1.Role of SWI/SNF Chromatin Remodeling Complex in Tumor Drug Resistance
Gui-Zhen ZHU ; Qiao YE ; Yuan LUO ; Jie PENG ; Lu WANG ; Zhao-Ting YANG ; Feng-Sen DUAN ; Bing-Qian GUO ; Zhu-Song MEI ; Guang-Yun WANG
Progress in Biochemistry and Biophysics 2025;52(1):20-31
Tumor drug resistance is an important problem in the failure of chemotherapy and targeted drug therapy, which is a complex process involving chromatin remodeling. SWI/SNF is one of the most studied ATP-dependent chromatin remodeling complexes in tumorigenesis, which plays an important role in the coordination of chromatin structural stability, gene expression, and post-translation modification. However, its mechanism in tumor drug resistance has not been systematically combed. SWI/SNF can be divided into 3 types according to its subunit composition: BAF, PBAF, and ncBAF. These 3 subtypes all contain two mutually exclusive ATPase catalytic subunits (SMARCA2 or SMARCA4), core subunits (SMARCC1 and SMARCD1), and regulatory subunits (ARID1A, PBRM1, and ACTB, etc.), which can control gene expression by regulating chromatin structure. The change of SWI/SNF complex subunits is one of the important factors of tumor drug resistance and progress. SMARCA4 and ARID1A are the most widely studied subunits in tumor drug resistance. Low expression of SMARCA4 can lead to the deletion of the transcription inhibitor of the BCL2L1 gene in mantle cell lymphoma, which will result in transcription up-regulation and significant resistance to the combination therapy of ibrutinib and venetoclax. Low expression of SMARCA4 and high expression of SMARCA2 can activate the FGFR1-pERK1/2 signaling pathway in ovarian high-grade serous carcinoma cells, which induces the overexpression of anti-apoptosis gene BCL2 and results in carboplatin resistance. SMARCA4 deletion can up-regulate epithelial-mesenchymal transition (EMT) by activating YAP1 gene expression in triple-negative breast cancer. It can also reduce the expression of Ca2+ channel IP3R3 in ovarian and lung cancer, resulting in the transfer of Ca2+ needed to induce apoptosis from endoplasmic reticulum to mitochondria damage. Thus, these two tumors are resistant to cisplatin. It has been found that verteporfin can overcome the drug resistance induced by SMARCA4 deletion. However, this inhibitor has not been applied in clinical practice. Therefore, it is a promising research direction to develop SWI/SNF ATPase targeted drugs with high oral bioavailability to treat patients with tumor resistance induced by low expression or deletion of SMARCA4. ARID1A deletion can activate the expression of ANXA1 protein in HER2+ breast cancer cells or down-regulate the expression of progesterone receptor B protein in endometrial cancer cells. The drug resistance of these two tumor cells to trastuzumab or progesterone is induced by activating AKT pathway. ARID1A deletion in ovarian cancer can increase the expression of MRP2 protein and make it resistant to carboplatin and paclitaxel. ARID1A deletion also can up-regulate the phosphorylation levels of EGFR, ErbB2, and RAF1 oncogene proteins.The ErbB and VEGF pathway are activated and EMT is increased. As a result, lung adenocarcinoma is resistant to epidermal growth factor receptor tyrosine kinase inhibitors (EGFR-TKIs). Although great progress has been made in the research on the mechanism of SWI/SNF complex inducing tumor drug resistance, most of the research is still at the protein level. It is necessary to comprehensively and deeply explore the detailed mechanism of drug resistance from gene, transcription, protein, and metabolite levels by using multi-omics techniques, which can provide sufficient theoretical basis for the diagnosis and treatment of poor tumor prognosis caused by mutation or abnormal expression of SWI/SNF subunits in clinical practice.
2.Experts consensus on standard items of the cohort construction and quality control of temporomandibular joint diseases (2024)
Min HU ; Chi YANG ; Huawei LIU ; Haixia LU ; Chen YAO ; Qiufei XIE ; Yongjin CHEN ; Kaiyuan FU ; Bing FANG ; Songsong ZHU ; Qing ZHOU ; Zhiye CHEN ; Yaomin ZHU ; Qingbin ZHANG ; Ying YAN ; Xing LONG ; Zhiyong LI ; Yehua GAN ; Shibin YU ; Yuxing BAI ; Yi ZHANG ; Yanyi WANG ; Jie LEI ; Yong CHENG ; Changkui LIU ; Ye CAO ; Dongmei HE ; Ning WEN ; Shanyong ZHANG ; Minjie CHEN ; Guoliang JIAO ; Xinhua LIU ; Hua JIANG ; Yang HE ; Pei SHEN ; Haitao HUANG ; Yongfeng LI ; Jisi ZHENG ; Jing GUO ; Lisheng ZHAO ; Laiqing XU
Chinese Journal of Stomatology 2024;59(10):977-987
Temporomandibular joint (TMJ) diseases are common clinical conditions. The number of patients with TMJ diseases is large, and the etiology, epidemiology, disease spectrum, and treatment of the disease remain controversial and unknown. To understand and master the current situation of the occurrence, development and prevention of TMJ diseases, as well as to identify the patterns in etiology, incidence, drug sensitivity, and prognosis is crucial for alleviating patients′suffering.This will facilitate in-depth medical research, effective disease prevention measures, and the formulation of corresponding health policies. Cohort construction and research has an irreplaceable role in precise disease prevention and significant improvement in diagnosis and treatment levels. Large-scale cohort studies are needed to explore the relationship between potential risk factors and outcomes of TMJ diseases, and to observe disease prognoses through long-term follw-ups. The consensus aims to establish a standard conceptual frame work for a cohort study on patients with TMJ disease while providing ideas for cohort data standards to this condition. TMJ disease cohort data consists of both common data standards applicable to all specific disease cohorts as well as disease-specific data standards. Common data were available for each specific disease cohort. By integrating different cohort research resources, standard problems or study variables can be unified. Long-term follow-up can be performed using consistent definitions and criteria across different projects for better core data collection. It is hoped that this consensus will be facilitate the development cohort studies of TMJ diseases.
3.Peiminine inhibits viability of human colonic adenocarcinoma SW480 cells by down-regulating expression of CDK2/CDK4/CDK6 and cyclin D1
Xia YANG ; Yaru LI ; Yue LI ; Hongyue MAO ; Bing BAI ; Yiquan LI ; Ji-Cheng HAN ; Yining WAN ; Shimin XIE ; Yilong ZHU ; Ningyi JIN
Chinese Journal of Pathophysiology 2024;40(6):1070-1077
AIM:This study examined the inhibitory effect of peiminine on the human colonic adenocarcino-ma cell line SW480 and explored the underlying mechanisms.METHODS:SW480 and human normal colonic epithelial CCD-841CoN cells were treated with different concentrations of peiminine and subjected to the CCK-8 assay to select the optimal treatment time and concentration of the compound.SW480 cell migration and invasion were evaluated by the wound-healing and Transwell assays.Cell cycle progression was analyzed by flow cytometry.The expression levels of cell cycle-related proteins were examined by Western blot.SW480 xenograft tumor model was established in nude mice to ex-amine the effect of peiminine on tumor growth and the expression of cell cycle-related proteins in vivo.RESULTS:Peimi-nine(110 mg/L)significantly inhibited the proliferation of SW480 cells compared with the control group(P<0.01),caused cell cycle arrest at G1 phase,and significantly downregulated the expression of cyclin dependent kinase 2(CDK2),CDK4,CDK6,cyclin D1,p-Rb/Rb,E2F1,E2F3,and E2F4(P<0.05).Peiminine inhibited SW480 xenograft tumor growth,prolonged the survival of model mice,and affected the expression of CDK2,CDK4,CDK6,and cyclin D1 in tu-mor tissues.CONCLUSION:Peiminine promotes G1 phase arrest by down-regulating the expression of CDK2,CDK4,CDK6,and cyclin D1,thereby inhibiting the proliferation of SW480 cells.
4.Association of urinary cadmium levels with peripheral leukocyte classification counts among middle-aged and older adults aged 40-89 in selected areas of China
Yufei LUO ; Yuan WEI ; Xiaochen WANG ; Yi ZHANG ; Wenli ZHANG ; Bing WU ; Zhengxiong YANG ; Xiaojie DONG ; Ruiting HAO ; Yifu LU ; Xiaoshuang FU ; Ziyue ZHU ; Ying ZHU ; Yuebin LYU ; Dongqun XU ; Xiaoming SHI
Chinese Journal of Preventive Medicine 2024;58(6):839-846
Objective:To investigate the association of urinary cadmium levels with peripheral leukocyte classification counts among middle-aged and older adults aged 40 to 89 years in selected areas of China.Methods:The research was based on the survey of the impact of soil quality of agricultural land on human health in typical areas conducted in 2019-2020. A total of 5 600 middle-aged and older adults aged 40 to 89 years were included by using a multi-stage stratified random sampling method. Baseline characteristics of the subjects were collected and physical examinations were performed. Random midstream urine was collected to measure urinary cadmium and urinary creatinine and fasting venous blood was collected to measure the leukocyte count, neutrophil count, lymphocyte count, monocyte count and eosinophil count. The linear mixed effect model was used to analyse the association of urinary cadmium levels with leukocyte classification counts, and the dose-response relationship between them was analyzed by using the restricted cubic spline (RCS) function.Results:The age of the subjects was (63.17±12.02) years; 2 851 (50.91%) were males; and the M ( Q 1, Q 3) of urinary creatinine-corrected urinary cadmium levels was 2.69 (1.52, 4.69) μg/g·creatinine. After adjusting for confounding factors, the results of linear mixed effects model analysis showed that for each 1-unit increase in urinary creatinine-corrected urinary cadmium level, the percentage change [% (95% CI)] of leukocyte count and lymphocyte count was -1.70% (-2.61%, -0.79%) and -1.57% (-2.86%, -0.26%), respectively. RCS function showed a negative linear relationship between urinary creatinine-corrected urinary cadmium levels and leukocyte counts and lymphocyte counts, respectively (all Pnon-linear>0.05). Conclusion:Urinary cadmium levels are negatively associated with leukocyte count and lymphocyte count among middle-aged and older adults aged 40 to 89 years in selected areas of China.
5.Robot-assisted laparoscopic ureteroplasty with buccal mucosa graft for complex ureteral stricture
Yicen YING ; Yicong DU ; Zhihua LI ; Yiming ZHANG ; Xinfei LI ; Bing WANG ; Peng ZHANG ; Hongjian ZHU ; Liqun ZHOU ; Kunlin YANG ; Xuesong LI
Journal of Peking University(Health Sciences) 2024;56(4):640-645
Objective:To investigate the feasibility,safety and effectiveness of robot-assisted laparo-scopic buccal mucosa graft ureteroplasty in the treatment of complex long proximal ureteral stricture.Methods:The clinical data of 20 patients with proximal ureteral stricture undergoing robot-assisted lapa-roscopic buccal mucosa graft ureteroplasty admitted to the Department of Urology,Peking University First Hospital and Beijing Jiangong Hospital from July 2022 to January 2023 were prospectively collected and analyzed.Intraoperative conditions,postoperative complications and follow-up data were also recorded and analyzed.Results:The operations under robot-assisted laparoscopy were performed successfully in all the 20 patients without conversion to traditional laparoscopic surgery or open surgery.The study in-cluded 14 males and 6 females with a mean age of(41±11)years(range:19 to 60 years)and a mean body mass index of(24.3±3.6)kg/m2(range:18.2 to 31.8 kg/m2).There were 9 cases on the left side and 11 cases on the right side.The strictures of all the patients were located in the proximal segment of the ureter(including the ureteropelvic junction).The mean preoperative serum creatinine was(92.2±23.3)μmol/L(range:49.2 to 138.9 μmol/L),and the mean length of ureteral stricture was(2.8±0.9)cm(range:1.0 to 4.0 cm).Ten patients had previously undergone unsuccessful reconstructive surgery.During the operation,12 patients received posteriorly augmented anastomosis with ventral onlay.The mean length of the buccal mucosa graft harvested during the operation was(3.1±0.6)cm(range:2.0 to 4.3 cm),and the median width was 1.5 cm(range:1.0 to 2.0 cm).The omentum flap was used to wrap the reconstructed ureteral segment in all the 20 cases.The median operative time was 154 min(range:113 to 300 min),and the median estimated blood loss was 45 mL(range:0 to 100 mL).The median postoperative hospital stay was 4 d(range:4 to 14 d).The mean postoperative follow-up time was(15.0±1.7)months(range:12.5 to 17.9 months),and the surgical success rate was 100.0%in this study.After surgery,11 patients reported mild discomfort at the oral donor site,2 patients deve-loped urinary tract infection,and no postoperative complications were reported in the other 7 patients.The mean serum creatinine was(90.9±23.9)μmol/L(range:60.0 to 153.0 μmol/L)six months after surgery.Conclusion:Robot-assisted laparoscopic buccal mucosa graft ureteroplasty for the treatment of complex long proximal ureteral stricture has satisfactory efficacy without severe complications,which has shown good feasibility,safety and effectiveness.However,large sample studies and long-term follow-up are still needed to evaluate its long-term efficacy.
6.Analysis of the causal relationship between human immune cells and hypertrophic scar using two-sample bidirectional Mendelian randomization method
Honglin WU ; Yongfei CHEN ; Shuting LI ; Hao YANG ; Xiaohui LI ; Bing TANG ; Jiayuan ZHU ; Zhicheng HU
Chinese Journal of Burns 2024;40(6):572-578
Objective:To explore the causal relationship between human immune cells and hypertrophic scar (HS) using two-sample bidirectional Mendelian randomization (MR) method.Methods:This study was based on two-sample MR method, and the datasets of 731 immune cells and HS were obtained from the genome-wide association study (GWAS) catalog database and Finngen database, respectively. A significance threshold was established to discern single nucleotide polymorphism (SNP) significantly correlated with immune cells or HS, thereby eliminating the impact of weak instrumental variable bias. The inverse variance weighted (IVW) method (meanwhile, the Benjamini-Hochberg (BH) procedure of false discovery rate (FDR) to adjust P values) was used for preliminary detection of the causal relationship between immune cells and HS and screen the immune cells that had a significant causal relationship with HS. Further, the causal relationship between the selected immune cells and HS was detected through five two-sample MR methods: IVW method, weighted median method, simple mode method, weighted mode method, and MR-Egger method, and the scatter plot was drawn. SNPs conformed to the hypothesis were subjected to Cochran Q test for heterogeneity assessment, MR-Egger regression coupled with MR-PRESSO to eliminate horizontal pleiotropic effects, and a leave-one-out analysis was also conducted to determine if significant results were driven by individual SNP. Finally, the IVW method contained in the two-sample MR analysis was utilized to inversely examine the causal relationship between HS and immune cells. Results:The number of SNPs in 731 immune cells reaching the significance threshold varied from 7 to 1 786, while in HS, 119 SNPs met the significance threshold, with the F values of all SNPs being greater than 10, suggesting a low likelihood of bias from weak instrumental variables. The IVW method revealed that 60 types of immune cells potentially had a causal relationship with HS (with all P values <0.05), and after adjustment using the BH method, only CD45RA and CD39 positive regulatory T cell (Treg) maintained a potentially strong causal relationship with HS ( PFDR<0.05). The IVW method (with odds ratio of 1.16 and 95% confidence interval of 1.08-1.24, P<0.05, PFDR<0.05), weighted median method (with odds ratio of 1.16 and 95% confidence interval of 1.05-1.28, P<0.05), weighted mode method (with odds ratio of 1.14 and 95% confidence interval of 1.02-1.27, P<0.05), and MR-Egger method (with odds ratio of 1.18 and 95% confidence interval of 1.07-1.30, P<0.05) of scatter plot all suggested a causal relationship between the 14 SNPs of CD45RA and CD39 positive Treg and risk of HS, only simple mode method of scatter plot suggested a not obvious relationship between the 14 SNPs of CD45RA and CD39 positive Treg and risk of HS ( P>0.05). Cochran Q test indicated no heterogeneity in the causal relationship between CD45RA on CD39 positive Treg and HS ( P>0.05). MR-Egger regression and MR-PRESSO analyses showed that there was no horizontal pleiotropy in the significant causal relationship between CD45RA and CD39 positive Treg and HS ( P>0.05). Leave-one-out analysis confirmed that the significant causal relationship between CD45RA and CD39 positive Treg and HS remained stable after sequentially removing individual SNP. Reverse two-sample MR analysis showed that HS had no potential causal relationship with any of the 731 types of immune cells ( P>0.05). Conclusions:From the perspective of genetics, it is revealed that immune cells CD45RA and CD39 positive Treg may increase the risk of HS.
7.Correlation between the level of NT-proBNP and cardiorespiratory fitness of individuals following acute high altitude exposure
Ping-Ping LI ; Xiao-Wei YE ; Jie YANG ; Zhe-Xue QIN ; Shi-Zhu BIAN ; Ji-Hang ZHANG ; Xu-Bin GAO ; Meng-Jia SUN ; Zhen LIU ; Hai-Lin LYU ; Qian-Yu JIA ; Yuan-Qi YANG ; Bing-Jie YANG ; Lan HUANG
Medical Journal of Chinese People's Liberation Army 2024;49(9):998-1003
Objective To investigate the correlation between the level of N-terminal pro-Brain natriuretic peptide(NT-proBNP)and cardiorespiratory fitness following acute exposure to high altitude.Methods Forty-six subjects were recruited from the Second Affiliated Hospital of Army Medical University in June 2022,including 19 males and 27 females.After completing cardiopulmonary exercise test(CPET),serological detection of myocardial cell-related markers,and multiple metabolites at a plain altitude(300 meters above sea level),all subjects flew to a high-altitude location(3900 meters above sea level).Biomarker testing and CPET were repeated on the second and third days after arrival at high altitude.Changes in serum biomarker and key CPET indicators before and after rapid ascent to high altitude were compared,and the correlation between serum levels of various myocardial cell-related markers and metabolites and high altitude cardiorespiratory fitness was analyzed.Results Compared with the plain altitude,there was a significant decrease in maximal oxygen uptake after rapid ascent to high altitude[(25.41±6.20)ml/(kg.min)vs.(30.17±5.01)ml/(kg.min),P<0.001].Serum levels of NT-proBNP,Epinephrine(E),plasma renin activity(PRA),angiotensin Ⅱ(Ang Ⅱ),angiotensin-converting enzyme 2(ACE2)and leptin(LEP)significantly increased,with all differences being statistically significant(P<0.05)after acute high altitude exposure.In contrast,no statistically significant differences were observed for creatine kinase MB(CK-MB),cardiac troponin I(cTnI),myoglobin(Myo)and norepinephrine(NE)(P>0.05).Correlation analysis showed a significant negative correlation between NT-proBNP at plain altitude(r=-0.768,P<0.001)and at high altitude(r=-0.791,P<0.001)with maximal oxygen uptake at high altitude.Multivariate linear regression analysis indicated that maximal oxygen uptake at plain altitude(t=2.069,P=0.045),NT-proBNP at plain altitude(t=-2.436,P=0.020)and at high altitude(t=-3.578,P=0.001)were independent influencing factors of cardiorespiratory fitness at high altitude.Conclusion Cardiorespiratory fitness significantly decreases after rapid ascent to high altitude,and the baseline NT-proBNP level at plain altitude is closely related to cardiorespiratory fitness at high altitude,making it a potential predictor indicator for high altitude cardiorespiratory fitness.
8.Clinical characteristics of Chlamydia psittaci pneumonia
Xiao-Qing ZHU ; Yang-Liu LI ; Yi-Bin LI ; Xiao-Bing JIN ; Ming LI
Chinese Journal of Zoonoses 2024;40(9):887-892
This study analyzed the clinical characteristics of Chlamydia psittaci(C.psittaci)pneumonia to improve clinical understanding of the disease,and its diagnosis and treatment.A retrospective analysis was conducted on clinical data from 65 patients diagnosed with C.psittaci pneumonia admitted to the First Affiliated Hospital of Nanchang University between De-cember 2019 and September 2022.The patients'basic data,clinical manifestations,laboratory examination,chest CT findings,treatment,and prognosis were analyzed.The average age of the 65 patients was 58 years,and the incidence was high-est in autumn and winter.The main manifestations included fever,cough,and fatigue.Compared with non-severe cases,severe cases showed more significantly lower lymphocytes,platelets,and albumin,but significantly higher procalcitonin,alanine transaminase,aspartate transaminase,lactate dehydrogenase,serum creatinine,blood urea nitrogen,and D-dimer.The chest CT findings showed primarily ground glass shadow changes.The extent of lung lesions in severe cases was greater than that in non-severe cases,and all patients required respiratory support.Tetracycline and quinolone antibiotic treatments were effective.The results suggested that C.psittaci pneumonia occurs primarily in the autumn and winter,and manifests mainly as high fe-ver,cough,and elevation of multiple inflammatory markers.Most of the pulmonary imaging findings showed ground glass shadows.The organ damage was more obvious in more severe cases.After active and effective treatment,the prognosis of the disease is favorable.
9.Clinical Characteristics and Prognosis of Patients with Acute Leukemia Complicated with Mucormycosis after Chemotherapy
Ping-Ping ZHANG ; Meng WANG ; Yan JIN ; Jun-Feng ZHU ; Fang-Bing ZHU ; Li-Li HAN ; Yan-Li YANG ; Feng ZHANG ; Jia-Jia LI
Journal of Experimental Hematology 2024;32(3):685-692
Objective:To analyze the characteristics and prognosis of patients with mucormycosis after chemotherapy for acute leukemia,and to strengthen understanding of the disease.Methods:7 cases of acute leukemia(AL)patients diagnosed with mucormycosis by metagenomic next generation sequencing(mNGS)after chemotherapy at the First Affiliated Hospital of Bengbu Medical College from October 2021 to June 2022 were collected,and their clinical data,including clinical characteristics,diagnosis,treatment,and prognosis,were retrospectively analyzed.Results:Among the 7 patients with AL complicated with mucormycosis,there were 3 males and 4 females,with a median age of 52(20-59)years.There were 6 cases of acute myeloid leukemia(AML)and 1 case of acute lymphocytic leukemia(ALL).Extrapulmonary involvement in 4 cases,including 1 case suspected of central nervous system involvement.The median time for the occurrence of mucor infection was 16(6-69)days after chemotherapy and 19(14-154)days after agranulocytosis.The main clinical manifestations of mucormycosis were fever(7/7),cough(3/7),chest pain(3/7)and dyspnea(1/7).The most common chest CT imaging findings were nodules,patchy or mass consolidation(6/7).All patients were treated with posaconazole or voriconazole prophylaxis during neutropenia phase.5 patients died within 8 months,and the median time from diagnosis to death was 1 month.Conclusion:Although prophylactic antifungal therapy is adopted,patients with acute leukemia still have a risk of mucor infection during the neutropenia phase.Fever is the main manifestation in the early stage of mucor infection.The use of intravenous antifungal drugs alone is ineffective and there is a high mortality rate in acute leukemia patients with mucormycosis.
10.Efficacy of high-resolution CT imaging radiomics classification for diagnosis of rheumatoid arthritis-associated interstitial lung disease
Hongya LIU ; Jie ZHU ; Chen LIU ; Bing ZHONG ; Yang JING ; Qinghua ZOU
Journal of Army Medical University 2024;46(8):878-885
Objective To investigate the efficacy of high-resolution computed tomography (HRCT)imaging radiomics for the classification and diagnosis of rheumatoid arthritis associated interstitial lung disease(RA-ILD).Methods A total of 261 patients diagnosed with RA-ILD admitted in our hospital from January 2019 to July 2023 were recruited in this study.There were 143 cases of usual interstitial pneumonia (UIP )and 118 cases of nonspecific interstitial pneumonia (NSIP).All the patients underwent HRCT.A U-net deep learning lung segmentation model was applied to obtain HRCT images for automatic lung segmentation,and 1688 imaging histologic features were extracted from each lung segmentation. Variance thresholding,univariate feature selection,and least absolute shrinkage and selection operator (LASSO ) were used for feature dimensionality reduction step by step,and various machine learning algorithms were conducted to construct the RA-ILD diagnostic histology model.The diagnostic value of each model was compared using receiver operating characteristic (ROC)curve and area under curve (AUC),and the accuracy,sensitivity and specificity of the models were evaluated.Results Feature screening finally identified 18 best features from the HRCT images of RA-ILD patients.Statistical difference was found in the distribution of Radiomics score (Radscore)between the UIP and NSIP patients in both the training and test sets (P<0.01 ).Among the 5 imaging histology models,the support vector machine (SVM)algorithm had an AUC value of 0.943 (95%CI:0.916~0.966),a sensitivity of 0.787 and a specificity of 0.912,respectively for the training set,and an AUC value of 0.909 (95%CI:0.849~0.969),a sensitivity of 0.625 and a specificity of 0.897,respectively for the testing set.Conclusion Our constructed RA-ILD classification and diagnosis model performs well,and the model based on SVM algorithm shows the best potential in classifying and diagnosing RA-ILD.

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