1.Value of monocyte to high-density lipoprotein cholesterol ratio in predicting clinical prognosis after stent implantation for intracranial atherosclerotic stenosis
Yancheng LEI ; Shizheng WU ; Zhu LIU
Journal of Apoplexy and Nervous Diseases 2024;41(12):1064-1068
Objective To investigate the level of inflammation after interventional treatment in patients undergoing intracranial stent implantation by measuring the changes in the plasma levels of monocytes and high-density lipoprotein cholesterol(HDL-C) and monocyte to high-density lipoprotein cholesterol ratio (MHR) after stent implantation for intracranial atherosclerotic stenosis (ICAS) in high-altitude areas, as well as the causes of such changes and their value in predicting clinical prognosis. Methods The ICAS patients who were consecutively admitted to Qinghai Provincial People’s Hospital, from June 10, 2017 to March 1, 2022 and underwent interventional treatment were enrolled, and all patients signed the informed consent. Clinical data and the data on interventional surgery were collected, and blood samples were collected before interventional treatment, within 72 hours after interventional treatment, and at 3 months after interventional treatment to measure the levels of monocytes and HDL-C. The above indicators were compared before and after interventional treatment, and such changes were analyzed in terms of their association with the site of cerebrovascular stenosis and NIHSS score. Results A total of 123 patients with severe ICAS who underwent intracranial stent implantation and had complete data were included. Compared with the data before surgery, there was a significant increase in the plasma level of monocytes at 72 hours after stent implantation [(0.64±0.21)×109/L vs (0.53±0.17)×109/L, P<0.001], while there was a significant reduction in the plasma level of monocytes at 3 months after stent implantation [(0.43±0.14)×109/L vs (0.53±0.17)×109/L,P<0.001]. Compared with the data before surgery, there was no significant change in HDL-C within 72 hours after surgery[(0.93±0.21)mmol/L vs (0.93±0.18)mmol/L, P>0.005], while there was a significantly increase in HDL-C at 3 months after surgery[(1.05±0.21 mmol/L vs (0.93±0.18)mmol/L, P<0.001). There was no significant correlation between monocytes/HDL-C/MHR and NIHSS score before surgery and at 72 hours after surgery (P>0.005); there was no significant correlation between monocytes/HDL-C/MHR and NIHSS score before surgery and within 72 hours after surgery (P>0.005);at 3 months after surgery, monocytes and MHR were significantly negatively correlated with NIHSS score (r=-0.271,P<0.05;r=-0.320,P<0.005),while HDL-C was significantly positively correlated with NIHSS score (r=0.213, P<0.001). Conclusion Balloon dilatation and ischemia/reperfusion after intracranial stent implantation may cause inflammatory response in the body, thereby leading to increases in the level of monocytes and the value of MHR. Therefore, monocytes, HDL-C, and MHR may be used as predictive factors for the improvement in neurological defects in the convalescence stage after stent implantation.
Monocytes
2.Establishment of leukemia cell model with inducible AML1-ETO expression and its effect on fatty acid metabolism in leukemia cells.
Wan Qing XIE ; Xue YANG ; Run Xia GU ; Zheng TIAN ; Hai Yan XING ; Ke Jing TANG ; Qing RAO ; Shao Wei QIU ; Min WANG ; Jian Xiang WANG
Chinese Journal of Hematology 2023;44(5):366-372
Objective: To investigate the effect of the AML1-ETO (AE) fusion gene on the biological function of U937 leukemia cells by establishing a leukemia cell model that induces AE fusion gene expression. Methods: The doxycycline (Dox) -dependent expression of the AE fusion gene in the U937 cell line (U937-AE) were established using a lentivirus vector system. The Cell Counting Kit 8 methods, including the PI and sidanilide induction, were used to detect cell proliferation, cell cycle-induced differentiation assays, respectively. The effect of the AE fusion gene on the biological function of U937-AE cells was preliminarily explored using transcriptome sequencing and metabonomic sequencing. Results: ①The Dox-dependent Tet-on regulatory system was successfully constructed to regulate the stable AE fusion gene expression in U937-AE cells. ②Cell proliferation slowed down and the cell proliferation rate with AE expression (3.47±0.07) was lower than AE non-expression (3.86 ± 0.05) after inducing the AE fusion gene expression for 24 h (P<0.05). The proportion of cells in the G(0)/G(1) phase in the cell cycle increased, with AE expression [ (63.45±3.10) %) ] was higher than AE non-expression [ (41.36± 9.56) %] (P<0.05). The proportion of cells expressing CD13 and CD14 decreased with the expression of AE. The AE negative group is significantly higher than the AE positive group (P<0.05). ③The enrichment analysis of the transcriptome sequencing gene set revealed significantly enriched quiescence, nuclear factor kappa-light-chain-enhancer of activated B cells, interferon-α/γ, and other inflammatory response and immune regulation signals after AE expression. ④Disorder of fatty acid metabolism of U937-AE cells occurred under the influence of AE. The concentration of the medium and short-chain fatty acid acylcarnitine metabolites decreased in cells with AE expressing, propionyl L-carnitine, wherein those with AE expression (0.46±0.13) were lower than those with AE non-expression (1.00±0.27) (P<0.05). The metabolite concentration of some long-chain fatty acid acylcarnitine increased in cells with AE expressing tetradecanoyl carnitine, wherein those with AE expression (1.26±0.01) were higher than those with AE non-expression (1.00±0.05) (P<0.05) . Conclusion: This study successfully established a leukemia cell model that can induce AE expression. The AE expression blocked the cell cycle and inhibited cell differentiation. The gene sets related to the inflammatory reactions was significantly enriched in U937-AE cells that express AE, and fatty acid metabolism was disordered.
Humans
;
U937 Cells
;
RUNX1 Translocation Partner 1 Protein
;
Leukemia/genetics*
;
Core Binding Factor Alpha 2 Subunit/genetics*
;
Oncogene Proteins, Fusion/genetics*
;
Leukemia, Myeloid, Acute/genetics*
3.Distribution of monocyte subsets and their surface CD31 intensity are associated with disease course and severity of hemorrhagic fever with renal syndrome.
Xiaozhou JIA ; Chunmei ZHANG ; Fenglan WANG ; Yanping LI ; Ying MA ; Yusi ZHANG ; Kang TANG ; Ran ZHUANG ; Yun ZHANG ; Yan ZHANG
Chinese Journal of Cellular and Molecular Immunology 2023;39(5):439-444
Objective To investigate the relationship between disease courses and severity and monocyte subsets distribution and surface CD31 intensity in patients of hemorrhagic fever with renal syndrome (HFRS). Methods Peripheral blood samples from 29 HFRS patients and 13 normal controls were collected. The dynamic changes of classical monocyte subsets (CD14++CD16-), intermediated monocyte subsets (CD14++CD16+) and non-classical monocyte subsets (CD14+CD16++) and the mean fluorescent intensity (MFI) of CD31 on monocyte subsets were detected by multiple-immunofluorescent staining and flow cytometry. Results In acute phase of HFRS, the ratio of classical monocyte subsets to total monocytes was dramatically decreased compared to convalescent phase and normal control. It was still much lower in convalescent phase compared to normal controls. The ratio of classical monocyte subsets to total monocytes were decreased in HFRS patients compared to that in normal control, whereas there was no difference between severe/critical groups and mild/moderate groups. On the contrary, the ratio of intermediate monocyte subsets to total monocytes in acute phase of HFRS was significantly increased compared to convalescent phase and normal control. The ratio of intermediate monocyte subsets to total monocytes were increased in HFRS patients compared to that in normal control, whereas no difference was found between severe/critical groups and mild/moderate groups. Phases or severity groups had no difference in ratio of non-classical monocyte subsets to total monocytes. Additionally, the ratio of classical monocyte subsets had a tendency to decline and that of intermediate monocyte subsets showed an increase both to total monocytes between the acute and convalescent phases in 11 HFRS patients with paired-samples. Moreover, in acute phase of HFRS, the mean fluorescent intensity (MFI) of CD31 on three monocyte subsets all decreased, specifically classical monocyte subsets showed the highest MFI of CD31 while the normal control reported the highest MFI of CD31 in non-classical monocyte subsets. In convalescent phase, the MFI of CD31 on classical and intermediated monocyte subsets were both lower than that of normal control, while MFI of CD31 was still significantly lower than normal control on non-classical monocyte subsets. Finally, MFI of CD31 on classical and intermediated monocyte subsets in severe/critical group were both lower than those in mild/moderate group, showing no statistical difference in MFI of CD31 on non-classical monocyte subset across groups of different disease severity. Conclusion The ratio of classical and intermediated monocyte subsets to total monocytes are correlated with the course of HFRS, and so are the surface intensity of CD31 on these monocyte subsets with the disease course and severity. The surface intensity of CD31 on non-classical monocyte subsets, however, is correlated only with the course of the disease. Together, the underlying mechanisms for the observed changes in monocyte subsets in HFRS patients should be further investigated.
Humans
;
Monocytes
;
Lipopolysaccharide Receptors
;
Hemorrhagic Fever with Renal Syndrome
;
Receptors, IgG
;
Disease Progression
4.The Effects and Regulatory Mechanism of Targeting CXC Chemokine Receptor 1/2 Combined with Ara-C on the Malignant Biological Behaviors of U937 Cells of Acute Myeloid Leukemia.
Yan-Quan LIU ; Jian-Zhen SHEN ; Yue YIN ; Yu-Ting CHEN ; Hui YANG ; Huan-Wen TANG
Journal of Experimental Hematology 2023;31(2):364-376
OBJECTIVE:
To investigate and analyze the effect of CXC chemokine receptor 1/2 (CXCR1/2) targeting inhibitor Reparixin combined with cytarabine (Ara-C) on the malignant biological behaviors of acute myeloid leukemia cells and its effect on the expression of the CXCR family, while exploring the accompanying molecular mechanism, providing scientific basis and reference for new molecular markers and targeted therapy for AML.
METHODS:
Acute myeloid leukemia U937 cells were treated with different concentrations of Reparixin, Ara-C alone or in combination, and the cell morphology was observed under an inverted microscope; Wright-Giemsa staining was used to detect cell morphological changes; CCK-8 method was used to detect cell proliferation; the ability of cell invasion was detected by Transwell chamber method; the ability of colony formation was detected by colony formation assay; cell apoptosis was detected by Hoechst 33258 fluorescent staining and Annexin V/PI double-staining flow cytometry; monodansylcadaverine(MDC) staining was used to detect cell autophagy; the expression of apoptosis, autophagy and related signaling pathway proteins was detected by Western blot and the expression changes of CXCR family were detected by real-time quantitative polymerase chain reaction (qRT-PCR).
RESULTS:
Reparixin could inhibit the proliferation, invasion, migration and clone formation ability of U937 cells. Compared with the single drug group, when U937 cells were intervened by Reparixin combined with Ara-C, the malignant biological behaviors such as proliferation, invasion and colony formation were significantly decreased, and the levels of apoptosis and autophagy were significantly increased (P<0.01). After Reparixin combined with Ara-C intervenes in U937 cells, it can up-regulate the expression of the pro-apoptotic protein Bax and significantly down-regulate the expression of the anti-apoptotic protein Bcl-2, and also hydrolyze and activate Caspase-3, thereby inducing cell apoptosis. Reparixin combined with Ara-C could up-regulate the expressions of LC3Ⅱ and Beclin-1 proteins in U937 cells, and the ratio of LC3Ⅱ/LC3Ⅰ in cells was significantly up-regulated compared with single drug or control group (P<0.01). MDC result showed that the green granules of vesicles increased significantly, and a large number of broken cells were seen (P<0.01). Reparixin combined with Ara-C can significantly inhibit the phosphorylation level of PI3K, AKT and NF-κB signaling molecule, inhibit the malignant biological behavior of cells by inhibiting the activation of PI3K/AKT/NF-κB pathway, and induce programmed cell death. Ara-C intervention in U937 cells had no effect on the expression of CXCR family (P>0.05). The expression of CXCR1, CXCR2, and CXCR4 mRNA could be down-regulated by Reparixin single-agent intervention in U937 cells (P<0.05), and the expression of CXCR2 was more significantly down-regulated than the control group and other CXCRs (P<0.01). When Reparixin and Ara-C intervened in combination, the down-regulated levels of CXCR1 and CXCR2 were more significant than those in the single-drug group (P<0.01), while the relative expressions of CXCR4 and CXCR7 mRNA had no significant difference compared with the single-drug group (P>0.05).
CONCLUSION
Reparixin combined with Ara-C can synergistically inhibit the malignant biological behaviors of U937 cells such as proliferation, invasion, migration and clone formation, and induce autophagy and apoptosis. The mechanism may be related to affecting the proteins expression of Bcl-2 family and down-regulating the proteins expression of CXCR family, while inhibiting the PI3K/AKT/NF-κB signaling pathway.
Humans
;
U937 Cells
;
Cytarabine/therapeutic use*
;
Receptors, Interleukin-8A
;
NF-kappa B
;
Proto-Oncogene Proteins c-akt
;
Phosphatidylinositol 3-Kinases
;
Leukemia, Myeloid, Acute/genetics*
;
Apoptosis
;
Cell Proliferation
;
Apoptosis Regulatory Proteins
;
Proto-Oncogene Proteins c-bcl-2
;
RNA, Messenger
;
Cell Line, Tumor
5.Influence of Pre-treatment Lymphocyte/Monocyte Ratio and Neutrophil/Lymphocyte Ratio on the Prognosis of Patients with Extranodal NK/T-Cell Lymphoma.
Xiao-Yu DENG ; Ying-Yi WANG ; Qian-Qian DANG ; Tian-Song LIANG ; Ying-Juan ZHENG ; Dao-Ke YANG
Journal of Experimental Hematology 2023;31(3):707-713
OBJECTIVE:
To explore the influence of lymphocyte-to-monocyte ratio (LMR) and neutrophil-to-lymphocyte ratio (NLR) on the prognosis of patients with extranodal NK/T cell lymphoma (ENKTL).
METHODS:
The clinical data of 203 patients with ENKTL admitted to the First Affiliated Hospital of Zhengzhou University from January 2011 to January 2020 were retrospectively analyzed. The ROC curve determined the limit values of LMR and NLR; Categorical variables were compared using a chi-square test, expressed as frequency and percentage (n,%). Continuous variables were expressed as medians and extremes and compared with the Mann-Whitney U test; Progression-free survival (PFS) and overall survival (OS) of different grouped LMR and NLR patients were analyzed using Kaplan-Meier curves and compared with log-rank tests. The COX proportional risk regression model was used to perform one-factor and multi-factor analysis of PFS and OS.
RESULTS:
The optimal critical values of LMR and NLR were determined by the ROC curve, which were 2.60 and 3.40, respectively. LMR≤2.60 was more likely to occur in patients with bone marrow invasion (P=0.029) and higher LDH (P=0.036), while NLR≥3.40 was more likely to occur in patients with higher ECOG scores (P=0.002), higher LDH (P=0.008), higher blood glucose (P=0.024), and lower PLT (P=0.010). Kaplan-Meier survival analysis showed that PFS and OS of patients in the high LMR group were significantly better than the low LMR group, while PFS and OS in the low NLR group were significantly better than the high NLR group. The results of multivariate COX analysis showed that EBV-DNA positive (P=0.047), LMR≤2.60 (P=0.014), NLR≥3.40 (P=0.023) were independent risk factors affecting PFS in patients with ENKTL. LMR≤2.60 (P<0.001), NLR≥3.40 (P=0.048), and high β2-MG (P=0.013) were independent risk factors affecting OS in patients with ENKTL.
CONCLUSION
Low LMR and high NLR before treatment are associated with poor prognosis in patients with ENKTL, which also can be used as an easily testable, inexpensive, and practical prognostic indicator in the clinic.
Humans
;
Monocytes/pathology*
;
Neutrophils
;
Lymphoma, Extranodal NK-T-Cell/pathology*
;
Retrospective Studies
;
Lymphocytes
;
Prognosis
6.Total Saponin Fraction of Dioscorea Nipponica Makino Improves Gouty Arthritis Symptoms in Rats via M1/M2 Polarization of Monocytes and Macrophages Mediated by Arachidonic Acid Signaling.
Qi ZHOU ; Hui-Juan SUN ; Xi-Wu ZHANG
Chinese journal of integrative medicine 2023;29(11):1007-1017
OBJECTIVE:
To explore the mechanism of effects of total saponin fraction from Dioscorea Nipponica Makino (TSDN) on M1/M2 polarization of monocytes/macrophages and arachidonic acid (AA) pathway in rats with gouty arthritis (GA).
METHODS:
Seventy-two Sprague Dawley rats were randomly divided into 4 groups (n=18 in each): normal, model, TSDN at 160 mg/kg, and celecoxib at 43.3 mg/kg. Monosodium urate crystal (MSU) was injected into the rats' ankle joints to induce an experimental GA model. Blood and tissue samples were collected on the 3rd, 5th, and 8th days of drug administration. Histopathological changes in the synovium of joints were observed via hematoxylin and eosin (HE) staining. The expression levels of arachidonic acid (AA) signaling pathway were assessed via real-time polymerase chain reaction (qPCR) and Western blot. Flow cytometry was used to determine the proportion of M1 and M2 macrophages in the peripheral blood. An enzyme-linked immunosorbent assay (ELISA) was used to detect interleukine (IL)-1 β, tumor necrosis factor-alpha (TNF-α), IL-4, IL-10, prostaglandin E2 (PGE2), and leukotriene B4 (LTB4).
RESULTS:
HE staining showed that TSDN improved the synovial tissue. qPCR and Western blot showed that on the 3rd, 5th and 8th days of drug administration, TSDN reduced the mRNA and protein expressions of cyclooxygenase (COX)2, microsomal prostaglandin E synthase-1 derived eicosanoids (mPGES-1), 5-lipoxygenase (5-LOX), recombinant human mothers against decapentaplegic homolog 3 (Smad3), nucleotide-binding oligomerization domain-like receptor protein 3 (NALP3), and inducible nitric oxide synthase (iNOS) in rats' ankle synovial tissues (P<0.01). TSDN decreased COX1 mRNA and protein expression on 3rd and 5th day of drug administration and raised it on the 8th day (both P<0.01). It lowered CD68 protein expression on days 3 (P<0.01), as well as mRNA and protein expression on days 5 and 8 (P<0.01). On the 3rd, 5th, and 8th days of drug administration, TSDN elevated the mRNA and protein expression of Arg1 and CD163 (P<0.01). Flow cytometry results showed that TSDN decreased the percentage of M1 macrophages while increasing the percentage of M2 in peripheral blood (P<0.05 or P<0.01). ELISA results showed that on the 3rd, 5th, and 8th days of drug administration, TSDN decreased serum levels of IL-1 β, TNF-α, and LTB4 (P<0.01), as well as PGE2 levels on days 3rd and 8th days (P<0.05 or P<0.01); on day 8 of administration, TSDN increased IL-4 serum levels and enhanced IL-10 contents on days 5 and 8 (P<0.05 or P<0.01).
CONCLUSION
The anti-inflammatory effect of TSDN on rats with GA may be achieved by influencing M1/M2 polarization through AA signaling pathway.
Rats
;
Humans
;
Animals
;
Arthritis, Gouty/drug therapy*
;
Monocytes/pathology*
;
Interleukin-10/metabolism*
;
Arachidonic Acid/pharmacology*
;
Dioscorea/chemistry*
;
Rats, Wistar
;
Tumor Necrosis Factor-alpha/metabolism*
;
Saponins/therapeutic use*
;
Interleukin-4/metabolism*
;
Leukotriene B4/pharmacology*
;
Rats, Sprague-Dawley
;
Macrophages
;
Signal Transduction
;
RNA, Messenger/metabolism*
8.Research progress on the role of monocytes in viral hemorrhagic fevers.
Hongyan SHI ; Kang TANG ; Xuyang ZHENG ; Ying ZHANG
Chinese Journal of Cellular and Molecular Immunology 2023;39(8):748-752
Monocytes are important target cells of various hemorrhagic fever viruses. In viral hemorrhagic fevers (VHFs), monocytes can be infected by viruses and produce different kinds of cytokines, which contribute to the antiviral immune response and participation in the immunopathogenesis of VHFs. During the pathogenesis of various VHFs (early stage), monocytes change in cell counting, subpopulation distribution and expression of surface molecules with an activated phenotype. Several hemorrhagic fever viruses can infect monocytes and induce immune response, which may play an important role in immunopathological injury. Monocytes and the cytokines they produce may interact with platelets and vascular endothelial cells, contributing to disease progression.
Humans
;
Monocytes
;
Endothelial Cells
;
Hemorrhagic Fevers, Viral/pathology*
;
Immunity
;
Cytokines
9.Improving Blood Monocyte Energy Metabolism Enhances Its Ability to Phagocytose Amyloid-β and Prevents Alzheimer's Disease-Type Pathology and Cognitive Deficits.
Zhi-Hao LIU ; Yu-Di BAI ; Zhong-Yuan YU ; Hui-Yun LI ; Jie LIU ; Cheng-Rong TAN ; Gui-Hua ZENG ; Yun-Feng TU ; Pu-Yang SUN ; Yu-Juan JIA ; Jin-Cai HE ; Yan-Jiang WANG ; Xian-Le BU
Neuroscience Bulletin 2023;39(12):1775-1788
Deficiencies in the clearance of peripheral amyloid β (Aβ) play a crucial role in the progression of Alzheimer's disease (AD). Previous studies have shown that the ability of blood monocytes to phagocytose Aβ is decreased in AD. However, the exact mechanism of Aβ clearance dysfunction in AD monocytes remains unclear. In the present study, we found that blood monocytes in AD mice exhibited decreases in energy metabolism, which was accompanied by cellular senescence, a senescence-associated secretory phenotype, and dysfunctional phagocytosis of Aβ. Improving energy metabolism rejuvenated monocytes and enhanced their ability to phagocytose Aβ in vivo and in vitro. Moreover, enhancing blood monocyte Aβ phagocytosis by improving energy metabolism alleviated brain Aβ deposition and neuroinflammation and eventually improved cognitive function in AD mice. This study reveals a new mechanism of impaired Aβ phagocytosis in monocytes and provides evidence that restoring their energy metabolism may be a novel therapeutic strategy for AD.
Animals
;
Mice
;
Alzheimer Disease
;
Amyloid beta-Peptides
;
Monocytes
;
Cognition
;
Energy Metabolism
;
Phagocytosis
10.Significance of Lymphocyte-to-Monocyte Ratio and Corrected Levels of Serum Calcium as Prognostic Markers in Patients with Newly Diagnosed Multiple Myeloma.
Qian-Ya PENG ; Rui-Juan MA ; Rui-Na GUO ; Feng ZHANG ; Yu LI ; Deng-Ming HU ; Jin YAO
Journal of Experimental Hematology 2022;30(1):152-157
OBJECTIVE:
To investigate the significance of peripheral blood lymphocyte to monocyte ratio (LMR) and corrected levels of serum calcium (cCa) as prognostic markers for the newly diagnosed multiple myeloma (MM) patients.
METHODS:
The clinical data of 114 newly diagnosed MM patients in the Second Affiliated Hospital of Kunming Medical University from January 2013 to March 2020 were retrospectively analyzed. Receiver operating characteristic (ROC) curve analysis was used to identify the optimal cutoff value, and the patients were divided into high LMR group and low LMR group (LMR≥3.35 and LMR < 3.35). Moreover, the patients were divided into four groups according to initial diagnosis LMR and LMR after four courses of treatment (LMR4): Group A (LMR≥3.35, LMR4≥3.35), Group B (LMR≥3.35, LMR4 < 3.35), Group C (LMR < 3.35, LMR4≥3.35), and group D (LMR < 3.35, LMR4 < 3.35). The simple prognosis model was established by combined with LMR and cCa, the patients were divided into Group a (no risk factor), group b (1 risk factor) and Group c (2 risk factors). Independent sample T-test, Pearson Chi-square test or Mann-Whitney U test were used to evaluate the differences between various parameters, and Kaplan-Meier method and Cox regression were used for survival analysis.
RESULTS:
The median follow-up time was 13.05(0.1-72.5)months. Survival analysis showed that the patients with low LMR predicted poor prognosis, the overall survival (OS) time of the patients with low LMR was significantly shorter (17 vs 50.5 months, P=0.006) than the patients with high LMR, the difference was also significant between group A and Group D (56.5 vs 30.5 months, P=0.043). The OS of the patients was also significantly shorter in the high cCa group (≥2.75 mmol/L) compared with normal group (8.5 vs 34 months, P=0.006). Multivariate survival analysis showed that LMR < 3.35 (P=0.028) and cCa≥2.75 mmol/L (P=0.036) were the independent risk factors affecting prognosis of MM patients. The comparison of risk factors showed that the median OS of Group a, b and c was 50, 20, and 8.5 months, respectively. The prognosis of the patients without risk factors was better than that of patients with 1-2 risk factors (Group a vs Group b, P < 0.0001; Group a vs Group c, P=0.002).
CONCLUSION
LMR and cCa are the independent risk factors affecting the prognosis of newly diagnosed MM patients, and the development of a simple prognosis system combining them can quickly identify the prognosis of newly diagnosed MM patients.
Calcium
;
Humans
;
Lymphocytes
;
Monocytes
;
Multiple Myeloma
;
Prognosis
;
Retrospective Studies

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