1.Regulation of autophagy on diabetic cataract under the interaction of glycation and oxidative stress
Rong WANG ; Pengfei LI ; Jiawei LIU ; Yuxin DAI ; Mengying ZHOU ; Xiaoxi QIAN ; Wei CHEN ; Min JI
International Eye Science 2025;25(12):1932-1937
Diabetic cataract, a prevalent ocular complication of diabetes mellitus, arises from a complex interplay of pathological mechanisms, with oxidative stress and glycation stress playing central roles. Autophagy, a critical cellular self-protection mechanism, sustains intracellular homeostasis by selectively degrading damaged organelles and misfolded proteins, thereby counteracting the detrimental effects of oxidative and glycation stress under hyperglycemic conditions. Emerging evidence indicates a synergistic interaction between glycation stress and oxidative stress, which may exacerbate autophagic dysfunction and accelerate the onset and progression of diabetic cataract. However, the precise molecular mechanisms underlying this relationship remain incompletely understood. This review systematically examines the regulatory role of autophagy inthe pathogenesis of diabetic cataract, with a particular focus on how autophagic impairment influences disease progression under the combined effects of glycation and oxidative stress. By elucidating these mechanisms, the paper aims to provide novel insights into molecular diagnostic approaches and targeted therapeutic strategies for diabetic cataract.
2.Application Value of Neoadjuvant Targeted Therapy in Patients with EGFR-mutant Resectable Lung Adenocarcinoma.
Shijie HUANG ; Mengying FAN ; Kaiming PENG ; Wanpu YAN ; Boyang CHEN ; Wu WANG ; Tianbao YANG ; Keneng CHEN ; Mingqiang KANG ; Jinbiao XIE
Chinese Journal of Lung Cancer 2025;28(7):487-496
BACKGROUND:
The proportion of patients with non-small cell lung cancer (NSCLC) harboring epidermal growth factor receptor (EGFR) mutations is relatively high in China. However, these patients currently lack significant benefits from available neoadjuvant treatment options. This study aims to explore the potential application value of neoadjuvant targeted therapy by evaluating its efficacy and safety in patients with EGFR-mutant resectable lung adenocarcinoma.
METHODS:
A multicenter retrospective study was used to analyze the treatment effect of patients with stage IIA-IIIB EGFR-mutant lung adenocarcinoma who underwent surgical resection after receiving neoadjuvant targeted therapy from July 2019 to October 2024.
RESULTS:
A total of 24 patients with EGFR-mutant lung adenocarcinoma from three centers were included in this study. All patients successfully underwent surgery and achieved R0 resection of 100.0%. The objective response rate (ORR) was 83.3% (20/24) . The major pathologic response (MPR) rate was 37.5% (9/24), with 2 patients (8.3%) achieving pathological complete response (pCR). During neoadjuvant therapy, 13 out of 24 patients (54.2%) experienced adverse events of grade 1-2, with no occurrences of ≥ grade 3. The most common treatment-related adverse events were rash (n=4, 16.7%), mouth sores (n=2, 8.3%), and diarrhea (n=2, 8.3%). The median follow-up time was 33.0 months, no deaths occurred in all patients, and the overall survival (OS) rate was 100.0%. The 1-year disease-free survival (DFS) rate was 91.1%, and the 2-year DFS rate remained at 86.2%.
CONCLUSIONS
The application of neoadjuvant targeted therapy in patients with EGFR-mutant resectable lung adenocarcinoma is safe and feasible, and is expected to become a highly promising neoadjuvant treatment option for the patients with EGFR-mutant lung adenocarcinoma.
Humans
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ErbB Receptors/metabolism*
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Male
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Female
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Middle Aged
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Adenocarcinoma of Lung/surgery*
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Neoadjuvant Therapy
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Lung Neoplasms/surgery*
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Aged
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Retrospective Studies
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Mutation
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Adult
3.Association between short-term ambient air pollution exposure and arterial stiffness and effect modification of obesity
Yinxi TAN ; Hexiang PENG ; Yi ZHENG ; Siyue WANG ; Yiqun WU ; Xueying QIN ; Jin LI ; Tao WU ; Dafang CHEN ; Mengying WANG ; Yonghua HU
Chinese Journal of Epidemiology 2024;45(12):1639-1648
Objective:To assess the association between short-term ambient air pollution exposure and arterial stiffness and whether obesity modifies these associations.Methods:A cross-sectional study was conducted based on Fangshan family cohort in Beijing. The 24 hours average air pollutant levels on the day cohort participants took baseline survey were calculated as short-term air pollution. A generalized additive model (GAM) with Gaussian links was used to estimate changes in typical carotid artery intima-media thickness (CIMT), brachial-ankle pulse wave velocity (BAPWV), pulse pressure (PP) and ankle-branchial index (ABI) after short-term exposure to each air pollution (PM 2.5, PM 10, SO 2, NO 2, CO). The cross-product terms of each air pollution, body mass index (BMI), and waist-to-hip ratio were included in the GAM model to test the interaction. Further, they conducted a stratified analysis to test their effects on the relationship between short-term exposure to each air pollution and the arterial stiffness indicators. Results:A total of 4 211 individuals were included in the analysis. Individuals' age was (58.9±8.7) years, of which 2 268 (53.9%) were female. Several covariates, including sociodemographic factors, lifestyle behaviors, and history of drugs, were included in the analysis. The results of the GAM analysis showed that an increase in PM 2.5 ( β=2.912×10 -4, 95% CI: 1.424×10 -4-4.400×10 -4, P<0.001), CO ( β=0.027, 95% CI: 0.011-0.043, P<0.001), SO 2 ( β=2.070×10 -3, 95% CI: 7.060×10 -4-3.430×10 -3, P=0.003), and NO 2 ( β=3.650×10 -4, 95% CI: 2.340×10 -5-7.060×10 -4, P=0.036) were associated with an increase in CIMT, while an increase in PM 10 ( β=0.018, 95% CI: 0.002-0.033, P=0.028) was associated with an increase in PP in the study population. Besides, the waist-to-hip ratio had an effect-modification on the correlation of short-term exposure of PM 2.5 (interaction P=0.015), NO 2 (interaction P=0.008), and CO (interaction P=0.044) with CIMT, and the correlation between short-term exposure of PM 2.5 (interaction P=0.002), NO 2 (interaction P=0.010), CO (interaction P=0.029), PM 10 (interaction P<0.001) with PP. The significant association between CIMT, PP, and air pollution concentrations was more visible in people with lower waist-to-hip ratios. Conclusions:Short-term ambient air pollution exposure was associated with arterial stiffness indicators, and there was an effect modification of waist-to-hip ratio on these associations, and lower waist-to-hip ratios may enhance the association between air pollution exposure and indicators.
4.Study on the Mechanism of AMD Regulating Orexin Signaling Pathway to Improve Learning and Memory of SD zebrafish Model
Zijing YE ; Bo XU ; Jing XIA ; Haifei LU ; Yumeng CHEN ; Mengying HUANG ; Ping WANG
World Science and Technology-Modernization of Traditional Chinese Medicine 2024;26(3):731-741
Objective To observe the effects of AnMeiDan(AMD),a representative formula of Peiyuan Guben Tranquilisation method,on the learning memory of zebrafish model of sleep deprivation(SD),and to explore the possible mechanism and the optimal apparent dose based on the Orexin signalling pathway.Methods 120 4-month-old wild-type AB line zebrafish were randomly divided into blank group,model group,AMD low-dose group(0.009 mg·mL-1·d-1),AMD medium-dose group(0.027 mg·mL-1·d-1),AMD high-dose group(0.081 mg·mL-1·d-1),and melatonin group(0.4 mg·mL-1·d-1).Zebrafish SD model was established by LED light induction method,24 h behavioural changes of zebrafish in each group were monitored by zebrafish behavioural tracking system,differences in learning and memory ability of zebrafish in each group were detected by T-maze,the state and number of neurons in the brain of zebrafish in each group were observed by Hematoxylin-Eosin(HE)staining method,the structural changes of neurons in the brain of zebrafish in each group were observed by transmission electron microscopy,and changes in neuron structure in the brain of zebrafish in each group were detected by ELISA method.The levels of Orexin A(OXA)and Orexin B(OXB)in zebrafish were detected by enzyme-linked immunosorbent assay(ELISA),and the protein and mRNA expression levels of OXA/p38 mitogen-activated protein kinase(P38 MAPK)/extracellular regulated protein kinase(ERK1/2)were detected by protein immunoblotting and real-time fluorescence quantitative assay(RT-PCR)in zebrafish.Results Compared with the blank group,the total number of rests,duration and distance were reduced in the model group(P<0.05),and the latency to enter the target region(OR)was prolonged(P<0.01);the number of neuronal cells was reduced,the nuclei were degenerated(P<0.01),cytoplasmic hyalinosis was increased(P<0.01),and light colouring was observed,the nuclei were collapsed,the nuclear membranes were ruptured and lysed,the chromatin was solidified,and the mitochondria were swollen and deformed with internal cavities,and lamellipod-like myelin-like structure was formed;the brain tissue OXA,OXA,and ERK1/2 expression levels of the mRNAs and the mRNAs of these signaling pathways were increased(P<0.01).brain tissue OXA and OXB proteins were significantly elevated,OXA mRNA and protein were significantly up-regulated,and P38 MAPK and ERK1/2 mRNA and protein were significantly down-regulated(P<0.01).Compared with the model group,the drug intervention could prolong the total resting exercise time of SD zebrafish(P<0.05);shorten the latency of zebrafish to reach OR(P<0.05);protect the structure and morphology of neuronal cells,and alleviate the damage of brain tissues;reduce the content of OXA and OXB in the brain tissues(P<0.01);and down-regulate the expression of OXA mRNA and protein(P<0.01),and up-regulate the P38 MAPK and ERK1/2 mRNA and protein expression of P38 MAPK and ERK1/2(P<0.01);and the quantity-effect relationship was obvious,and the effect of high dose of AMD was optimal.Conclusion AMD can improve the learning and memory ability in zebrafish SD model,and its mechanism may be related to the regulation of OXA/P38 MAPK/ERK1/2 signalling pathway and alleviation of neuronal damage in the brain,and the high dose group of AMD showed the best effect.
5.Effect of propofol on parvalbumin neurons in medical prefrontal cortex of rats with social behavior disorders induced by chronic sleep deprivation
Yue CAO ; Jinpiao ZHU ; Ting CHEN ; Mengying HE ; Jiahui SUN ; Yuanyuan FANG ; Jie WANG ; Chang CHEN ; Zongze ZHANG
Chinese Journal of Anesthesiology 2024;44(1):76-79
Objective:To evaluate the effect of propofol on parvalbumin (PV) neurons in the medical prefrontal cortex(mPFC)of rats with social behavior disorders induced by chronic sleep deprivation.Methods:Forty-two SPF male Sprague-Dawley rats, aged 8 weeks, weighing 200-250 g, were divided into 3 groups ( n=14 each) using a random number table method: control group (group Con), chronic sleep deprivation plus natural sleep group (group CSD+ NS), and chronic sleep deprivation plus propofol group (group CSD+ Pro). Sleep deprivation model was established by the modified multiple platform method, the rats were placed in the sleep-deprivation tank for 20 h a day (14: 00-10: 00), and allowed to sleep naturally for 4 h (10: 00-14: 00) a day for 28 consecutive days. Propofol 40 mg/kg was intraperitoneally injected for 28 consecutive days after sleep deprivation in CSD+ Pro group. While the equal volume of 10% fat emulsion was given in Con and CSD+ NS groups. After the end of sleep deprivation, a three-box social experiment was used to detect the social behavior of rats, and the number of the PV positive cells and density of the perineuronal network (PNN) in the mPFC area were measured by immunofluorescence. Results:Compared with group Con, the pertentage of rapid eye movement sleep and sniffing time preference coefficients for the strange rat 1 in the first stage and for the strange rat 2 in the second stage were significantly decreased, and the number of the PV positive cells and density of PNN in the mPFC area were decreased in group CSD+ NS ( P<0.05). Compared with group CSD+ NS, the sniffing time preference coefficients for the strange rat 1 in the first stage and for the strange rat 2 in the second stage were significantly increased, the number of the PV positive cells and density of PNN in the mPFC area were increased( P<0.05), and no significant change was found in the percentage of the rapid eye movement sleep in group CSD+ Pro. Conclusions:Propofol probably increases the number and function of PV neurons in the mPFC and ameliorates sleep deprivation-induced social behavior disorders in sleep-deprived rats.
6.Effects of enriched environments on behavioral development at toddler period of preterm experienced early repeated procedural pain
Dongqing XIA ; Cuiting MIN ; Ru LING ; Yinhua CHEN ; Xiaonan LI ; Mengying CHEN
Chinese Journal of Pediatrics 2024;62(9):853-860
Objective:To investigate the effects of enriched environments on behavioral development at toddler period of preterm who had experienced early repeated operative pain.Methods:A cross-sectional study was conducted. A total of 80 high-risk preterm children of 2 years of age, who had experienced repeated pain stimuli in the neonatal intensive care unit (NICU), were enrolled as preterm group from the High-risk Children Clinic of Children′s Hospital of Nanjing Medical University from October 2016 to March 2021. Furthermore, 39 full-term healthy children, aged 2 years, who were undergoing routine check-ups during the same period, were selected as the full-term group. The preterm group was further divided into preterm intervention group and preterm non-intervention group based on the implementation of enriched environment interventions. Data of neonatal characteristics from 3 groups were collected. Growth and development indicators at the age of 2 years were measured. Neuropsychological development evaluated by Gesell developmental scale. Behavioral development evaluated by child behavior check list. The salivary cortisol levels in response to novelty (baseline, task, end) were collected. The family environment, including maternal parenting pressure, were evaluated through a survey questionnaire. One-way ANOVA and least significant difference (LSD) tests were used to compare physical development, maternal parenting stress, Gesell neuropsychological development, and behavioral problems among the 3 groups. A repeated-ANOVA and LSD tests were employed to compare the patterns of salivary cortisol secretion. Pearson correlation analysis was used to explore the influencing factors related to neuropsychological and behavioral development and cortisol level.Results:There were 44 cases in the preterm intervention group (17 males, gestational age of (31.3±2.8) weeks), and 36 in the preterm non-intervention group (29 males, gestational age of (32.5±2.6) weeks). The full-term group consisted of 39 children (23 males, gestational age of (39.3±2.1) weeks). At 2 years of age, the height, weight, and head circumference of the preterm intervention group and non-intervention group were all lower than those of the full-term group (all P<0.05).The Gesell developmental schedule showed that the preterm non-intervention group scored all lower in gross motor, fine motor, adaptive, language and personal-social domains compared to the full-term group (91±7 vs. 97±6, 88±9 vs. 94±6, 89±8 vs. 99±8, 84±10 vs. 100±15, 89±7 vs. 95±6), with statistical significance (all P<0.01). The preterm intervention group scored all higher than the preterm non-intervention group in gross motor, fine motor, adaptive and language domains (all P<0.05), with no significant difference compared to the full-term group (all P>0.05). The number of needle painful procedures during hospitalization in NICU of the non-intervention group was negatively correlated to the adaptive development quotient ( r=-0.48, P<0.05). Furthermore, the preterm non-intervention group exhibited higher scores in social withdrawal, depression, somatic complaints, aggression, and destructive behaviors compare to the full-term group and preterm intervention group ( F=8.07, 5.67, 7.72, 7.90, 7.06; all P<0.05); while the preterm intervention group showed no significant difference compared to full-term group (all P>0.05). Behavioral problems (social withdrawal and depression) in the preterm non-intervention group were positively correlated with maternal parenting stress ( r=0.66, 0.50; both P<0.05). In response to novel visual stimuli and cognitive challenges, the preterm non-intervention group had significantly higher salivary cortisol levels compared to the full-term group ( P=0.006), which were negatively correlated with the frequency of early painful procedures ( r=-0.83, -0.80; both P<0.01). There was no significant difference in cortisol secretion pattern between the intervention group and the full-term group ( P=0.772). Conclusion:Enriched environmental interventions can improve neuropsychological development, decrease behavioral problems, and down-regulate consistent high cortisol response to task in preterm infants who have experienced repeated procedural pain in the NICU by the age of 2 years.
7.Mechanisms underlying internal heat-type acupuncture in the treatment of steroid-induced osteonecrosis of the femoral head in rabbits
Liangchen MA ; Fubao TIAN ; Yujuan XU ; Xinbao TIAN ; Ying TAO ; Mengying CHEN ; Jiawei LIAN ; Ruizhu LIN ; Ning ZHU
Chinese Journal of Tissue Engineering Research 2024;28(27):4353-4359
BACKGROUND:Internal heat-type acupuncture therapy is a new treatment technique that combines acupuncture therapy with hyperthermia.It has good clinical effects on steroid-induced osteonecrosis of the femoral head,but the mechanism of action is still not fully clear. OBJECTIVE:To explore the possible mechanism of internal heat-type acupuncture therapy in treating steroid-induced osteonecrosis of the femoral head in rabbits. METHODS:Thirty-two New Zealand rabbits were randomly divided into blank group,model group,internal heat-type acupuncture group and shock wave group using a random number table method,with 8 rabbits in each group.The model group,internal heat-type acupuncture group and shock wave group were modeled using methylprednisolone sodium succinate combined with Escherichia coli endotoxin.The internal heat-type acupuncture group received an internal heat-type acupuncture intervention on the buttocks of rabbits,once a week,for 20 minutes each time.The shock wave group received shock wave intervention on the buttocks of rabbits,once a week,with 2 000 beats per session.The blank group and model group were not given any treatment.After 4 weeks of intervention,blood samples and bilateral femoral head samples were collected from experimental rabbits.The levels of tumor necrosis factor-α and interleukin-6 in serum were detected by ELISA;the histomorphology of the femoral head was observed using hematoxylin-eosin staining and the rate of empty lacunae was calculated;the protein expressions of matrix metalloproteinase 2,matrix metalloproteinase 9,matrix metalloproteinase tissue inhibitor 1,and matrix metalloproteinase tissue inhibitor 2 were detected by immunohistochemistry and western blot. RESULTS AND CONCLUSION:Compared with the blank group,the model rabbits showed reduced food intake,mental fatigue,and decreased activity;compared with the model group,the above performance of the experimental rabbits was significantly improved after internal heat-type acupuncture and shock wave treatment.Compared with the blank group,the histomorphology of the femoral head in the model group deteriorated significantly and the rate of empty bone lacuna increased(P<0.001),while the histomorphology of the femoral head in the internal heat-type acupuncture group and shock wave group was significantly improved compared with the model group,and the rate of empty bone lacuna was reduced(P<0.001).The serum levels of tumor necrosis factor-α and interleukin-6 in the model group were significantly higher than those in the blank group(P<0.05),while the serum levels of tumor necrosis factor-α and interleukin-6 in the internal heat-type acupuncture group and the shock wave group were significantly lower than those in the model group(P<0.05).Compared with the blank group,the expression levels of matrix metalloproteinase 2 and matrix metalloproteinase 9 in the femoral head of the model group were significantly increased,while the expression levels of matrix metalloproteinase tissue inhibitor 1 and matrix metalloproteinase tissue inhibitor 2 were significantly decreased(P<0.001);compared with the model group,the protein expression levels of matrix metalloproteinase 2 and matrix metalloproteinase 9 were significantly decreased,while the protein expression levels of matrix metalloproteinase tissue inhibitor 1 and matrix metalloproteinase tissue inhibitor 2 were significantly increased in the internal heat-type acupuncture group and the shock wave group(P<0.001).Overall,these findings indicate that internal heat-type acupuncture may promote the repair of the necrotic femoral head by regulating the levels of matrix metalloproteinases/matrix metalloproteinase tissue inhibitors and serum inflammatory factors,thus treating early steroid-induced osteonecrosis of the femoral head.
8.Multiple institutional logics analysis and policy suggestions on the use of national medical insurance negotiation drugs
Mengying LI ; Lin WU ; Xinyan WANG ; Yongfa CHEN
China Pharmacy 2024;35(14):1683-1689
OBJECTIVE To clarify the institutional logics of the dilemma of the use of national medical insurance negotiation drugs(referred to as “national negotiation drugs”), and promote the implementation and use of these drugs in medical institutions. METHODS Based on the complex institutional environment in which medical institutions were situated, the theory of multiple institutional logics was used to construct an analytical framework for the behavioral choices of medical institutions, and reveal the mechanism of the difficulty in the use of national negotiation drugs by clarifying the interaction and conflict of multiple logics in this process, so as to put forward some measures. RESULTS & CONCLUSIONS There were contradictions and coupling among the state logic, market logic, social logic and professional logic in the use of national negotiation drugs. In the game of multiple logics, the market logic and professional logic tended to be risk-averse, the failed “pressure-type system” of state logic, and the social logic was weakened, which caused the lack of action in the use of national negotiation drugs with the goal of completing performance evaluations in the current medical institutions. Thus, it is suggested to unbundle the invisible policy restrictions on the use of national negotiation drugs, form the pressure and motivation of medical institutions by incentive and constraint mechanisms, respond to the clinical demand by establishing a green procurement channel, and construct the supervision mechanism on the use of national negotiation drugs by social force, etc., so as to enhance the effect of the national negotiation drugs.
9.Exploration of Myopia Prevention and Control Strategies of Myopia in Children and Adolescents from the Perspective of "Rhythmic Equilibrium"
Lixia ZHANG ; Shuang CHEN ; Zhiyi ZHOU ; Xue WU ; Mengying TANG ; Piao JIANG
Journal of Traditional Chinese Medicine 2024;65(10):1005-1008
The theory of “rhythmic equilibrium” is developed based on the idea of sharing the same laws between nature and human, and by integrating with the medical concept of homeostasis of calm yin and sound yang. "Rhythmic instability" runs through the entire process of the occurrence and development of myopia, covering four aspects including imbalance of rhythm (high-risk period of myopia), imbalance of qi and blood (premyopia), imbalance of sinew-membranes (low myopia), and imbalance of essence and blood (high myopia). The treatment should focus on adjusting the rhythm and harmonizing situation, which can help balance yin and yang, and nourish the eye system. For high-risk period of myopia, adjusting sleeping time and increasing outdoor activities are stressed to adjust the rhythm in a timely manner. In the stage of premyopia, appropriate techniques of traditional Chinese medicine (TCM) such as pressing needles can be added to harmonize qi and blood. In the period of low myopia, appropriate TCM techniques such as pressing needles and ear acupuncture are mainly used, supplemented by modified Danggui Buxue Decoction (当归补血汤) to soften tendons and unblock collaterals. During the period of high myopia, it is recommended to control the development of existing disease and put focus on nourishing essence and blood, usually with Zhujing Pill (驻景丸) or modified Siwu Wuzi Decoction (四物五子汤) to restore the stability of the eyes and the whole body.
10.Nomogram for Predicting Invasive Breast Cancer with Axillary Lymph Node Metastasis
Mengying XU ; Jinrui LIU ; Jian LI ; Pan ZHANG ; Zhihao LI ; Zihan HONG ; Bing CHEN
Chinese Journal of Medical Imaging 2024;32(2):150-156,161
Purpose To explore the predictive value of nomogram model for invasive breast cancer with axillary lymph node metastasis.Materials and Methods Retrospective analysis was made on 122 patients suspected to be breast cancer in the General Hospital of Ningxia Medical University from September 2020 to March 2022.According to whether there was axillary lymph node metastasis,all subjects were divided into 57 patients in the metastasis group and 65 patients in the non-metastasis group.All lesions were pathologically confirmed by surgery.The two groups received synthesis of magnetic resonance imaging(syMRI),dynamic contrast enhancement magnetic resonance imaging(DCE-MRI)and diffusion weighted imaging(DWI)scans.The syMRI parameters[including T1,T2,proton density(PD)],DCE-MRI time signal intensity curve,apparent diffusion coefficient(ADC)value of breast lesions were measured.Compared the difference of parameters between the two groups,and screened the independent risk factors of invasive breast cancer with axillary lymph node metastasis.Results Logistic regression results showed that Ki-67(OR=2.971,95%CI 1.306-6.762,P=0.009),lesion size(OR=1.652,95%CI 1.067-2.556,P=0.024),ADCratio(OR=1.685,95%CI 1.014-2.801,P=0.044),T2ratio(OR=3.015,95%CI 1.433-6.340,P=0.003),PDratio(OR=2.782,95%CI 1.471-5.262,P=0.002)were independent risk factors for invasive breast cancer with axillary lymph node metastasis.The comparison of the five models showed that the Logistic regression model had the best performance,with the area under curve of 0.729(95%CI 0.621-0.789),the accuracy,specificity and sensitivity were 70.65%,62.79%and 77.55%,respectively.The accuracy of the nomogram model was tested,and C-index=0.844,the accuracy of the nomogram model established was good,cut-off risk was 0.468,and the cut-off score was 143.50,which means that when the total score exceeds 143.50,the risk of axillary lymph node metastasis would be higher than 46.8%.Conclusion Nomogram model has a good predictive ability for invasive breast cancer patients with axillary lymph node metastasis.

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