1.The clinical value of artificial intelligence quantitative parameters in distinguishing pathological grades of stage Ⅰ invasive pulmonary adenocarcinoma
Yun LIANG ; Mengmeng REN ; Delong HUANG ; Jingyan DIAO ; Xuri MU ; Guowei ZHANG ; Shuliang LIU ; Xiuqu FEI ; Dongmei DI ; Ning XIE
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(05):598-607
Objective To explore the clinical value of artificial intelligence (AI) quantitative parameters in distinguishing pathological grades of stageⅠ invasive adenocarcinoma (IAC). Methods Clinical data of patients with clinical stageⅠ IAC admitted to Yantaishan Hospital Affiliated to Binzhou Medical University from October 2018 to May 2023 were retrospectively analyzed. Based on the 2021 WHO pathological grading criteria for lung adenocarcinoma, IAC was divided into gradeⅠ, grade Ⅱ, and grade Ⅲ. The differences in parameters among the groups were compared, and logistic regression analysis was used to evaluate the predictive efficacy of AI quantitative parameters for grade Ⅲ IAC patients. Parameters were screened using least absolute shrinkage and selection operator (LASSO) regression analysis. Three machine learning models were constructed based on these parameters to predict grade Ⅲ IAC and were internally validated to assess their efficacy. Nomograms were used for visualization. Results A total of 261 IAC patients were included, including 101 males and 160 females, with an average age of 27-88 (61.96±9.17) years. Six patients had dual primary lesions, and different lesions from the same patient were analyzed as independent samples. There were 48 patients of gradeⅠ IAC, 89 patients of grade Ⅱ IAC, and 130 patients of grade Ⅲ IAC. There were statitical differences in the AI quantitive parameters such as consolidation/tumor ratio (CTR), ect among the three goups. (P<0.05). Univariate analysis showed that the differences in all variables except age were statistically significant (P<0.05) between the group gradeⅠ+grade Ⅱand the group grade Ⅲ . Multivariate analysis suggested that CTR and CT standard deviation were independent risk factors for identifying grade Ⅲ IAC, and the two were negatively correlated. Grade Ⅲ IAC exhibited advanced TNM staging, more pathological high-risk factors, higher lymph node metastasis rate, and higher proportion of advanced structure. CTR was positively correlated with the proportion of advanced structures in all patients. This correlation was also observed in grade Ⅲ but not in gradeⅠand grade ⅡIAC. CTR and CT median value were selected by using LASSO regression. Logistic regression, random forest, and XGBoost models were constructed and validated, among which, the XGBoost model demonstrated the best predictive performance. Conclusion Cautious consideration should be given to grade Ⅲ IAC when CTR is higher than 39.48% and CT standard deviation is less than 122.75 HU. The XGBoost model based on combined CTR and CT median value has good predictive efficacy for grade Ⅲ IAC, aiding clinicians in making personalized clinical decisions.
2.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
3.Forensic performance and genetic background analyses of Guizhou Chuanqing population using a self-constructed microhaplotype panel.
Hongling ZHANG ; Changyun GU ; Qiyan WANG ; Xiaolan HUANG ; Qianchong RAN ; Zheng REN ; Yubo LIU ; Yansha LUO ; Shuaiji PAN ; Meiqing YANG ; Jingyan JI ; Xiaoye JIN
Journal of Southern Medical University 2025;45(7):1442-1450
OBJECTIVES:
To investigate the ethnic origin of Chuanqing people, one of the largest unidentified ethnic groups in Guizhou, China, and analyze its genetic relationships with surrounding populations.
METHODS:
Based on a self-developed microhaplotype system, we conducted genotyping and analyzed the genetic distribution of microhaplotype loci and their forensic applicability in Chuanqing population in Guizhou Province. Using the microhaplotype data from different intercontinental populations and previously reported data from Han population living in Guizhou Province, we systematically investigated the genetic background of Chuanqing people through population genetic approaches, including genetic distance estimation, principal component analysis, and phylogenetic tree construction.
RESULTS:
Among the studied population, the number of haplotype per microhaplotype ranged from 6 to 25. The average expected heterozygosity (He), observed heterozygosity (Ho), power of discrimination (PD), and probability of exclusion (PE) were 0.8291, 0.8301, 0.9387, and 0.6593, respectively. The cumulative power of discrimination (CPD) and cumulative probability of exclusion (CPE) for these 33 loci were 1-2.62×10-41 and 1-7.64×10-17, respectively. Population genetic analyses revealed that the Chuanqing population had close genetic relationships with the East Asian populations, especially the local Guizhou Han population, Beijing Han population and the Han populations living in southern China.
CONCLUSIONS
The 33 microhaplotypes exhibit high levels of genetic diversity in the Guizhou Chuanqing population, highlighting their potentials for both forensic identification and parentage testing. The Han populations might have contributed a significant amount of genetic material to the Chuanqing population during the formation and development of the latter.
Humans
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China/ethnology*
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Ethnicity/genetics*
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Forensic Genetics/methods*
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Genetics, Population
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Genotype
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Haplotypes
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Phylogeny
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East Asian People/genetics*
4.Analysis of influencing factors of suicidal ideation among children and adolescents with severe autism spectrum disorder
HU Zhiming, SUN Jingyan, ZHAO Guoyong, LIU Hong, BAN Yanjing, ZHANG Rui, TIAN Li, GAO Lei
Chinese Journal of School Health 2025;46(12):1741-1745
Objective:
To explore the influencing factors and pathways of suicidal ideation among children and adolescents with severe autism spectrum disorder (ASD), so as to provide references for clarifying the impact intensity and pathways of various factors on suicidal ideation in the population.
Methods:
A cross sectional study was conducted from June 17, 2024, to January 12, 2025, involving 96 severely affected ASD children and adolescents aged 8-18 years from Tianjin. Participants were assessed using the Puberty Development Scale (PDS), Children s Alexithymia Measure (CAM), Strengths and Difficulties Questionnaire (SDQ), and Positive and Negative Suicide Ideation (PANSI). The random forest Boruta algorithm was employed to screen core variables, and a Bayesian network model was constructed to analyze the influencing factors of suicidal ideation in children and adolescents with severe ASD.
Results:
Through the screening using the Boruta algorithm, the SDQ scale score, conduct problems, hyperactivity, peer relationship problems and prosocial behavior were identified as the key predictors of suicidal ideation. A Bayesian network model was established with hyperactivity as the central mediating node. The impact of hyperactivity on suicidal ideation exhibited a non linear relationship: compared to the normal state (31.6%, 68.4%), the borderline state of hyperactivity was associated with a higher probability of low risk suicidal ideation (47.1%) and a lower probability of high risk suicidal ideation (52.9%). Suicidal ideation among children and adolescents with severe ASD was closely related to hyperactivity. In the state of hyperactivity, the abnormal peer relationship (95.2%) and the abnormal prosocial behavior (77.0%) were aggravated.
Conclusions
Suicide ideation among children and adolescents with severe ASD is strongly associated with hyperactivity traits. It is necessary to establish a prevention and control system centered on hyperactivity intervention to reduce this risk.
5.Effect of donepezil hydrochloride combined with memantine on cognitive function in patients with Alzheimer's disease
Jingfang LIU ; Jingyan LIU ; Guangwen SONG
Chinese Journal of Primary Medicine and Pharmacy 2024;31(1):29-33
Objective:To analyze the effect of donepezil hydrochloride combined with memantine on cognitive function in patients with Alzheimer's disease (AD).Methods:A randomized controlled trial was conducted among 90 patients with AD who were treated at the Zaozhuang Mental Health Center from January 2021 to March 2023. The patients were divided into a donepezil group and a combination group using a random number table grouping method, with 45 patients in each group. The donepezil hydrochloride group received only oral administration of donepezil hydrochloride tablets, while the combination group received oral administration of both donepezil hydrochloride tablets and memantine tablets. The two groups were continuously treated for 12 weeks. Before and after treatment, the Activities of Daily Living scale (ADL) score, the Behavioral Pathology in Alzheimer's Disease Rating Scale (BEHAVE-AD) score, the Mini-Mental State Scale (MMSE) score, and biochemical indicators (homocysteine, neuron-specific enolase, and S100 β) were compared between the two groups. Adverse drug reactions were observed in each group.Results:After treatment, the ADL, BEHAVE-AD, and MMSE scores in the combination group were (78.9 ± 6.1) points, (5.2 ± 0.5) points, and (22.8 ± 2.2) points, respectively, and they were (65.2 ± 5.9) points, (9.6 ± 0.9) points, and (19.4 ± 2.4) points, respectively, in the donepezil hydrochloride group. The ADL and MMSE scores in the combination group were significantly higher than those in the donepezil hydrochloride group ( t = 10.83, 7.01, both P < 0.001). The BEHAVE-AD score in the combination group was significantly lower than that in the donepezil hydrochloride group ( t = -28.67, P < 0.001). After treatment, serum levels of homocysteine, neuron-specific enolase, and S100 β in the combination group were (17.8 ± 3.6) μmol/L, (16.8 ± 2.7) μg/L, and (17.4 ± 7.5) μg/L, respectively, which were significantly lower than (21.5 ± 3.3) μmol/L, (20.4 ± 3.7) μg/L, and (23.5 ± 5.1) μg/L in the donepezil hydrochloride group ( t = -5.08, -5.27, -4.51, all P < 0.001). The incidence of adverse drug reactions in the combination group was 13.3% (6/45), which was slightly, but not significantly, higher than 8.9% (4/45) in the donepezil group ( χ2 = 0.45, P = 0.502). Conclusion:The combination of donepezil hydrochloride and memantine can effectively improve the mental and behavioral symptoms and cognitive function of patients with AD, improve daily living ability, and do not increase adverse reactions. The combined therapy has high clinical application value.
6.Effect of statins combined with PCSK9 inhibitors on coronary atheromatous plaque assessed by intravascular imaging: a Meta-analysis
Linze LIU ; Yufei ZHAO ; Jiong XIAO ; Jingyan HAO ; Wenhua LIN
Chinese Journal of Primary Medicine and Pharmacy 2024;31(3):405-411
Objective:To evaluate the effect of statins combined with PCSK9 inhibitors on coronary artery atherosclerotic plaque, as well as to verify the lipid-lowering effect of the combined therapy.Methods:A computerized search of PubMed, Embase, Web of Science, Cochrane Library, Wanfang, and CNKI databases was conducted to retrieve published literature from inception to December 20, 2022. The English search terms utilized included "PCSK9 inhibitors," "Alirocumab," "Evolocumab," "plaque," "IVUS," and "OCT." The corresponding Chinese search terms were "PCSK9 inhibitors," "plateau," "intravascular ultrasound," and "optical coherence tomography." The literature that examined the effect of statins alone or in combination with PCSK9 inhibitors on coronary atherosclerotic plaques using intravascular ultrasound or optical coherence tomography was identified. The collected data were subsequently processed using Review Manager (Revman) version 5.4.Results:In the final analysis, nine studies involving 1912 patients were included. The analysis results revealed that compared with statins alone, statins combined with PCSK9 inhibitors significantly reduced the percentage of atherosclerotic volume ( MD: -2.08 mm 3, 95% CI: -2.94 to -1.23 mm 3, P < 0.001), accelerated the regression of atherosclerotic volume ( MD: -1.13 mm 3, 95% CI: -1.49 to -0.77 mm 3, P < 0.001), slightly, but not significantly, reduced the overall atherosclerotic volume ( MD: -6.42 mm 3, 95% CI: -14.34-1.51 mm 3, P = 0.110). Nevertheless, the combined therapy contributed to a significant reduction in atherosclerotic volume ( MD: -5.16 mm 3, 95% CI: -7.09 to -3.23 mm 3, P < 0.001) and significantly increased the fiber cap thickness of thin cap plaques ( MD: 8.46 μm, 95% CI: 5.13-11.79 μm, P < 0.001). Additionally, this combined therapy significantly lowered blood lipid levels. Conclusion:The combination of statins and PCSK9 inhibitors can significantly improve the characteristics and phenotype of atherosclerotic plaques and significantly reduce blood lipid levels. For patients with high cardiovascular risk, it is recommended to initiate treatment with statins combined with PCSK9 inhibitors as soon as possible and maintain it for a long time to ensure more benefits.
7.Determination of Antioxidants and Their Degradation Products in Recombinant Exendin-4-FC Fusion Protein Injection by HPLC
Zehua LU ; Sulong JI ; Shuaihu LIU ; Li WANG ; Yan GAO ; Zhiqiang SHEN ; Jingyan LI ; Bin WANG
Chinese Journal of Modern Applied Pharmacy 2024;41(1):112-118
OBJECTIVE
To establish a method for determining the content of 11 antioxidants and their degradation products in recombinant Exendin-4-FC fusion protein injection by HPLC.
METHODS
The protein was precipitated with saturated ammonium sulfate. After centrifugation, the supernatant was transferred to a C18 solid phase extraction cartridge activated by methanol. Then the cartridge was eluted with 4 mL of methanol and 5 mL of ethyl acetate respectively, and the eluent was diluted with methanol-ethyl acetate(2∶3) mixed solvent and passed through a 0.22 µm PTFE hydrophobic filter. It was analyzed by HPLC and quantified by external standard method. Chromatographic conditions: Kinetex® XB-C18 100Å (100 mm×4.6 mm, 2.6 µm)column, the detection wavelength was 230 nm, the column oven was 30 ℃, the injection volume was 5 µL and the flow rate was 0.4 mL·min–1, mobile phase was 0.1% formic acid-methanol(A)-0.1% formic acid aqueous solution(B), the running time was 45 min.
RESULTS
The 11 target substances showed a good linear relationship in the range of 2.5−35 μg·mL–1 with R2 ≥0.99. At three different concentration(25, 10, 5 μg·mL–1) of spiked samples, the average recovery rates of 11 antioxidants ranged from 88.1% to 106.5%, with RSDs in the range of 0.10%–9.05%. The RSDs of 6 repeatable samples was 2.01%–4.77%, which of 12 intermediate precision samples was 2.58%–9.75%. The positive/inverted samples of three batches of recombinant Exendin-4-FC fusion protein injection were detected at 0 month, 3 months and 6 months(25 ℃), and the results showed that there was no antioxidant and its degradation leaching in all batches of samples at different detection points.
CONCLUSION
The method has good specificity, high accuracy and precision, good solution stability, high durability and can be used for the content detection of antioxidants in drugs.
8.Research Progress and Perspectives of Antibody-drug Conjugates Targeting Trophoblast Cell Surface Antigen-2 in Advanced Non-small Cell Lung Cancer
XU JINGYAN ; LIU JIAQI ; MEI SHIQI ; ZHOU QING
Chinese Journal of Lung Cancer 2024;27(10):763-776
Non-small cell lung cancer(NSCLC)remains a significant global health burden,and there is an urgent need for new treatment options.Trophoblast cell surface antigen-2(TROP-2),a target closely associated with NSCLC prog-nosis,has become a research hotspot in recent years.Notably,TROP-2-targeted antibody-drug conjugates(ADCs)have made groundbreaking advances in NSCLC therapy.Clinical studies have demonstrated that certain TROP-2 ADCs can significantly improve progression-free survival in previously treated patients with advanced or metastatic NSCLC,regardless of the presence of actionable genomic alterations.These agents have shown promising potential in both frontline and subsequent treatment settings.In terms of safety,while adverse effects affecting the hematologic,respiratory,and gastrointestinal systems are gener-ally manageable,close clinical monitoring and timely management are still required.In conclusion,TROP-2 ADCs hold great promise in the treatment of NSCLC.
9.Research progress of psychological and biological mechanism of childhood trauma affecting social anxiety disorder
Yitong LIU ; Shuya YAN ; Jingyan SUN ; Shuming ZHONG ; Yanbin JIA
Chinese Journal of Nervous and Mental Diseases 2024;50(9):565-569
Social anxiety disorder has a significant negative impact on individuals'social interaction and normal life,and childhood trauma plays an important role in the occurrence and development of SAD.Childhood trauma affects the development of self-awareness,impairs the ability of information processing,hinders the normal development of prefrontal cortex-limbic system loop and default mode network,and causes abnormal secretion of glucocorticoid and oxytocin,which leads to individuals'inability to correctly understand social clues and reasonably regulate emotions,and thus unable to produce adaptive emotional and behavioral responses in social situations,which may lead to SAD.In conclusion,childhood trauma has a lasting adverse effect on social function from both psychological and physiological aspects.
10.Effects of moderate-altitude exposure on intestinal flora of Chinese healthy population
Yaoliang ZHOU ; Jingyan ZHOU ; Jiahui MA ; Xin QI ; Yonghui MA ; Xiaoyan GAO ; Yanqun FAN ; Zhipeng LIU ; Xin LI
Chinese Journal of Pathophysiology 2024;40(11):2124-2134
AIM:To explore the effects of moderate-altitude exposure on intestinal flora in healthy individuals.METHODS:The aid-Tibet cadres,who were sent to work from Guangdong(average altitude<50 m)to Nyingchi(average altitude of 2 900 m),were recruited.A total of 76 samples were collected,including 42 samples from healthy adults with plateau living for 0 day and 34 samples from healthy adults with plateau living for 6 months.Fecal samples DNA were ex-tracted,sequenced by the 16S rDNA high-throughput sequencing technology and analyzed bioinformatically.RESULTS:Compared with the base group,α diversity was increased(P=4.00×10-4)and β diversity was decreased(P=1.00×10-3).After moderate altitude exposure,the relative abundance of phylum Proteobacteria(|LDA|>4,P<0.05),genus Escherich-ia-Shigella,species Enterococcus_faecalis,Haemophilus_influenzae and Helicobacter_sp._UNSW1.7sp decreased(adjust-ed P<0.05),wheras the relative abundance of phylum Bacteroidetes(|LDA|>4,P<0.05),genus Butyricimona,species Lactobacillus_sp._RA2113(s)and Butyricimonas_sp._Marseille-P2440(s)increased(adjusted P<0.05).The function-al prediction by PICRUSt showed a decrease in the relative abundance of pathway related to xenobiotics biodegradation and metabolism,membrane transport and amino acid metabolism(adjusted P<0.05).Conversely,the relative abundance of pathway related to biosynthesis of other secondary metabolites and nucleotide metabolism was increased(adjusted P<0.05).Finally,the results of microbiome phenotype prediction by BugBase showed that moderate altitude exposure im-proves the gut microbiota functions involving anaerobic oxygen tolerance and gram positive(adjusted P<0.05).And bacte-ria containing facultatively anaerobic oxygen tolerance,oxidative stress tolerance,gram negative and biofilm formation in the six-group decreased significantly compared with those in base group(adjusted P<0.05).CONCLUSION:Moderate altitude exposure impacts the diversity,abundance and function of intestinal flora in healthy population,suggesting that al-titude factors may have some influence on gut microbiota.


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