1.Construction and validation of machine learning predictive models for the risk of metabolic associated fatty liver disease
Linjie QIU ; Haiyan REN ; Yan REN ; Meijie LI ; Chacha ZOU ; Zijing WU ; Jin ZHANG
Journal of Clinical Hepatology 2026;42(4):848-855
ObjectiveTo investigate the value of predictive models established based on machine learning methods in predicting the risk of metabolic associated fatty liver disease (MAFLD), and to analyze its key risk factors. MethodsA retrospective analysis was performed for the 50 variables of 2 168 healthy individuals who underwent physical examination in Department of Health Assessment, Xiyuan Hospital, China Academy of Chinese Medical Sciences, from January 2021 to December 2024, including body composition, past history, and laboratory tests, and according to whether they were diagnosed with MAFLD or not, they were divided into MAFLD group with 265 individuals and non-MAFLD group with 1 903 individuals. The Mann-Whitney U test was used for comparison of continuous data between two groups, and the chi-square test was used for comparison of categorical data between two groups. Randomly split the research data into a training set and a validation set in a 70% to 30% ratio. Predictive factors were screened from the training set data using univariate analysis, LASSO regression, and multivariate Logistic regression analysis. Predictive models were then constructed using seven machine learning methods: Logistic regression, decision tree, random forest (RF), eXtreme gradient boosting, light gradient boosting machine, support vector machine, and artificial neural network. Model performance was evaluated by plotting receiver operating characteristic curve for the validation set and calculating the area under the curve (AUC), sensitivity, specificity, and Youden index for each model. Furthermore, the SHapley Additive exPlanation (SHAP) method was used to analyze the contribution of variables in the optimal model. ResultsThe prevalence rate of MAFLD among the 2 168 subjects was 12.22% (265/2 168). Smoking, diastolic blood pressure, phase angle, visceral fat area, muscle fat ratio, waist-to-hip ratio, aspartate aminotransferase, non-HDL-C/HDL-C ratio, triglyceride-glucose index, and gallstones were independent risk factors for MAFLD (all P<0.05). The seven predictive models of support vector machine, eXtreme gradient boosting, decision tree, light gradient boosting machine, artificial neural network, RF, and Logistic regression had an AUC of 0.738, 0.754, 0.757, 0.786, 0.795, 0.796, and 0.815, respectively, in the validation set, among which the RF model had the best discriminatory ability (AUC=0.796, 95% confidence interval: 0.754 — 0.839), with a sensitivity of 81.01%, a specificity of 63.16%, and a Youden index of 44.17%. The SHAP analysis showed that visceral fat area, waist-to-hip ratio, and diastolic blood pressure were the top three predictive factors in terms of importance. ConclusionThe RF model, constructed based on body composition and clinical indicators, has a good performance in predicting the risk of MAFLD, and its interpretability can help to identify high-risk individuals in the early stage in clinical practice.
2.Analysis of a Chinese pedigree affected with hereditary factor Ⅶ deficiency due to compound heterozygous variants of F7 gene.
Fei XU ; Anqing ZOU ; Haixiao XIE ; Fengjiao WANG ; Lihong YANG ; Mingshan WANG ; Yanhui JIN
Chinese Journal of Medical Genetics 2025;42(10):1265-1271
OBJECTIVE:
To investigate the molecular pathogenic mechanisms of a family with hereditary factor Ⅶ (FⅦ) deficiency.
METHODS:
A family (3 generations, 12 members) with hereditary FⅦ deficiency, in which the proband presented with menorrhagia and was admitted to the First Affiliated Hospital of Wenzhou Medical University in April 2023, was selected as the study subject. Clinical data of the family members were collected. Peripheral venous blood samples were collected from all 12 members for routine coagulation tests and genomic DNA extraction. All exons and flanking sequences of the F7 gene were amplified by PCR and analyzed by Sanger sequencing. Thrombin generation assay was performed to evaluate the coagulation potential of the proband and her parents. Multiple online bioinformatics software tools were used to analyze the conservation and pathogenicity of candidate variants identified in the proband. The pathogenicity of variant was classified according to the Standards and Guidelines for the Interpretation of Sequence Variants released by American College of Medical Genetics and Genomics (ACMG) (hereinafter referred to as ACMG guidelines). Homology modeling of the variant FⅦ protein was performed using homology modeling (SWISS-MODEL). Amino acid sequence alignment between wild-type and variant FⅦ proteins was conducted using MEGA v7, and spatial conformational differences were analyzed using PyMOL to assess the potential impact of the F7 gene variants on the structure and function of the FⅦ protein. This study was approved by the Ethics Committee of the First Affiliated Hospital of Wenzhou Medical University (Ethics No.: KY2022-R193).
RESULTS:
Coagulation tests showed that the proband's prothrombin time (PT) was significantly prolonged to 33.1 s, and both factor Ⅶ activity (FⅦ:C) and antigen (FⅦ:Ag) levels were reduced to 2%. Her parents, eldest sister, second sister, younger brother, and four children all showed mildly prolonged PT, with FⅦ:C and FⅦ:Ag levels approximately 50% of normal. Genetic sequencing identified compound heterozygous variants in the F7 gene of the proband: a heterozygous missense variant c.722C>A (p.Thr241Asn) in exon 7, and a heterozygous deletion variant c.1261_1261delA (p.Ile421Ser*fs75) in exon 8. Retrieval from domestic and international databases found no previous reports of the latter variant, suggesting it is novel. Familial co-segregation analysis confirmed that these variants were inherited from her father and mother, respectively. The thrombin generation assay demonstrated that the proband had a significantly decreased peak thrombin height (peak ratio: 29.5%), significantly increased thrombin lag time ratio and time-to-peak ratio (3.03 and 2.93, respectively), but only a mildly decreased endogenous thrombin potential (ETP) ratio of 90.7%. Online bioinformatics analysis indicated that threonine-241 (p.Thr241) in the FⅦ protein was not conserved, while isoleucine-421 (p.Ile421) was highly conserved. Both the p.Thr241Asn and p.Ile421Serfs*75 variant sites in the proband's F7 gene were predicted to be pathogenic. According to the ACMG guidelines, the p.Thr241Asn (PM3+PP1+PP3+PP4+PP5) and p.Ile421Ser*fs75 (PM2+PM4 +PP1+PP3+PP4) variants were both classified as "likely pathogenic". Structural analysis of the FⅦ protein indicated that the p.Ile421Ser*fs75 frameshift variant led to the substitution of Cysteine-428 by Alanine, preventing the formation of a critical disulfide bond between amino acid residues 400 and 428 present in the wild-type FVII protein.
CONCLUSION
The compound heterozygous variants p.Thr241Asn and p.Ile421Ser*fs75 in the F7 gene are likely the genetic etiology responsible for the reduced FⅦ levels in this hereditary FⅦ deficiency family.
Adult
;
Female
;
Humans
;
Male
;
Middle Aged
;
China
;
Factor VII/chemistry*
;
Factor VII Deficiency/genetics*
;
Heterozygote
;
Mutation
;
Pedigree
;
East Asian People/genetics*
3.Real-World Study of 21-Day Venetoclax Plus Azacitidine Regimen in the Treatment of Newly Diagnosed Unfit-Acute Myeloid Leukemia.
Li-Ying AN ; Min CHEN ; Jin WEI ; Xing-Li ZOU ; Pan ZHAO ; Zhu YANG ; Xun NI ; Xiao-Jing LIN
Journal of Experimental Hematology 2025;33(5):1279-1286
OBJECTIVE:
To observe the efficacy and safety of 21-day venetoclax (VEN) plus azacitidine (AZA) (21-day VA) in newly diagnosed unfit acute myeloid leukemia (AML) patients in the real-world.
METHODS:
The clinical data of patients with unfit-AML who received 21-day VA regimen from December 2020 to July 2024 in our center and completed at least 1 cycle of therapeutic effect assessment was retrospectively collected to analyze the safety, efficacy and its influencing factors.
RESULTS:
A total of 59 patients were enrolled in our study, with a median age of 67(48-87) years old. After 1 cycle of therapy, the composite complete remission (cCR) rate was 74.5%, 54.2% of cases were negative for minimal residual disease (MRD). Among them, the MRD negative rate of patients with NPM1 mutation was significantly higher than that of patients without NPM1 mutation ( P =0.032). The median follow-up of patients was 19(2-38) months, the best cCR and MRD negative rates were 78% and 64.4%, respectively, the median overall survival (OS) time was 12 months, and the median progression free survival (PFS) time was 5 months. Multivariate Cox regression analysis showed less than 4 cycles of VA chemotherapy were independent risk factor for PFS and OS ( P < 0.05). After achieving remission, anemia and thrombocytopenia improved with the increase of the number of chemotherapy cycle.
CONCLUSION
In real-world, 21-day VA regimen still shows significant efficacy in the treatment of newly diagnosed unfit-AML, without adversely affecting remission rate and MRD negative rate of the first cycle.
Humans
;
Leukemia, Myeloid, Acute/drug therapy*
;
Aged
;
Middle Aged
;
Bridged Bicyclo Compounds, Heterocyclic/therapeutic use*
;
Sulfonamides/therapeutic use*
;
Azacitidine/therapeutic use*
;
Aged, 80 and over
;
Male
;
Female
;
Retrospective Studies
;
Nucleophosmin
;
Antineoplastic Combined Chemotherapy Protocols/therapeutic use*
;
Remission Induction
;
Mutation
;
Treatment Outcome
4.The Applications of Hematoporphyrin in the Treatment of Multiple Myeloma.
Jin-Xing WANG ; Xiu-Juan HUANG ; Qian ZOU ; Peng-Wei ZHANG ; Wei ZHU ; Fa-Qing TIAN
Journal of Experimental Hematology 2025;33(5):1374-1379
OBJECTIVE:
Photodynamic therapy has become an important method in clinical tumor treatment. This study aimed to investigate the effects of hematoporphyrin on multiple myeloma (MM) and its potential applications.
METHODS:
The MM cell line RPMI 8226 was treated with hematoporphyrin derivative (HPD), and CCK-8 assay was used to determine cell viability, apoptosis was detected by flow cytometry, intracellular reactive oxygen species (ROS) levels were measured using a detection kit combined with flow cytometry, and Western blot assay was used to detect apoptosis-related proteins and key signaling pathway protein levels.
RESULTS:
The optimal incubation time for the maximum absorption of HPD in RPMI 8226 cells was 4 hours. HPD significantly inhibited the proliferation of RPMI 8226 cells in a dose- and illumination time-dependent manner ( r =0.981; r =0.961). Additionally, HPD induced apoptosis in RPMI 8226 cells, but had no significant inhibitory effect on peripheral blood mononuclear cells derived from healthy individuals. HPD combined with illumination treatment significantly increased the intracellular ROS level, upregulated the expression of apoptosis-related proteins such as cleaved PARP, cleaved caspase-3 and Bax, and down-regulated the expression of proteins that maintain cell survival, such as NF-κB and Akt.
CONCLUSION
The HPD can inhibit the proliferation and induce apoptosis of multiple myeloma cells.
Humans
;
Multiple Myeloma/pathology*
;
Hematoporphyrins/pharmacology*
;
Apoptosis/drug effects*
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Cell Line, Tumor
;
Reactive Oxygen Species/metabolism*
;
Cell Proliferation/drug effects*
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Photochemotherapy
;
Cell Survival/drug effects*
;
Signal Transduction
5.Comparative Study of International Medication Reconciliation Guidelines and Improvement Strategies in China
Zhe JIN ; Dong LIU ; Juan LI ; Shaohui ZHANG ; Yongji LAI ; Ping LONG ; Yang YU ; Yirui WANG ; Jian ZOU ; Jiaxin LV ; Da FENG
Chinese Hospital Management 2025;45(12):71-75
Medication reconciliation plays a key role in improving patient medication safety,reducing inappropriate polypharmacy,and promoting the high-quality development of pharmaceutical services.Compared to advanced international guidelines,China's medication reconciliation service standards have deficiencies in areas such as definition and process design,and multidisciplinary team building.There is a need to establish a comprehensive medication reconciliation effect evaluation index system,develop pharmacist-led multidisciplinary teams,promote the advancement of artificial intelligence and big data technologies,and strengthen outpatient and community medication reconciliation coverage,thereby contributing to the high-quality development of pharmaceutical services in China.
6.Impact of residents′ health literacy on healthcare choice based on the Andersen model
Yunting CHEN ; Jieru CHEN ; Zhiyang WANG ; Chenggang JIN ; Zou ZHANG
Chinese Journal of Health Management 2025;19(12):1013-1019
Objective:To explore the impact of residents′ health literacy on healthcare choices.Methods:This mixed cross-sectional study utilized data from the 2009, 2011, and 2015 waves of the China Health and Nutrition Survey (CHNS), including adults aged≥18 years. Guided by Andersen′s Behavioral Model of Health Services Use and the Knowledge-Attitude-Practice (KAP) framework, variables were collected across three dimensions-predisposing, enabling, and need factors-including gender, marital status, age, education level, employment status, urban/rural residence, health management awareness, income, health insurance coverage, self-rated health, and chronic disease status. A multinomial Logistic regression model was applied to assess the association between health literacy and healthcare choice. Bootstrap analysis was conducted to test the mediating effect of health management awareness.Results:After excluding cases with missing or invalid data, 4 736 valid observations were included. The proportions of choosing township-, county-, and city-level hospitals were 60.60%, 15.08%, and 24.32%, respectively. After adjusting for confounders, health literacy showed a significant effect on healthcare choice ( P<0.05): individuals with higher health literacy were more likely to choose county-level hospitals ( RR=1.035, P<0.05) and city-level hospitals ( RR=1.044, P<0.01). Health management awareness mediated the relationship between health literacy and healthcare choice ( P<0.05). Conclusions:Health literacy significantly influences healthcare choices; individuals with higher health literacy are more inclined to utilize higher-level medical institutions. Furthermore, health literacy affects healthcare choices partly through the mediating role of health management awareness.
7.Consensus on informed consent for orthodontic treatment
Yang CAO ; Bing FANG ; Zuolin JIN ; Hong HE ; Yuxing BAI ; Lin WANG ; Haiping LU ; Zhihe ZHAO ; Tianmin XU ; Weiran LI ; Min HU ; Jinlin SONG ; Jun WANG ; Fang JIN ; Ding BAI ; Xianglong HAN ; Yuehua LIU ; Bin YAN ; Jie GUO ; Jiejun SHI ; Yongming LI ; Zhihua LI ; Xiuping WU ; Jiangtian HU ; Linyu XU ; Lin LIU ; Yi LIU ; Yanqin LU ; Wensheng MA ; Shuixue MO ; Liling REN ; Shuxia CUI ; Yongjie FAN ; Jianguang XU ; Lulu XU ; Zhijun ZHENG ; Peijun WANG ; Rui ZOU ; Chufeng LIU ; Lunguo XIA ; Li HU ; Weicai WANG ; Liping WU ; Xiaoxing KOU ; Jiali TAN ; Yuanbo LIU ; Bowen MENG ; Yuantao HAO ; Lili CHEN
Chinese Journal of Stomatology 2025;60(12):1327-1336
This consensus was developed by the Orthodontic Society of the Chinese Stomatological Association to provide a systematic, scientific, and practical guideline for informed consent in orthodontic care. Orthodontic treatment is typically lengthy, highly individualized, and involves multiple factors such as growth and development, occlusal function, and facial esthetics. Rapid technological advances and diverse risk profiles make the traditional reliance on orthodontist experience or institutional templates insufficient to ensure patients′ full understanding and autonomous decision-making. To address this, the expert panel conducted extensive reviews of domestic and international guidelines, analyzed representative dispute cases, and performed multicenter patient-clinician surveys. Using a multi-round Delphi method, the group established a standardized informed consent framework covering the initial consultation, treatment, and retention phases. The consensus emphasizes that informed consent is not only a fundamental legal and ethical requirement but also a key step in building trust, improving patient compliance, and enhancing treatment satisfaction. Orthodontists should clearly and comprehensively explain treatment plans, potential risks, uncertainties, and associated costs, while respecting the autonomy of patients or guardians, and maintain continuous communication and dynamic evaluation throughout the treatment process. The release of this consensus provides unified and authoritative guidance for clinical orthodontics, helping to standardize informed consent, enhance its transparency, safeguard patient rights, reduce medical risks, and promote high-quality, sustainable development of orthodontic practice.
8.Advances in Principle of Electrical Impedance Tomography and Its Application in Diagnosis and Treatment of Pulmonary Diseases.
Quchao ZOU ; Jinjiang JIN ; Jianping YE ; Lijian WANG ; Yiwen WANG ; Tianhai HUANG ; Jucheng ZHANG ; Yonghua CHU
Chinese Journal of Medical Instrumentation 2025;49(1):35-41
Electrical impedance tomography (EIT) is a technique that uses an array of electrodes to deliver safe stimulating currents and measures the boundary voltages between adjacent electrode pairs in the array in sequence. Subsequently, it reconstructs the impedance distribution in all or part of the tissue using reconstruction algorithms to achieve structural and functional imaging. Lung EIT technology features continuity, being radiation-free and non-invasive, and it can be used for real-time dynamic monitoring of the lungs in critically ill patients. This paper introduces the basic principles of lung EIT, analyzes the research progress and existing problems of the technology from the perspectives of hardware systems, imaging algorithms, and clinical applications (such as lung ventilation, lung perfusion, and lung function assessment), and discusses the development direction to provide ideas for expanding the clinical application of lung EIT.
Electric Impedance
;
Humans
;
Tomography/methods*
;
Lung Diseases/therapy*
;
Algorithms
9.Cerebral endothelial 3-mercaptopyruvate sulfurtransferase improves ischemia-induced cognitive impairment via interacting with protein phosphatase 2A.
Li ZHU ; Yi HUANG ; Jing JIN ; Rongjun ZOU ; Rui ZUO ; Yong LUO ; Ziqing SONG ; Linfeng DAI ; Minyi ZHANG ; Qiuhe CHEN ; Yunting WANG ; Wei WANG ; Rongrong HE ; Yang CHEN
Acta Pharmaceutica Sinica B 2025;15(1):314-330
The catalytic activity of 3-mercaptopyruvate (3MP) sulfurtransferase (MPST) converts 3MP to hydrogen sulfide (H2S). However, the regulatory mechanisms governing MPST and its impact on the brain remain largely unexplored. Our study reveals the neuroprotective role of endothelial MPST-generated H2S, regulated by protein phosphatase 2A (PP2A). Bioinformatics analysis and RNA sequencing demonstrated that endothelial PP2A is associated with neurodegenerative disease pathways. Cerebral ischemic mice exhibited significant inactivation of endothelial PP2A, evidenced by the reduction of PP2Acα in the brain endothelium. Mice with endothelium-specific null PP2A (PP2AEC-cKO) exhibited neuronal loss, cognitive dysfunction, and long-term potentiation deficits. Postnatal inactivation of endothelial PP2A also contributes to cognitive dysfunction and neuronal loss. However, regaining endothelial PP2A activity by overexpressing Ppp2ca rescued neuronal dysfunction. Mechanistically, PP2A deficiency is intricately linked to the MPST-H2S signaling pathway. A robust reduction in endothelial MPST-dependent H2S production followed PP2A deficiency. Exogenous H2S treatment and AAV-mediated overexpression of MPST in brain endothelial cells significantly mitigated neuronal dysfunction in PP2AEC-cKO mice. Furthermore, PP2A deficiency promotes an increase in calcium influx and calpain2 phosphorylation, subsequently leading to MPST degradation. The PP2A activator (FTY720) and MPST activator (3MP sodium) both remarkably restored endothelial MPST-dependent H2S production, subsequently rescuing ischemia-induced neurological deficits. In conclusion, our study demonstrates that endothelial PP2A deficiency leads to MPST degradation by activating calpain2, thus damaging neuronal function.
10.Dihydromyricetin mitigates abdominal aortic aneurysm via transcriptional and post-transcriptional regulation of heme oxygenase-1 in vascular smooth muscle cells.
Weile YE ; Pinglian YANG ; Mei JIN ; Jiami ZOU ; Zhihua ZHENG ; Yuanyuan LI ; Dongmei ZHANG ; Wencai YE ; Zunnan HUANG ; Jiaojiao WANG ; Zhiping LIU
Acta Pharmaceutica Sinica B 2025;15(3):1514-1534
Abdominal aortic aneurysm (AAA) is a deadly condition of the aorta, carrying a significant risk of death upon rupture. Currently, there is a dearth of efficacious pharmaceutical interventions to impede the advancement of AAA and avert it from rupturing. Here, we investigated dihydromyricetin (DHM), one of the predominant bioactive flavonoids in Ampelopsis grossedentata (A. grossedentata), as a potential agent for inhibiting AAA. DHM effectively blocked the formation of AAA in angiotensin II-infused apolipoprotein E-deficient (ApoE-/-) mice. A combination of network pharmacology and whole transcriptome sequencing analysis revealed that DHM's anti-AAA action is linked to heme oxygenase (HO)-1 (Hmox-1 for the rodent gene) and hypoxia-inducible factor (HIF)-1α in vascular smooth muscle cells (VSMCs). Remarkably, DHM caused a robust rise (∼10-fold) of HO-1 protein expression in VSMCs, thereby suppressing VSMC inflammation and oxidative stress and preserving the VSMC contractile phenotype. Intriguingly, the therapeutic effect of DHM on AAA was largely abrogated by VSMC-specific Hmox1 knockdown in mice. Mechanistically, on one hand, DHM increased the transcription of Hmox-1 by triggering the nuclear translocation and activation of HIF-1α, but not nuclear factor erythroid 2-related factor 2 (NRF2). On the other hand, molecular docking, combined with cellular thermal shift assay (CETSA), isothermal titration calorimetry (ITC), drug affinity responsive target stability (DARTS), co-immunoprecipitation (Co-IP), and site mutant experiments revealed that DHM bonded to HO-1 at Lys243 and prevented its degradation, thereby resulting in considerable HO-1 buildup. In summary, our findings suggest that naturally derived DHM has the capacity to markedly enhance HO-1 expression in VSMCs, which may hold promise as a therapeutic strategy for AAA.

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