1.Advances in the application of machine learning in the prediction of adverse drug reactions
Mengjia XU ; Lin SONG ; Tingting YANG ; Chenrong HUANG
China Pharmacy 2026;37(1):105-110
Adverse drug reactions (ADRs) refer to harmful or unintended reactions unrelated to the intended purpose of medication administration, which can lead to various issues such as accelerated disease progression and prolonged hospitalization. Traditional ADRs monitoring systems (such as spontaneous reporting systems) suffer from limitations such as low reporting rates and inconsistent data quality, which hinder the early prevention and control of ADRs. With the rapid development of information technology, machine learning has emerged as a powerful tool for management and decision-making of ADRs by leveraging its strengths in feature extraction and dynamic temporal pattern analysis. By reviewing relevant literature at home and abroad in recent years, this paper summarizes the progress in the application of machine learning for ADRs prediction. It is found that machine learning has gradually been applied to the early warning and risk prediction of ADRs in target organs such as the kidneys, liver, heart and bone marrow (such as acute kidney injury, drug-induced liver injury, and so on). Although machine learning demonstrates significant application potential in the field of ADRs prediction, it still faces limitations such as inadequate quality control of clinical data, lack of standardized criteria for model performance evaluation, insufficient model interpretability and difficulties in clinical translation. In the future, the development trend of machine learning in the field of ADRs prediction should follow a “technology-validation-integration” pathway to systematically promote the practical implementation of models.
2.Current Research Status,Challenges,Differentiation and Treatment Strategies of Traditional Chinese Medicine for Gastroesophageal Reflux Disease
Fengyun WANG ; Mi LYU ; Bingduo ZHOU ; Beihua ZHANG ; Yi WANG ; Tingting XU ; Cong HE ; Xiaokang WANG ; Xin LIU ; Yang WANG ; Kaiyue HUANG ; Lusi XU ; Xudong TANG
Journal of Traditional Chinese Medicine 2026;67(4):392-396
This article systematically reviews the current research status as well as diagnosis and treatment strategies of traditional Chinese medicine (TCM) for gastroesophageal reflux disease (GERD). Studies demonstrate that TCM, based on the "disease-syndrome combination" approach, exhibits multi-target advantages in alleviating symptoms of various GERD subtypes, promoting mucosal repair, regulating emotions, and facilitating the reduction of western medication. To address clinical challenges such as symptom overlap and limited therapeutic efficacy, strategies have been proposed including "treating different diseases with the same method" and integrated regulation based on viscera correlation. Future efforts should focus on elucidating the mechanisms of compound prescriptions, promoting TCM drug development under the "three-combination" evaluation framework that integrates TCM theory, human experience and clinical trial evidence, and optimizing integrated traditional and western medicine models to enhance GERD management.
3.Differential analysis of saponins in Platycodon grandiflorus from different origins based on ultra-high performance liquid chromatography-mass spectrometry
Tingting ZHANG ; Jingjing HUANG ; Jinglei LIANG ; Tao PANG ; Wansheng CHEN ; Feng ZHANG
Journal of Pharmaceutical Practice and Service 2026;44(4):189-199
Objective To establish a highly efficient and sensitive technical system for the identification and analysis of platycodin-type saponins, systematically compare the differences in platycodin-type saponins among Platycodon grandiflorum from different producing areas, and provide scientific references for the screening of high-quality Platycodon grandiflorum resources, authenticity evaluation, and construction of standardized quality control systems. Methods A total of 45 batches of P. grandiflorum medicinal materials from 3 producing areas (Anhui, Henan, and Jilin, with 15 batches per area) were selected as research objects. Qualitative identification and semi-quantitative analysis of saponin components were performed based on ultra-high performance liquid chromatography-quadrupole-time-of-flight tandem mass spectrometry (UHPLC-Q-TOF/MS) technology. Meanwhile, two multivariate statistical methods, principal component analysis (PCA) and partial least squares-discriminant analysis (PLS-DA), were combined to analyze the differences in platycodin-type saponins of Platycodon grandiflorus from different producing areas. Results A total of 28 saponin components were identified from Platycodon grandiflorus of the three producing areas. PCA results showed that there were minor differences in platycodin-type saponins between Henan Platycodon grandiflorus and Jilin Platycodon grandiflorus, while Anhui P. grandiflorum exhibited significant differences from both. PLS-DA further screened 15 major differential compounds. Among them, the contents of 6 components including 3''-O-acetylpolygalacin D2 and platycodin H in Anhui Platycodon grandiflorus were higher than those in Henan and Jilin Platycodon grandiflorus; platycodigenic acid A had the highest content in Jilin Platycodon grandiflorus; the contents of platycodin D3, polygalacin J, and polygalacin D were relatively higher in Henan Platycodon grandiflorus. Conclusion This study clarified the characteristic differences in core components of Platycodon grandiflorus from the three major producing areas, which provided an important theoretical basis for the screening of high-quality Platycodon grandiflorus resources, elucidation of the mechanism underlying its authenticity, and construction of a standardized quality control system.
4.Clinical and epidemiological characteristics of human bocavirus in hospitalized children with acute lower respiratory tract infection at a hospital in Shanghai from 2021 to 2023
Shan ZHANG ; Yujuan HUANG ; Lei SHEN ; Li LIU ; Jie WANG ; Huilin ZHOU ; Leijun MENG ; Tingting CHEN
Shanghai Journal of Preventive Medicine 2026;38(3):193-198
ObjectiveTo investigate the epidemiological and clinical characteristics of human bocavirus (HBoV) in hospitalized children with acute lower respiratory tract infection (ALRTI) at a single-center children’s hospital in Shanghai, thereby providing evidence for the diagnosis, treatment, and prevention of HBoV infection. MethodsA retrospective study was conducted on 19 537 hospitalized children with ALRTI at Shanghai Children’s Hospital from January 2021 to December 2023. Multiplex polymerase chain reaction (PCR) combined with capillary electrophoresis was used to detect HBoV and 12 other common respiratory viruses /atypical pathogens. The positive detection rate, demographic characteristics (sex, age), temporal distribution (year, season) of HBoV, as well as the clinical characteristics of severe and non-severe pneumonia were analyzed. ResultsThe overall HBoV-positive rate was 2.57% (503/19 537), with 59.44% (299/503) being single infections and 40.56% (204/503) being co-infections. The positive detection rate was significantly higher in boys than that in girls (2.78% vs 2.33%, χ²=3.88, P=0.049). The highest infection rate was observed in toddlers, followed by infants (χ²=379.57, P<0.001). The positive rate peaked in 2021 and reached its lowest point in 2023 (χ²=45.49, P<0.001), with epidemics mainly prevalent in summer and autumn. The main clinical symptoms were cough (90.06%, 453/503), fever (75.94%, 382/503), and wheezing (39.96%, 201/503). Children with severe pneumonia showed a higher incidence of wheezing compared with the non-severe group (P<0.001), while underlying diseases and co-infections had no significant association with disease severity (P>0.05). ConclusionHBoV was an important pathogen of ALRTI in children, predominantly affecting infants and toddlers, with higher susceptibility in boys and seasonal peaks in autumn and summer. The main clinical manifestations included cough, fever, and wheezing, with wheezing being more prevalent in children with severe pneumonia.
5.Research progress on the mechanism of tanshinone ⅡA in alleviating sepsis-induced multiple organ dysfunction
Jingyu DU ; Ruifen ZHANG ; Yang LI ; He SU ; Tingting JIA ; Hairong ZHANG ; Xinsheng HUANG
China Pharmacy 2026;37(15):2063-2067
Sepsis is a systemic inflammatory response syndrome triggered by infection. It progresses rapidly and tends to develop into multiple organ dysfunction. Tanshinone ⅡA, one of the core active ingredients of Salvia miltiorrhiza, exerts remarkable targeted protective effects against sepsis-induced multiple organ dysfunction. This paper reviews the mechanisms by which tanshinone ⅡA alleviates sepsis-induced multiple organ dysfunction. Tanshinone ⅡA can relieve sepsis-induced lung injury by inhibiting the activity of Toll-like receptor 4/myeloid differentiation primary response protein 88/nuclear factor- κB, phosphatidylinositol 3-kinase/protein kinase B signaling pathways and maintaining mitochondrial homeostasis. It ameliorates sepsis- induced myocardial injury via suppressing the activation of NOD-like receptor family pyrin domain-containing 3/caspase-1 signaling pathway, downregulating the expression of inflammatory factors and regulating autophagy. It mitigates sepsis-induced renal injury by regulating oxidative stress imbalance and reducing the expression of apoptosis-related proteins. It alleviates sepsis-caused liver injury through inhibiting the release of inflammatory factors and hepatocyte apoptosis. It improves sepsis-induced intestinal barrier dysfunction by upregulating the expression of tight junction proteins and restraining inflammatory responses. Furthermore, it relieves sepsis-associated encephalopathy by activating peroxisome proliferator-activated receptor gamma coactivator-1α/nuclear respiratory factor 1/mitochondrial transcription factor A signaling pathway. Tanshinone ⅡA is expected to be a vital candidate drug for comprehensive prevention and treatment of sepsis. However, interdisciplinary research is required to break through current bottlenecks and realize the transformation from basic experiments to clinical application.
6.Analysis and prevention strategies for abnormal blood waste events in blood collection and supply processes
Kaiqiang LIU ; Huayou DAI ; Minyu HUA ; Tingting HU ; Weifei QIN ; Jixia ZHOU ; Xiaojing LIU ; Huaying CAI ; Chenghui LUO ; Shoubing ZHU ; Yanhua SHI ; Xi DENG ; Xia HUANG
Chinese Journal of Blood Transfusion 2026;39(8):1061-1066
Objective: To analyze the characteristics and key risk factors of abnormal blood disposal throughout the 2024-2025 blood collection and supply process based on nationwide multi-site monitoring data, develop a comprehensive prevention and control strategy across the entire chain, reduce preventable blood waste, and ensure clinical blood safety. Methods: According to the Guidelines for Haemovigilance (T/CSBT 001-2026), we extracted 74 cases of abnormal blood disposal events reported by the China Blood Transfusion Association′s Blood Safety Monitoring System from January 1 2024, to December 31 2025, and conducted descriptive statistical analysis on the distribution of events, types of deviations, root causes, and classifications of disposal manifestations. Results: A total of 664 adverse events related to blood collection and supply were reported over two years, with 74 cases involving discarded abnormal blood units, accounting for 11.1% of the total. Among these, blood component preparation (40.5%) and blood collection (37.8%) remained traditional high-risk stages. The proportion of blood waste occurring during storage, distribution, and transportation increased from 7.7% in 2024 to 34.3% in 2025. Deviations from standard operating procedures (SOP) by personnel were the primary cause, accounting for 74.3% of cases. Discarded blood units were categorized into four types: compromised closed blood bag systems (40 cases), mainly due to inadequate heat sealing, physical damage, or dropped bags; blood out of the cold chain (12 cases), primarily resulting from blood being left at work sites; imbalanced proportion of preservation solution (10 cases), mostly caused by blood collection volumes exceeding the standard capacity of blood bags; and other causes (12 cases). Conclusion: Human operational errors are the core cause of abnormal blood waste. The collection and preparation stages have long been at high-risk, and the risks in the storage and transportation stages have been increasing year by year. We should focus on standardizing personnel management, improving specialized operation norms such as heat sealing, transportation, and storage, establishing a full-process intelligent cold chain monitoring and multi-node visual verification mechanism, and systematically reducing the occurrence rate of abnormal blood waste through a closed-loop quality intervention system, thereby improving the utilization efficiency of voluntary blood donation resources.
7.Visual analysis of clinical study on Chinese medicine treatment of polycystic ovary syndrome
Ruiya HUANG ; Xueqin PENG ; Wenxin LYU ; Tingting ZHAI
China Modern Doctor 2025;63(7):5-10
Objective Based on metrology analysis of the literatures on the treatment of polycystic ovary syndrome(PCOS)by traditional Chinese medicine,the research trends,hot spots and current situation in this field in the past 10 years were discussed,so as to provide reference for future clinical application and academic research.Methods Clinical research literatures on the treatment of PCOS by traditional Chinese medicine published on CNKI,Wanfang Data Knowledge Service Platform and VIP database from January 2014 to October 2024 were searched.CiteSpace software was used to visualize the knowledge graph of authors,institutional cooperation,key words and other relevant data.Results A total of 1154 Chinese literatures were obtained through the search.The visual analysis found that the traditional Chinese medicine research of PCOS was mainly represented by Hou Lihui and Xu Fang,and the institutions were concentrated in the universities of traditional Chinese medicine and their affiliated hospitals in Northeast and East China.The key words analysis showed that infertility,obesity,insulin resistance,intestinal flora,metabolomics and other research hots pots in this field.Conclusion Chinese medicine has significant efficacy in treatment of PCOS,and its holistic regulation theory is highly compatible with the systemic metabolic disorder of PCOS.However,existing studies are characterized by regional concentration,and cross-regional cooperation and disciplinary integration need to be strengthened.Future studies should focus on multidisciplinary comprehensive treatment combining Chinese and Western medicine to promote the modernization and precision of PCOS treatment.
8.Retrospective clinical analysis of eculizumab treatment for hematopoietic stem cell transplantation-associated thrombotic microangiopathy: a report of 11 cases
Xueyi LUO ; Rui MA ; Huifang WANG ; Lu BAI ; Yun HE ; Yuanyuan ZHANG ; Tingting HAN ; Daoxing DENG ; Yuhong CHEN ; Wei HAN ; Xiaohui ZHANG ; Lanping XU ; Yu WANG ; Xiaojun HUANG ; Yuqian SUN
Chinese Journal of Hematology 2025;46(5):431-436
Objective:To evaluate the efficacy of eculizumab in treating hematopoietic stem cell transplantation-associated thrombotic microangiopathy (TA-TMA) .Methods:This retrospective study included 11 patients who developed TA-TMA after allogeneic hematopoietic stem cell transplantation and subsequently received eculizumab treatment at Peking University People′s Hospital between June 2018 and May 2024. The incidence of TA-TMA, treatment details, and clinical outcomes were analyzed.Results:Among the 11 included patients [4 males, 7 females; median age: 29 years (range: 9-56) ], underlying diseases were severe aplastic anemia (SAA) in 5 patients, acute lymphoblastic leukemia (ALL) in 3 patients, and acute myeloid leukemia (AML) in 3 patients. The median time to TA-TMA diagnosis was 48 days post-transplantation (range: 4-213 days), and all patients met the diagnostic criteria for high-risk TA-TMA. The median interval from TA-TMA diagnosis to the initiation of eculizumab treatment was 12 days (range: 1-56 days). Patients received a median of 3 doses of eculizumab (range: 1-14). Ten of the 11 patients were assessed as having no response (NR) to eculizumab at the end of treatment or at death. One patient achieved a partial response (PR) but subsequently died after TA-TMA relapsed due to infection. At the last follow-up, all patients were either lost to follow-up or had died. The median follow-up duration was 88 days (range: 33-326 days), and the median time from TA-TMA diagnosis to the last follow-up was 31 days (range: 21-113 days) .Conclusion:Eculizumab demonstrated poor efficacy in this TA-TMA cohort. This might be attributable to the critical and complex condition of the patients, delayed initiation of eculizumab treatment, and insufficient dosage.
9.18F-FAPI PET/MR versus contrast-enhanced CT for evaluation of metachronous ovarian metastasis following gastric signet-ring cell carcinoma surgery
Tingting WANG ; Gan HUANG ; Cheng WANG ; Haitao ZHAO ; Liangrong WAN ; Jianjun LIU
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(12):720-725
Objective:To compare the diagnostic efficacy of 18F-fibroblast activation protein inhibitor (FAPI) PET/MR and contrast-enhanced CT in detecting metachronous ovarian metastasis after gastric signet-ring cell carcinoma (GSRCC) surgery, and to evaluate its impact on clinical decision-making. Methods:This study employed a diagnostic test design. A retrospective analysis was conducted on 26 female patients with suspected metachronous ovarian metastasis following GSRCC resection between January 2023 and June 2025 in Renji Hospital, Shanghai Jiao Tong University School of Medicine. All patients underwent both 18F-FAPI PET/MR and contrast-enhanced CT within 2 weeks. Using histopathology or clinical imaging follow-up (≥6 months) as the reference standard, the diagnostic performance of both modalities was compared (McNemar test, Fisher exact test and Delong test), and changes in clinical management were analyzed. Results:Metachronous ovarian metastasis was confirmed in 12 patients (22 lesions). 18F-FAPI PET/MR showed significantly higher sensitivity (90.9%(20/22) vs 72.7%(16/22); χ2=4.10, P=0.043), specificity (100%(30/30) vs 50.0%(15/30); χ2=13.01, P<0.001), and accuracy (96.2%(50/52) vs 59.6%(31/52); χ2=15.43, P<0.001), compared to contrast-enhanced CT, with a significantly higher AUC (0.964 vs 0.815; Z=2.85, P=0.015). It also demonstrated superior detection of extraovarian metastases, including anastomotic recurrence, peritoneal spread, and lymph node involvement ( P values: 0.004-0.031), and identified 5 additional rare-site metastases in 3 patients that were missed by contrast-enhanced CT. Based on 18F-FAPI PET/MR findings, clinical management was adjusted in 6 patients with metastasis. Conclusion:18F-FAPI PET/MR outperforms contrast-enhanced CT in diagnosing metachronous ovarian metastasis and performing whole-body restaging in post-surgical GSRCC patients, therapy provides critical evidence for informing decision-making.
10.The nutritional status, social abilities and eating and drinking ability of children with severe cerebral palsy
Shaihong QIU ; Tingting PENG ; Wen YANG ; Shiya HUANG ; Lu HE ; Kaishou XU
Chinese Journal of Physical Medicine and Rehabilitation 2025;47(11):1005-1010
Objective:To observe any relationships among the nutritional status, the social abilities, and the eating and drinking ability of children with severe cerebral palsy.Methods:A total of 334 children with cerebral palsy, classified as level IV or V according to the gross motor function classification system, were enrolled. Their social ability, and their eating and drinking performance were assessed using the eating and drinking ability classification system (EDACS) or the mini-EDACS classification, and their nutritional status was also evaluated. Logistic regressions were evaluated seeking any useful inter-relationships.Results:The incidence of nutritional deficiency among the children was estimated at 71.5%, with 4.5% overweight or obese. 80.5% of the children exhibited mild to profound impairment in their social abilities, with another 15.0% on the borderline. The eating and drinking ability of 57.5% was rated as mildly to moderately dysfunction, with another 13.5% of severe dysfunction. The boys had a higher rate of nutritional deficiency and excess compared to the girls ( OR=2.41, P≤0.05). And eating and drinking ability was observed to improve with age ( OR=2.41, P≤0.05), while the average standard score for social ability improved ( OR=1.21, P≤0.05). Those nutritionally deficient or in excess had a significantly higher rate of impaired social ability compared to healthy children ( OR=1.38, P≤0.05). A higher standard score for social living ability was associated with a lower risk of severe eating and drinking dysfunction ( OR=0.45, P≤0.05). Conclusions:Malnutrition, impaired social ability, and impaired eating and drinking ability are common in children with severe cerebral palsy, and these three factors are inter-related. Boys have a significantly higher rate of nutritional deficiency or excess compared to girls. However, eating and drinking ability improves with age.

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