Medical Sciences was the leading institute in terms of publication volume; 84 funds were involved, including National Natural Science Foundation of China. Keywords that appeared most frequently were TCM, efficacy, double blind, electroacupuncture, stimulation and management.Conclusion:The number and quality of TCM research papers are improved simultaneously; future research needs to deepen international cooperation, and pay attention to the integration of TCM diagnosis and treatment characteristics and modern scientific research methods.
5.Crosstalk between astrocytes and T cells in neuroinflammation based on blood-brain barrier breakdown
Yuhan LIU ; Yixin ZHANG ; Yine SONG ; Lu LIU
Chinese Journal of Immunology 2025;41(10):2521-2529
Neuroinflammation refers to a widespread immune response within central nervous system.T lymphocytes,as main effector cells in cellular immunity,regulate activity of astrocytes through cytokines secretion by various subgroups and participate in pathological process of neuroinflammation.Astrocytes are the most abundant glial cells in central nervous system.Astrocytes activated by T lymphocytes produce pro-inflammatory cytokines and other inflammatory mediators,alter structure of tight junction,contribute to breakdown of blood-brain barrier,and provide conditions for immune cells to migrate to central nervous system.This review is based on integrity of blood-brain barrier and briefly explores crosstalk mechanism between astrocytes and T lymphocytes in neuroinflammatory diseases,including Alzheimer's disease,multiple sclerosis,amyotrophic lateral sclerosis,viral encephalitis and migraine,in order to provide new potential biomarkers and directions for treatment of neuroinflammatory diseases.
6.Mechanism by which Tongan Decoction regulates synovial macrophage polarization in rats with knee osteoarthritis
Yixin CHEN ; Yan LU ; Xuan ZHANG ; Xiaoli CHEN ; Liangyuan TAN ; Zhangjie XU ; Wanglong CHEN ; Shaoting SU ; Jiyao LIANG ; Honghai ZHOU
Chinese Journal of Tissue Engineering Research 2025;29(26):5621-5631
BACKGROUND:Developed by the esteemed Chinese medicine master Wei Guikang,Tongan Decoction has proven highly effective in treating knee osteoarthritis.However,the mechanism of action is yet unclear.OBJECTIVE:To elucidate how Tongan Decoction modulates synovial macrophage polarization as a therapeutic strategy for knee osteoarthritis in a rat model.METHODS:(1)We employed high-throughput microRNA sequencing and polymerase chain reaction to analyze the differentially expressed miRNA in synovial macrophages of normal and knee osteoarthritis rats.Predicted target genes of miR-27a were identified using bioinformatics databases,with subsequent validation through luciferase assays.A total of 68 Sprague-Dawley rats were randomly divided into normal control group(n=16),model group(n=16),miR-27a overexpression group(n=12),Tongan Decoction group(n=12),and Tongan Decoction+miR-27a inhibition group(n=12).The miR-27a overexpression group and the Tongan Decoction+miR-27a inhibition group were injected with miR-27a mimic and miR-27a inhibitor in the right knee joint cavity,respectively,once daily for 5 continuous days.On the 15th day after modeling,the Tongan Decoction group and the Tongan Decoction+miR-27a inhibition group were given Tongan Decoction by gastric lavage,and the other three groups were given saline by gastric lavage,once daily for 14 continuous days.After administration,behavioral tests,X-rays,hematoxylin-eosin staining of synovial and cartilage tissues of the knee joint and immunofluorescence staining of synovial tissues of the knee joint,RT-PCR,and Western blot were performed.RESULTS AND CONCLUSION:High-throughput sequencing of miRNA showed low expression of miR-27a in synovial tissues of rats with knee osteoarthritis.The target gene of miR-27a was nuclear factor κB,and luciferase assay showed that the two could bind to each other.Behavioral assays showed that miR-27a overexpression or Tongan Decoction alleviated joint dysfunction in rats with knee osteoarthritis,and miR-27a inhibition antagonized the effect of Tongan Decoction.X-ray films and hematoxylin-eosin staining showed that miR-27a overexpression or Tongan Decoction reduced the degree of knee osteoarthritis and miR-27a inhibition weakened the therapeutic effect of Tongan Decoction.The results of RT-PCR and western blot assay showed that compared with the normal control group,the expression of interleukin 10 was reduced in the model group(P<0.05),and the expression of matrix metalloproteinase 13,interleukin 1β,and nuclear factor κB was elevated in the model group(P<0.05).miR-27a overexpression or Tongan Decoction could differently reverse the changes in the above-mentioned indexes,while miR-27a inhibition weakened the effect of Tongan Decoction.Immunofluorescence staining results showed that CD86 protein expression in the model group was higher than that in the normal control group(P<0.05),and CD206 protein expression was lower than that in the normal control group(P<0.05);miR-27a overexpression group and Tongan Decoction had lower CD86 protein expression than that in the model group(P<0.05),and higher CD206 protein expression than that in the model group(P<0.05);in the Tongan Decoction+miR-27a inhibition group,CD86 protein expression was higher(P<0.05)and CD206 protein expression was lower than that in the Tongan Decoction group(P<0.05).Tongan Decoction mitigates knee osteoarthritis by upregulating miR-27a expression and suppressing nuclear factor κB activity,which improves knee joint function and further treats knee osteoarthritis.
7.Crosstalk between astrocytes and T cells in neuroinflammation based on blood-brain barrier breakdown
Yuhan LIU ; Yixin ZHANG ; Yine SONG ; Lu LIU
Chinese Journal of Immunology 2025;41(10):2521-2529
Neuroinflammation refers to a widespread immune response within central nervous system.T lymphocytes,as main effector cells in cellular immunity,regulate activity of astrocytes through cytokines secretion by various subgroups and participate in pathological process of neuroinflammation.Astrocytes are the most abundant glial cells in central nervous system.Astrocytes activated by T lymphocytes produce pro-inflammatory cytokines and other inflammatory mediators,alter structure of tight junction,contribute to breakdown of blood-brain barrier,and provide conditions for immune cells to migrate to central nervous system.This review is based on integrity of blood-brain barrier and briefly explores crosstalk mechanism between astrocytes and T lymphocytes in neuroinflammatory diseases,including Alzheimer's disease,multiple sclerosis,amyotrophic lateral sclerosis,viral encephalitis and migraine,in order to provide new potential biomarkers and directions for treatment of neuroinflammatory diseases.
8.Mechanism by which Tongan Decoction regulates synovial macrophage polarization in rats with knee osteoarthritis
Yixin CHEN ; Yan LU ; Xuan ZHANG ; Xiaoli CHEN ; Liangyuan TAN ; Zhangjie XU ; Wanglong CHEN ; Shaoting SU ; Jiyao LIANG ; Honghai ZHOU
Chinese Journal of Tissue Engineering Research 2025;29(26):5621-5631
BACKGROUND:Developed by the esteemed Chinese medicine master Wei Guikang,Tongan Decoction has proven highly effective in treating knee osteoarthritis.However,the mechanism of action is yet unclear.OBJECTIVE:To elucidate how Tongan Decoction modulates synovial macrophage polarization as a therapeutic strategy for knee osteoarthritis in a rat model.METHODS:(1)We employed high-throughput microRNA sequencing and polymerase chain reaction to analyze the differentially expressed miRNA in synovial macrophages of normal and knee osteoarthritis rats.Predicted target genes of miR-27a were identified using bioinformatics databases,with subsequent validation through luciferase assays.A total of 68 Sprague-Dawley rats were randomly divided into normal control group(n=16),model group(n=16),miR-27a overexpression group(n=12),Tongan Decoction group(n=12),and Tongan Decoction+miR-27a inhibition group(n=12).The miR-27a overexpression group and the Tongan Decoction+miR-27a inhibition group were injected with miR-27a mimic and miR-27a inhibitor in the right knee joint cavity,respectively,once daily for 5 continuous days.On the 15th day after modeling,the Tongan Decoction group and the Tongan Decoction+miR-27a inhibition group were given Tongan Decoction by gastric lavage,and the other three groups were given saline by gastric lavage,once daily for 14 continuous days.After administration,behavioral tests,X-rays,hematoxylin-eosin staining of synovial and cartilage tissues of the knee joint and immunofluorescence staining of synovial tissues of the knee joint,RT-PCR,and Western blot were performed.RESULTS AND CONCLUSION:High-throughput sequencing of miRNA showed low expression of miR-27a in synovial tissues of rats with knee osteoarthritis.The target gene of miR-27a was nuclear factor κB,and luciferase assay showed that the two could bind to each other.Behavioral assays showed that miR-27a overexpression or Tongan Decoction alleviated joint dysfunction in rats with knee osteoarthritis,and miR-27a inhibition antagonized the effect of Tongan Decoction.X-ray films and hematoxylin-eosin staining showed that miR-27a overexpression or Tongan Decoction reduced the degree of knee osteoarthritis and miR-27a inhibition weakened the therapeutic effect of Tongan Decoction.The results of RT-PCR and western blot assay showed that compared with the normal control group,the expression of interleukin 10 was reduced in the model group(P<0.05),and the expression of matrix metalloproteinase 13,interleukin 1β,and nuclear factor κB was elevated in the model group(P<0.05).miR-27a overexpression or Tongan Decoction could differently reverse the changes in the above-mentioned indexes,while miR-27a inhibition weakened the effect of Tongan Decoction.Immunofluorescence staining results showed that CD86 protein expression in the model group was higher than that in the normal control group(P<0.05),and CD206 protein expression was lower than that in the normal control group(P<0.05);miR-27a overexpression group and Tongan Decoction had lower CD86 protein expression than that in the model group(P<0.05),and higher CD206 protein expression than that in the model group(P<0.05);in the Tongan Decoction+miR-27a inhibition group,CD86 protein expression was higher(P<0.05)and CD206 protein expression was lower than that in the Tongan Decoction group(P<0.05).Tongan Decoction mitigates knee osteoarthritis by upregulating miR-27a expression and suppressing nuclear factor κB activity,which improves knee joint function and further treats knee osteoarthritis.
9.Application of machine learning in predicting perineural invasion of invasive breast cancer based on MRI imaging features
Jiayu YIN ; Yixin LU ; Xianting LUO ; Liangsen LIU ; Danke SU
Journal of Practical Radiology 2025;41(5):771-774
Objective To explore the diagnostic efficacy of machine learning in predicting perineural invasion(PNI)of invasive breast cancer based on MRI imaging features of breast cancer.Methods The data of 294 patients with invasive breast cancer confirmed by surgical pathology were retrospectively analyzed,and the patients were randomly divided into training set(205 cases,PNI 77 cases)and validation set(89 cases,PNI 33 cases)at a ratio of 7∶3.10 machine learning models were constructed by selecting training set clinical and radiographic features using single factor logistic regression.The area under the curve(AUC),accuracy(ACC),sensitivity(SE),specificity(SP),positive predictive value(PPV),and negative predictive value(NPV)were used to evaluate the predictive effi-cacy of different models for PNI,and the best model was determined.SHapley Additive exPlanation(SHAP)was used to visuaize the diagnosis process of the model.Results In the validation set,the multi-layer perceptron(MLP)model performed best,with AUC,ACC,SE,SP,PPV,and NPV of 0.91,0.89,0.79,0.95,0.90,and 0.88,respectively.Conclusion The model of MRI imaging fea-tures of breast cancer constructed by MLP machine learning model can effectively predict the preoperative PNI of invasive breast cancer.
10.Induction of tumor immunogenic cell death by low-temperature plasma
Xiangni WANG ; Jinren LIU ; Yixin CUI ; Jiajia LU ; Zhirou HE ; Yulin XU ; Rongrong LI ; Xingmin SHI ; Xili WU
Journal of Xi'an Jiaotong University(Medical Sciences) 2025;46(1):20-27
Objective To compare the induction effects of direct treatment with low-temperature plasma(LTP)and treatment with plasma-activated medium(PAM)on immunogenic cell death(ICD)of melanoma cells.Methods After direct treatment of melanoma cell line B16F10 with LTP and treatment of it with PAM for 24 hours,cell viability was detected by MTT assay.Flow cytometry was used to detect cell apoptosis and the expression of calreticulin(CRT)on the cell surface.The adenosine triphosphate(ATP)content in the culture medium was detected by an ATP detection kit.The content of high-mobility group box 1(HMGB1)in the cell culture medium was detected by ELISA.B16F10 cells treated with LTP were co-cultured with immature dendritic cells(DC)DC2.4 cell line,and flow cytometry was used to detect DC surface molecules CD80 and CD86.Results Compared with the control group,both direct treatment and indirect treatment could lead to a decrease in the viability of B16F10 cells,an increase in the apoptosis rate,an increase in intracellular ROS,an increase in CRT expression,and an increase in the secretion of ATP and HMGB1(P<0.05).At the same treatment time,the expression of CRT and the release of ATP in B16F10 cells directly treated with LTP were higher than those indirectly treated with PAM(P<0.05).Compared with the DC2.4 group,the expression proportion of the DC cell maturation marker molecule CD80 was significantly increased in LTP-120s group,LTP-180s group,PAM-120s group,and PAM-180s group.The expression proportion of the DC cell maturation marker molecule CD86 was significantly increased in LTP-120s group,LTP-180s group,and PAM-180s group,and the difference was statistically significant(P<0.05).Conclusion Both direct treatment with LTP and indirect treatment with PAM can induce ICD in melanoma cells.The direct treatment with LTP has a better induction effect.

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