1.Screening and functional analysis of differentially expressed circRNA in rat articular chondrocyte injury induced by T-2 toxin
Miaomiao QIN ; Wenbo LU ; Chengyu ZHAO ; Kangting LUO ; Miao WANG ; Juan ZUO ; Shuiyuan YU ; Guoyu ZHOU ; Fangfang YU
Chinese Journal of Endemiology 2024;43(8):615-621
Objective:To screen differentially expressed circular RNA (circRNA) in rat articular chondrocyte injury induced by T-2 toxin, and explore the mechanism of cartilage injury.Methods:Twenty-four SD rats (males, body weight 60 - 80 g) were randomly divided into T-2 toxin group (administrated T-2 toxin 100 ng·g -1·d -1 by gavage) and control group (administrated equal amounts of deionized water by gavage) using a random number table method, 12 rats in each group. After 4 weeks of intervention, the articular cartilage was collected for transcriptome sequencing. Deseq2 software [ P < 0.05 and |log 2(fold change)| > 1, fold change was the multiple of differential expression] was used to identify differentially expressed circRNA. Based on the competing endogenous RNAs (ceRNA) hypothesis, the miRanda software was used to predict the microRNA (miRNA, miR) binding sites of differentially expressed circRNA, and Cytoscape 3.10.0 software was used to plot the circRNA-miRNA interaction network. MiRWalk 3.0, MiRDB, and miRTarBase softwares were used to predict downstream target genes, and Cytoscape 3.10.0 software was used to map the circRNA-miRNA-mRNA interaction network. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) were used to analyze the biological functions and enrichment pathways of target genes. Results:A total of 19 differentially expressed circRNAs were screened (including 10 upregulated and 9 downregulated). A total of 1 320 miRNAs binding sites and 16 target genes were predicted. Target gene enrichment analysis revealed significant enrichment of mitogen-activated protein kinase (MAPK) and nuclear factor kappa-B (NF-κB) signaling pathway ( P < 0.05). Tumour necrosis factor receptor-associated factor 6 (Traf6) and interleukin-1 receptor-associated kinase 1 (Irak1) were enriched in the MAPK and NF-κB signaling pathways, with corresponding miRNA and circRNA of miR-146a-5p and chr2: 94716330|94720889. Conclusion:Nineteen differentially expressed circRNAs in rat articular chondrocyte injury are successfully screened, and chr2: 94716330|94720889 may regulate the MAPK and NF-κB signaling pathways through the miR-146a-5p/Traf6/Irak1 axis, inducing articular chondrocyte injury.
2.The role of BDNF polymorphism in the association between fluoride exposure and ACTH/CORT in children
Na LI ; Zichen FENG ; Guoyu ZHOU ; Anqi WANG ; Limin DING ; Fangfang YU ; Yue BA
Chinese Journal of Endemiology 2024;43(9):689-697
Objective:To study the relationship between fluoride exposure and adrenocorticotropic hormone (ACTH)/cortisol (CORT) in rural children in eastern Henan, and to reveal the modifying effect of brain-derived neurotrophic factor (BDNF) gene polymorphism.Methods:A total of 463 children aged 7 - 12 (245 boys and 218 girls) from 4 primary schools in Tongxu County, Henan Province were recruited by a cluster sampling method for questionnaire survey, physical examination, and collection of morning urine and fasting venous blood. The concentrations of urinary fluoride and creatinine were determined by a fluoride ion selective electrode method and picric acid method, respectively. Serum ACTH and CORT levels were determined with a fully automated biochemical analyzer, and the genotyping of BDNF gene loci of single nucleotide polymorphism was conducted by a customized 48-Plex SNPscan TM reagent kit. Besides, the relationships between urinary fluoride concentrations and serum ACTH/CORT levels in children were analyzed by multiple linear regression models. The interaction term between urinary fluoride concentration and BDNF gene polymorphism was established, and the interaction between unit point gene polymorphism and environment on serum ACTH or CORT levels of children was analyzed by multiple linear regression. Results:For every 1 mg/L increase in urinary fluoride concentration, serum ACTH level in girls increased by 1.98 pg/ml [95% confidence interval ( CI): 0.71, 3.24; P = 0.002], while serum CORT level in boys decreased by 37.48 ng/ml (95% CI: - 63.99, - 10.97; P = 0.006). Regardless of stratified analysis, the urinary fluoride concentration of individuals carrying the TA genotype at the rs6484320 locus was positively correlated with serum ACTH level (β > 0, P < 0.05); in addition, there was a positive correlation between urinary fluoride concentration and serum ACTH level in the total population and boys carrying the CC genotype of rs7103873 locus (β > 0, P < 0.05); and the serum ACTH and CORT levels in girls carrying the AA genotype of rs12291186 locus were positively correlated with urinary fluoride concentration (β > 0, P < 0.05). The interaction analysis showed that there was an interaction between urinary fluoride concentrations and rs6484320/rs7103873 loci polymorphisms on serum ACTH level in the total population and boys ( Pinteraction < 0.1), as well as urinary fluoride concentrations and rs12291186 locus polymorphism on serum CORT level in girls ( Pinteraction = 0.035). Conclusions:Urinary fluoride concentration is associated with increased serum ACTH level in girls and decreased serum CORT level in boys. BDNF gene polymorphism can modify the association between fluoride exposure and serum ACTH or CORT levels in children, and the modification effect varies by gender.
3.Relationship between plasma fluoride content, daily calcium intake and blood cell parameters in children and adolescents
Hongxia XIA ; Zeyuan NIU ; Yanan WANG ; Xinying WANG ; Xi YAN ; Yuhui DU ; Fangfang YU ; Yue BA ; Guoyu ZHOU
Chinese Journal of Endemiology 2024;43(1):6-12
Objective:To investigate the relationship between plasma fluoride content, daily calcium intake and blood cell parameters in children and adolescents.Methods:This study was based on the National Health and Nutrition Examination Survey (NHANES) database of the United States from 2013 to 2016, with 3 684 children and adolescents aged 6 - 19 as the research subjects. Information on plasma fluoride content, daily calcium intake and blood cell parameters from the database were collected. Non-linear relationships between plasma fluoride content, daily calcium intake and blood cell parameters were analyzed using restricted cubic splines. If there was a non-linear relationship, the optimal inflection point was calculated using threshold/saturation effect analysis method. Subsequently, multiple linear regression models were used to analyze the associations among the three, and the modification effect of daily calcium intake (binary classification, stratified by median daily calcium intake) on the association between plasma fluoride content and blood cell parameters was analyzed.Results:There was no non-linear relationship between plasma fluoride content and white blood cell count, hemoglobin content and platelet count ( Pnon-linear > 0.05), but there was a non-linear relationship between plasma fluoride content and erythrocyte count and hematocrit ( Pnon-linear < 0.001). After adjusting for confounding factors, the optimal inflection points of the effects of plasma fluoride content on erythrocyte count and hematocrit were 0.54 and 0.31 μmol/L, respectively. There was no non-linear relationship between daily calcium intake and blood cell parameters ( Pnon-linear > 0.05). After adjusting for confounding factors, for every 1 μmol/L increase in plasma fluoride content, the white blood cell count increased by 0.49 × 10 9/L ( P = 0.009). There was a saturation effect in the association between plasma fluoride content, erythrocyte count and hematocrit: when plasma fluoride content was < 0.54 μmol/L, the erythrocyte count decreased by 0.46 × 10 12/L for every 1 μmol/L increase ( P < 0.001). When plasma fluoride content was < 0.31 μmol/L, the hematocrit decreased by 6.29% for every 1 μmol/L increase ( P = 0.006). The above associations were not statistically significant when plasma fluoride content was higher than the optimal inflection points ( P > 0.05). After stratification according to the median daily calcium intake, in the low-calcium group (daily calcium intake < 0.87 g), for every 1 μmol/L increase in plasma fluoride content, the white blood cell count increased by 0.77 × 10 9/L ( P = 0.001). When plasma fluoride content was < 0.54 μmol/L, the erythrocyte count decreased by 0.41 × 10 12/L for every 1 μmol/L increase ( P = 0.002). When plasma fluoride content was ≥0.54 μmol/L, erythrocyte count decreased by 0.47 × 10 12/L for every 1 μmol/L increase ( P < 0.001). When the plasma fluoride content was < 0.31 μmol/L, the hematocrit decreased by 8.29% for every 1 μmol/L increase ( P = 0.011). The above associations were not statistically significant in the high-calcium group (daily calcium intake ≥0.87 g, P > 0.05). There was an interaction of daily calcium intake and plasma fluoride content on platelet count ( Pinteraction = 0.070), as demonstrated by an increase in platelet count of 12.68 × 10 9/L ( P = 0.013) in the low-calcium group and a decrease in platelet count of 9.05 × 10 9/L ( P = 0.035) in the high-calcium group for every 1 μmol/L increase in plasma fluoride content. Conclusions:The blood cell parameters of children and adolescents are closely related to plasma fluoride content, but not directly related to daily calcium intake. However, the correlation between plasma fluoride content and blood cell parameters varies among different calcium intake populations, and daily calcium intake can modify the association between plasma fluoride content and platelet count.
4.The relationship between fluoride exposure, basal metabolic rate, body fat percentage, and grip strength among adults in rural areas with fluorosis of China
Xuanyin ZHANG ; Meng GUO ; Ruiqin CHEN ; Zichen FENG ; Meng YANG ; Xiaoxue LIU ; Fangfang YU ; Zhiyuan LI ; Yue BA ; Guoyu ZHOU
Chinese Journal of Endemiology 2024;43(1):29-34
Objective:To study the relationship between adult fluoride exposure and grip strength in rural areas of China with fluorosis, as well as the roles of basal metabolic rate (BMR) and body fat percentage (BFP) in the association between fluoride exposure and grip strength.Methods:From April to May 2017, a cluster sampling method was used to conduct a questionnaire survey, physical examination, and biological sample collection on residents aged 18 - 60 in Tongxu County, Kaifeng City, Henan Province (epidemic areas of drinking-water-borne fluorosis). A total of 1 168 subjects were included in the study, including 427 males and 741 females. The fluoride ion selective electrode method and the picric acid method were used to determine the concentrations of urine fluoride and urine creatinine, and the adjusted urine fluoride concentration (CUF) was calculated. BMR and BFP were measured by a bioelectrical impendence method, and the grip strength was measured by a Jamar grip dynamometer. The relationship between CUF, BMR, BFP and grip strength were analyzed using a generalized linear model regression. The mediation effect model was used to assess the mediating effect of BMR and BFP on the association between CUF and grip strength.Results:Female grip strength decreased by 0.28 kg ( P = 0.043) for every 1.00 mg/L increment in CUF. No similar association was found between the two in males ( P = 0.744). Regardless of gender stratification, BMR was positively correlated with grip strength ( P < 0.001). For every 1.00% increase in BFP, female grip strength decreased by 0.18 kg ( P = 0.043). The mediation effect model analysis results showed that the mediation effect ratios of BMR and BFP in the association between CUF and grip strength in female were 65.1% ( P < 0.001) and 8.4% ( P = 0.111), respectively. Conclusion:Fluoride exposure is associated with changes in female grip strength, and BMR changes play a partial mediating role in the association between fluoride exposure and female grip strength.
5.A region-level contrastive learning-based deep model for glomerular ultrastructure segmentation on electron microscope images.
Guoyu LIN ; Zhentai ZHANG ; Yanmeng LU ; Jian GENG ; Zhitao ZHOU ; Lijun LU ; Lei CAO
Journal of Southern Medical University 2023;43(5):815-824
OBJECTIVE:
We propose a novel region- level self-supervised contrastive learning method USRegCon (ultrastructural region contrast) based on the semantic similarity of ultrastructures to improve the performance of the model for glomerular ultrastructure segmentation on electron microscope images.
METHODS:
USRegCon used a large amount of unlabeled data for pre- training of the model in 3 steps: (1) The model encoded and decoded the ultrastructural information in the image and adaptively divided the image into multiple regions based on the semantic similarity of the ultrastructures; (2) Based on the divided regions, the first-order grayscale region representations and deep semantic region representations of each region were extracted by region pooling operation; (3) For the first-order grayscale region representations, a grayscale loss function was proposed to minimize the grayscale difference within regions and maximize the difference between regions. For deep semantic region representations, a semantic loss function was introduced to maximize the similarity of positive region pairs and the difference of negative region pairs in the representation space. These two loss functions were jointly used for pre-training of the model.
RESULTS:
In the segmentation task for 3 ultrastructures of the glomerular filtration barrier based on the private dataset GlomEM, USRegCon achieved promising segmentation results for basement membrane, endothelial cells, and podocytes, with Dice coefficients of (85.69 ± 0.13)%, (74.59 ± 0.13)%, and (78.57 ± 0.16)%, respectively, demonstrating a good performance of the model superior to many existing image-level, pixel-level, and region-level self-supervised contrastive learning methods and close to the fully- supervised pre-training method based on the large- scale labeled dataset ImageNet.
CONCLUSION
USRegCon facilitates the model to learn beneficial region representations from large amounts of unlabeled data to overcome the scarcity of labeled data and improves the deep model performance for glomerular ultrastructure recognition and boundary segmentation.
Humans
;
Electrons
;
Endothelial Cells
;
Learning
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Podocytes
;
Kidney Diseases
6.Association between dental fluorosis and serum biomarkers of bone metabolism in children
Xiangbo HOU ; Guoyu ZHOU ; Minghui GAO ; Hui HUANG ; Yu XI ; Zhiyuan LI ; Fangfang YU ; Jingyuan ZHU ; Yue BA
Chinese Journal of Endemiology 2022;41(2):144-148
Objective:This study was aimed to explore the associations between the risk of dental fluorosis and the serum biomarkers of bone metabolism in children.Methods:A total of 502 children aged 7 - 12 years were selected by cluster sampling from 4 primary schools in Tongxu County, Kaifeng City, Henan Province from April to May 2017. Morning urine and fasting peripheral blood samples were collected from each participant. Urinary fluoride concentration was determined by fluoride ion selective electrode method. Serum calcium, phosphorus, alkaline phosphatase (ALP), bone-specific alkaline phosphatase (BALP), osteocalcin (OC), calcitonin (CT) and parathyroid hormone (PTH) levels were measured using an automatic biochemical analyzer. Dean method was used to evaluate the prevalence of dental fluorosis in children, and the participants were divided into dental fluorosis group ( n = 173) and control group ( n = 329) after being diagnosed by trained physicians for their dental fluorosis. The associations between the risk of dental fluorosis and the serum biomarkers of bone metabolism in children were analyzed by logistic regression. Results:The levels of serum phosphorus (mmol/L: 1.54 ± 0.19 vs 1.58 ± 0.21) and OC (ng/ml: 11.59 ± 5.22 vs 12.78 ± 5.88) in children in dental fluorosis group were significantly lower than those in children in control group ( P < 0.05). Logistic regression analysis showed that serum OC level affected the risk of dental fluorosis [odds ratio ( OR) = 0.96, 95% confidence interval ( CI): 0.92 - 0.99, P < 0.05]. The relative contribution of the biomarkers of bone metabolism to the risk of dental fluorosis in descending order were serum OC (36.34%), phosphorus (25.89%), BALP (13.16%), PTH (9.73%), calcium (9.44%), CT (3.72%) and ALP (1.72%). Conclusions:The prevalence of dental fluorosis in children is related to the changes of serum biomarkers of bone metabolism. Serum OC plays an important role in the occurrence of dental fluorosis.
7.Deferasirox for the treatment of iron overload in thalassemia :a rapid health technology assessment
Junping WANG ; Mei ZHANG ; Guoyu WANG ; Zhengyu WU ; Peng ZHOU ; Jiajia ZHANG ; Lijuan NING ; Shan GAO
China Pharmacy 2022;33(1):90-95
OBJECTIVE To eval uate the effectiveness ,safety and economy of deferasir ox for the treatment of iron overload in thalassemia with rapid health technology assessment ,and to provide evidence-based basis for rational clinical use. METHODS Retrieved from Chinese and English database/website as PubMed ,Embase,Cochrane Library ,NHS EED ,CADTH,CNKI and Wanfang database ,health technology assessment (HTA),systematic evaluation/meta-analysis and pharmacological studies about deferasirox versus deferoxamine/deferiprone for the treatment of iron overload in thalassemia were collected from the inception to June 2021. Based on literature screening and data extraction ,the quality of literature about HTA reports ,systematic evaluation/ Meta-analysis and pharmacoeconomic research were evaluated with HTA checklist ,A Measurement Tool to As sess Systematic Reviews,standard scale of economic evaluation report. The effectiveness and safety results were described quantitatively ,and the economic evaluation results were described qualitatively. RESULTS One HTA report ,five systematic evaluation/meta-analysis and five pharmacoeconomic studies were selected from 1 569 literature. Included HTA reports , systematic evaluation/meta-analysis,pharmacoeconomic studies were high in quality. Most studies reported that 30 mg/(kg·d) deferasirox was E-mail:aydgs@126.com better than deferoxamine in reducing the levels of s erum ferritin and liver iron overload ;ADR induced by deferasirox were mainly gastrointestinal irritation symptoms ,skin itching ,joint pain,transaminase elevation ,etc.,which generally did not affect subsequent treatment. There was no statistical significance in severe ADR between deferoxamine group and deferasirox group [RR =0.96,95%CI(0.85,1.08),P=0.52]. Compared with deferoxamine,deferasirox had higher cost-effectiveness ;but deferasirox was less likely to be cost-effective than deferiprone. CONCLUSIONS Deferasirox has good effectiveness and safety for iron overload in thalassemia ,and has good economic advantages in Britain and Iran ,compared with deferoxamine.
8.Do methylenetetrahydrofolate dehydrogenase, cyclohydrolase, and formyltetrahydrofolate synthetase 1 polymorphisms modify changes in intelligence of school-age children in areas of endemic fluorosis?
Zichen FENG ; Ning AN ; Fangfang YU ; Jun MA ; Na LI ; Yuhui DU ; Meng GUO ; Kaihong XU ; Xiangbo HOU ; Zhiyuan LI ; Guoyu ZHOU ; Yue BA
Chinese Medical Journal 2022;135(15):1846-1854
BACKGROUND:
Excessive exposure to fluoride can reduce intelligence. Methylenetetrahydrofolate dehydrogenase, cyclohydrolase, and formyltetrahydrofolate synthetase 1 ( MTHFD1 ) polymorphisms have important roles in neurodevelopment. However, the association of MTHFD1 polymorphisms with children's intelligence changes in endemic fluorosis areas has been rarely explored.
METHODS:
A cross-sectional study was conducted in four randomly selected primary schools in Tongxu County, Henan Province, from April to May in 2017. A total of 694 children aged 8 to 12 years were included in the study with the recruitment by the cluster sampling method. Urinary fluoride (UF) and urinary creatinine were separately determined using the fluoride ion-selective electrode and creatinine assay kit. Children were classified as the high fluoride group and control group according to the median of urinary creatinine-adjusted urinary fluoride (UF Cr ) level. Four loci of MTHFD1 were genotyped, and the Combined Raven's Test was used to evaluate children's intelligence quotient (IQ). Generalized linear model and multinomial logistic regression model were performed to analyze the associations between children's UF Cr level, MTHFD1 polymorphisms, and intelligence. The general linear model was used to explore the effects of gene-environment and gene-gene interaction on intelligence.
RESULTS:
In the high fluoride group, children's IQ scores decreased by 2.502 when the UF Cr level increased by 1.0 mg/L (β = -2.502, 95% confidence interval [CI]:-4.411, -0.593), and the possibility for having "excellent" intelligence decreased by 46.3% (odds ratio = 0.537, 95% CI: 0.290, 0.994). Children with the GG genotype showed increased IQ scores than those with the AA genotype of rs11627387 locus in the high fluoride group ( P < 0.05). Interactions between fluoride exposure and MTHFD1 polymorphisms on intelligence were observed (Pinteraction < 0.05).
CONCLUSION
Our findings suggest that excessive fluoride exposure may have adverse effects on children's intelligence, and changes in children's intelligence may be associated with the interaction between fluoride and MTHFD1 polymorphisms.
Child
;
Creatinine
;
Cross-Sectional Studies
;
Fluorides/urine*
;
Formate-Tetrahydrofolate Ligase
;
Humans
;
Intelligence/genetics*
;
Methylenetetrahydrofolate Dehydrogenase (NADP)
;
Methylenetetrahydrofolate Reductase (NADPH2)
9.A case report of hereditary spastic paraplegia type 58
Xiaolin YU ; Yuying ZHAO ; Xinjing ZHAO ; Guoyu ZHOU ; Peiyan SHAN ; Lin MA
Chinese Journal of Neurology 2022;55(4):353-358
Hereditary spastic paraplegia type 58 is rare, caused by pathogenic variations in KIF1C gene. Here, a case diagnosed in Qilu Hospital, Shandong University, was reported. The 15-year-old female suffered tremor in bilateral upper limbs which was aggravated gradually since age 8. Cerebellar ataxia, positive pyramidal tract sign and dystonic tremor were prominent on physical examination. The brain magnetic resonance imaging showed T 2-hyperintense signals in bilateral pyramidal tracts, optic radiations and superior cerebellar peduncles, with mild cerebellar atrophy. Whole exon sequencing revealed the unreported homozygous c.425_426delTG (p.V142Gfs*10) mutation which was presumed pathogenic.
10.Diagnosis and treatment of multiple myeloma in Hunan Province.
Feiyang LIU ; Qian CHENG ; Kui SONG ; Huan YU ; Junjun LI ; Hui ZHANG ; Guoyu HU ; Ming ZHOU ; Jun WANG ; Zhongqi DING ; Zimian LUO ; Ting PENG ; Liang DING ; Liang ZHAO ; Jing LIU ; Yanjuan HE ; Hongling PENG
Journal of Central South University(Medical Sciences) 2022;47(4):497-504
OBJECTIVES:
There is less clinical data on multiple myeloma (MM) in China, and the aim of this study was to collect and analyze the clinical data of newly diagnosed multiple myeloma (NDMM) patients in Hunan Province during 1 year, to understand the real clinical features and treatment outcome for Hunan Province patients with MM, and to strengthen the understanding of the standardized diagnosis process and treatment plan of MM.
METHODS:
The clinical data of 529 patients with NDMM in 12 large-scale general hospitals in Hunan Province from January 1 to December 31, 2019 were collected and analyzed, including baseline data, treatment regimens, duration of treatment, and adverse reactions. The clinical characteristics, treatment, and safety of patients were analyzed by SPSS 21.0.
RESULTS:
Among the 529 NDMM patients, the age was 33-90 (median 64) years and the male-female ratio was 1.38꞉1. The clinical features ranged from high to low were as follows: Bone pain (77.7%), anemia (66.8%), renal insufficiency (40.6%), hypercalcemia (15.1%). Typing: IgG 46.5%, IgA 24.6%, IgD 2.6%, IgM 0.8%, light chain 15.7%, double clone 3.0%, no secretion 0.6%, absence 6.2%. Staging: Durie-Salmon stage I, II, and III were 4.5%, 10.6%, 77.3%, respectively, and 40 cases (7.6%) missed this data. International Staging System (ISS) stage I, II, and III were 10.4%, 24.4%, and 47.6%, respectively, and 93 cases (17.6%) were missing. Revised International Staging System (R-ISS) stage I, II, and III were 5.5%, 27.0%, 23.1%, respectively, and 235 cases (44.4%) missed this data. Among the 98 NDMM patients in the Third Xiangya Hospital, Central South University, Durie-Salmon (DS) stage missing 2.0%, ISS stage missing 12.3%, and R-ISS stage missing 12.3%.Treatment: Among the 529 patients,475 received treatment, the rate of treatment was 89.8%; 67.4% of the patients were able to complete four courses of chemotherapy at induction phase, 90.3% of the patients received proteasome inhibitor based combination chemotherapy regimen more than once, 67.2% received immunomodulator based regimen more than once, and 59.8% of the patients received proteasome inhibitor and immunomodulator based combination chemotherapy regimen more than once. Curative: Overall response rate (ORR) and high quality response rate (HQR) of the 4-course group were better than those of the 2-course group (ORR: 85% vs 65%, P=0.006; HQR: 68.3% vs 24.0%, P<0.001). The HQR of the standard chemotherapy group was better than that of the non-standard chemotherapy group (65.1% vs 48.2%, P=0.035). Adverse reactions during treatment included hematologic toxicity (17.5%), peripheral neuropathy (24.8%), gastrointestinal adverse events (23.8%), pulmonary infection (25.9%), herpes zoster (4.6%), and venous thrombotic events (1.7%).
CONCLUSIONS
In 2019, the missed diagnosis rate of MM patients was high, the medium age of diagnosis was older, and the accuracy of patient diagnosis was not high. There is a great difference among medical centers, especially in the stage and risk stratified, nearly half of NDMM patients are not diagnosed with R-ISS stage; the lack of cytogenetic data needs to be supplemented by follow-up studies. A high proportion of patients with NDMM present with bone pain and anemia.Patients received treatment have higher use of chemotherapy regimens containing proteasome inhibitors and/or immunomodulators, but there is a significant gap among different medical centers, and standardized treatment needs to be strengthened. The safety during chemotherapy is controllable.
Antineoplastic Combined Chemotherapy Protocols/therapeutic use*
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Female
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Humans
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Immunologic Factors/therapeutic use*
;
Male
;
Middle Aged
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Multiple Myeloma/therapy*
;
Neoplasm Staging
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Pain
;
Prognosis
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Proteasome Inhibitors/therapeutic use*

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