1.Construction and Validation of a Large Language Model-Based Intelligent Pre-Consultation System for Traditional Chinese Medicine
Yiqing LIU ; Ying LI ; Hongjun YANG ; Linjing PENG ; Nanxing XIAN ; Kunning LI ; Qiwei SHI ; Hengyi TIAN ; Lifeng DONG ; Lin WANG ; Yuping ZHAO
Journal of Traditional Chinese Medicine 2025;66(9):895-900
ObjectiveTo construct a large language model (LLM)-based intelligent pre-consultation system for traditional Chinese medicine (TCM) to improve efficacy of clinical practice. MethodsA TCM large language model was fine-tuned using DeepSpeed ZeRO-3 distributed training strategy based on YAYI 2-30B. A weighted undirected graph network was designed and an agent-based syndrome differentiation model was established based on relationship data extracted from TCM literature and clinical records. An agent collaboration framework was developed to integrate the TCM LLM with the syndrome differentiation model. Model performance was comprehensively evaluated by Loss function, BLEU-4, and ROUGE-L metrics, through which training convergence, text generation quality, and language understanding capability were assessed. Professional knowledge test sets were developed to evaluate system proficiency in TCM physician licensure content, TCM pharmacist licensure content, TCM symptom terminology recognition, and meridian identification. Clinical tests were conducted to compare the system with attending physicians in terms of diagnostic accuracy, consultation rounds, and consultation duration. ResultsAfter 100 000 iterations, the training loss value was gradually stabilized at about 0.7±0.08, indicating that the TCM-LLM has been trained and has good generalization ability. The TCM-LLM scored 0.38 in BLEU-4 and 0.62 in ROUGE-L, suggesting that its natural language processing ability meets the standard. We obtained 2715 symptom terms, 505 relationships between diseases and syndromes, 1011 relationships between diseases and main symptoms, and 1 303 600 relationships among different symptoms, and constructed the Agent of syndrome differentiation model. The accuracy rates in the simulated tests for TCM practitioners, licensed pharmacists of Chinese materia medica, recognition of TCM symptom terminology, and meridian recognition were 94.09%, 78.00%, 87.50%, and 68.80%, respectively. In clinical tests, the syndrome differentiation accuracy of the system reached 88.33%, with fewer consultation rounds and shorter consultation time compared to the attending physicians (P<0.01), suggesting that the system has a certain pre- consultation ability. ConclusionThe LLM-based intelligent TCM pre-diagnosis system could simulate diagnostic thinking of TCM physicians to a certain extent. After understanding the patients' natural language, it collects all the patient's symptom through guided questioning, thereby enhancing the diagnostic and treatment efficiency of physicians as well as the consultation experience of the patients.
2.Impact of prenatal triclosan exposure on ADHD-like symptoms in school-aged children
Jingjing LI ; Xiaomeng CHENG ; Yan ZHANG ; Luanluan LI ; Xiaodan YU ; Ying TIAN ; Yu GAO
Journal of Environmental and Occupational Medicine 2025;42(6):645-651
Background Attention-deficit hyperactivity disorder (ADHD) is a common neurodevelopmental and behavioral disorder in children, often diagnosed during school age. The etiology of ADHD remains unclear; however, existing studies suggest that environmental factors, such as exposure to triclosan (TCS), may be associated with the occurrence of ADHD-like symptoms in offspring. Nevertheless, relevant research in China remains limited. Objective To investigate the impact of early pregnancy TCS exposure on ADHD-like symptoms in 7-year-old children. Methods This study was based on the Shanghai Birth Cohort (SBC) and included 662 mother-child pairs. TCS concentrations in early pregnancy urine samples were measured using high-performance liquid chromatography-tandem mass spectrometry (HPLC-MS/MS). Demographic information was collected via questionnaires and medical record abstraction. ADHD-like symptoms in 7-year-old children were first assessed using the Strengths and Difficulties Questionnaire (SDQ). Further differentiation of ADHD-like symptom subtypes (inattentive and hyperactive/impulsive) was conducted using the SNAP-IV, a clinically validated ADHD screening tool. Negative binomial regression models were applied to evaluate the associations between prenatal TCS exposure and hyperactive behavior (SDQ assessment) as well as ADHD-like symptom subtypes (SNAP-IV assessment) in 7-year-old children. Results The positive rate of TCS in early pregnancy urine samples was 91.39%, with median concentrations of 0.69 μg·L−1 and 0.63 μg·g−1 before and after the creatinine adjustment, respectively. The modeling results indicated that prenatal TCS exposure was associated with an increased risk of hyperactive symptoms (SDQ assessment) in 7-year-old children (RR=1.04, 95%CI: 1.02, 1.06); the stratified analyses by children sex revealed similar effects for both boys (RR=1.04, 95%CI: 1.02, 1.07) and girls (RR=1.04, 95%CI: 1.01, 1.07). Further analysis of ADHD-like symptom subtypes showed that prenatal TCS exposure increased the risk of inattentive symptoms (RR=1.03, 95%CI: 1.00, 1.05); the sex-stratified analyses indicated associations between TCS exposure and inattentive symptoms (RR=1.03, 95%CI: 1.00, 1.07) as well as hyperactive/impulsive symptoms (RR=1.04, 95%CI: 1.01, 1.08) in girls. Conclusion Prenatal TCS exposure is associated with an increased risk of ADHD-like symptoms in 7-year-old children, primarily contributing to the risk of the inattention subtype. The impact is more pronounced in girls.
3.Elemene Antitumor Drugs Development Based on "Molecular Compatibility Theory" and Clinical Application: A Retrospective and Prospective Outlook.
Xiao-Ying JIANG ; Li-Ping SHI ; Jun-Long ZHU ; Ren-Ren BAI ; Tian XIE
Chinese journal of integrative medicine 2024;30(1):62-74
Elemene, derived from Curcuma wenyujin, one of the "8 famous genuine medicinal materials of Zhejiang province," exhibits remarkable antitumor activity. It has gained wide recognition in clinical practice for effectiveness on tumors. Dr. XIE Tian, introduced the innovative concept of "molecular compatibility theory" by combining Chinese medicine principles, specifically the "monarch, minister, assistant, and envoy" theory, with modern biomedical technology. This groundbreaking approach, along with a systematic analysis of Chinese medicine and modern biomedical knowledge, led to the development of elemene nanoliposome formulations. These novel formulations offer numerous advantages, including low toxicity, well-defined composition, synergistic effects on multiple targets, and excellent biocompatibility. Following the principles of the "molecular compatibility theory", further exploration of cancer treatment strategies and methods based on elemene was undertaken. This comprehensive review consolidates the current understanding of elemene's potential antitumor mechanisms, recent clinical investigations, advancements in drug delivery systems, and structural modifications. The ultimate goal of this review is to establish a solid theoretical foundation for researchers, empowering them to develop more effective antitumor drugs based on the principles of "molecular compatibility theory".
Humans
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Retrospective Studies
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Antineoplastic Agents/therapeutic use*
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Neoplasms/drug therapy*
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Drugs, Chinese Herbal/therapeutic use*
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Sesquiterpenes/therapeutic use*
4.Study on the Distribution Pattern of Traditional Chinese Medicine Syndromes in Patients with Dry Eye and Its Correlation with Gender and Age
Yu-Xuan LI ; Ni TIAN ; Lan YU ; Rui-Ying ZHONG
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(3):550-554
Objective To explore the etiology and pathogenesis of dry eye by studying the distribution pattern of gender,age and traditional Chinese medicine(TCM)syndrome type in dry eye patients and by analyzing their correlation.Methods A total of 244 patients with dry eye who met the inclusion criteria were selected.The distribution of gender,age and TCM syndrome types was statistically analyzed,and then the correlation of TCM syndrome types with gender and age of dry eye patients was explored.Results(1)Of the 244 dry eye patients,96(39.34%)were male and 148(60.66%)were female,the incidence of the female being higher than that of the male.There were 124(50.82%)patients younger than 45 years old,81(33.20%)patients aged 45-60 years old,and 39(15.98%)patients older than 60 years old.The proportion of the patients younger than 45 years old was higher than that of other age groups.(2)Among the 244 patients with dry eyes,89 cases(36.47%)were differentiated as liver and kidney deficiency syndrome,75 cases(30.74%)were differentiated as qi stagnation and blood stasis syndrome,69 cases(28.28%)were differentiated as spleen and kidney deficiency,and 11 cases(4.51%)were differentiated as yin deficiency and damp-heat syndrome.And the occurrence frequency of the above four syndrome types was in descending order.(3)In the dry eye patients of various age groups,patients aged<45 years old predominantly suffered from qistagnation and blood stasis syndrome,accounting for 41.94%(52/124);patients aged 45-60 years old and those aged>60 years old predominantly suffered from liver and kidney deficiency syndrome,accounting for 46.91%(38/81)and 53.85%(21/39),respectively.The distribution of TCM syndrome types varied in the patients with different age groups,and the difference was statistically significant(χ2 = 22.128,P<0.01).(4)In male dry eye patients,qi stagnation and blood stasis syndrome was predominant,accounting for 39.58%(38/96);among female dry eye patients,liver and kidney deficiency syndrome and spleen and kidney deficiency syndrome were prevalent,accounting for 41.89%(62/148)and 31.08%(46/148),respectively.The distribution of TCM syndrome types varied in the patients with different genders,and the difference was statistically significant(χ2 = 82.610,P<0.01).Conclusion The TCM syndromes of patients with dry eyes are frequently differentiated as liver and kidney deficiency syndrome,followed by the qi stagnation and blood stasis syndrome.The prevalence of dry eyes is related to the gender and age,and gender and age are correlated with the TCM syndrome types to certain extent.
5.Relationship of uric acid metabolism and brain injury post-cardiopulmonary bypass in rats
Ting-Ting YU ; Tian YU ; Hai-Ying WANG ; Sheng-Li DENG ; Lin ZHANG ; Chi CHENG
Medical Journal of Chinese People's Liberation Army 2024;49(10):1123-1133
Objective To investigate the relationship between uric acid metabolism and brain injury following cardiopulmonary bypass(CPB)in rats.Methods Healthy male SD rats were randomly assigned to either a Sham group or a CPB group,each comprising 12 rats.The Sham group only underwent vascular puncture and did not perform CPB conversion,while the CPB group was subjected to a CPB procedure with a perfusion duration of 110 min,and the brain tissue was collected post-procedure.Microdialysate was collected 1 h before and after CPB initiation.Apoptosis in the paraventricular nucleus(PVN)was assessed using TUNEL staining,and the expression of Bax mRNA in cerebral cortex and hypothalamus was determined via real-time quantitative PCR.Apoptosis-related protein expression was analyzed by Western blotting.Differentially expressed genes(DEGs)were identified through RNA-sequencing between brain tissues of two groups,and Gene Ontology(GO)analysis was performed to identify enriched pathways among the DEGs.Protein-protein interaction(PPI)networks were constructed using String and Cytoscape softwares to identify key genes.Liquid chromatography tandem mass spectrometry(LC-MS/MS)was employed to analyze differential metabolites in the PVN before and after CPB,with Kyoto Encyclopedia of Genes and Genomes(KEGG)enrichment analysis constructed subsequently.Uric acid levels in the hypothalamus was measured using a uric acid assay kit,and the expression of key enzymes of uric acid metabolism[xanthine reductase(XDH),adenosine deaminase(ADA)]and uric acid transporter[organic anion transporter family protein 1(OAT1),organic anion transporter family protein 3(OAT3),ATP-binding cassette transporter subfamily G member 2(ABCG2),glucose transporter 9(GLUT9)]genes in the hypothalamus was evaluated by real-time quantitative PCR.Results Real-time quantitative PCR revealed a significant upregulation of Bax mRNA in the cerebral cortex and hypothalamus of CPB group compared to Sham group(P<0.05).TUNEL staining indicated a significantly higher apoptosis rate of cells in PVN region in CPB group than that in Sham group(19.0%±5.0%vs.7.6%±0.8%,P=0.01).Western blotting showed a significantly increased Bcl-2/Bax ratio in the hypothalamus of CPB group compared to Sham group(P<0.05).A total of 2829 DEGs were identified between Sham group and CPB group,with 1374 upregulated genes and 1455 downregulated genes.Uric acid metabolism-related pathways were predominantly enriched in purine nucleoside metabolism and biosynthesis,purine nucleoside monophosphate metabolism,purine nucleoside triphosphate metabolism,purine ribonucleotide metabolism and biosynthesis,purine ribonucleoside monophosphate metabolism and biosynthesis,purine ribonucleoside triphosphate metabolism and biosynthesis,and reaction to purine compounds.Eighteen differential metabolites were identified in the microdialysate,with 13 upregulated and 5 downregulated metabolites.KEGG enrichment analysis identified 7 significantly enriched metabolic pathways,among which the nicotinate and nicotinamide metabolism pathways were closely related to uric acid metabolism.Both RNA-sequencing and LC-MS/MS analysis suggested alterations in uric acid metabolism in CPB groups.Post-CPB,uric acid concentration in the hypothalamic tissue significantly increased(P<0.01),and the expression of XDH and ADA mRNA in the hypothalamus were significantly increased(P<0.05),while the expression of ABCG2,OAT1,OAT3 and GLUT9 mRNA significantly decreased(P<0.001).Conclusion Uric acid metabolism in brain is altered during CPB,which may be an important mechanism for brain injury following CPB.
6.Clinicopathological and molecular characteristics of microsecretory adenocarcinoma in salivary gland
Jingjing SUN ; Ying ZHANG ; Min WANG ; Ronghui XIA ; Zhen TIAN ; Jiang LI
Chinese Journal of Pathology 2024;53(10):1005-1010
Objective:To investigate the clinicopathological, immunohistochemical, and molecular genetic characteristics of microsecretory adenocarcinoma (MSA) of the salivary gland, and to improve the understanding of this rare tumor.Methods:Cases originally diagnosed as MSA at the Department of Oral Pathology, the Ninth People′s Hospital of Shanghai Jiao Tong University School of Medicine were retrospectively collected. The cases of polymorphous adenocarcinoma and adenocarcinoma, not otherwise specified from January 2000 to January 2020 were reviewed to identify potential misdiagnosed MSA cases. Clinicopathological analysis and follow-up of all confirmed MSA cases were performed, and relevant literature was reviewed.Results:A total of 4 MSA cases were identified, including 2 screened from the polymorphous adenocarcinoma cohort. Of the 4 MSA patients, 3 were male and 1 was female, with an average age of 53 years (range, 37-67 years). Three cases occurred in the palate, and one in the buccal region. The clinical manifestation was usually a slow-growing painless mass. Tumors were generally small, with a maximum diameter ranging from 0.7 to 1.8 cm (average, 1.2 cm). Microscopically, the tumor was unencapsulated and showed an infiltrative growth pattern. The tumor cells appeared small in size and showed bland, cubic and flattened cytological features, forming microcystic lumens and glandular tubes. Significant basophilic secretions were seen in the lumens. Between the tumor nests there was fibro-myxoid stroma. Immunohistochemistry showed diffusely or partially positive staining for cytokeratin 7, S-100, SOX-10, p63 and vimentin and negative staining for p40, mammaglobin, and calponin. The proliferation index of Ki-67 was relatively low (1%-3%). Four MSA cases all harbored SS18 gene rearrangement as shown by fluorescence in situ hybridization (FISH), including 2 cases with MEF2C::SS18 fusion gene through RNA-targeted next generation sequencing. All 4 patients underwent surgical resection without any adjuvant treatments. Three patients were followed up for a period of 2 to 203 months. No tumor recurrence, metastasis, or disease-related death was found.Conclusions:Salivary gland MSA is a novel and rare low-grade carcinoma with unique and consistent histological morphology, immunophenotype, and molecular changes. Immunohistochemical staining and SS18 break apart FISH are useful for the diagnosis of the tumor with atypical morphology and high-grade transformation.
7.Metabolomic Analysis in Saliva and Different Brain Regions of Older Mice with Postoperative Delirium Behaviors
Xiao LIU ; Ying CAO ; Wan Xiao LIN ; Yang Dan GAO ; Hui Hui MIAO ; Zuo Tian LI
Biomedical and Environmental Sciences 2024;37(2):133-145
Objective Postoperative delirium(POD)has become a critical challenge with severe consequences and increased incidences as the global population ages.However,the underlying mechanism is yet unknown.Our study aimed to explore the changes in metabolites in three specific brain regions and saliva of older mice with postoperative delirium behavior and to identify potential non-invasive biomarkers. Methods Eighteen-month-old male C57/BL6 mice were randomly assigned to the anesthesia/surgery or control group.Behavioral tests were conducted 24 h before surgery and 6,9,and 24 h after surgery.Complement C3(C3)and S100 calcium-binding protein B protein(S100beta)levels were measured in the hippocampus,and a metabolomics analysis was performed on saliva,hippocampus,cortex,and amygdala samples. Results In total,43,33,38,and 14 differential metabolites were detected in the saliva,hippocampus,cortex,and amygdala,respectively."Pyruvate""alpha-linolenic acid"and"2-oleoyl-1-palmitoy-sn-glycero-3-phosphocholine"are enriched in one common pathway and may be potential non-invasive biomarkers for POD.Common changes were observed in the three brain regions,with the upregulation of 1-methylhistidine and downregulation of D-glutamine. Conclusion Dysfunctions in energy metabolism,oxidative stress,and neurotransmitter dysregulation are implicated in the development of POD.The identification of changes in the level of salivary metabolite biomarkers could aid in the development of noninvasive diagnostic methods for POD.
8.Original Article Association between Exposure of Rare Earth Elements and Outcomes of In Vitro Fertilization-Embryo Transfer in Beijing
Wang YUTONG ; Li JING ; Xu SHIRONG ; Lin SHENGLI ; Hou ZHENCHEN ; Wang LINLIN ; Huang YALI ; Sun YUE ; Guo WEI ; Yan LAILAI ; Wang YING ; Tian CHAN
Biomedical and Environmental Sciences 2024;37(8):876-886
Objective The study aimed to investigate the impact of rare earth elements(REEs)exposure on pregnancy outcomes of in vitro fertilization-embryo transfer(IVF-ET)by analyzing samples from spouses. Methods A total of 141 couples were included.Blood and follicular fluid from the wives and semen plasma from the husbands,were analyzed for REEs using inductively coupled plasma mass spectrometry(ICP-MS).Spearman's correlation coefficients and the Mann-Whitney U test were used to assess correlations and compare REE concentrations among three types of samples,respectively.Logistic models were utilized to estimate the individual REE effect on IVF-ET outcomes,while BKMR and WQS models explored the mixture of REE interaction effects on IVF-ET outcomes. Results Higher La concentration in semen(median 0.089 ng/mL,P=0.03)was associated with a lower fertilization rate.However,this effect was not observed after artificial selection intervention through intracytoplasmic sperm injection(ICSI)(P=0.27).In semen,the REEs mixture did not exhibit any significant association with clinical pregnancy. Conclusion Our study revealed a potential association between high La exposure in semen and a decline in fertilization rate,but not clinical pregnancy rate.This is the first to report REEs concentrations in follicular fluid with La,Ce,Pr,and Nd found at significantly lower concentrations than in serum,suggesting that these four REEs may not accumulate in the female reproductive system.However,at the current exposure levels,mixed REEs exposure did not exhibit reproductive toxicity.
9.Chemical derivatization strategies for enhancing the HPLC analytical performance of natural active triterpenoids
Huang XIAO-FENG ; Xue YING ; Yong LI ; Wang TIAN-TIAN ; Luo PEI ; Qing LIN-SEN
Journal of Pharmaceutical Analysis 2024;14(3):295-307
Triterpenoids widely exist in nature,displaying a variety of pharmacological activities.Determining triterpenoids in different matrices,especially in biological samples holds great significance.High-performance liquid chromatography(HPLC)has become the predominant method for triterpenoids analysis due to its exceptional analytical performance.However,due to the structural similarities among botanical samples,achieving effective separation of each triterpenoid proves challenging,necessitating significant improvements in analytical methods.Additionally,triterpenoids are characterized by a lack of ultraviolet(UV)absorption groups and chromophores,along with low ionization efficiency in mass spectrometry.Consequently,routine HPLC analysis suffers from poor sensitivity.Chemical derivatization emerges as an indispensable technique in HPLC analysis to enhance its performance.Considering the structural characteristics of triterpenoids,various derivatization reagents such as acid chlorides,rho-damines,isocyanates,sulfonic esters,and amines have been employed for the derivatization analysis of triterpenoids.This review comprehensively summarized the research progress made in derivatization strategies for HPLC detection of triterpenoids.Moreover,the limitations and challenges encountered in previous studies are discussed,and future research directions are proposed to develop more effective derivatization methods.
10.Multicenter evaluation of minimal residual disease monitoring in early induction therapy for treatment of childhood acute lymphoblastic leukemia
Xiaojun WU ; Ning LIAO ; Huirong MAI ; Xinyu LI ; Wuqing WAN ; Lihua YANG ; Libin HUANG ; Xiangqin LUO ; Chuan TIAN ; Qiwen CHEN ; Xingjiang LONG ; Yunyan HE ; Ying WANG ; Chi-Kong LI ; Honggui XU
Chinese Journal of Pediatrics 2024;62(4):337-344
Objective:To evaluate the role of minimal residual disease (MRD) monitoring during early induction therapy for the treatment of childhood acute lymphoblastic leukemia (ALL).Methods:This was a multicenter retrospective cohort study. Clinical data of 1 164 ALL patients first diagnosed between October 2016 and June 2019 was collected from 16 hospitals in South China Children′s Leukemia Group. According to MRD assay on day 15 of early induction therapy, they were divided into MRD<0.10% group, MRD 0.10%-<10.00% group and MRD≥10.00% group. According to MRD assay on day 33, they were divided into MRD<0.01% group, MRD 0.01%-<1.00% group and MRD≥1.00% group. Age, onset white blood cell count, central nervous system leukemia (CNSL), molecular genetic characteristics and other data were compared between groups. Kaplan-Meier method was used for survival analysis. Cox regression model was used to analyze prognostic factors.Results:Of the 1 164 enrolled patients, there were 692 males and 472 females. The age of diagnosis was 4.7 (0.5, 17.4) years. The white blood cell count at initial diagnosis was 10.7 (0.4, 1 409.0) ×10 9/L. Among all patients, 53 cases (4.6%) had CNSL. The follow-up time was 47.6 (0.5, 68.8) months. The 5-year overall survival (OS) and 5-year relapse-free survival (RFS) rates were (93.1±0.8) % and (90.3±1.1) %. On day 15 of early induction therapy, there were 466 cases in the MRD<0.10% group, 523 cases in the MRD 0.10%-<10.00% group and 175 cases in the MRD≥10.00% group. The 5-year OS rates of the MRD<0.10% group, MRD 0.10%-<10.00% group and MRD≥10.00% group were (95.4±1.0) %, (93.3±1.1) %, (85.4±2.9) %, respectively, while the RFS rates were (93.2±1.6) %, (90.8±1.4) %, (78.9±4.3) %, respectively ( χ2=16.47, 21.06, both P<0.05). On day 33 of early induction therapy, there were 925 cases in the MRD <0.01% group, 164 cases in the MRD 0.01%-<1.00% group and 59 cases in the MRD≥1.00% group. The 5-year RFS rates in the MRD 0.01%-<1.00% group was lowest among three groups ((91.4±1.2) % vs. (84.5±3.2) % vs. (87.9±5.1) %). The difference between three groups is statistically significant ( χ2=9.11, P=0.010). Among ALL patients with MRD≥10.00% on day 15 of induction therapy, there were 80 cases in the MRD <0.01% group on day 33, 45 cases in the MRD 0.01%-<1.00% group on day 33 and 45 cases in the MRD≥1.00% group on day 33. The 5-year RFS rates of three groups were (83.9±6.0)%, (67.1±8.2)%, (83.3±6.9)% respectively ( χ2=6.90, P=0.032). Univariate analysis was performed in the MRD≥10.00% group on day 15 and the MRD 0.01%-<1.00% group on day 33.The 5-year RFS rate of children with CNSL was significantly lower than that without CNSL in the MRD≥10.00% group on day 15 ((50.0±20.4)% vs. (80.3±4.4)%, χ2=4.13, P=0.042). Patients with CNSL or MLL gene rearrangement in the MRD 0.01%-<1.00% group on day 33 had significant lower 5-year RFS rate compared to those without CNSL or MLL gene rearrangement ((50.0±25.0)% vs. (85.5±3.1)%, χ2=4.06, P=0.044;(58.3±18.6)% vs. (85.7±3.2)%, χ2=9.44, P=0.002). Multivariate analysis showed that age ( OR=0.58, 95% CI 0.35-0.97) and white blood cell count at first diagnosis ( OR=0.43, 95% CI 0.27-0.70) were independent risk factors for OS. The MRD level on day 15 ( OR=0.55,95% CI 0.31-0.97), ETV6-RUNX1 fusion gene ( OR=0.13,95% CI 0.03-0.54), MLL gene rearrangement ( OR=2.55,95% CI 1.18-5.53) and white blood cell count at initial diagnosis ( OR=0.52,95% CI 0.33-0.81) were independent prognostic factors for RFS. Conclusions:The higher the level of MRD in early induction therapy, the worse the OS. The MRD levels on day 15 is an independent prognostic factor for RFS.The MRD in early induction therapy guided accurate risk stratification and individualized treatment can improve the survival rate of pediatric ALL.

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