1.Artificial intelligence in traditional Chinese medicine: from systems biological mechanism discovery, real-world clinical evidence inference to personalized clinical decision support.
Dengying YAN ; Qiguang ZHENG ; Kai CHANG ; Rui HUA ; Yiming LIU ; Jingyan XUE ; Zixin SHU ; Yunhui HU ; Pengcheng YANG ; Yu WEI ; Jidong LANG ; Haibin YU ; Xiaodong LI ; Runshun ZHANG ; Wenjia WANG ; Baoyan LIU ; Xuezhong ZHOU
Chinese Journal of Natural Medicines (English Ed.) 2025;23(11):1310-1328
Traditional Chinese medicine (TCM) represents a paradigmatic approach to personalized medicine, developed through the systematic accumulation and refinement of clinical empirical data over more than 2000 years, and now encompasses large-scale electronic medical records (EMR) and experimental molecular data. Artificial intelligence (AI) has demonstrated its utility in medicine through the development of various expert systems (e.g., MYCIN) since the 1970s. With the emergence of deep learning and large language models (LLMs), AI's potential in medicine shows considerable promise. Consequently, the integration of AI and TCM from both clinical and scientific perspectives presents a fundamental and promising research direction. This survey provides an insightful overview of TCM AI research, summarizing related research tasks from three perspectives: systems-level biological mechanism elucidation, real-world clinical evidence inference, and personalized clinical decision support. The review highlights representative AI methodologies alongside their applications in both TCM scientific inquiry and clinical practice. To critically assess the current state of the field, this work identifies major challenges and opportunities that constrain the development of robust research capabilities-particularly in the mechanistic understanding of TCM syndromes and herbal formulations, novel drug discovery, and the delivery of high-quality, patient-centered clinical care. The findings underscore that future advancements in AI-driven TCM research will rely on the development of high-quality, large-scale data repositories; the construction of comprehensive and domain-specific knowledge graphs (KGs); deeper insights into the biological mechanisms underpinning clinical efficacy; rigorous causal inference frameworks; and intelligent, personalized decision support systems.
Medicine, Chinese Traditional/methods*
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Artificial Intelligence
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Humans
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Precision Medicine
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Decision Support Systems, Clinical
2.Clinical analysis of 18 children with aggressive mature B-cell lymphoma after liver transplantation
Jincheng ZHAO ; Mingxuan FENG ; Meng SU ; Yali HAN ; Feng XUE ; Yuejia TANG ; Anan ZHANG ; Jingyan TANG ; Yijin GAO
Chinese Journal of Pediatrics 2024;62(6):553-558
Objective:To summarize the clinical characteristics, prognostic factors and treatment outcomes of childhood aggressive mature B-cell lymphoma after liver transplantation.Methods:This retrospective study included 18 children with newly diagnosed aggressive mature B-cell lymphoma after liver transplantation and treated from June 2018 to June 2022 in the Department of Hematology and Oncology of Shanghai Children′s Medical Center, Shanghai Jiao Tong University School of Medicine. Clinical characteristics, treatment and outcomes of patients at last evaluation were analyzed. Overall survival (OS) and event free survival (EFS) rates were calculated by Kaplan-Meier method and Log-Rank analysis was performed to find factors of poor prognosis.Results:Among all 18 patients, there were 6 males and 12 females, and the age of onset was 40 (35, 54) months. The interval from transplant to tumor diagnosis was 21 (17, 35) months and 5 patients had early onset disease (<1 year since transplant). Seventeen patients had abdominal lesions. Diarrhea, vomiting and abdominal masses were the main clinical manifestations. All patients were Epstein-Barr virus (EBV) related posttransplant lymphoproliferative disorders (PTLD). One patient received individualized therapy due to critical sick at diagnosis, and the remaining 17 patients received CP (cyclophosphamide, methylprednisolone plus rituximab) and (or) modified EPOCH (prednisone, etoposide, doxorubicin, vincristine, cyclophosphamide plus rituximab) regimens. Of all 18 patients, 15 cases got complete response, 2 cases got partial response, 1 patient died of severe infection. The 2-year OS and EFS rates of 18 patients were (94±5)% and (83±8)%, respectively. None of age, gender or early onset disease had effect on OS and EFS rates in univariate analysis (all P>0.05). Conclusions:The symptoms of PTLD were atypical. Close surveillance of EBV-DNA for patients after liver transplantation was crucial to early stage PTLD diagnosis. CP or modified EPOCH regimen was efficient for pediatric patients with aggressive mature B cell lymphoma after liver transplantation.
3.Homoharringtonine is a safe and effective substitute for anthracyclines in children younger than 2 years old with acute myeloid leukemia.
Xiaoxiao CHEN ; Yanjing TANG ; Jing CHEN ; Ru CHEN ; Longjun GU ; Huiliang XUE ; Ci PAN ; Jingyan TANG ; Shuhong SHEN
Frontiers of Medicine 2019;13(3):378-387
Homoharringtonine (HHT), a plant alkaloid from Cephalotaxus harringtonia, exhibits a unique anticancer mechanism and has been widely used in China to treat patients with acute myeloid leukemia (AML) since the 1970s. Trial SCMC-AML-2009 presented herein was a randomized clinical study designed based on our previous findings that pediatric AML patients younger than two years old may benefit from HHT-containing chemotherapy regimens. Patients randomized to arm A were treated with a standard chemotherapy regimen comprising mainly of anthracyclines and cytarabine (Ara-C), whereas patients in arm B were treated with HHT-containing regimens in which anthracyclines in all but the initial induction therapy were replaced by HHT. From February 2009 to November 2015, 59 patients less than 2 years old with de novo AML (other than acute promyelocytic leukemia) were recruited. A total of 42 patients achieved a morphologic complete remission (CR) after the first course, with similar rates in both arms (70.6% vs.72.0%). At the end of the follow-up period, 40 patients remained in CR and 5 patients underwent hematopoietic stem cell transplantation in CR, which could not be considered as events but censors. The 5-year event-free survival (EFS) was 60.2%±9.6% for arm A and 88.0%±6.5% for arm B (P= 0.024). Patients in arm B experienced shorter durations of leukopenia, neutropenia, and thrombocytopenia and had a lower risk of infection during consolidation chemotherapy with high-dosage Ara-C. Consequently, the homoharringtonine-based regimen achieved excellent EFS and alleviated hematologic toxicity for children aged younger than 2 years with de novo AML compared with the anthracycline-based regimen.
4. Long-term results of multicenter study based on childhood acute lymphoblastic leukemia 2005 protocol
Jiaoyang CAI ; Ningling WANG ; Hui JIANG ; Shuhong SHEN ; Huiliang XUE ; Jing CHEN ; Ci PAN ; Yijin GAO ; Lirong SUN ; Xiaojun YUAN ; Longjun GU ; Jingyan TANG
Chinese Journal of Pediatrics 2018;56(7):511-517
Objective:
To evaluate the long-term efficacy and prognostic factors of childhood acute lymphoblastic leukemia (ALL) enrolled in Shanghai Children's Medical Center-Acute Lymphoblastic Leukemia-2005(SCMC-ALL-2005) multicenter study.
Methods:
Between May 2005 and December 2014, 1 497 newly diagnosed ALL patients were enrolled and treated in 5 hospitals of SCMC-ALL-2005 study group, using risk-stratified SCMC-ALL-2005 protocol. Risk group classification and treatment intensity were based on clinical features, genetic abnormalities, early response to treatment and levels of minimal residual disease (MRD). Kaplan-Meier method was used to generate overall survival (OS) and event-free survival(EFS) curves. Cox proportional hazards models were used for multivariate analyses.
Results:
The patients were followed up to December 31, 2016, the median follow-up time was 69 months (24-141 months). The 5-year and 10-year OS rates were (80.0±1.0)% and (76.0±2.0)%. The 5-year and 10-year EFS rates were (69.0±1.0)% and (66.0±2.0)%. The 5-year and 10-year relapse rates were (23.0±1.0)% and (25.0±2.0)%. The 5-year OS and EFS for low risk (LR), intermediate risk (IR) and high risk (HR) were (91.1±1.4)% and (83.3±1.8)%, (79.2±1.5)% and (68.9±1.7)%, (52.9±4.4)% and (30.0±3.8)%, respectively. MRD negative status (<0.01%) on day 55 was seen in 792 patients (82.8%) and positive MRD on day 55 was associated with poor prognosis (
5.Effect of microRNA-106b on the invasion and proliferation of trophoblasts through targeting MMP-2
Jing LI ; Jinming WANG ; Yuehua LIU ; Zhan ZHANG ; Ning HAN ; Jingyan WANG ; Shanhui XUE ; Ping WANG
Chinese Journal of Obstetrics and Gynecology 2017;52(5):327-332
Objective To investigate the expression of microRNA-106b(miR-106b)in the placentas of patients with pre-eclampsia and its relationship with matrix metallopeptidase(MMP)-2,and its effect on the invasion and proliferation of trophoblasts. Methods (1) Placental tissues were collected from patients with mild pre-eclampsia (mPE, n=30) , severe pre-eclampsia (sPE, n=30) and normal pregnant women (n=40). Human choriocarcinoma cell lines JAR and JEG3 were assigned to the miR-106b mimics group, the mimics negative control group, the miR-106b inhibitor group and the inhibitor negative control group, respectively. (2) The target gene of miR-106b(such as MMP-2) was predicted by bioinformatics. Dual-luciferase reporting system was used to verify the regulation of miR-106b on the expression of MMP-2. (3) The expressions of miR-106b and MMP-2 were measured by quantitative real-time PCR (qRT-PCR) and western blot. (4) Cell proliferation was determined by MTT assay. (5) Invasive activities in each group were assessed by cell transwell invasion assays. Results (1) Predicting result of bioinformatics indicated that MMP-2 was one of the target genes of miR-106b. Dual-luciferase activity assay demonstrated that MMP-2 was the direct target of miR-106b(P<0.01).(2) The results of qRT-PCR.①The expression of miR-106b in the placentas of mPE, sPE, normal pregnant women were 2.89±0.04, 1.96±0.03, 1.01±0.03, respectively (P<0.05). And the expression of MMP-2 mRNA in the placentas of mPE, sPE, normal pregnant women were 1.87±0.05, 0.69±0.03, 2.78±0.03, respectively (P<0.05).②The expression of miR-106b in the JAR cell line in the miR-106b mimics group, the mimics negative control group, the miR-106b inhibitor group and the inhibitor negative control group were 2.39 ± 0.03, 1.03 ± 0.04, 0.73 ± 0.03, 1.11 ± 0.04, respectively (P<0.05). And its expression in the JEG3 cell line were 2.17±0.04, 1.18±0.04, 0.61±0.03 and 1.22±0.03, respectively (P<0.05). ③The expression of MMP-2 mRNA in the JAR cell line in the miR-106b mimics group, the mimics negative control group, the miR-106b inhibitor group and the inhibitor negative control group were 0.45±0.15, 1.02±0.03, 2.28±0.03, 1.11±0.03, respectively (P<0.05). And its expression in the JEG3 cell line were 0.58±0.03, 1.25±0.15, 2.25±0.03, 1.21±0.03, respectively (P<0.05). (3) The results of western blot.①The expression of MMP-2 protein in the placentas of mPE, sPE, normal pregnant women were 1.63 ± 0.04, 0.55±0.03, 2.82±0.03, respectively (P<0.05).②The expression of MMP-2 protein in the JAR cell line in the miR-106b mimics group, the mimics negative control group, the miR-106b inhibitor group and the inhibitor negative control group were 0.41 ± 0.03, 0.97 ± 0.03, 2.25 ± 0.03, 1.01 ± 0.03, respectively (P<0.05). And its expression in the JEG3 cell line were 0.53±0.03, 1.20±0.03, 2.31±0.04, 1.19±0.03, respectively (P<0.05). (4) miR-106b could inhibit the proliferation of JAR and JEG3 cells, cell proliferation rates in the miR-106b mimics group were lower than that in the mimics negative control group (P<0.05). And cell proliferation rate in the miR-106b inhibitor group was higher than the inhibitor negative control group (P<0.05) . (5) The numbers of JAR cell that passed the membrane in the miR-106b mimics group, the mimics negative control group. The miR-106b inhibitor group and the inhibitor negative control group were 61±15, 79±13, 134±13, 80±12, respectively( P<0.05). And the numbers of JEG3 cell that passed were 57±12, 71±15, 128±15, 70± 14, respectively (P<0.05). Conclusion The miR-106b could inhibit the invasion and proliferation of JAR and JEG3 cells through targeting MMP-2, and have a relationship with the pathogenesis of pre-eclampsia.
6.Treatment of children with highly suspected mature B-cell lymphoblastic leukemia
Meng SU ; Ci PAN ; Qidong YE ; Min ZHOU ; Huiliang XUE ; Jing CHEN ; Jingyan TANG
Chinese Journal of Applied Clinical Pediatrics 2015;30(15):1131-1134
Objective To evaluate the outcomes of mature B-cell acute lymphoblastic leukemia(mature B-ALL) and to assess the safety and efficacy of the treatment protocol.Methods From February of 2003 to December of 2012,15 children were diagnosed as mature B-cell acute lymphoblastic leukemia/lymphoma possible (mature B-ALL/NHLp) in Shanghai Children's Medical Center(SCMC) were enrolled,and they were treated with SCMC-mature B-ALL/NHLp-2003 protocol.All of the clinical characteristics,therapeutic effects and long-term outcomes were analyzed.The statistical data were processed by SPSS 21.0.Results The median age on diagnosis was 8.7 years (1 year and 5 months to 14 years and 4 months).Among them,4 cases presented with local mass including maxillofacial tumors,neck and abdominal mass.The others had systemic manifestations such as fever and pale face.These neoplastic cells retained the expressions of surface membrane immunoglobulin M,terminal deoxynucleotidyl transferase,Cμ,CD10,CD19,cCD79 a differently.Follow-up was updated to November 30,2013.The median follow-up period was 80 months (39-128 months).Theestimated 5-year event free survival rate was (80.0 ± 10.3) %.According to univariate analysis,increased lactate dehydrogenase level (> 4-times the normal value),increased serum ferritin level (> 2-times the normal value),no small residual disease markers were indepen-dent poor prognostic factors(x2 =5.49,4.89,5.49,all P < 0.05).Conclusions SCMC-mature B-NHL/ALLp-2003 protocol is feasible and safe for children with mature B-ALL/NHLp,but more sample cases need to be investigated.
7.Magnetic resonance imaging evaluation in the diagnosis of pediatric neck masses
Xiaoxia WANG ; Yumin ZHONG ; Ying ZHOU ; Lianyan XUE ; Meihua SHI ; Jingyan TANG
Journal of Clinical Pediatrics 2014;(5):421-424
Objectives To evaluate pediatric neck masses with magnetic resonance imaging (MRI). Methods In this retrospective study, 140 children with neck masses underwent MRI were collected from May 2006 to December 2013. Of them 34 cases went through pathological examinations. The results of MRI diagnosis and pathology were compared in 34 cases. Results In 140 children with neck masses diagnosed by MRI, 103 (73.6%) cases were benign lesions, including 62 vascular malformations, 30 hemangiomas, then cysts, hamartoma, infectious lumps etc., 29 (20.7%) were malignant tumors, including 22 lymphomas, 3 rhabdomyosarcomas, 3 Langerhans cell histiocytosis, 1 neuroblastoma, and 8 (5.7%) cases were undeter-mined masses. Four in 103 cases with benign lesions were performed by pathological examination and all had been con-firmed. Tewenty-five in 29 cases with malignant tumors were performed by pathological examination and 22 cases had been confirmed. Conclusion MRI can help to diagnose the pediatric neck masses and to guide the treatment and follow-up.
8.Mechanism Underlying the Role of HIF-1αduring Hepatocyte Apoptosis in Intermittent Hypoxia with Pulmonary Emphysema in Rats
Jingyan ZHAN ; Huaiyong CHEN ; Qi WU ; Xin SUN ; Jing FENG ; Xue LI ; Long XU ; Cuiping BAO
Tianjin Medical Journal 2014;(2):156-159
Objective To investigate the effect of intermittent hypoxia (IH) with pulmonary emphysema on the ex-pression of hypoxia inducible factor-1α(HIF-1α),Bax and Bcl-2, and the mechanism underlying the role of HIF-1αin he-patocyte apoptosis thereof. Methods Sixty rats were randomly divided into four groups: normal control group, rats were treated normally;IH group, rats were treated by 30 s nitrogen and then 90 s air, and rats were treated by from 9:00-17:00 daily;pulmonary emphysema group, rats were treated by smudging for half an hour, twice a day (8:00 and 18:00);IH with pul-monary emphysema group, rats were treated by 30 s nitrogen and then 90 s air from 9:00-17:00 daily. After exposure four-teen weeks, rats were killed. qRT-PCR assay was conducted to detect the expression of HIF-1α mRNA, Bax mRNA and Bcl-2 mRNA in live tissues. Results The expressions of HIF-1αmRNA, Bax mRNA and Bax/Bcl-2 were significantly higher in IH with pulmonary emphysema group than those in control group,IH group and pulmonary emphysema group (P<0.05). The expression level of Bcl-2 mRNA was significantly lower in IH with pulmonary emphysema group than that of con-trol group and pulmonary emphysema group (P < 0.05), but no significant difference compared with that of IH group (P >0.05). The levels of HIF-1αand Bax were positively correlated with the level of Bax/Bcl-2 (r=0.732 and 0.699),but the lev-els of HIF-1αand Bax were negatively correlated with the level of Bcl-2 (r=-0.705). Conclusion The expression levels of HIF-1αmRNA, Bax mRNA and Bcl-2 mRNA were over-regulated in hepatocytes induced by intermittent hypoxia with pul-monary emphysema. The HIF-1αexpression was correlated with Bax and Bcl-2, suggesting that HIF-1αmay promote the hepatocyte apoptosis through transcriptional co-activators, Bax and Bcl-2.
9.Outcome of children with low- or intermediate-risk neuroblastoma:a report of 70 cases
Yanjing TANG ; Ci PAN ; Huiliang XUE ; Jing CHEN ; Lu DONG ; Min ZHOU ; Qidong YE ; Shuhong SHEN ; Yaoping WANG ; Longjun GU ; Jingyan TANG
Journal of Clinical Pediatrics 2014;(5):413-416
Objectives To evaluate the long-term outcomes of childhood low-or intermediate-risk neuroblastoma (NB) and their relevant prognostic factors. Methods A total of 70 new cases of low-or intermediate-risk NB diagnosed and treated by NB-99 protocol between 1999 and 2008 were analyzed retrospectively. Results Of these 70 NB patients, fourteen patients were in low-risk group and 56 were in intermediate-risk group. Sixty-seven patients reached complete remission (CR) or very good partial remission and 3 (5%) achieved partial remission. Ten patients relapsed. One patient occured second malignant neo-plasm. No patients died of chemotherapy-related adverse events or infections. The 5 year overall survival rate was 85.9%, event-free survival rate was 81.0%. Bone marrow infiltration, age at diagnosis, stage, lactate dehydrogenase level had a significant effect on prognosis. Conclusion Develop cytogenetic and molecular biology tests and pretreatment risk stratification are im-portant for further improvement of treatment protocol.
10.Long-term follow-up of stage 1-2 neuroblastoma
Ci PAN ; Anan ZHANG ; Qidong YE ; Min ZHOU ; Huiliang XUE ; Jing CHEN ; Changyin LUO ; Shuhong SHEN ; Jiangmin WANG ; Yanjing TANG ; Jingyan TANG
Journal of Clinical Pediatrics 2014;(5):410-412
Objectives To evaluate the clinical features, treatment scheme and long-term outcomes of stage 1、2 childhood neuroblastoma (NB). Methods The retrospective study included 49 newly diagnosed NB stage 1、2 patients from June 1998 to December 2010. Clinical data and long-term outcomes were analyzed. Results Twenty-four patients with stage 1 NB and twenty patients with stage 2 NB were found among all 237 patients with NB enrolled in this study. The median age at diagnosis was 25 months( 2 week to 9 year old),29 males and 20 females. Thirty-one patients (63.6%) without symptoms were discovered with tumor by physical or imaging examination. Thorax and abdomen were the most common sites of primary tumor (21 and 22 cases, accounting for 42.9% and 44.9% of all patients, respectively). Forty (81.6%) NB patients had favorable pathology classification. One patient was of MYCN amplification status. Urine vanilla mandelic acid was normal in 32 (91.4%) patients, and serum lactate dehydrogenase was less than five times of the normal value in all patients. Ten NB patients were treated ac-cording to the low-risk protocol who received surgery alone.Thirty-nine patients were treated according to intermediate-risk protocol who received both surgery and chemotherapy. All the patients achieved very good partial remission (100%).The medi-an follow-up period was 60 months(22 months to148months). Nine patients were lost after a follow up of 3 months in medi-an. The 2-、3-、5-year event free survival and overall survial of all 49 patients was 100%. Conclusions The prognosis for neu-roblastoma of stage 1、2 in this study was with 100%survival, which provides opportunity for further reduction of dosage and/or duration of episodes in chemotherapy.

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