1.AQMFB-DWT: A Preprocessing Technique for Removing Blink Artifacts Before Extracting Pain-evoked Potential EEG.
Wenjia GAO ; Dan LIU ; Qisong WANG ; Yongping ZHAO ; Jinwei SUN
Neuroscience Bulletin 2025;41(12):2285-2295
The pain-evoked potential electroencephalogram (EEG) is an effective electrophysiological indicator for pain assessment, yet its extraction is challenging due to interference from background activity and involuntary blinks. Although existing blink artifact-removal methods show efficacy, they face limitations such as the need for reference signals, neglect of individual differences, and reliance on user input, hindering their practical application in clinical pain assessments. In this paper, we propose a novel framework applying adaptive quadrature mirror filter banks (AQMFB) with discrete wavelet transform (DWT) to remove blink artifacts in pain EEG. Unlike traditional DWT methods that apply fixed wavelets across subjects, our method adapts wavelet construction based on the characteristics of EEG. Experimental results demonstrate that AQMFB-DWT outperforms four leading methods in removing blink artifacts with minimal distortion of pain information, all within an acceptable processing time. This technique is a valuable preprocessing step for enhancing the extraction of pain-evoked potentials.
Humans
;
Artifacts
;
Blinking/physiology*
;
Electroencephalography/methods*
;
Pain/diagnosis*
;
Male
;
Wavelet Analysis
;
Adult
;
Female
;
Evoked Potentials/physiology*
;
Young Adult
;
Brain/physiopathology*
;
Pain Measurement/methods*
;
Signal Processing, Computer-Assisted
2.Clinical features of chronic hepatitis C patients with genotype 3 infection:A multicenter retrospective cohort study
Jingyi XIE ; Yujia JING ; Yishan LIU ; Manling BAI ; Zhangqian CHEN ; Qiang XU ; Hong DU ; Yuxiu MA ; Liting ZHANG ; Shanshan ZHU ; Xiaoqin GAO ; Xinggang BAI ; Guoying YU ; Jianqi LIAN ; Xiaozhong WANG ; Yongping ZHANG ; Jiuping WANG ; Fanpu JI ; Jianjun FU ; Ning GAO
Journal of Clinical Hepatology 2025;41(8):1533-1540
Objective To investigate the clinical features of chronic hepatitis C(CHC)patients with hepatitis C virus genotype 3(HCV GT3)infection and the risk factors for disease progression.Methods A multicenter retrospective cohort study was conducted among 1 002 CHC patients from 11 clinical centers in Northwest China from December 2017 to November 2023,and according to their genotype,they were divided into GT1,GT2,GT3,and GT6 groups.Clinical features were compared between the patients with different genotypes.The one-way analysis of variance was used for comparison of normally distributed continuous data between groups,and the Scheffe test was used for further comparison between two groups.The Kruskal-Wallis H test was used for comparison of data with skewed distribution between groups;the chi-square test or Fisher test was used for comparison of categorical data between groups.The multivariate logistic regression analysis was used to explore the influencing factors for the progression of CHC to liver cirrhosis.Results In terms of the genotype,there were 427 patients with GT1 infection,242 with GT2 infection,299 with GT3 infection(210 patients with GT3a infection,87 with GT3b infection,and 2 with unclassified genotype),and 34 with GT6 infection.The patients with GT3 infection had a significantly younger age than those with GT1 infection(51.3±0.5 years vs 53.2±0.6 years,P<0.05)or GT2 infection(51.3±0.5 years vs 53.7±0.8 years,P<0.05),and for the patients with liver cirrhosis,the patients with GT3 infection had a significantly younger age than those with GT1 infection(52.1±0.5 years vs 59.4±0.9 years,P<0.001)or GT2 infection(52.1±0.5 years vs 58.1±1.1 years,P<0.001).Among the patients with GT3 infection,male patients accounted for 77.9%and the patients with liver cirrhosis accounted for 46.2%,which were significantly higher than those among the patients with GT1,GT2 or GT6 infection(all P<0.001).At baseline,the patients with GT3 infection had significantly higher levels of alanine aminotransferase(ALT)and aspartate aminotransferase(AST)than those with GT1 or GT2 infection,significantly higher aspartate aminotransferase-to-platelet ratio index(APRI)and fibrosis-4(FIB4)than those with GT1,GT2 or GT6 infection,a significantly lower platelet count(PLT)than those with GT2 or GT6 infection,a significantly higher level of alpha-fetoprotein than those with GT2 or GT6 infection,and a significantly lower level of albumin(Alb)than those with GT6 infection(all P<0.05).There were no significant differences between the patients with GT3a infection and those with GT3b infection in age,sex,the proportion of patients with liver cirrhosis,comorbidities,HCV RNA quantification,PLT,ALT,AST,alkaline phosphatase,Alb,APRI,and FIB-4(all P>0.05).The multivariate logistic regression analysis showed that PLT≤150×109/L(odds ratio[OR]=10.72,95%confidence interval[CI]:5.76-35.86,P<0.001)and Alb≤35 g/L(OR=3.74,95%CI:1.22-11.45,P=0.021)were risk factors for liver cirrhosis.Conclusion Most CHC patients with GT3 infection are male in Northwest China,and compared with the patients with other genotypes,such patients tend to have a younger age of onset and higher degrees of liver inflammation activity and fibrosis.Low PLT and a low level of Alb are risk factors for progression to liver cirrhosis in CHC patients with GT3 infection.
3.Development, reliability, and validity of a treatment-related quality of life scale for Chinese patients with multiple myeloma
Chunyan SUN ; Zhen CAI ; Bing CHEN ; Lijuan CHEN ; Wenming CHEN ; Kaiyang DING ; Juan DU ; Rong FU ; Chengcheng FU ; Da GAO ; Guangxun GAO ; Yanjuan HE ; Jian HOU ; Ming JIANG ; Fei LI ; Jian LI ; Juan LI ; Zhenyu LI ; Aijun LIAO ; Jing LIU ; Jun LUO ; Jianmin LUO ; Yanping MA ; Jianqing MI ; Ting NIU ; Hongling PENG ; Yongping SONG ; Luqun WANG ; Rong ZHAN ; Xi ZHANG ; Yu HU
Chinese Journal of Hematology 2025;46(8):713-721
Objective:To develop a treatment-related quality of life scale for Chinese patients with multiple myeloma (MM) and to test its reliability and validity.Methods:The initial scale was constructed through a literature search, Delphi expert correspondence, and cognitive testing. This study conducted a preliminary survey of 379 patients with MM and a formal survey of 865 patients from the hematology departments of 155 hospitals nationwide from February 2024 to March 2024. The final scale was obtained after conducting item analysis and reliability and validity tests on the initial scale.Results:The constructed scale contains 36 items covering six domains: physiological, psychological, social, treatment side effects, general health, and others. In the preliminary survey, the Cronbach’s alpha coefficient of each item ranged from 0.597 to 0.939, and the test-retest reliability was 0.747 ( P<0.001). Exploratory factor analysis extracted eight common factors with a cumulative variance contribution of 60.058%. In the formal survey, the Cronbach’s alpha coefficient of each item ranged from 0.484 to 0.930, and the test-retest reliability was 0.835 ( P<0.001). Confirmatory factor analysis revealed a comparative fit index of 0.750, a root-mean-square error of approximation of 0.090, and a root-mean-square residual of 0.067. Conclusion:The treatment-related quality of life scale for Chinese patients with MM designed in this study exhibited good reliability and validity, reflecting the impact of treatment on the quality of life of patients. This scale can provide a reference to clinicians for assessing the disease status of patients.
4.Clinical and genetic analysis of two children with Knobloch syndrome due to variants of COL18A1 gene.
Xuyuan GAO ; Yongping TANG ; Zailong CHI
Chinese Journal of Medical Genetics 2025;42(11):1308-1315
OBJECTIVE:
To explore the clinical phenotype and genetic characteristics in two children with Knobloch syndrome (KNO) due to variants of COL18A1 gene.
METHODS:
Two children presented at the Genetic Eye Disease Clinic of the Eye Hospital of Wenzhou Medical University in October 2023 for ocular lesions were selected as the study subjects. Relevant clinical data and peripheral venous blood samples were collected from the children and their parents. Following genomic DNA extraction, whole-exome sequencing (WES) was carried out. Candidate variants were verified by Sanger sequencing of the family members. This study was approved by the Medical Ethics Committee of the hospital (Ethics No.: 2021-212-K-185).
RESULTS:
Both children exhibited characteristic ocular features of KNO including nystagmus, high myopia, and leopard spot fundus. Additionally, child 1 also presented with congenital occipital bone dysplasia and occipital encephalocele, while child 2 was diagnosed with vitreoretinochoroidopathy and bilateral high myopia. WES has identified compound heterozygous variants of the COL18A1 gene in both children, including a c.3013+3A>C splice-site variant and a c.2743C>T (p.Arg915Ter) nonsense variant in child 1, and a novel c.1702-1G>A splice-site variant and a c.3836C>T (p.Ser1279Leu) missense variant in child 2. A comprehensive literature review has identified 63 domestic and international articles involving 167 patients with KNO whom can be classified into three subtypes, with KNO type I being the most common and caused by pathogenic variants in the COL18A1 gene. Both probands in this study were children with KNO type I. Analysis of the genotype-phenotype correlations and population distribution characteristics revealed that the KNO patients exhibited significant clinical and genetic heterogeneity, along with a broad geographic distribution, with a relatively greater number of cases reported in Brazil and China. and a broad geographic distribution, with the highest numbers reported in Brazil and China. While no significant difference in genotype distribution was observed between Chinese and non-Chinese patients, phenotypic disparities were noted, with the non-Chinese cohort showing significantly higher rates of retinal detachment and developmental delay (P < 0.05), whereas Chinese patients exhibited a greater proportion of macular hypoplasia (P < 0.05).
CONCLUSION
The main clinical manifestations of KNO include high myopia, vitreoretinal dystrophy, and occipital encephalocele. The novel c.1702-1G>A splice-site variant identified in the COL18A1 gene has expanded the mutational spectrum of KNO type I and provided valuable insights for genetic diagnosis, counseling, and clinical management of the disease.
Humans
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Retinal Detachment/congenital*
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Male
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Female
;
Child
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Encephalocele/genetics*
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Exome Sequencing
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Collagen Type XVIII/genetics*
;
Phenotype
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Retinal Degeneration/genetics*
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Mutation
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Child, Preschool
5.Decoding the immune microenvironment of secondary chronic myelomonocytic leukemia due to diffuse large B-cell lymphoma with CD19 CAR-T failure by single-cell RNA-sequencing.
Xudong LI ; Hong HUANG ; Fang WANG ; Mengjia LI ; Binglei ZHANG ; Jianxiang SHI ; Yuke LIU ; Mengya GAO ; Mingxia SUN ; Haixia CAO ; Danfeng ZHANG ; Na SHEN ; Weijie CAO ; Zhilei BIAN ; Haizhou XING ; Wei LI ; Linping XU ; Shiyu ZUO ; Yongping SONG
Chinese Medical Journal 2025;138(15):1866-1881
BACKGROUND:
Several studies have demonstrated the occurrence of secondary tumors as a rare but significant complication of chimeric antigen receptor T (CAR-T) cell therapy, underscoring the need for a detailed investigation. Given the limited variety of secondary tumor types reported to date, a comprehensive characterization of the various secondary tumors arising after CAR-T therapy is essential to understand the associated risks and to define the role of the immune microenvironment in malignant transformation. This study aims to characterize the immune microenvironment of a newly identified secondary tumor post-CAR-T therapy, to clarify its pathogenesis and potential therapeutic targets.
METHODS:
In this study, the bone marrow (BM) samples were collected by aspiration from the primary and secondary tumors before and after CD19 CAR-T treatment. The CD45 + BM cells were enriched with human CD45 microbeads. The CD45 + cells were then sent for 10× genomics single-cell RNA sequencing (scRNA-seq) to identify cell populations. The Cell Ranger pipeline and CellChat were used for detailed analysis.
RESULTS:
In this study, a rare type of secondary chronic myelomonocytic leukemia (CMML) were reported in a patient with diffuse large B-cell lymphoma (DLBCL) who had previously received CD19 CAR-T therapy. The scRNA-seq analysis revealed increased inflammatory cytokines, chemokines, and an immunosuppressive state of monocytes/macrophages, which may impair cytotoxic activity in both T and natural killer (NK) cells in secondary CMML before treatment. In contrast, their cytotoxicity was restored in secondary CMML after treatment.
CONCLUSIONS
This finding delineates a previously unrecognized type of secondary tumor, CMML, after CAR-T therapy and provide a framework for defining the immune microenvironment of secondary tumor occurrence after CAR-T therapy. In addition, the results provide a rationale for targeting macrophages to improve treatment strategies for CMML treatment.
Humans
;
Lymphoma, Large B-Cell, Diffuse/therapy*
;
Tumor Microenvironment/genetics*
;
Antigens, CD19/metabolism*
;
Leukemia, Myelomonocytic, Chronic/genetics*
;
Immunotherapy, Adoptive/adverse effects*
;
Male
;
Single-Cell Analysis/methods*
;
Female
;
Sequence Analysis, RNA/methods*
;
Receptors, Chimeric Antigen
;
Middle Aged
6.Development, reliability, and validity of a treatment-related quality of life scale for Chinese patients with multiple myeloma
Chunyan SUN ; Zhen CAI ; Bing CHEN ; Lijuan CHEN ; Wenming CHEN ; Kaiyang DING ; Juan DU ; Rong FU ; Chengcheng FU ; Da GAO ; Guangxun GAO ; Yanjuan HE ; Jian HOU ; Ming JIANG ; Fei LI ; Jian LI ; Juan LI ; Zhenyu LI ; Aijun LIAO ; Jing LIU ; Jun LUO ; Jianmin LUO ; Yanping MA ; Jianqing MI ; Ting NIU ; Hongling PENG ; Yongping SONG ; Luqun WANG ; Rong ZHAN ; Xi ZHANG ; Yu HU
Chinese Journal of Hematology 2025;46(8):713-721
Objective:To develop a treatment-related quality of life scale for Chinese patients with multiple myeloma (MM) and to test its reliability and validity.Methods:The initial scale was constructed through a literature search, Delphi expert correspondence, and cognitive testing. This study conducted a preliminary survey of 379 patients with MM and a formal survey of 865 patients from the hematology departments of 155 hospitals nationwide from February 2024 to March 2024. The final scale was obtained after conducting item analysis and reliability and validity tests on the initial scale.Results:The constructed scale contains 36 items covering six domains: physiological, psychological, social, treatment side effects, general health, and others. In the preliminary survey, the Cronbach’s alpha coefficient of each item ranged from 0.597 to 0.939, and the test-retest reliability was 0.747 ( P<0.001). Exploratory factor analysis extracted eight common factors with a cumulative variance contribution of 60.058%. In the formal survey, the Cronbach’s alpha coefficient of each item ranged from 0.484 to 0.930, and the test-retest reliability was 0.835 ( P<0.001). Confirmatory factor analysis revealed a comparative fit index of 0.750, a root-mean-square error of approximation of 0.090, and a root-mean-square residual of 0.067. Conclusion:The treatment-related quality of life scale for Chinese patients with MM designed in this study exhibited good reliability and validity, reflecting the impact of treatment on the quality of life of patients. This scale can provide a reference to clinicians for assessing the disease status of patients.
7.Clinical features of chronic hepatitis C patients with genotype 3 infection:A multicenter retrospective cohort study
Jingyi XIE ; Yujia JING ; Yishan LIU ; Manling BAI ; Zhangqian CHEN ; Qiang XU ; Hong DU ; Yuxiu MA ; Liting ZHANG ; Shanshan ZHU ; Xiaoqin GAO ; Xinggang BAI ; Guoying YU ; Jianqi LIAN ; Xiaozhong WANG ; Yongping ZHANG ; Jiuping WANG ; Fanpu JI ; Jianjun FU ; Ning GAO
Journal of Clinical Hepatology 2025;41(8):1533-1540
Objective To investigate the clinical features of chronic hepatitis C(CHC)patients with hepatitis C virus genotype 3(HCV GT3)infection and the risk factors for disease progression.Methods A multicenter retrospective cohort study was conducted among 1 002 CHC patients from 11 clinical centers in Northwest China from December 2017 to November 2023,and according to their genotype,they were divided into GT1,GT2,GT3,and GT6 groups.Clinical features were compared between the patients with different genotypes.The one-way analysis of variance was used for comparison of normally distributed continuous data between groups,and the Scheffe test was used for further comparison between two groups.The Kruskal-Wallis H test was used for comparison of data with skewed distribution between groups;the chi-square test or Fisher test was used for comparison of categorical data between groups.The multivariate logistic regression analysis was used to explore the influencing factors for the progression of CHC to liver cirrhosis.Results In terms of the genotype,there were 427 patients with GT1 infection,242 with GT2 infection,299 with GT3 infection(210 patients with GT3a infection,87 with GT3b infection,and 2 with unclassified genotype),and 34 with GT6 infection.The patients with GT3 infection had a significantly younger age than those with GT1 infection(51.3±0.5 years vs 53.2±0.6 years,P<0.05)or GT2 infection(51.3±0.5 years vs 53.7±0.8 years,P<0.05),and for the patients with liver cirrhosis,the patients with GT3 infection had a significantly younger age than those with GT1 infection(52.1±0.5 years vs 59.4±0.9 years,P<0.001)or GT2 infection(52.1±0.5 years vs 58.1±1.1 years,P<0.001).Among the patients with GT3 infection,male patients accounted for 77.9%and the patients with liver cirrhosis accounted for 46.2%,which were significantly higher than those among the patients with GT1,GT2 or GT6 infection(all P<0.001).At baseline,the patients with GT3 infection had significantly higher levels of alanine aminotransferase(ALT)and aspartate aminotransferase(AST)than those with GT1 or GT2 infection,significantly higher aspartate aminotransferase-to-platelet ratio index(APRI)and fibrosis-4(FIB4)than those with GT1,GT2 or GT6 infection,a significantly lower platelet count(PLT)than those with GT2 or GT6 infection,a significantly higher level of alpha-fetoprotein than those with GT2 or GT6 infection,and a significantly lower level of albumin(Alb)than those with GT6 infection(all P<0.05).There were no significant differences between the patients with GT3a infection and those with GT3b infection in age,sex,the proportion of patients with liver cirrhosis,comorbidities,HCV RNA quantification,PLT,ALT,AST,alkaline phosphatase,Alb,APRI,and FIB-4(all P>0.05).The multivariate logistic regression analysis showed that PLT≤150×109/L(odds ratio[OR]=10.72,95%confidence interval[CI]:5.76-35.86,P<0.001)and Alb≤35 g/L(OR=3.74,95%CI:1.22-11.45,P=0.021)were risk factors for liver cirrhosis.Conclusion Most CHC patients with GT3 infection are male in Northwest China,and compared with the patients with other genotypes,such patients tend to have a younger age of onset and higher degrees of liver inflammation activity and fibrosis.Low PLT and a low level of Alb are risk factors for progression to liver cirrhosis in CHC patients with GT3 infection.
8.Therapeutic effect analysis of excessive dynamic airway collapse treated by laser(13 cases)
Yue WANG ; Yongping GAO ; Lei JING ; Xiaoli LI ; Fang QIN ; Jieli ZHANG ; Kuo LIU ; Yunzhi ZHOU
China Journal of Endoscopy 2024;30(3):73-80
Objective To evaluate the safety and effectiveness of excessive dynamic airway collapse(EDAC)treated by laser.Methods 13 patients with EDAC confirmed by bronchoscopy from January 2018 to August 2022 were selected and divided into a simple EDAC group(6 cases)and an EDAC combined with tracheobronchomalacia(TBM)group(7 cases)based on whether they were combined with TBM.All patients underwent laser tracheobronchoplasty under bronchoscope.Symptoms,airway collapse,oxygenation index,modified version of British Medical Research Council dyspnoea scale(mMRC)and 6 min walking test before and after treatment were compared to evaluate the therapeutic effect.Results 13 patients underwent 17 times of laser tracheobronchoplasty with laser power of 8~15 W,and 4 patients underwent 2 times of laser tracheobronchoplasty.After treatment,the clinical symptoms of cough,sputum,shortness of breath and dyspnea were improved in all patients.1 week post-treatment,the EDAC group showed a significant improvement in airway lumen stenosis,with a significant statistical difference(P<0.05),1 month post-treatment,enhancements were observed in airway stenosis,oxygenation index,FEV1%,6-minute walk test,and mMRC,which remained stable over a 6 month follow-up.In the EDAC + TBM group,significant enhancements in airway stenosis,oxygenation index,and mMRC were noted 1 week post-treatment,with statistical significance(P<0.05).Between 8 d~6 months post-treatment,some patients exhibited a recurrence of airway stenosis,necessitating comprehensive interventions like balloon dilation,cryotherapy,and stent insertion.Local necrosis and granuloma occurred in some patients after laser therapy,and no serious complications associated with laser intervention were found in all patients.Conclusion Laser tracheobronchoplasty is a safe and effective technique for the treatment of EDAC.For patients with EDAC alone,the therapeutic effect is good,but for patients with EDAC combined with TBM,the long-term effect is not good.
9.Identification of potential immune-related mechanisms related to the development of multiple myeloma
Yaomei WANG ; Wenli ZHANG ; Tiandong LI ; Mengmeng LIU ; Mengya GAO ; Xinqing LI ; Yufei CHEN ; Yongping SONG ; Wei LI ; Chunyan DU ; Fang WANG ; Lina LIU
Chinese Medical Journal 2024;137(13):1603-1613
Background::Although significant advances have been made in the treatment of multiple myeloma (MM), leading to unprecedented response and survival rates among patients, the majority eventually relapse, and a cure remains elusive. This situation is closely related to an incomplete understanding of the immune microenvironment, especially monocytes/macrophages in patients with treatment-na?ve MM. The aim of this study was to provide insight into the immune microenvironment, especially monocytes/macrophages, in patients with treatment-na?ve MM.Methods::This study used the single-cell RNA sequencing (scRNA-seq) data of both patients with MM and heathy donors to identify immune cells, including natural killer (NK) cells, T cells, dendritic cells (DCs), and monocytes/macrophages. Transcriptomic data and flow cytometry analysis of monocytes/macrophages were used to further examine the effect of monocytes/macrophages in treatment-na?ve MM patients.Results::A significant difference was observed between the bone marrow (BM) immune cells of the healthy controls and treatment-na?ve MM patients through scRNA-seq. It is noteworthy that, through an scRNA-seq data analysis, this study found that interferon (IFN)-induced NK/T cells, terminally differentiated effector memory (TEMRA) cells, T-helper cells characterized by expression of IFN-stimulated genes (ISG +Th cells), IFN-responding exhausted T cells, mannose receptor C-type 1 (MRC1) + DCs, IFN-responding DCs, MHCII + DCs, and immunosuppressive monocytes/macrophages were enriched in patients with treatment-na?ve MM. Significantly, transcriptomic data of monocytes/macrophages demonstrated that "don’t eat me" -related genes and IFN-induced genes increase in treatment-na?ve MM patients. Furthermore, scRNA-seq, transcriptomic data, and flow cytometry also showed an increased proportion of CD16 + monocytes/macrophages and expression level of CD16. Cell-cell communication analysis indicated that monocytes/macrophages, whose related important signaling pathways include migration inhibitory factor (MIF) and interleukin 16 (IL-16) signaling pathway, are key players in treatment-na?ve MM patients. Conclusions::Our findings provide a comprehensive and in-depth molecular characterization of BM immune cell census in MM patients, especially for monocytes/macrophages. Targeting macrophages may be a novel treatment strategy for patients with MM.
10.Value of multi-gene copy number variation analysis in prognostic prediction of multiple myeloma
Ketai YAN ; Jiehao WANG ; Yuzhang LIU ; Lina LIU ; Baijun FANG ; Xu JI ; Jiangxue HOU ; Xue GAO ; Jianwei DU ; Yuhan HU ; Quande LIN ; Yongping SONG
Cancer Research and Clinic 2024;36(12):881-886
Objective:To explore the value of multi-gene copy number variation (CNV) analysis in the clinical prognostic prediction of patients with multiple myeloma (MM).Methods:A retrospective case series study was conducted. The clinical data of 79 MM patients who were admitted to the Affiliated Cancer Hospital of Zhengzhou University from June 2016 to March 2023 were collected. The whole-genome CNV status was obtained by using whole-genome low depth sequencing (sWGS) of bone marrow blood cells. The outcomes of remission, minimal residual disease (MRD) turning negative, progression-free survival (PFS) and overall survival (OS) in patients with and without CNV were compared. The Cox proportional hazards model was used to analyze the influencing factors of PFS and OS.Results:Among the 79 patients with MM, 43 were males and 36 were females. The median age [ M ( Q1, Q3)] was 65 years old (55 years old, 71 years old). In the revised international staging system, there were 20, 51 and 8 cases in stage Ⅰ, Ⅱ and Ⅲ, respectively. The results of fluorescence in situ hybridization (FISH) were abnormal in 17 cases. CNV was detected in 55 patients (69.6%), and the abnormality of chromosome 1q (27 cases, 49.1%) was the most frequently detected, followed by the abnormality of chromosome 13 (26 cases, 47.3%), chromosome 6 (22 cases, 40.0%), chromosome 11 (19 cases, 34.5%), chromosome 8 (18 cases, 32.7%), chromosome 14 (14 cases, 25.5%), and chromosome 17 (11 cases, 20.0%). The ≥ very good partial remission rate in the detected CNV group was lower than that in the undetected CNV group [29.1% (16/55) vs. 45.8% (11/24)], but the difference was not statistically significant ( χ2 = 2.08, P = 0.149). The MRD negative conversion rate of detected CNV group was lower than that of undetected CNV group [21.8% (12/55) vs. 58.3% (14/24)], and the difference was statistically significant ( χ2 = 10.09, P = 0.001). Survival analysis showed that PFS in the detected CNV group was worse than in the undetected CNV group [median PFS time: 36.7 months (95% CI: 6.1-67.4 months) vs. not reached], and the difference between the two groups was statistically significant ( χ2 = 6.61, P = 0.010), while the difference in OS between the two groups was not statistically significant ( χ2 = 1.84, P = 0.175). There was no significant difference in PFS and OS between patients with 1 and ≥2 abnormal copy sequences (both P > 0.05). PFS of patients with CNV on chromosomes 1q, 17, 8, 11 and 13 was worse than that of patients without CNV at these sites (all P < 0.05), while there was no statistical difference in OS (all P > 0.05). Results of univariate analysis showed that lactate dehydrogenase (LDH) level was correlated with PFS and OS of patients (both P < 0.05), and CNV was correlated with PFS of patients (P = 0.010). Results of multivariate analysis showed that LDH > 250 U/L was an independent factor for poor PFS and OS of patients ( HR = 0.135, 95% CI: 0.019-0.983, P = 0.048; HR = 0.132, 95% CI: 0.018-0.951, P = 0.045). Conclusions:Multi-gene CNV analysis can assist in predicting the prognosis of MM patients, and it is more sensitive than traditional CNV detection methods such as FISH. Patients with CNV on chromosomes 1q, 17, 8, 11, and 13 have poor prognosis.

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