1.Research progress in machine learning in processing and quality evaluation of traditional Chinese medicine decoction pieces.
Han-Wen ZHANG ; Yue-E LI ; Jia-Wei YU ; Qiang GUO ; Ming-Xuan LI ; Yu LI ; Xi MEI ; Lin LI ; Lian-Lin SU ; Chun-Qin MAO ; De JI ; Tu-Lin LU
China Journal of Chinese Materia Medica 2025;50(13):3605-3614
Traditional Chinese medicine(TCM) decoction pieces are a core carrier for the inheritance and innovation of TCM, and their quality and safety are critical to public health and the sustainable development of the industry. Conventional quality control models, while having established a well-developed system through long-term practice, still face challenges such as relatively long inspection cycles, insufficient objectivity in characterizing complex traits, and urgent needs for improving the efficiency of integrating multidimensional quality information when confronted with the dual demands of large-scale production and precision quality control. With the rapid development of artificial intelligence, machine learning can deeply analyze multidimensional data of the morphology, spectroscopy, and chemical fingerprints of decoction pieces by constructing high-dimensional feature space analysis models, significantly improving the standardization level and decision-making efficiency of quality evaluation. This article reviews the research progress in the application of machine learning in the processing, production, and rapid quality evaluation of TCM decoction pieces. It further analyzes current challenges in technological implementation and proposes potential solutions, offering theoretical and technical references to advance the digital and intelligent transformation of the industry.
Machine Learning
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Drugs, Chinese Herbal/standards*
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Quality Control
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Medicine, Chinese Traditional/standards*
;
Humans
2.No Incidence of Liver Cancer Was Observed in A Retrospective Study of Patients with Aristolochic Acid Nephropathy.
Tao SU ; Zhi-E FANG ; Yu-Ming GUO ; Chun-Yu WANG ; Jia-Bo WANG ; Dong JI ; Zhao-Fang BAI ; Li YANG ; Xiao-He XIAO
Chinese journal of integrative medicine 2024;30(2):99-106
OBJECTIVE:
To assess the risk of aristolochic acid (AA)-associated cancer in patients with AA nephropathy (AAN).
METHODS:
A retrospective study was conducted on patients diagnosed with AAN at Peking University First Hospital from January 1997 to December 2014. Long-term surveillance and follow-up data were analyzed to investigate the influence of different factors on the prevalence of cancer. The primary endpoint was the incidence of liver cancer, and the secondary endpoint was the incidence of urinary cancer during 1 year after taking AA-containing medication to 2014.
RESULTS:
A total of 337 patients diagnosed with AAN were included in this study. From the initiation of taking AA to the termination of follow-up, 39 patients were diagnosed with cancer. No cases of liver cancer were observed throughout the entire follow-up period, with urinary cancer being the predominant type (34/39, 87.17%). Logistic regression analysis showed that age, follow-up period, and diabetes were potential risk factors, however, the dosage of the drug was not significantly associated with urinary cancer.
CONCLUSIONS
No cases of liver cancer were observed at the end of follow-up. However, a high prevalence of urinary cancer was observed in AAN patients. Establishing a direct causality between AA and HCC is challenging.
Humans
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Retrospective Studies
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Incidence
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Carcinoma, Hepatocellular
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Liver Neoplasms/epidemiology*
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Kidney Diseases/chemically induced*
;
Aristolochic Acids/adverse effects*
3.To compare the efficacy and incidence of severe hematological adverse events of flumatinib and imatinib in patients newly diagnosed with chronic phase chronic myeloid leukemia.
Xiao Shuai ZHANG ; Bing Cheng LIU ; Xin DU ; Yan Li ZHANG ; Na XU ; Xiao Li LIU ; Wei Ming LI ; Hai LIN ; Rong LIANG ; Chun Yan CHEN ; Jian HUANG ; Yun Fan YANG ; Huan Ling ZHU ; Ling PAN ; Xiao Dong WANG ; Gui Hui LI ; Zhuo Gang LIU ; Yan Qing ZHANG ; Zhen Fang LIU ; Jian Da HU ; Chun Shui LIU ; Fei LI ; Wei YANG ; Li MENG ; Yan Qiu HAN ; Li E LIN ; Zhen Yu ZHAO ; Chuan Qing TU ; Cai Feng ZHENG ; Yan Liang BAI ; Ze Ping ZHOU ; Su Ning CHEN ; Hui Ying QIU ; Li Jie YANG ; Xiu Li SUN ; Hui SUN ; Li ZHOU ; Ze Lin LIU ; Dan Yu WANG ; Jian Xin GUO ; Li Ping PANG ; Qing Shu ZENG ; Xiao Hui SUO ; Wei Hua ZHANG ; Yuan Jun ZHENG ; Qian JIANG
Chinese Journal of Hematology 2023;44(9):728-736
Objective: To analyze and compare therapy responses, outcomes, and incidence of severe hematologic adverse events of flumatinib and imatinib in patients newly diagnosed with chronic phase chronic myeloid leukemia (CML) . Methods: Data of patients with chronic phase CML diagnosed between January 2006 and November 2022 from 76 centers, aged ≥18 years, and received initial flumatinib or imatinib therapy within 6 months after diagnosis in China were retrospectively interrogated. Propensity score matching (PSM) analysis was performed to reduce the bias of the initial TKI selection, and the therapy responses and outcomes of patients receiving initial flumatinib or imatinib therapy were compared. Results: A total of 4 833 adult patients with CML receiving initial imatinib (n=4 380) or flumatinib (n=453) therapy were included in the study. In the imatinib cohort, the median follow-up time was 54 [interquartile range (IQR), 31-85] months, and the 7-year cumulative incidences of CCyR, MMR, MR(4), and MR(4.5) were 95.2%, 88.4%, 78.3%, and 63.0%, respectively. The 7-year FFS, PFS, and OS rates were 71.8%, 93.0%, and 96.9%, respectively. With the median follow-up of 18 (IQR, 13-25) months in the flumatinib cohort, the 2-year cumulative incidences of CCyR, MMR, MR(4), and MR(4.5) were 95.4%, 86.5%, 58.4%, and 46.6%, respectively. The 2-year FFS, PFS, and OS rates were 80.1%, 95.0%, and 99.5%, respectively. The PSM analysis indicated that patients receiving initial flumatinib therapy had significantly higher cumulative incidences of CCyR, MMR, MR(4), and MR(4.5) and higher probabilities of FFS than those receiving the initial imatinib therapy (all P<0.001), whereas the PFS (P=0.230) and OS (P=0.268) were comparable between the two cohorts. The incidence of severe hematologic adverse events (grade≥Ⅲ) was comparable in the two cohorts. Conclusion: Patients receiving initial flumatinib therapy had higher cumulative incidences of therapy responses and higher probability of FFS than those receiving initial imatinib therapy, whereas the incidence of severe hematologic adverse events was comparable between the two cohorts.
Adult
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Humans
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Adolescent
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Imatinib Mesylate/adverse effects*
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Incidence
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Antineoplastic Agents/adverse effects*
;
Retrospective Studies
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Pyrimidines/adverse effects*
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Leukemia, Myelogenous, Chronic, BCR-ABL Positive/drug therapy*
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Treatment Outcome
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Benzamides/adverse effects*
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Leukemia, Myeloid, Chronic-Phase/drug therapy*
;
Aminopyridines/therapeutic use*
;
Protein Kinase Inhibitors/therapeutic use*
4.Clinical Study on the Relationship between Gene Mutation Profile and Prognosis in Pediatric Acute Lymphocyte Leukemia.
Yan CHEN ; Shan-Shan QI ; Li-Li DING ; Yu DU ; Na SONG ; Zhuo WANG ; Li YANG ; Ming SUN ; Hao XIONG
Journal of Experimental Hematology 2023;31(1):17-24
OBJECTIVE:
To analyze the gene mutation profile in children with acute lymphocyte leukemia (ALL) and to explore its prognostic significance.
METHODS:
Clinical data of 249 primary pediatric ALL patients diagnosed and treated in the Department of Hematological Oncology of Wuhan Children's Hospital from January 2018 to December 2021 were analyzed retrospectively. Next-generation sequencing (NGS) was used to obtain gene mutation data and analyze the correlation between it and the prognosis of children with ALL.
RESULTS:
227 (91.2%) were B-ALL, 22 (8.8%) were T-ALL among the 249 cases, and 178 (71.5%) were found to have gene mutations, of which 85 (34.1%) had ≥3 gene mutations. NRAS(23.7%), KRAS (22.9%),FLT3(11.2%), PTPN11(8.8%), CREBBP (7.2%), NOTCH1(6.4%) were the most frequently mutated genes, the mutations of KRAS, FLT3, PTPN11, CREBBP were mainly found in B-ALL, the mutations of NOTCH1 and FBXW7 were mainly found in T-ALL. The gene mutation incidence of T-ALL was significantly higher than that of B-ALL (χ2= 5.573,P<0.05) and were more likely to have co-mutations (P<0.05). The predicted 4-year EFS rate (47.9% vs 88.5%, P<0.001) and OS rate (53.8% vs 94.1%, P<0.001) in children with tp53 mutations were significantly lower than those of patients without tp53 mutations. Patients with NOTCH1 mutations had higher initial white blood cell count (128.64×109/L vs 8.23×109/L,P<0.001), and children with NOTCH1 mutations had a lower 4-year EFS rate than those of without mutations (71.5% vs 87.2%, P=0.037).
CONCLUSION
Genetic mutations are prevalent in childhood ALL and mutations in tp53 and NOTCH1 are strong predictors of adverse outcomes in childhood ALL, with NGS contributing to the discovery of genetic mutations and timely adjustment of treatment regimens.
Child
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Humans
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Precursor T-Cell Lymphoblastic Leukemia-Lymphoma/genetics*
;
Cell Cycle Proteins/genetics*
;
Proto-Oncogene Proteins p21(ras)/genetics*
;
Retrospective Studies
;
Ubiquitin-Protein Ligases/genetics*
;
Prognosis
;
Precursor Cell Lymphoblastic Leukemia-Lymphoma/genetics*
;
Precursor B-Cell Lymphoblastic Leukemia-Lymphoma
;
Mutation
;
Lymphocytes
5.The Efficacy and Safety of Daratumumab-Based Regimen in Treatment of Multiple Myeloma Patients with Renal Impairment.
Ling-Ling YIN ; Yang-Ling SHEN ; Feng-Ling MIN ; Wei-Ying GU ; Ying WANG ; Kun-Ming QI ; Zhen-Yu LI ; Kai-Lin XU
Journal of Experimental Hematology 2023;31(1):141-147
OBJECTIVE:
To investigate the efficacy and safety of daratumumab in treatment of multiple myeloma (MM) patients with renal impairment (RI).
METHODS:
The clinical data of 15 MM patients with RI who received daratumumab-based regimen from January 2021 to March 2022 in three centers were retrospectively analyzed. Patients were treated with daratumumab or daratumumab combined with dexamethasone or daratumumab combined with bortezomib and dexamethasone and the curative effect and survival were analyzed.
RESULTS:
The median age of 15 patients was 64 (ranged 54-82) years old. Six patients were IgG-MM, 2 were IgA-MM,1 was IgD-MM and 6 were light chain MM. Median estinated glomerular filtration rate (eGFR) was 22.48 ml/(min·1.73 M2). Overall response rate of 11 patients with MM was 91% (≥MR), including 1 case of stringent complete response (sCR), 2 cases of very good partial response (VGPR), 3 cases of partial response (PR) and 4 cases of minor response (MR). The rate of renal response was 60%(9/15), including 4 cases of complete response (CR), 1 case of PR and 4 cases of MR. A median time of optimal renal response was 21 (ranged 7-56) days. With a median follow-up of 3 months, the median progression-free survival and overall survival of all patients were not reached. After treatment with daratumumab-based regimen, grade 1-2 neutropenia was the most common hematological adverse reaction. Non-hematological adverse reactions were mainly infusion-related adverse reactions and infections.
CONCLUSION
Daratumumab-based regimens have good short-term efficacy and safety in the treatment of multiple myeloma patients with renal impairment.
Humans
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Middle Aged
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Aged
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Aged, 80 and over
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Multiple Myeloma/drug therapy*
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Retrospective Studies
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Dexamethasone/therapeutic use*
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Antibodies, Monoclonal/therapeutic use*
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Bortezomib/therapeutic use*
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Renal Insufficiency/drug therapy*
;
Antineoplastic Combined Chemotherapy Protocols/therapeutic use*
6.IgG78-DM1 inhibits pulmonary fibrosis by targeting and killing CD248-positive myofibroblasts in mice.
Jingyu WANG ; Ming WEI ; Zhengxuan LI ; Yike ZHOU ; Donghui HAN
Chinese Journal of Cellular and Molecular Immunology 2023;39(9):769-776
Objective To investigate the therapeutic effect of targeting and killing CD248-positive myofibroblasts on bleomycin-induced pulmonary fibrosis in mice. Methods IgG78-DM1, an antibody-maytansine 1 (DM1) conjugate targeting CD248, was prepared. The drug conjugation efficiency was measured and calculated by UV spectrophotometer, and the identification of IgG78-DM1 was performed through SDS-PAGE and Western blot analysis. In vitro, the binding activity of IgG78-DM1 on CD248-positive myofibroblasts was detected by flow cytometry and the cytotoxicity of IgG78-DM1 to CD248-positive myofibroblasts was evaluated by CCK-8 assay. In vivo, C57BL/6 male mice were randomly divided into control group, idiopathic pulmonary fibrosis group, human IgG-DM1 (hIgG-DM1) control group, and IgG78-DM1 treatment group. Then, the mouse models with pulmonary fibrosis induced by bleomycin were constructed. Two weeks later, the animal models were intravenously injected with IgG78-DM1. After the treatment of two weeks, lung tissues were collected for Masson staining and Sirius Red staining to evaluate the degree of pulmonary fibrosis. Real-time fluorescence quantitative PCR was used to measure the expression levels of CD248, as well as markers of fibroblastic activation including alpha-smooth muscle actin (α-SMA) and type I collagen alpha 1 (COL1A1). The safety of IgG78-DM1 was preliminarily assessed by conducting liver and kidney function tests. Results IgG78-DM1 was successfully prepared, and its drug conjugation ratio was 3.2. The antibody structure remained stable after conjugation, allowing effective binding and cytotoxicity against CD248-positive myofibroblasts. After treatment with IgG78-DM1, the degree of pulmonary fibrosis in mice significantly reduced, accompanied by the decrease of the expression of CD248, α-SMA, and COL1A1. The liver and kidney function of the mice remained at normal levels compared to the normal control group. Conclusion IgG78-DM1 effectively inhibits pulmonary fibrosis in mice by targeting and killing CD248-positive myofibroblasts. The safety of this strategy is preliminarily assessed.
Humans
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Animals
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Mice
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Male
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Mice, Inbred C57BL
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Pulmonary Fibrosis/drug therapy*
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Myofibroblasts
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Antibodies
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Bleomycin
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Antigens, Neoplasm
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Antigens, CD
7.Silencing of SMAD family member 3 promotes M2 polarization of macrophages and the expression of SMAD7 in rheumatoid arthritis.
Chenchen FEI ; Xi SHEN ; Lei WAN ; Haixia FAN ; Tianyang LIU ; Ming LI ; Lei LIU ; Yao GE ; Qingqing WANG ; Wenjie FAN ; Qian ZHOU
Chinese Journal of Cellular and Molecular Immunology 2023;39(10):904-909
Objective To investigate the effect of SMAD family member 3(SMAD3) silenced by small interfering RNA (siRNA) on macrophage polarization and transforming growth factor β1 (TGF-β1)/ SMAD family signaling pathway in rheumatoid arthritis (RA). Methods RA macrophages co-cultured with rheumatoid arthritis fibroblast-like synoviocytes (RA-FLS) were used as a cell model. TGF-β1 was used to stimulate macrophages, and SMAD3-specific siRNA (si-SMAD3) and negative control siRNA (si-NC) were transfected into human RA macrophages co-cultured in TranswellTM chamber. The expression of SMAD3 mRNA was detected by real-time fluorescence quantitative PCR, and the expression of TGF-β1, SMAD3 and SMAD7 protein was detected by Western blot analysis. The contents of TGF-β1 and IL-23 in cell culture supernatant were determined by ELISA. Cell proliferation was detected by CCK-8 assay. TranswellTM chamber was used to measure cell migration. Results Compared with the model group and the si-NC group, the expression of TGF-β1, SMAD3 mRNA and protein in RA macrophages decreased significantly after silencing SMAD3. In addition, the secretion of IL-23 decreased significantly, and the cell proliferation activity and cell migration were inhibited, with high expression of SMAD7. Conclusion Knockdown of SMAD3 can promote M2 polarization and SMAD7 expression in RA macrophages.
Humans
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Arthritis, Rheumatoid/genetics*
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Interleukin-23
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Macrophages
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RNA, Messenger
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RNA, Small Interfering/genetics*
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Smad7 Protein/genetics*
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Transforming Growth Factor beta1/genetics*
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Smad3 Protein/genetics*
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Gene Silencing
8.Establishment and evaluation of pre-metastatic niche mouse model labelled with luciferase in lewis lung cancer cells.
Haixia MING ; Ming SHEN ; Yanwen CHEN ; Yang LI ; Lingling YANG ; Qiankun LIANG ; Zhaohua LIU
Chinese Journal of Cellular and Molecular Immunology 2023;39(12):1083-1088
Objective This study aimed to establish a pre-metastatic niche mouse model utilizing luciferase-labeled Lewis (Luc-Lewis) lung cancer cells and to assess the efficacy of this model employing both qualitative and quantitative methods. Methods C57BL/6 mice were categorized into two groups: a normal control group and a model group, each containing 15 individual mice. The pre-metastatic niche model was established via tail vein injection of Luc-Lewis lung cancer cells. Body mass were measured daily for all groups. Tumor fluorescence signals within the mice were detected using a high-throughput enzyme marker instrument. Lung tissue specimens were harvested to evaluate metastatic progression. HE staining was used to assess histopathological changes. Real-time quantitative PCR and Western blot analysis were used to detect the mRNA and protein expression of lysyl oxidase (LOX), matrix metalloproteinase 9 (MMP9), versican (VCAN), and fibronectin (FN), which are the specific markers for the formation of the microenvironment of lung tissues before metastasis. Results Significant declines in body mass and observable lethargy were noted in the model group when compared to the control group. Distinct fluorescence signals were observed in the lung tissue of the model group, demonstrating a positive correlation with the duration of model establishment. By day 14, elevated mRNA and protein expression levels of LOX, MMP9, VCAN, and FN were significantly evident. In addition, histopathological evaluations revealed augmented interstitial thickness, alveolar atrophy and significant inflammatory cell infiltration within the lung tissues of the model group. By the 21st day, metastatic lesions manifested in the lung tissues of the model group, suggesting an approximate pre-metastatic niche maturation timeline of 14 days. Conclusion A pre-metastatic niche mouse model for Lewis lung cancer is successfully established.
Mice
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Animals
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Lung Neoplasms/pathology*
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Matrix Metalloproteinase 9
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Mice, Inbred C57BL
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Carcinoma, Lewis Lung
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Disease Models, Animal
;
RNA, Messenger
;
Tumor Microenvironment
9.Clinical Analysis of Infants with Acute Lymphoblastic Leukemia (18 cases).
Kai-Li LI ; Hao XIONG ; Hui LI ; Zhuo WANG ; Zhi CHEN ; Li YANG ; Wen-Jie LU ; Shan-Shan QI ; Ming SUN
Journal of Experimental Hematology 2023;31(6):1670-1675
OBJECTIVE:
To investigate the clinical features and outcomes of infants (<1 year old) with acute lymphoblastic leukemia (IALL).
METHODS:
The clinical manifestations, laboratory examination results, treatment and prognosis of 18 infants diagnosed with ALL at our department between January 1, 2014 and August 31, 2022 were retrospectively analyzed.
RESULTS:
Among the 18 cases of IALL, there were 10 males and 8 females. The median age of patients was 6.5 months old (3 months-11 months old). The median white blood cell count (WBC) was 33.63×109/L [(3.92-470)×109/L] at initial diagnosis, including 2 patients with WBC≥300×109/L. Flow cytometric immunophenotyping showed a B-lineage infant ALL in all the 18 patients. Eight of the 18 children had abnormal chromosome karyotype analysis. Fusion gene detection showed 12 KMT2A-rearrangement of 18 patients. 15 patients underwent leukemia related mutation gene screening, among which KRAS, NRAS and FLT3 were the most common mutation genes. 4 patients underwent allogeneic hematopoietic stem cell transplantation and two survived. 14 patients received chemotherapy only and ten survived. The 3-year OS rate was (65.5±11.5)%, while the EFS rate was (46.9±12.3)%.
CONCLUSION
B-cell ALL and KMT2A rearrangement are prevalent in IALL. The therapeutic effect of IALL with standard childhood ALL protocal is similer to international infant specific protocal.
Male
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Child
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Infant
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Female
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Humans
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Retrospective Studies
;
Precursor Cell Lymphoblastic Leukemia-Lymphoma/genetics*
;
Prognosis
;
Hematopoietic Stem Cell Transplantation
;
Mutation
10.Possible Risk Factors for Bone Marrow Fibroplasia in Patients with Polycythemia Vera.
De-Hao WANG ; Pei ZHAO ; Zi-Qing WANG ; Er-Peng YANG ; Yu-Meng LI ; Ji-Cong NIU ; Yi CHEN ; Ke CHEN ; Ming-Jing WANG ; Wei-Yi LIU ; Yan LYU ; Xiao-Mei HU
Journal of Experimental Hematology 2023;31(6):1780-1786
OBJECTIVE:
To understand the biological characteristics of polycythemia vera (PV) patients with myeloid fibroplasia, and further analyze the risk factors affecting myeloid fibroplasia in PV patients, so as to provide ideas for predicting the occurrence of myeloid fibroplasia in PV patients.
METHODS:
Forty patients with PV in the Department of Hematology, Xiyuan Hospital of China Academy of Chinese Medical Sciences were collected and divided into two groups, with (hyperplasia group) and without (Non-proliferative group) hyperplasia of bone marrow fibers. The differences of basic clinical characteristics, blood routine, biochemistry, bone marrow cells, coagulation function and other indicators between the two groups were compared, and the independent risk factors affecting the proliferation of bone marrow fibrous tissue in PV patients were further analyzed by multivariate regression.
RESULTS:
Compared with Non-proliferative group, the JAK2 mutation rate (95% vs 70%,P=0.037), eosinophilic cell count (0.19 vs 0.11, P=0.047) and eosinophilic percentage (1.84 vs 1.27, P=0.001) in PV patients with hyperplasia were significantly increased, triglycerides (1.55 vs 1.91, P=0.038) and low-density lipoprotein (1.50 vs 3.08, P=0.000) were significantly reduced, bone marrow hematopoietic volume (0.85 vs 0.6, P=0.001), granulocyte/erythrocyte ratio (3.40 vs 1.89, P=0.033), lymphocyte/erythrocyte ratio (0.60 vs 0.42, P=0.033), and granulocyte+lymphocyte/erythrocyte ratio (3.72 vs 2.37, P=0.026) were significantly increased, thrombin time (18.84 vs 18.12, P=0.043) was significantly prolonged. Multivariate regression analysis results showed that peripheral blood eosinophil ≥2% and low-density lipoprotein ≤2 mmol/L were independent risk factors for bone marrow fibrous tissue hyperplasia in PV patients (P<0.05).
CONCLUSION
Increased proportion of peripheral blood eosinophils and decreased low density lipoprotein are risk factors for bone marrow fibrous tissue hyperplasia in PV patients.
Humans
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Bone Marrow/pathology*
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Polycythemia Vera
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Hyperplasia/pathology*
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Granulocytes/pathology*
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Janus Kinase 2/genetics*
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Risk Factors
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Lipoproteins, LDL
;
Polycythemia/pathology*

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