1.Regulatory Pathways of Cell Apoptosis in Diabetic Kidney Disease and Intervention by Traditional Chinese Medicine: A Review
Yunjie YANG ; Mingqian JIANG ; Chen QIU ; Yaqing RUAN ; Senlin CHEN ; Wenxin HUANG ; Hangbin ZHENG ; Yi WEI ; Pengfei LI ; Xueqin LIN ; Jing WU ; Shiwei RUAN ; Jianting WANG ; Yuliang QIU
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(9):294-306
Diabetic kidney disease(DKD) is a chronic kidney structural and functional disorder caused by diabetes. With the global prevalence of diabetes continuing to rise, DKD has gradually become a major cause of chronic kidney disease and end-stage renal disease(ESRD), posing a serious threat to patients' quality of life and long-term health outcomes. Studies have shown that apoptosis plays a pivotal role in the development and progression of DKD, with its mechanisms involving abnormal activation of multiple signaling pathways such as Toll-like receptor 4(TLR4)/nuclear transcription factor-κB(NF-κB)/B-cell lymphoma-2(Bcl-2)/cysteinyl aspartate-specific proteinase(Caspase)-3, protein kinase R-like endoplasmic reticulum kinase(PERK)/eukaryotic initiation factor 2α(eIF2α)/activating transcript factor 4(ATF4)/CCAAT enhancer-binding protein homologous protein(CHOP), phosphatidylinositol 3-kinase(PI3K)/protein kinase B(Akt)/glycogen synthase kinase-3β(GSK-3β), Janus kinase 2(JAK2)/signal transducer and activator of transcription 3(STAT3), adenosine monophosphate-activated protein kinase(AMPK)/mammalian target of rapamycin(mTOR) and silent information regulator 1(SIRT1)/tumor suppressor protein 53(p53), thereby accelerating renal pathological damage in DKD. Extensive evidence-based medical studies have confirmed that traditional Chinese medicine(TCM), leveraging its unique therapeutic advantages of multi-target, multi-component and multi-pathway approaches, has demonstrated remarkable efficacy and favorable safety profiles in treating DKD. Recent studies have demonstrated that active components of TCM can specifically target and modulate key effectors in apoptotic signaling pathways. Meanwhile, traditional compound formulations exert synergistic effects through multiple approaches such as replenishing deficiency and activating blood circulation, detoxifying and dredging collaterals, tonifying kidney essence, and removing stasis and purging turbidity, thereby comprehensively regulating critical pathological processes including endoplasmic reticulum stress and mitochondrial apoptosis pathways. This combined therapeutic approach of molecular targeting and holistic regulation provides novel strategies for delaying the progression of DKD. Based on this, this paper provides an in-depth analysis of key apoptotic signaling pathways and their regulatory mechanisms, while systematically summarizing recent research advances regarding the therapeutic effects of TCM active components, compound formulations, and proprietary Chinese medicines on DKD through modulation of these pathways, with particular emphasis on their underlying molecular mechanisms. These findings not only elucidate the modern scientific connotation and theoretical basis of TCM in treating DKD but also establish a solid theoretical and practical foundation for promoting the wider clinical application and further research of TCM in the field of DKD treatment.
2.SRSF7 promotes pulmonary fibrosis through regulating PKM alternative splicing in lung fibroblasts.
Tongzhu JIN ; Huiying GAO ; Yuquan WANG ; Zhiwei NING ; Danyang BING ; Yan WANG ; Yi CHEN ; Xiaomu TIAN ; Qiudi LIU ; Zhihui NIU ; Jiayu GUO ; Jian SUN ; Ruoxuan YANG ; Qianqian WANG ; Shifen LI ; Tianyu LI ; Yuhong ZHOU ; Wenxin HE ; Yanjie LU ; Yunyan GU ; Haihai LIANG
Acta Pharmaceutica Sinica B 2025;15(6):3041-3058
Idiopathic pulmonary fibrosis (IPF), a chronic interstitial lung disease, is characterized by aberrant wound healing, excessive scarring and the formation of myofibroblastic foci. Although the role of alternative splicing (AS) in the pathogenesis of organ fibrosis has garnered increasing attention, its specific contribution to pulmonary fibrosis remains incompletely understood. In this study, we identified an up-regulation of serine/arginine-rich splicing factor 7 (SRSF7) in lung fibroblasts derived from IPF patients and a bleomycin (BLM)-induced mouse model, and further characterized its functional role in both human fetal lung fibroblasts and mice. We demonstrated that enhanced expression of Srsf7 in mice spontaneously induced alveolar collagen accumulation. Mechanistically, we investigated alternative splicing events and revealed that SRSF7 modulates the alternative splicing of pyruvate kinase (PKM), leading to metabolic dysregulation and fibroblast activation. In vivo studies showed that fibroblast-specific knockout of Srsf7 in conditional knockout mice conferred resistance to bleomycin-induced pulmonary fibrosis. Importantly, through drug screening, we identified lomitapide as a novel modulator of SRSF7, which effectively mitigated experimental pulmonary fibrosis. Collectively, our findings elucidate a molecular pathway by which SRSF7 drives fibroblast metabolic dysregulation and propose a potential therapeutic strategy for pulmonary fibrosis.
3.An anti-complement homogeneous polysaccharide from Houttuynia cordata ameliorates acute pneumonia with H1N1 and MRSA coinfection through rectifying Treg/Th17 imbalance in the gut-lung axis and NLRP3 inflammasome activation.
Xinxing LI ; Wenxin DING ; Yan LU ; Haiyan ZHU ; Weilian BAO ; Yang LIU ; Jiaren LYU ; Lishuang ZHOU ; Hong LI ; Jiyang LI ; Daofeng CHEN
Acta Pharmaceutica Sinica B 2025;15(6):3073-3091
The coinfection of respiratory viruses and bacteria is a major cause of morbidity and mortality worldwide, despite the development of vaccines and powerful antibiotics. As a macromolecule that is difficult to absorb in the gastrointestinal tract, a homogeneous polysaccharide from Houttuynia cordata (HCPM) has been reported to exhibit anti-complement properties and alleviate influenza A virus (H1N1)-induced lung injury; however, the effects of HCPM without in vitro antiviral and antibacterial activities on more complicated pulmonary diseases resulting from viral-bacterial coinfection remains unclear. This study established a representative coinfection murine pneumonia model infected with H1N1 (0.2 LD50) and methicillin-resistant Staphylococcus aureus (MRSA, 107 CFU). HCPM significantly improved survival rate and weight loss, and ameliorated gut-lung damage and inflammatory cytokine production. Interestingly, the therapeutic effect of HCPM on intestinal damage preceded that in the lungs. Mechanistically, HCPM inhibited the overactivation of the intestinal complement (C3a and C5a) and suppressed the activation of the NLR family pyrin domain-containing 3 (NLRP3) pathway, which contributes to the regulation of the Treg/Th17 cell balance in the gut-lung axis. The results indicate the beneficial effects of an anti-complement polysaccharide against viral-bacterial coinfection pneumonia by modulating crosstalk between multiple immune regulatory networks.
4.The Icarian flight of antibody-drug conjugates: target selection amidst complexity and tackling adverse impacts.
Han LIU ; Hongye ZENG ; Xiaojing QIN ; Wenjing NING ; Lin XU ; Shiting YANG ; Xue LIU ; Wenxin LUO ; Ningshao XIA
Protein & Cell 2025;16(7):532-556
Antibody-drug conjugates (ADCs) represent a promising class of targeted cancer therapeutics that combine the specificity of monoclonal antibodies with the potency of cytotoxic payloads. Despite their therapeutic potential, the use of ADCs faces significant challenges, including off/on-target toxicity and resistance development. This review examines the current landscape of ADC development, focusing on the critical aspects of target selection and antibody engineering. We discuss strategies to increase ADC efficacy and safety, including multitarget approaches, pH-dependent antibodies, and masked peptide technologies. The importance of comprehensive antigen expression profiling in both tumor and normal tissues is emphasized, highlighting the role of advanced technologies, such as single-cell sequencing and artificial intelligence, in optimizing target selection. Furthermore, we explore combination therapies and innovations in linker‒payload chemistry, which may provide approaches for expanding the therapeutic window of ADCs. These advances pave the way for the development of more precise and effective cancer treatments, potentially extending ADC applications beyond oncology.
Humans
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Immunoconjugates/adverse effects*
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Neoplasms/immunology*
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Animals
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Antibodies, Monoclonal/therapeutic use*
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Antineoplastic Agents/therapeutic use*
5.Association of dining locations with nutritional status among Chinese children aged 6-17 years
Chinese Journal of School Health 2025;46(5):642-646
Objective:
To analyze the association of eating dining locations and their association with nutritional status among Chinese children aged 6-17 years,so as to provide reference for guiding children s reasonable diet.
Methods:
Stratified random cluster sampling was used to select children aged 6 to 17 years from 28 cities and rural areas of 14 provinces in East, North, Central, South, Southwest, Northwest, Northeast of China, and a total of 52 535 children were included in the study from 2019 to 2021. Information including dining locations, demographic characteristics, dietary intakes and physical activity were collected through a questionnaire survey. Fasting body height and weight were measured in the morning. Unordered multiclass Logistic regression analysis was conducted to assess the relationship between dining locations and nutritional status in children.
Results:
Regarding children s dining locations, 66.3% ate breakfast at home,25.8% ate breakfast at school,7.9% ate breakfast outside (small dining tables, restaurants, stalls, etc.); 67.7% ate dinner at home,29.0% ate dinner at school,3.3% ate dinner outside; and 63.6% ate lunch at school,30.8% ate lunch at home,5.7% ate lunch outside. The prevalence rates of overweight/obesity and undernutrition were 28.6% and 9.3%, respectively. The adjusted multiclass Logistic regression analysis (controlling for age, region, parental education, household income, total energy intake, and moderate-to-vigorous physical activity) demonstrated that, compared to eating at home, school based breakfast and dinner consumption was associated with significantly lower overweight/obesity risks for both genders (boys: breakfast OR =0.70, 95% CI =0.65-0.75; dinner OR =0.80, 95% CI = 0.74- 0.86; girls: breakfast OR = 0.89 , 95% CI = 0.82-0.96; dinner OR =0.88, 95% CI =0.81-0.95), whereas eating lunch away from home significantly increased overweight/obesity risks (boys: OR =1.32, 95% CI =1.17-1.48; girls: OR =1.43, 95% CI =1.26- 1.62 ), with all associations being statistically significant ( P <0.05). After adjusting for confounding factors, boys who ate breakfast away from home showed a significantly reduced risk of undernutrition ( OR =0.80,95% CI =0.66-0.97), while those consuming lunch away from home had an increased risk ( OR =1.26, 95% CI =1.01-1.57) ( P <0.05).
Conclusions
The choice of dining locations for children is becoming more diverse, and a relatively high proportion of children eat meals outside the home and at school. Eating out have a higher risk of malnutrition for children. School feeding may be beneficial to children s physical health.
6.Exploring the mechanism of Xiaoqinglong decoction on endothelial-mesenchymal transition in pulmonary arterial hypertension based on the principle of resolving the exterior and expanding the collaterals'principle
Jinbo ZHANG ; Wenxin ZHANG ; Bingbing FAN ; Zhiyong YANG ; Zhengkun TIAN ; Chunhe WANG
Chinese Journal of Integrated Traditional and Western Medicine in Intensive and Critical Care 2025;32(4):433-443
Objective To analyze the role and mechanism of Xiaoqinglong decoction in alleviating the pathological process of pulmonary arterial hypertension(PAH),and to observe the effect of Xiaoqinglong decoction on endothelial-mesenchymal transition(EMT)in human pulmonary arterial endothelial cell(HPAEC)and the involvement of the Toll-like receptor/nuclear factor-κB/hypoxia-inducible factor-1α(TLR/NF-κB/HIF-1α)pathway in this mechanism.Methods Thirty-six male Sprague Dawley(SD)rats and HPAEC were randomly divided into control group,model group,Xiaoqinglong decoction plus Earthworm group,Bosentan tablet group,dimethyl sulfoxide(DMSO)group,and monophosphoryl lipid A(MPL)group.PAH rat models and HPAEC models were established by hypoxic exposure.The Xiaoqinglong decoction plus Earthworm group received intragastric administration Xiaoqinglong decoction plus Earthworm(5 g·kg-1·d-1)or cultured with 10%corresponding drug serum,the Bosentan group received Bosentan(100 mg·kg-1·d-1)by gavage or cultured with 10%corresponding drug serum,the MPL group received 1 μg MPL,and the DMSO group received an equivalent volume of the DMSO and corn oil mixed solvent as a negative control for the MPL group.The hemodynamic parameters,including mean pulmonary arterial pressure(mPAP),right ventricular systolic pressure(RVSP),and the maximum rate of right ventricular pressure(+dp/dt max),were measured via right heart catheterization.After euthanasia,lung and heart tissues were collected to assess the right ventricular hypertrophy index(RVHI);hematoxylin-eosin(HE)staining was used to observe the degree of right ventricular cardiomyocyte hypertrophy and to calculate the average intima-media thickness(IMT)in small pulmonary arteries;Western blotting was used to detect the protein expression levels of proliferating cell nuclear antigen(PCNA),CD68,TLR4,NF-κB,HIF-1α,vascular endothelial cadherin,and vimentin;cell counting kit-8(CCK-8),Transwell,and scratch assays were used to observe cell proliferation and migration;Enzyme-linked immunosorbent assay(ELISA)was used to measure the levels of interleukins(IL-8,IL-6),tumor necrosis factor-α(TNF-α),endothelin-1(ET-1),and nitric oxide(NO).Results Compared with the model group,the Xiaoqinglong decoction plus Earthworm group showed significant reductions in mPAP,RVSP,RVHI,and IMT in PAH rats[mPAP(mmHg,1 mmHg≈0.133 kPa):22.17±1.94 vs.42.00±4.90,RVSP(mmHg):34.67±3.20 vs.52.83±3.76,RVHI:0.402±0.057 vs.0.822±0.101,IMT:(37.85±2.49)%vs.(62.06±4.52)%,all P<0.05],and a significant increase in+dP/dT max(mmHg/s:2 730.83±137.89 vs.1 718.33±148.36,P<0.05).Western blotting and ELISA results showed that compared with the model group,the Xiaoqinglong decoction plus Earthworm group had significantly lower protein expression of PCNA and CD68 in lung tissue,and levels of inflammatory factors(IL-6,IL-8,TNF-α)in rat serum[lung tissue:PCNA protein expression(PCNA/GAPDH)was 1.56±0.08 vs.2.20±0.26,CD68 protein expression(CD68/GAPDH):1.46±0.09 vs.2.60±0.23;serum:IL-8(ng/L)was 39.67±6.28 vs.149.17±7.49,IL-6(ng/L):81.00±6.63 vs.211.00±25.31,TNF-α(ng/L):213.17±24.86 vs.799.50±43.51,all P<0.05].In vitro experiments,compared with the model group,Xiaoqinglong decoction plus Earthworm inhibited abnormal proliferation(A value:2.052±0.087 vs.2.242±0.057,P<0.05)and migration[number of migrating cells(per field):101.33±12.01 vs.226.67±17.56,P<0.05]of HPAEC,and reversed the EMT process,manifested as upregulation of vascular endothelial cadherin protein expression levels(vascular endothelial cadherin/GAPDH:0.39±0.06 vs.0.12±0.03,P<0.05)and downregulation of vimentin protein expression(vimentin/GAPDH:4.96±0.33 vs.7.89±0.44,P<0.05).Western blotting results indicated that compared with the model group,the protein expression levels of TLR4,the ratio of phosphorylated p65 to total p65,and HIF-1α in both lung tissue and HPAEC were significantly reduced in the Xiaoqinglong decoction plus Earthworm group[lung tissue:TLR4 protein expression(TLR4/GAPDH)was 3.13±0.20 vs.4.38±0.30,p-p65/p65 ratio:7.11±0.81 vs.12.73±1.80,HIF-1α protein expression(HIF-1α/GAPDH):2.37±0.32 vs.4.45±0.34;HPAEC:TLR4 protein expression(TLR4/GAPDH)was 1.42±0.03 vs.2.43±0.05,p-p65/p65 ratio:6.01±1.84 vs.11.28±1.06,HIF-1α protein expression(HIF-1α/GAPDH)was 3.24±0.17 vs.5.50±0.44,all P<0.05],accompanied by upregulated vascular endothelial cadherin protein expression(vascular endothelial cadherin/GAPDH:0.66±0.03 vs.0.49±0.03,P<0.05)and downregulated vimentin protein expression(vimentin/GAPDH:1.81±0.12 vs.2.47±0.10,P<0.05),indicating that Xiaoqinglong decoction plus Earthworm inhibits the EMT process in endothelial cells by suppressing the activation of the TLR/NF-κB/HIF-1α pathway.Experiments with a TLR agonist further confirmed that activation of the TLR pathway reverses the protective effects of Xiaoqinglong decoction plus Earthworm,as shown by the MPL group compared to the DMSO group having significantly increased protein expression of the p-p65/p65 ratio and HIF-1α[p-p65/p65 ratio:2.17±0.35 vs.1.08±0.14,HIF-1α/GAPDH:3.96±0.25 vs.1.03±0.10,both P<0.05],further decreased vascular endothelial cadherin protein expression(vascular endothelial cadherin/GAPDH:0.66±0.04 vs.0.99±0.02,P<0.05),further increased vimentin protein expression(vimentin/GAPDH:1.53±0.12 vs.0.93±0.07,P<0.05),along with enhanced cell migration capacity[number of migrating cells(per field):176.67±17.50 vs.107.00±11.14;cell migration rate in scratch assay:(34.32±2.82)%vs.(22.71±2.49)%,both P<0.05]and increased proliferation activity(48 hours A value:2.156±0.044 vs.1.810±0.088,P<0.05).Conclusions Xiaoqinglong decoction combined with Pheretima not only significantly reduces pulmonary artery pressure,improves cardiac function and mitigates pulmonary vascular fibrosis in PAH rats,but also alleviates pulmonary vascular remodeling by inhibiting inflammatory responses and EMT.It can further decrease the content of ET-1,increase the level of NO,and ameliorate vascular stenosis.This result further indicates that exterior-relieving medicines exert a significant dilating and supporting effect on the narrowed meridians and collaterals.
7.Research progress in adoptive T cell therapy in tumor immunotherapy
Zihan WANG ; Yang SHI ; Yangtao WU ; Wenxin LUO ; Quan YUAN
Chinese Journal of Microbiology and Immunology 2025;45(7):595-604
Activated specific T cells possess the capability to directly recognize and eradicate tumor cells, a process pivotal in the anti-tumor immune response. In recent years, the field of tumor immunotherapy, particularly T cell-based strategies, has seen rapid advancements, resulting in several drugs receiving clinical approval and the initiation of numerous basic research endeavors and clinical trials. Among these strategies, adoptive T cell transfer therapy emerges as a principal focus, encompassing approaches such as chimeric antigen receptor T-cell (CAR-T), T-cell receptor-engineered T cell (TCR-T), tumor-infiltrating lymphocytes (TILs), and cytotoxic T lymphocytes (CTLs) therapies. This review endeavors to encapsulate the global research and development strides made in four categories of adoptive T cell therapies, while also dissecting their individual merits and limitations. The objective is to furnish insights that may bolster the development of tumor immunotherapy pharmacopeia and their efficacious clinical application in cancer treatment.
8.Analysis of clinical characteristics in 116 hospitalized dengue fever patients in Guangzhou area, 2024
Xunxi LAI ; Xujing LIANG ; Li LIU ; Taoyuan LI ; Lu YANG ; Ying TENG ; Yihui HUANG ; Wenxin HONG
Chinese Journal of Infectious Diseases 2025;43(5):257-264
Objective:To analyze the clinical characteristics and prognosis of dengue fever inpatients in Guangzhou area, so that to provide references for clinical diagnosis and treatment.Methods:The demographic data, laboratory findings, clinical manifestations, and outcomes of 116 dengue fever cases admitted to Guangzhou Red Cross Hospital, Jinan University and the First Affiliated Hospital, Jinan University from August 1st to December 21st, 2024 were retrospectively analyzed.Results:Among the 116 patients, 99 cases (85.34%) were classified as non-severe dengue, while 17(14.66%) progressed to severe dengue (SD). The cohort was comprised of 62(53.45%) males and 54(46.55%) females, with an age of 63.5(22.0) years, and the hospitalization duration was 6(4) days, with the fever duration of 6(2) days. Sixty-two patients (53.45%) were complicated with comorbidities, among which hypertension (66.13%(41/62)), diabetes mellitus (25.81%(16/62)) and coronary atherosclerotic heart disease (22.58%(14/62)) accounted for the highest proportion. Primary clinical manifestations included fever (113 cases, 97.41%), with 86.21%(100/116) experiencing fever ≥five days, followed by fatigue (92 cases, 79.31%), myalgia (65 cases, 56.03%), anorexia (56 cases, 48.28%), cough/sputum (55 cases, 47.41%), and headache (54 cases, 46.55%). Early laboratory findings revealed leukopenia (2.22(1.75)×10 9/L], lymphopenia (0.63(0.50)×10 9/L), and thrombocytopenia (77.00(57.00)×10 9/L). Among 17 SD cases, 17 cases experienced severe organ damage, two cases had severe gastrointestinal bleeding, and two cases had septic shock. Among the patients with severe organ damage, there were eight cases of severe cardiac injury, followed by six cases of severe respiratory system injury, four cases of multiple organ dysfunction syndrome, three cases of acute kidney injury, three cases of neurological injury, and three cases of disseminated intravascular coagulation. Severe cardiac injury was manifested with acute heart failure in five cases, malignant arrhythmia in three cases, stress cardiomyopathy in one case, and acute myocardial infarction in one case. Severe respiratory system injuries were manifested with acute respiratory distress syndrome in five cases, severe pneumonia in three cases, and acute pulmonary embolism in one case. Neurological damage was manifested with viral meningitis in one case, acute cerebral infarction in one case, and sensorineural hearing loss in one case. All patients were cured or discharged after symptomatic supportive treatment and active prevention and treatment of complications. Conclusions:In 2024, dengue fever inpatients in Guangzhou area predominantly consist of elderly patients, who are complicated with comorbidities and present a high proportion of severe cases. Severe patients are primarily characterized by organ damage, with cardiovascular system injury being the most common severe manifestation. Dengue patients have a good prognosis.
9.Imaging findings of contrast-enhanced ultrasound in diagnosis of solid pseudopapillary tumor of pancreas compared with contrast-enhanced computed tomography
Zebang YANG ; Wenxin WU ; Xiaoer ZHANG ; Tongyi HUANG ; Lin JIANG ; Jiaqian YAO ; Xiaoyan XIE ; Ming XU
Chinese Journal of Ultrasonography 2025;34(3):216-224
Objective:To investigate the diagnostic value of contrast-enhanced ultrasound(CEUS)in solid pseudopapillary tumor of pancreas(SPTP),summarize the CEUS characteristics of SPTP,and to compare its CEUS enhancement with contrast-enhanced computed tomography(CECT).Methods:In this retrospective study,baseline characteristics,basic ultrasound and CEUS images,CECT images of 70 patients diagnosed as SPTP from January 2009 to August 2023 were collected. Images were analyzed for extraction of key features and diagnostic accuracies of both CEUS and CECT were calculated. The relationships between ultrasound features and lesion size of SPTP were analyzed by Point-Biserial correlation analysis and Student t test. The diagnostic accuracy was compared by Mann-Whitney U test. Results:Iso-enhancement(55.7%,39/70)was commonly appeared in the early phase of CEUS for SPTP,while hypo-enhancement(74.3%,52/70)was the most common in the late phase. And the most common enhancement pattern was iso-hypo enhancement(41.4%,29/70). Lesion membrane enhancement(47.1%,33/70),intralesional compartmentalization(28.6%,20/70),and intralesional vessels(25.7%,18/70)were the 3 typical signs found in CEUS for SPTP,which were correlated with lesion size( P<0.001). Differences were found between the enhancement pattern of SPTP in CEUS and CECT,in which the most common enhancement patterns were hypo-hypo enhancement(41.4%,24/58)and iso-iso enhancement(29.3%,17/58)along with progressive enhancement. The diagnostic accuracies of CEUS and CECT were 71.4% and 74.1% respectively without statistically significant difference( P=0.733). Conclusions:CEUS shows high application value in the diagnosis of SPTP,and the accuracy of CEUS is comparable to that of CECT.
10.Ultrasound radiomics based on convolutional neural network for predicting effect of neoadjuvant chemotherapy for breast cancer
Yue YANG ; Xinyan LI ; Wenxin ZHANG ; Fang SUN
Chinese Journal of Medical Imaging Technology 2025;41(3):424-428
Objective To observe the value of ultrasound radiomics based on convolutional neural network(CNN)for predicting effect of neoadjuvant chemotherapy(NAC)for breast cancer.Methods Totally 164 women with breast cancer were retrospectively enrolled and divided into effective group(n=68)and ineffective group(n=96)according to the treatment response,also randomly divided into training set(n=131)and validation set(n=33)at the ratio of 8∶2.Based on ultrasound before NAC,radiomics features of breast cancer were extracted and screened with CNN,radiomics models were constructed with logistic regression(LR),support vector machine(SVM),K-nearest neighbor(KNN),random forest(RF)and multilayer perceptron(MLP),respectively.The best radiomics model was selected,deep learning score(DL-Score)was calculated,and the nomogram was drawn combined with clinical features.Results Among 5 radiomics models,MLP model had the best comprehensive efficacy for predicting effect of NAC for breast cancer,and its sensitivity,specificity and area under the curve(AUC)in training set was 77.78%,92.21%and 0.929,respectively,which in validation set was 78.57%,84.21%and 0.921,respectively.The estrogen or progesterone receptor,human epidermal growth factor receptor 2 and DL-Score were all independent predictors of NAC effect for breast cancer(all P<0.05).The sensitivity,specificity and AUC of nomogram drawn based on the above independent predictors was 83.30%,92.21%and 0.953 in training set,85.71%,94.74%and 0.955 in validation set,respectively.AUC of the nomogram was slightly higher than that of MLP model,but no significant difference was found(both P>0.05).The integrated discrimination improvement index showed that adding clinical features(i.e.the above-mentioned immunohistochemically indicators)could improve the predictive performance of radiomics models(P<0.001).Conclusion Ultrasound radiomics based on CNN could be used to predict effect of NAC for breast cancer.Combining with immunohistochemically indicators might improve their efficacy.


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