1.Risk Identification Model of Coronary Artery Stenosis Constructed Based on Random Forest
Yongfeng LV ; Yujing WANG ; Leyi ZHANG ; Yixin LI ; Na YUAN ; Jing TIAN
Journal of Sun Yat-sen University(Medical Sciences) 2025;46(1):138-146
ObjectiveTo establish a risk recognition model for coronary artery stenosis by using a machine learning method and to identify the key causative factors. MethodsPatients aged ≥18 years,diagnosed with coronary heart disease through coronary angiography from January 2013 to May 2020 in two prominent hospitals in Shanxi Province, were continuously enrolled. Logistic regression,back propagation neural network (BPNN), and random forest(RF)algorithms were used to construct models for detecting the causative factors of coronary artery stenosis. Sensitivity (TPR), specificity (TNR), accuracy (ACC), positive predictive value (PV+), negative predictive value (PV-), area under subject operating characteristic curve (AUC), and calibration curve were used to compare the discrimination and calibration performance of the models. The best model was then employed to predict the main risk variables associated with coronary stenosis. ResultsThe RF model exhibited superior comprehensive performance compared to logistic regression and BPNN models. The TPR values for logistic regression,BPNN,and RF models were 75.76%, 74.30%, and 93.70%, while ACC values were 74.05%, 72.30%, and 79.49%, respectively. The AUC values were:logistic regression 0.739 9; BPNN 0.723 1; RF 0.752 2. Manifestations such as chest pains,abnormal ST segments on ECG,ventricular premature beats with hypertension, atrial fibrillation, regional wall motion abnormalities(RWMA) by color echocardiography, aortic regurgitation(AR), pulmonary insufficiency (PI), family history of cardiovascular diseases,and body mass index(BMI)were identified as top ten important variables affecting coronary stenosis according to the RF model. ConclusionsRandom forest model shows the best comprehensive performance in identification and accurate assessment of coronary artery stenosis. The prediction of risk factors affecting coronary artery stenosis can provide a scientific basis for clinical intervention and help to formulate further diagnosis and treatment strategies so as to delay the disease progression.
2.Danggui Shaoyaosan Regulates Nrf2/SLC7A11/GPX4 Signaling Pathway to Inhibit Ferroptosis in Rat Model of Non-alcoholic Fatty Liver Disease
Xinqiao CHU ; Yaning BIAO ; Ying GU ; Meng LI ; Tiantong JIANG ; Yuan DING ; Xiaping TAO ; Shaoli WANG ; Ziheng WEI ; Zhen LIU ; Yixin ZHANG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(16):35-42
ObjectiveTo investigate the effect of Danggui Shaoyaosan on ferroptosis in the rat model of non-alcoholic fatty liver disease (NAFLD) and explore the underlying mechanism based on the nuclear factor E2-related factor 2 (Nrf2)/solute carrier family 7 member 11 (SLC7A11)/glutathione peroxidase 4 (GPX4) signaling pathway. MethodsThe sixty SD rats were randomly grouped as follows: control, model, Yishanfu (0.144 g·kg-1), and low-, medium-, and high-dose (2.44, 4.88, and 9.76 g·kg-1, respectively) Danggui Shaoyaosan. A high-fat diet was used to establish the rat model of NAFLD. After 12 weeks of modeling, rats were treated with corresponding agents for 4 weeks. Then, the body weight and liver weight were measured, and the liver index was calculated. At the same time, serum and liver samples were collected. The levels or activities of total cholesterol (TC), triglycerides (TG), alanine aminotransferase (ALT), aspartate aminotransferase (AST), and Fe2+ in the serum and TC, TG, free fatty acids (FFA), malondialdehyde (MDA), superoxide dismutase (SOD), glutathione peroxidase (GPX), and Fe2+ in the liver were measured. Hematoxylin-eosin staining and oil red O staining were employed to observe the pathological changes in the liver. Immunofluorescence was used to assess the reactive oxygen species (ROS) content in the liver. Mitochondrial morphology was observed by transmission electron microscopy. The protein levels of Nrf2, SLC7A11, GPX4, transferrin receptor 1 (TFR1), and divalent metal transporter 1 (DMT1) in the liver were determined by Western blot. ResultsCompared with the control group, the model group showed increases in the body weight, liver weight, liver index, levels or activities of TC, TG, ALT, AST, and Fe2+ in the serum, levels of TC, TG, FFA, MDA, Fe2+, and ROS in the liver, and protein levels of TFR1 and DMT1 in the liver (P<0.01), and decreases in the activities of SOD, GPX and the protein levels of Nrf2, SLC7A11, and GPX4 in the liver (P<0.05, P<0.01). Meanwhile, the liver tissue in the model group presented steatosis, iron deposition, mitochondrial shrinkage, and blurred or swollen mitochondrial cristae. Compared with the model group, all doses of Danggui Shaoyaosan reduced the body weight, liver weight, liver index, levels or activities of TC, TG, ALT, AST, and Fe2+ in the serum, levels of TC, TG, FFA, MDA, Fe2+, and ROS in the liver, and protein levels of TFR1 and DMT1 in the liver (P<0.01), while increasing the activities of SOD and GPX and the protein levels of Nrf2, SLC7A11, and GPX4 in the liver (P<0.01). Furthermore, Danggui Shaoyaosan alleviated steatosis, iron deposition, and mitochondrial damage in the liver. ConclusionDanggui Shaoyaosan may inhibit lipid peroxidation and ferroptosis by activating the Nrf2/SLC7A11/GPX4 signaling pathway to treat NAFLD.
3.Optical coherence tomography angiography manifestations of different degrees of nonproliferative diabetic retinopathy
Menghuan DAI ; Dongli LI ; Yixin CUI ; Lu SHEN ; Qirui LI ; Lingna RAO ; Shurong GUO ; Ling YUAN
International Eye Science 2024;24(2):307-311
AIM: To investigate the differences in varying stages of non-proliferative diabetic retinopathy(NPDR)using optical coherence tomography angiography(OCTA).METHODS: Cross-sectional study. A total of 77 cases(77 eyes)of diabetic patients were included, and they were divided into non-diabetic retinopathy(NDR; 23 eyes)and non-proliferative diabetic retinopathy(NPDR; 54 eyes)groups, further subdivided into mild NPDR(20 eyes), moderate NPDR(20 eyes), and severe NPDR(14 eyes). Foveal avascular zone(FAZ)area, superficial and deep capillary plexus densities(SSP and DSP), and visual acuity(LogMAR)were compared between NDR and NPDR groups. Furthermore, the visual acuity, FAZ area and levels of SSP and DSP were compared in different degrees of NPDR. Correlation analysis were conducted to elucidate relationships between FAZ area, visual acuity, SSP, DSP, and severity of the disease.RESULTS: Compared with the NDR group, the visual acuity(LogMAR)and macular FAZ area increased, while SSP and DSP were decreased in the NPDR group(P<0.05); there were significant differences in visual acuity, FAZ area and SSP and DSP levels in different degrees of NPDR(P<0.05). Visual acuity(LogMAR)and FAZ area displayed a positive correlation with the severity of disease, while SSP and DSP showed a negative correlation.CONCLUSION: With the progression of NPDR, the visual acuity(LogMAR)and FAZ area increased, and the SSP and DSP decreased.
4.Analysis of cases of reinfection of past SARS-CoV-2 patients in Pudong New Area of Shanghai
Ge ZHANG ; Anran ZHANG ; Yilin JIA ; Li ZHANG ; Lipeng HAO ; Hongmei XU ; Yuanping WANG ; Chuchu YE ; Bo LIU ; Weiping ZHU ; Yixin ZHOU
Shanghai Journal of Preventive Medicine 2024;36(2):117-122
ObjectiveTo identify the rate, population characteristics, and vaccination history of repeat infections among previously infected people in the current epidemic based on the rate of repeat infection and population characteristics of different mutant strains at different times in Pudong New Area of Shanghai, and to provide reference for the prevention and control strategies of novel coronavirus repeat infections. MethodsA total of 9 250 investigated subjects were randomly selected from the new cases of asymptomatic infection and confirmed cases reported by Pudong New Area from March to May 2022. The investigation mainly focused on demographic characteristics, nucleic acid or antigen test results, and symptoms after infection. The repeat infection rates among different populations were compared, and logistic regression was used to analyze the impact of gender, age, and vaccination status on repeat infections. ResultsThe survey sample of 9 250 people had a response rate of 81.85%. There were 4 043 males (53.40%) and 3 528 females (46.60%), with a median age of 34 years old (P25, P75: 7, 61). The overall vaccine uptake rate was 59.44% (4 500/7 571). In December of 2022, there were 563 cases of repeat infection, with an infection rate of 7.44%. The lowest rate of repeat infection was seen in the 3‒ year-old group (2.86%) and the highest rate in the 30‒ year-old group (12.42%), with significant differences between different age groups. The repeated infection rate for those who had completed their vaccinations was significantly lower (6.57%) compared to those who had not (7.11%). The age groups of 3‒ years, 70‒79 years, as well as individuals who completed full vaccination and received booster shots were protective factors against repeat infections. ConclusionThe overall rate of reinfection among the infected in Shanghai during the spring of 2022 was low in the outbreak of the Omicron variant, and the rate of reinfection in the 3‒ year-old group was significantly lower than in other age groups. Completing the full course of vaccination significantly reduces the risk of reinfection. Although the reinfection rate is high in individuals who received booster shots, it remains a mitigating factor compared to those who do not receive the vaccine. It is recommended to continue monitoring reinfections in key populations and further strengthen immunization efforts.
5.Clinical experience in surgical treatment of T4a thyroid cancer
Zhaohui WANG ; Yibo CHEN ; Yixin SUN ; Guiming FU ; Jiahui WANG ; Jin CHEN ; Chunhua LI
Journal of Xi'an Jiaotong University(Medical Sciences) 2024;45(1):62-68
Objective To analyze the clinical features and surgical treatment strategies of T4a thyroid cancer.Methods We retrospectively analyzed patients with thyroid cancer treated in the Department of Head and Neck Surgery of Sichuan Cancer Hospital from January 2004 to May 2021.A total of 303 cases were included and statistically analyzed for pathological type,invaded organs,surgical approach,survival time,and overall survival rate.The postoperative survival curves of the patients were analyzed using the Kaplan Meier method.Results Of the 303 patients enrolled,53 patients were lost to follow-up,and the 1-year,3-year and 5-year overall survival rates were 98.4%(246/250),97.0%(224/231)and 90.2%(92/102),respectively.Of the 94 patients with recurrent laryngeal nerve invasion only,13 were lost to follow-up,and the 1-year,3-year and 5-year overall survival rates were 100%(81/81),98.7%(77/78)and 97.4%(38/39),respectively.There were 151 patients with invasion of recurrent laryngeal nerve and tracheal/laryngeal/esophageal nerve,31 of them were lost to follow-up,and the 1-year,3-year and 5-year overall survival rates were 96.7%(116/120),95.3%(101/106)and 82.2%(37/45),respectively.According to the survival curve analysis,the group with recurrent laryngeal nerve invasion only had an advantage in overall survival time over the group with recurrent laryngeal nerve and tracheal/laryngeal/esophageal invasion.Conclusion Surgical resection is supposed to be preferred for T4a thyroid cancer if there is a chance of surgery.A reasonable surgical strategy,radical surgery while preserving the vital tissues and organs,and one-stage repair and reconstruction can bring patients a better quality of life and prognosis.
6.Surgical prognosis and influencing factors in 406 patients with primary aldosteronism
Yixin ZHANG ; Ying SONG ; Jinbo HU ; Shumin YANG ; Zhengping FENG ; Wenwen HE ; Qifu LI ; Wenrui ZHAO
Chinese Journal of Endocrinology and Metabolism 2024;40(3):228-234
Objective:To evaluate postoperative biochemical and clinical remission rates in patients with unilateral primary aldosteronism and analyze related influencing factors.Methods:A total of 406 patients of primary aldosteronism with confirmed subtyping, who underwent adrenalectomy and completed follow-up in the Department of Endocrinology of the First Affiliated Hospital of Chongqing Medical University from November 2013 to March 2022 were retrospectively enrolled. Clinical and biochemical data were recorded. Postoperative clinical and biochemical outcomes were assessed according to Primary Aldosteronism Surgery Outcome(PASO) consensus.Results:Complete biochemical success was achieved in 391(96.31%) of 406 primary aldosteronism patients, while partial and absent biochemical success in only 4(0.99%) and 11(2.71%) primary aldosteronism patients; Complete clinical success was seen in 217(53.45%) patients, and partial clinical success in 189(46.55%) patients. Compared to the partial clinical success group, the complete clinical success group was younger, had a greater proportion of women, a smaller body mass index, a shorter duration of hypertension, a smaller daily defined dose value for antihypertensive medication, a higher estimated glomerular filtration rate(eGFR), and a lower proportion of family history of hypertension and diabetes mellitus. Multifactorial logistic regression analysis further showed that gender( OR=2.49, 95% CI 1.42-4.35, P=0.001), body mass index( OR=1.16, 95% CI 1.05-1.28, P=0.003), antihypertensive drug daily defined dose( OR=1.83, 95% CI 1.37-2.44, P<0.001), family history of hypertension( OR=2.16, 95% CI 1.22-3.83, P=0.008), history of diabetes( OR=2.47, 95% CI 1.15-5.29, P=0.021), and eGFR( OR=0.98, 95% CI 0.97-0.99, P=0.001) were independent factors influencing clinical prognosis of primary aldosteronism. Conclusion:The postoperative complete biochemical success is higher in patients with unilateral primary aldosteronism, but only about half of all patients achieve complete clinical success.
7.Study of appropriate cut-off for diagnosis of primary aldosteronism by seated saline suppression test based on liquid chromatography with tandem mass spectrometry
Yixin ZHANG ; Ying SONG ; Jinbo HU ; Shumin YANG ; Zhengping FENG ; Wenwen HE ; Qifu LI ; Yifan HE
Chinese Journal of Internal Medicine 2024;63(1):66-73
Objective:To investigate the appropriate cut-off for diagnosis of primary aldosteronism (PA) by seated saline suppression test (SSST) based on liquid chromatography with tandem mass spectrometry (LC-MS/MS).Methods:In this cross-sectional study, patients who underwent SSST for suspected PA in the First Affiliated Hospital of Chongqing Medical University from January 2018 to March 2022 were evaluated. Briefly, 300 patients with PA and 119 with essential hypertension (EH) were included. Plasma aldosterone concentration (PAC) after SSST was determined by LC-MS/MS. Primary aldosteronism confirmatory testing (PACT) score was used as the reference standard for diagnosis of PA, and receiver operating characteristic (ROC) curve was used to explore the cut-off value.Results:The average age of the PA group was (50.8±10.5) years, and males accounted for 53.00% ( n=159); the average age of the EH group was (49.4±11.2) years, and males accounted for 26.89% ( n=32). The area under the ROC curve of PAC post-SSST was 0.819 (95% CI 0.775-0.862). When 40 pg/ml (110.8 pmol/L) was selected as the appropriate cut-off for diagnosis of PA, the sensitivity was 83.67% (95% CI 78.88%-87.56%) and specificity was 60.50% (95% CI 51.10%-69.21%). Thus, 95.09% (155/163) of patients with unilateral PA could be identified. Conclusion:PAC after SSST determined by LC-MS/MS has high efficacy for diagnosis of PA, and 40 pg/ml is recommended as the appropriate cut-off value.
8.Genetic and functional research strategies of non-syndromic cleft lip with or without cleft palate in the post genome-wide association study era
Yixin YANG ; Mujia LI ; Qian ZHENG ; Bing SHI ; Zhonglin JIA
Chinese Journal of Stomatology 2024;59(6):634-639
The emergence of genome-wide association studies (GWAS) has greatly promoted the genetic research of non-syndromic cleft lip with or without cleft palate (NSCL/P). There have been more than 40 regions concerning NSCL/P identified by GWAS, whereas specific susceptible loci and their potential function remains unclear. In the post-GWAS era, precise localization of susceptible loci in candidate regions and exploration of underlying biological mechanism will contribute to further understanding of genetic etiology of NSCL/P. The present article reviewed the genetic and functional research strategies of NSCL/P in post-GWAS era.
9.Optimization of β-cyclodextrin Inclusion Process of Cinnamomi Ramulus Formula Granules Volatile Constituents Based on Standard Relation and Information Entropy Method
Yaxi CHEN ; Zhuoyuan LI ; Lin TAO ; Nana CHEN ; Yixin KE ; Wen SHEN ; Wei XIE ; Wen ZHANG ; Junsong LI
Journal of Nanjing University of Traditional Chinese Medicine 2024;40(6):582-588
OBJECTIVE To optimize β-cyclodextrin(β-CD)inclusion process of Cinnamomi Ramulus Formula Granules vola-tile constituents by orthogonal test,based on standard relation and information entropy method.METHODS On the basis of single factor experiments,the ratio of β-CD to aromatic aqueous solution,the inclusion temperature,and the inclusion time were selected as the investigating factors;the inclusion rate,drug loading,and standard relation of cinnamic aldehyde in inclusion complex were used as the evaluation index.The information entropy method was used to determine the weight coefficient of each index,then the comprehen-sive score was calculated,the inclusion process conditions were optimized by orthogonal experiment.The inclusion complex was charac-terized by thin layer chromatography,ultraviolet absorption spectroscopy,Fourier infrared spectroscopy,and X-ray diffraction.RE-SULTS The best inclusion process was that the ratio of β-CD to aromatic aqueous solution was 3∶100(g·mL-1),the inclusion temperature was 50℃,and the inclusion time was 1 h.The average inclusion rate of the obtained inclusion compound was 80.84%,the drug loading was 8.63%,and the standard relation was 0.91.The results of thin-layer chromatography,ultraviolet,infrared spec-troscopy and other characterization experiments showed that the volatile components in the aromatic aqueous solution successfully en-tered the β-CD cavity,and the inclusion complex was successfully prepared.CONCLUSION The optimum inclusion process is sta-ble and feasible,which can provide references for the preparation process of Cinnamomi Ramulus Formula Granules.
10.Mechanism of Total Saponin of Astragali Radix and Total Alkaloids of Nelumbinis Folium Against Hyperlipidemia Based on PPARγ/LXRα/ABCG1 Signaling Pathway
Yufang ZHANG ; Jian CHEN ; Yixin ZHANG ; Sitong LI ; Yafen WANG ; Yongqi ZHANG ; Cheng SHI
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(13):37-44
ObjectiveTo observe the effect of the combination of total saponin of Astragali Radix-total alkaloids of Nelumbinis Folium on reversal cholesterol transport (RCT) in hyperlipidemia rats, and to discuss its mechanism. MethodSixty SD rats were randomly divided into control group, high-fat diet group, total saponin of Astragali Radix-total alkaloids of Nelumbinis Folium low (17 mg·kg-1+40 mg·kg-1), middle (34 mg·kg-1+80 mg·kg-1), high dose (68 mg·kg-1+160 mg·kg-1) groups and simvastatin (2.1 mg·kg-1) group, with 10 mice in each group. The Hyperlipidemia model was duplicated by feeding rats with a high-fat diet for 6 weeks. From the 3rd week, except for the control group and the high-fat diet group given distilled water, other groups were given corresponding drugs intragastric treatment for 4 weeks. The changes in blood lipid and liver function of rats were detected by an automatic biochemical analyzer. Hematoxylin-eosin (HE) and oil red O staining were used to observe the pathological morphological changes and steatosis of rat liver tissue. The contents of total cholesterol (TC) and total bile acid (TBA) in rat liver tissue and feces were determined by a semi-automatic biochemical analyzer. The mRNA and protein expression levels of peroxisome proliferators-activated receptors γ (PPARγ), liver X receptors α (LXRα), ATP-binding cassette transporter G1 (ABCG1) and cholesterol 7α-hydroxylase (CYP7A1) in rat liver tissue were detected by Real-time fluorescence quantitative polymerase chain reaction (Real-time PCR) and Western blot. ResultCompared with the control group, the contents or activities of TC, triglyceride (TG), low-density lipoprotein cholesterol (LDL-C), TBA, aspartate aminotransferase (AST), alanine aminotransferase (ALT) in serum were significantly increased (P<0.01), and the contents of high-density lipoprotein cholesterol (HDL-C) in the high-fat diet group were significantly decreased (P<0.01). The hepatocyte was clearly swollen like ballooning degeneration, with a lot of fat vacuoles and red fat droplets. The contents of TC and TBA in liver tissue and feces were significantly increased (P<0.01), and the mRNA and protein expression levels of PPARγ, LXRα, ABCG1, and CYP7A1 in liver tissue were significantly decreased (P<0.01). Compared with the high-fat diet group, the contents or activities of TC, TG, LDL-C, TBA, AST, and ALT in the serum of rats in administered groups were significantly decreased (P<0.01), while the content of HDL-C was significantly increased (P<0.01). Hepatocyte swelling was significantly reduced, and the ballooning degeneration, fat vacuoles, and red lipid droplets in liver tissue were significantly decreased. The contents of TC and TBA in liver tissue were significantly decreased (P<0.05, P<0.01), and the contents of TC and TBA in feces were significantly increased (P<0.05, P<0.01). The mRNA and protein expression levels of PPARγ, LXRα, ABCG1, and CYP7A1 in liver tissue were significantly increased (P<0.05, P<0.01). ConclusionTotal saponin of Astragali Radix-total alkaloids of Nelumbinis Folium has a positive effect on the prevention and treatment of hyperlipidemia rats, and its mechanism may be related to the activation of PPARγ/LXRα/ABCG1 signaling pathway and regulation of RCT.

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