1.Network structure characteristics of trait aggression in children and adolescents based on psychometric network analysis
WANG Xu, LIU Yanling, WEI Mingchen, ZHU Ni, GENG Yibo, LIU Weijun, CHEN Shuai
Chinese Journal of School Health 2025;46(7):975-979
Objective:
To explore the core features of trait aggression in children and adolescents, so as to provide a theoretical basis for behavioral interventions targeting the central psychological characteristics of aggression in children and adolescents.
Methods:
From March to May 2020, a simple random convenience sampling method was employed to recruit 39 165 students from grades 4 to 12 in Sichuan, Chongqing, Guizhou, and Shandong. Data were collected via online questionnaires, with all participants completing the Chinese Version of the Aggression Questionnaire. Psychometric network analysis was utilized for data processing.
Results:
Trait aggression among Chinese children and adolescents was at a moderately low level. The core nodes of the network structure included physical aggression [if someone intentionally causes trouble for me, I will hit them severely (AGG6); if someone hits me, I will retaliate (AGG11)] and self aggression [When I am very irritable, I think of hurting myself (AGG5); when I am in a bad mood, I engage in behaviors that harm my health, such as overeating (AGG25)]. Across grade levels, core nodes primarily originated from the anger dimension [When I m angry, I feel like a powder magazine that could explode at any moment (AGG13); I can t control my temper (AGG18); I am prone to getting angry when I see things that are not pleasing to the eye (AGG23); I will get angry for no reason (AGG27)]. Except for grades 7 and 9, core nodes in other grades included the verbal aggression dimension [I am prone to arguments with people (AGG22)]. Before grade 8, core nodes incorporated the self aggression dimension (AGG 5, AGG 25); after grade 8, core nodes included the physical aggression dimension [AGG 6, AGG 11, I fight slightly more than others (AGG16), and if people around me make things difficult for me to a certain extent, I will fight with them (AGG26)]. No statistically significant differences were found in the trait aggression network structures across grades, genders, or within gender comparisons of different grades.
Conclusion
These findings broaden our understanding of aggression in children and adolescents, suggesting that behavioral interventions can effectively reduce aggressive behaviors in this population.
2.Establishment of a duplex real-time PCR method for differentiation of African swine fever virus I177L gene-deleted strains
Yanxing LIN ; Peng XU ; Weijun SHI ; Chaohua HUANG ; Qiaoyu WENG ; Jiang WU ; Zhouxi RUAN ; Caihong ZHANG ; Chenfu CAO ; Junxing YANG ; Ye JIN ; Peng CHEN ; Qunyi HUA
Chinese Journal of Veterinary Science 2024;44(9):1848-1853
African swine fever virus(ASFV)I177L gene deletion vaccine is one of the key directions of African swine fever(ASF)live attenuated vaccine research and development.In order to effec-tively distinguish between the wild-type ASFV strain and the I177L gene-deleted strain,specific primers and probes were designed based on ASFV B646L and I177L genes,respectively.After screening and optimization,a duplex real-time PCR method was developed that can simultaneously detect these two genes.The results showed that ASFV B646L and I177L genes were detected spe-cifically and simultaneously by the method developed without cross-reactions with porcine circovir-us type 2,Seneca virus A,classical swine fever virus,foot-and-mouth disease virus,porcine respira-tory and reproductive syndrome virus.The detection limits of the duplex real-time PCR for recom-binant plasmids pUC57-B646L and pUC57-I177L were 1×103 copies/mL.The intra-and inter-as-say coefficients of variation were less than 4%,respectively.Detection of 122 pork and pork prod-ucts using the duplex real-time PCR developed and the real-time PCR recommended by WOAH showed that the coincidence rates of the two methods for B646L gene detection was 100%with two amplification curves appeared in the positive results of the established methods.The method established in this study can be used for the detection of ASFV I177L gene deletion strains,which provides technical support for ASF surveillance and epidemiological investigation.
3.Comparison of diagnostic efficacy between 68Ga-PSMA-11 PET/CT and mpMRI for pelvic lymph node metastasis in prostate cancer patients with or without neoadjuvant endocrine therapy
Wenhui YANG ; Yuming JING ; Jingliang ZHANG ; Jianhua JIAO ; Chaochao CUI ; Jian CHEN ; Shikuan GUO ; Chunjuan TIAN ; Fei KANG ; Weijun QIN
Chinese Journal of Urology 2024;45(6):445-450
Objective:To compare the diagnostic efficacy of 68Ga-PSMA-11 PET/ CT and multi-parameter magnetic resonance imaging (mpMRI) for pelvic lymph node metastases in prostate cancer patients who received neoadjuvant endocrinology or not after initial diagnosis. Methods:Data of 52 patients with moderate and high-risk prostate cancer admitted to Xijing Hospital from February to October 2023, aged (65.8±6.6) years, preoperative prostate-specific antigen (PSA) 26.67 (13.09, 84.89) ng/ml, were retrospectively analyzed. Before operation, there were 28 cases of cT 2stage, 16 cases of cT 3 stage and 8 cases of cT 4 stage. There were 22 cases of cN 0 and 30 cases of cN 1. All patients underwent 68Ga-PSMA-11 PET/CT and mpMRI at the same time, and were diagnosed positive lymph nodes in 28 and 21 cases, respectively. Risk stratification were high risk in 45 cases, and medium risk in 7 cases. According to the preoperative endocrine treatment, they were divided into the newly diagnosed group without treatment (24 cases) and the endocrine treated group (28 cases), whose ages were (65.0±7.1) years and (66.8±6.1) years, respectively. Preoperative PSA was 26.17 (16.73, 61.18) ng/ml and 27.32 (11.94, 130.18) ng/ml, respectively. Gleason scores ≤7 were in 10 cases (41.7%) and 6 cases (21.4%), and Gleason scores >7 were in 14 cases (58.3%) and 22 cases (78.6%), respectively. There were 15 (62.5%) and 13 (46.4%) cases of cT 1-2 stage, and 9 (37.5%) and 15 (53.6%) cases of cT 3-4 stage, respectively. There were 16 (66.7%) and 6 (21.4%) cases of stage N 0, 8 (33.3%) and 22 (78.6%) cases of stage N 1, respectively. There were 22 (91.7%) and 20 (71.4%) cases of stage M 0, 2 (8.3%) and 8 (28.6%) cases of stage M 1, respectively. PET/CT diagnosis of lymph node positive was in 9 cases (37.5%) and 19 cases (67.9%), and mpMRI diagnosis of lymph node positive was in 5 cases (20.8%) and 16 cases (57.1%). The number of positive lymph nodes diagnosed by PET/CT was 13 (72.2%) and 47 (90.1%), and the number of positive lymph nodes diagnosed by mpMRI was 8 (44.4%) and 32 (61.5%). There was no significant difference ( P>0.05). All patients underwent radical prostatectomy as well as enlarged pelvic lymph node resection. The sensitivity, specificity, positive predictive value (PPV) and negative predictive value (NPV) of the two imaging examinations in the diagnosis of lymph node metastasis were compared according to the results of postoperative pathological examination of lymph nodes. Receiver operating characteristic (ROC) curve was used to compare the accuracy of the two imaging tests in the diagnosis of pelvic lymph node metastasis in the newly diagnosed untreated group and the endocrine treated group. Results:In this study, of 52 cases, 26 (50.0%) had positive lymph nodes by pathological examination. In this study, a total of 681 lymph nodes were dissected, with 70 lymph nodes (10.28%) being pathologically positive, and the positive rate of 26 patients was 17.99% (70/389). The PET/CT and mpMRI detection rates of 26 node-positive patients were 92.3% (24/26) and 57.7% (15/26), respectively. There were 9 (37.5%) and 17 (60.7%) lymph node positive patients in the untreated group and the endocrine therapy group, respectively. There were 320 and 361 lymph nodes were clear, with 18 (5.6%) and 52 (14.4%) positive lymph nodes, respectively. The detection rates of PET/CT and mpMRI were 88.89% (8/9) and 94.12% (16/17)in the untreated group, and 44.44% (4/9) and 64.71% (11/17)in the endocrine treated group, respectively. In the newly treated group, the area under the curve (AUC) of PET/CT and mpMRI for diagnosing positive lymph nodes were 0.911 and 0.689 ( P=0.027), the sensitivity were 88.9% and 44.4%, and the specificity were 93.3% and 93.3%, respectively. PPV were 88.9% and 80.0%, and NPV were 93.3% and 73.7%, respectively. In the endocrine therapy group, the AUC of PET/CT and mpMRI for lymph node positive diagnosis were 0.834 and 0.596 ( P=0.011), the sensitivity were 94.1% and 64.7%, the specificity were 72.7% and 54.5%, and the PPV were 84.2% and 68.8%, respectively. NPV were 88.9% and 50.0%, respectively. Conclusions:For prostate cancer patients, regardless of whether they receive neoadjuvant endocrine therapy, 68Ga-PSMA-11 PET/CT can accurately detect pelvic lymph node metastasis, and the diagnostic efficacy is significantly better than that of mpMRI.
4.Research on the construction and improvement strategies of the intelligent medical insurance monito-ring system in large public hospitals in Guangzhou city
Xiaorong CHEN ; Xueying HUANG ; Jingcheng LI ; Guansheng HE ; Weijun MIAO
Modern Hospital 2024;24(6):921-924,927
With the continuous evolution and refinement of the healthcare insurance system,there arises a heightened de-mand for the standardization and efficacy of healthcare insurance management.This paper takes a prominent public hospital in Guangzhou City as a case study to delve into the establishment and enhancement of an intelligent monitoring system for healthcare insurance.Initially,an analysis is conducted from the perspectives of the national,policy,and institutional levels to underscore the imperative and urgency of constructing an intelligent monitoring system for healthcare insurance.Subsequently,a comprehen-sive review of the current research landscape,both domestically and internationally,is presented,highlighting the challenges faced by domestic intelligent auditing systems in terms of their level of intelligence,the sophistication of hospital-level intelligent monitoring,and the standardization of rule libraries.Following this,the paper elaborates on the practical endeavors undertaken by large public hospitals in Guangzhou City regarding the construction and optimization of the intelligent monitoring system for healthcare insurance.This encompasses aspects such as the structure of the intelligent monitoring system,collaborative manage-ment in operational modes,and the standardization of rule libraries.Finally,the paper concludes by summarizing the positive im-pact of these practices on the regulation of medical service behaviors and the enhancement of efficiency in healthcare insurance quality management,while also offering insights into future research directions.
5.Research Progress of Artificial Intelligence in the Diagnosis and Treatment of Anorectal Diseases
Yiwen ZHANG ; Ximing WANG ; Zilong LI ; Xinzhang ZHANG ; Changxian CHEN ; Weijun LIU ; Zhenyong ZHANG
Journal of Kunming Medical University 2024;45(2):1-6
In the past 20 years,the development of artificial intelligence has made rapid progress,and it is increasingly applied in the medical field,including medical image-assisted diagnosis and treatment,health management,disease risk prediction and so on.In this paper,the application status of artificial intelligence-assisted detection and diagnosis system based on deep learning in anorectal diseases is summarized,and the new methods related to the diagnosis and treatment of anorectal diseases at home and abroad are summarized.It mainly reviews the research progress of artificial intelligence technology in the diagnosis and treatment of anal fistula,perianal abscess,hemorrhoids and other anorectal diseases.
6.Reliability and validity of My Jump 2 application to measure lower limb vertical stiffness of college students
Weijun SONG ; Xinyu MAO ; Chao CHEN ; Zhihai WANG ; Kaiyuan QU ; Mingming YANG ; Dan WANG
Chinese Journal of Tissue Engineering Research 2024;28(2):172-176
BACKGROUND:Confirming the reliability and validity of the My jump 2 application for measuring lower limb vertical stiffness may offer the possibility of it as an alternative to the Kistler three-dimensional force platform for measuring lower limb stiffness. OBJECTIVE:To verify the reliability and validity of the My Jump 2 application in measuring lower limb vertical stiffness of college students. METHODS:The drop jump data of the participants were collected through the Kistler three-dimensional force platform and the My Jump 2 application,and the vertical stiffness of the participants'lower limb vertical stiffness was calculated.The intraclass correlation coefficient was used to analyze the data measured by the My Jump 2 application and the Kistler three-dimensional force platform,attempting to verify the reliability of the My Jump 2 application.The bias and average between the two devices were drawn into a Bland-Altman diagram to verify the consistency between the two test methods.Finally,the test-retest reliability of the My Jump 2 applications at 30 cm and 40 cm was analyzed using the Cronbach's alpha(α)and coefficient of variation.Pearson product-moment correlation was used to analyze the correlation of My Jump 2 applications. RESULTS AND CONCLUSION:My Jump 2 application has high reliability and validity when measuring the vertical stiffness of the lower limb.At the same time,due to its advantages of low cost,convenient portability and field testing for large samples,it can be used as an alternative to the Kistler three-dimensional force platform to test the vertical stiffness of the lower limb in college students and similar populations.
7.Correlation between serum Nesfatin-1, N-terminal pro-brain natriuretic peptide, and cystatin C levels and myocardial enzymes and cardiac function in patients with ST-elevation myocardial infarction
Weijun LUO ; Donghai CHEN ; Xianjun WU
Chinese Journal of Primary Medicine and Pharmacy 2024;31(2):170-174
Objective:To correlate serum Nesfatin-1, N-terminal pro-brain natriuretic peptide (NT-proBNP), and cystatin C (CysC) levels with myocardial enzymes and cardiac function in patients with acute ST-elevation myocardial infarction (STEMI).Methods:This is a case-control study. A total of 100 patients with acute STEMI who received treatment at Lishui People's Hospital from January 2020 to December 2022 were included in the STEMI group. An additional 80 healthy controls who concurrently received physical examinations in the same hospital were included in the control group. Serum levels of Nesfatin-1, NT-proBNP, CysC, creatine kinase-MB (CK-MB), and cardiac troponin I (cTnI) levels were determined in each group. Left ventricular ejection fraction (LVEF), left ventricular end-diastolic diameter (LVDD), and left ventricular end-systolic diameter (LVDS) were measured using color Doppler ultrasound. Correlation analysis was performed.Results:Serum Nesfatin-1 level in the STEMI group was (89.96 ± 15.25) ng/L, which was significantly lower than (226.36 ± 37.47) ng/L in the control group ( t = 33.15, P < 0.05). Serum levels of NT-proBNP and CysC in the STEMI group were (1 325.12 ± 378.48) ng/L and (1.37 ± 0.24) mg/L, which were significantly higher than (78.95 ± 13.42) ng/L and (0.79 ± 0.16) mg/L in the control group ( t = -29.42, -18.56, both P < 0.05). Serum CK-MB and cTnI levels in the STEMI group were (46.51 ± 12.14) U/L and (1.13 ± 0.25) U/L, respectively, which were significantly higher than (12.23 ± 4.01) U/L and (0.09 ± 0.02) U/L in the control group ( t = -24.06, -37.09, both P < 0.05). The LVEF in the STEMI group was (37.84 ± 5.45)%, which was significantly lower than (72.41 ± 4.26)% in the control group ( t = 46.49, P < 0.05). The LVDD and LVDS in the STEMI group were (40.92 ± 5.25) mm and (58.98 ± 6.25) mm, which were significantly higher than (19.86 ± 3.36) mm and (34.21 ± 4.38) mm in the control group ( t = -31.13, -30.03, both P < 0.05). Serum Nesfatin-1 level was positively correlated with LVEF ( r = 0.572), but it was negatively correlated with serum CK-MB and cTnI levels, LVDD, and LVDS ( r = -0.498, -0.617, -0.506, -0.534, all P < 0.05). Serum NT-proBNP and CysC levels were negatively correlated with LVEF ( r = -0.653, -0.607), but they were positively correlated with serum CK-MB and cTnI levels, LVDD, and LVDS ( r = 0.582, 0.526, 0.712, 0.565, 0.631, 0.578, 0.659, 0.635, all P < 0.05). Conclusion:Serum Nesfatin-1 levels decrease, while serum NT-proBNP and CysC levels increase in patients with acute STEMI. Serum Nesfatin-1, NT-proBNP, and CysC levels are closely related to myocardial enzymes and cardiac function.
8.The effect of Bushen Huoxue prescription on proliferation and extracellular matrix synthesis of nucleus pulposus cells by regulating circ_0036763/miR-583 axis
Canrong LIANG ; Junjie HE ; Xueyuan ZHU ; Haojian FENG ; Weijun GUO ; Dongling CAI ; Chenghua ZHU ; Xiaofeng CHEN
Journal of Chinese Physician 2024;26(1):63-69
Objective:To explore the possible effects of Bushen Huoxue Formula (the kidney tonifying and blood activating prescription) on the proliferation and extracellular matrix synthesis of nucleus pulposus cells by regulating the circ_0036763/miR-583 axis.Methods:Real time fluorescence quantitative polymerase chain reaction (qRT-PCR) was used to detect the expression levels of circ0036763 and miR-583 in normal and intervertebral disc degeneration (IDD) nucleus pulposus cells; IDD nucleus pulposus cells were divided into pcDNA group, pcDNA circ_0036763 group, pcDNA circ_0036763+ mimic NC group, and pcDNA circ_0036763+ miR-583 mimic group. qRT-PCR was used to detect the expression levels of circ_0036763 and miR-583 in nucleus pulposus cells in each group, methyl thiazolyl tetrazolium (MTT) was used to detect cell proliferation (A value), and Western blot was used to detect the expression of proliferating cell nuclear antigen (PCNA), collagen Ⅰ, and collagen Ⅱ proteins in nucleus pulposus cells, The dual luciferase assay reported experimental validation of the targeting relationship between circ_0036763 and miR-583. 27 mice were divided into sham surgery group, IDD group, and kidney tonifying and blood activating formula group. IDD models were established in all groups except for the sham surgery group. After successful modeling, the sham surgery group and IDD group were given physiological saline by gavage, while the kidney tonifying and blood activating formula group was given 1.5 g/ml of kidney tonifying and blood activating formula by gavage for 3 consecutive weeks. QRT-PCR was used to detect the expression levels of circ0036763 and miR-583 in the nucleus pulposus cells of mice in each group, MTT was used to detect cell proliferation, and Western blot was used to detect the expression of PCNA, collagen Ⅰ, and collagen Ⅱ proteins.Results:The expression level of circ_0036763 in IDD nucleus pulposus cells decreased, while the expression level of miR-583 increased (all P<0.05); Overexpression of circ_0036763 can promote proliferation and extracellular matrix synthesis of nucleus pulposus cells (all P<0.05); Circ_0036763 targets miR-583 and upregulates miR-583 reversible overexpression. Circ_0036763 enhances the proliferation and extracellular matrix synthesis ability of IDD nucleus pulposus cells. Compared with the sham surgery group, the IDD group showed an increase in collagen Ⅰ protein expression and miR-583 expression levels (all P<0.05), while the cell A value, PCNA and collagen Ⅱ protein expression, and circ_0036763 expression levels decreased (all P<0.05); Compared with the IDD group, the Kidney Tonifying and Blood Activating Formula group showed a decrease in collagen Ⅰ protein expression and miR-583 expression levels (all P<0.05), while the cell A value, PCNA and collagen Ⅱ protein expression, and circ_0036763 expression levels increased (all P<0.05). Conclusions:The kidney tonifying and blood activating formula (Bushen Huoxue) may induce proliferation and extracellular matrix synthesis of nucleus pulposus cells by regulating the circ_0036763/miR-583 axis.
9.Design and clinical application of intracavitary-interstitial brachytherapy applicator template in locally advanced cervical cancer
Yi OUYANG ; Xiaodan HUANG ; Foping CHEN ; Haiying WU ; Weijun YE ; Kai CHEN ; Junyun LI ; Hongying LIU ; Miaoqing MAI ; Huikuan GU ; Huanxin LIN ; Xinping CAO
Chinese Journal of Radiation Oncology 2024;33(2):137-144
Objective:To design and evaluate the application value of intracavitary-interstitial brachytherapy (IC-ISBT) applicator template for locally advanced cervical cancer.Methods:MRI data of 100 patients with ⅡB-ⅣA stage cervical cancer (International Federation of Gynecology and Obstetrics 2018 staging system) before and after external beam radiation therapy (EBRT) admitted to Sun Yat-sen University Cancer Center from March 2019 to September 2020 were collected. The range of primary cervical lesions was retrospectively analyzed and compared. Based on the residual mass of patients, the corresponding high-risk clinical target volume (HR-CTV) was delineated, and the IC-ISBT applicator template was designed and initially applied to cervical cancer patients. Dosimetry analysis and efficacy evaluation were compared between the applicator template-guided ( n=37) and free-hand implantation groups ( n=63). Chi-square test or Fisher exact test was performed for categorical variables, and t-test or U-test for continuous variables. Results:The median distance between the residual tumor margin (clockwise 3, 6, 9, 12 o'clock) and the center of 100 patients with ⅡB-ⅣA stage cervical cancer after EBRT was 16.5, 14.0, 17.0 and 13.0 mm, respectively. The corresponding HR-CTV was superimposed to reconstruct the three-dimensional diagram, and the cylindrical IC-ISBT applicator template with mushroom-like head was designed and manufactured: the longest and shortest diameter of the head was 35 and 20 mm, respectively; the central channel was adapted to the uterine tube, the C1-C12 channels was arranged in inner circle, and the peripheral B1-B5 and A1-A4 pin channels were expanded bilaterally. In terms of dose coverage, there was no significant difference between the HR-CTV D 90% [(635.12±22.65) vs. (635.80±25.84) cGy], bladder D 2 cm3 [(473.79±44.78) vs. (463.55±66.43) cGy)], rectum D 2 cm3 [(396.99±73.54) vs. (408.00±73.94) cGy] and sigmoid colon D 2 cm3 [(293.07±152.72) vs. (311.31±135.77) cGy] between the template-guided and free-hand implantation groups (all P>0.05), but the HR-CTV D 98% was significantly higher [(544.78±32.07) vs. (536.78±32.04) cGy, P=0.007] and the rectum D 1 cm3 and D 0.1 cm3 were significantly lower [(438.62±69.65) vs. (453.97±67.89) cGy, P=0.016; (519.46±70.67) vs. (543.82±81.24) cGy, P=0.001] in the template-guided implantation group. In addition, there was no significant difference in the complete response rate between two groups (86% vs. 83%, P>0.05). Conclusions:This IC-ISBT applicator template is reasonably designed, and the therapeutic efficacy of the template-guided implantation is equivalent to that of free-hand implantation. The dose coverage of the target area meets the clinical demand with a better protection of the organs at risk. The applicator template has the potential to be widely used as a conventional template in clinical practice as the applicator-guided implantation is convenient to operate and repeat.
10.Prognostic value of the Second Revision of the International Staging System in patients with newly diagnosed transplant-eligible multiple myeloma
Huixing ZHOU ; Yuan JIAN ; Juan DU ; Junru LIU ; Zhiyao ZHANG ; Chuanying GENG ; Guangzhong YANG ; Guorong WANG ; Weijun FU ; Juan LI ; Wenming CHEN ; Wen GAO
Chinese Journal of Internal Medicine 2024;63(1):81-88
Objective:To verify the predictive value of the Second Revision of the International Staging System (R2-ISS) in newly diagnosed patients with multiple myeloma (MM) who underwent first-line autologous hematopoietic stem cell transplantation (ASCT) in a new drug era in China.Methods:This multicenter retrospective cohort study enrolled patients with newly diagnosed MM from three centers in China (Beijing Chao-Yang Hospital, Capital Medical University; the First Affiliated Hospital, Sun Yat-Sen University, and the Second Affiliated Hospital of Naval Medical University) from June 2008 to June 2018. A total of 401 newly diagnosed patients with MM who were candidates for ASCT were enrolled in this cohort, all received proteasome inhibitor and/or immunomodulator-based induction chemotherapy followed by ASCT. Baseline and follow-up data were collected. The patients were regrouped using R2-ISS. Progression-free survival (PFS) and overall survival (OS) were analyzed. The Kaplan-Meier method was used to analyze the survival curve and two survival curves were compared using the log-rank test. Cox regression analysis were performed to analyze the relationship between risk factors and survival.Results:The median age of the patients was 53 years (range 25-69 years) and 59.5% (240 cases) were men. Newly diagnosed patients with renal impairment accounted for 11.5% (46 cases). According to Revised-International Staging System (R-ISS), 74 patients (18.5 %) were diagnosed with stage Ⅰ, 259 patients (64.6%) with stage Ⅱ, and 68 patients (17.0%) with stage Ⅲ. According to the R2-ISS, the distribution of patients in each group was as follows: 50 patients (12.5%) in stage Ⅰ, 95 patients (23.7%) in stage Ⅱ, 206 patients (51.4%) in stage Ⅲ, and 50 patients (12.5%) in stage Ⅳ. The median follow-up time was 35.9 months (range, 6-119 months). According to the R2-ISS stage, the median PFS in each group was: 75.3 months for stage Ⅰ; 62.0 months for stage Ⅱ, 39.2 months for stage Ⅲ, and 30.3 months for stage Ⅳ; and the median OS was not reached, 86.6 months, 71.6 months, and 38.5 months, respectively. There were statistically significant differences in PFS and OS between different groups (both P<0.001). Multivariate Cox regression analysis showed that stages Ⅲ and Ⅳ of the R2-ISS were independent prognostic factors for PFS ( HR=2.37, 95% CI 1.30-4.30; HR=4.50, 95% CI 2.35-9.01) and OS ( HR=4.20, 95% CI 1.50-11.80; HR=9.53, 95% CI 3.21-28.29). Conclusions:The R2-ISS has significant predictive value for PFS and OS for transplant-eligible patients with MM in the new drug era. However, the universality of the R2-ISS still needs to be further verified in different populations.


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