1.Weighted gene co-expression network analysis combined with machine learning to screen and validate biomarkers for osteoarthritis
Chinese Journal of Tissue Engineering Research 2026;30(5):1096-1105
BACKGROUND:Dyslipidemia affects chondrocyte metabolism and plays an important role in the occurrence and progression of osteoarthritis,yet its underlying mechanisms remain unclear.OBJECTIVE:To identify characteristic genes related to lipid metabolism in chondrocytes of osteoarthritis through the weighted gene co-expression network analysis combined with machine learning algorithms and to conduct the preliminary experimental validation.METHODS:Based on the weighted gene co-expression network analysis and linear models for microarray data,differentially co-expressed genes were identified.Machine learning methods were used for screening characteristic genes related to lipid metabolism.Protein-protein interaction analysis was conducted to explore the interaction network and Gene Ontology and Kyoto Encyclopedia of Genes and Genomes enrichment analyses were employed to investigate the signaling pathways involved in the differentially co-expressed genes.Subsequently,immune correlation analysis was utilized to identify the associations between the characteristic genes and immune infiltration patterns.Furthermore,in vitro molecular experiments were performed to validate the mRNA and protein levels of the characteristic genes.RESULTS AND CONCLUSION:(1)A total of 123 high-expression and 110 low-expression differentially co-expressed genes were identified after data normalization and application of principal component analysis,weighted gene co-expression network analysis,and linear models for microarray data.(2)Thirty-seven characteristic genes were screened using logistic regression,random forest,and support vector machine,among which SMPD3 and CYP4F3 were identified as two characteristic genes related to lipid metabolism.(3)Protein-protein interaction analysis revealed that SMPD3 and CYP4F3 proteins showed relatively low levels of interaction.(4)Gene Ontology analysis indicated that these genes were primarily enriched in multiple biological processes,including neutrophils and their immune responses,immune system processes,and neutrophil activation.Kyoto Encyclopedia of Genes and Genomes enrichment analysis suggested that they were mainly involved in key pathways such as extracellular matrix-receptor interaction and cell adhesion.(5)Cell type Identification by estimating relative subsets of RNA transcripts immune infiltration analysis showed significant differences in eight types of immune cells in osteoarthritis.Further correlation analysis revealed that SMPD3 was significantly positively correlated with resting dendritic cells(r=0.44,P=3.6×10-3)and significantly negatively correlated with neutrophils(r=-0.48,P=1.7×10-3),whereas CYP4F3 was significantly positively correlated with monocytes and neutrophils(r=0.76,P=7.6×10-9;r=0.73,P=6.0×10-8),and significantly negatively correlated with T follicular helper cells and resting dendritic cells(r=-0.38,P=0.01;r=-0.38,P=0.01).(6)In vitro molecular experiments demonstrated that SMPD3 mRNA and protein levels were significantly increased in the osteoarthritis group,while CYP4F3 mRNA and protein levels were decreased.To conclude,the lipid metabolism-related SMPD3 and CYP4F3 of osteoarthritis can serve as potential biomarkers for the targeted therapy of osteoarthritis and for assessing cartilage repair or degeneration,which provides a new strategy for exploring the relationship between dyslipidemia and osteoarthritis and for clinical targeted treatment in Chinese population.
2.Forskolin promotes C2C12 myoblast differentiation via regulating the ERK and Akt signaling pathways
Liuyan HUANG ; Wenxi ZHANG ; Shuwen CHEN ; Shimei YU ; Zhong DAI ; Changqing ZUO
Chinese Journal of Tissue Engineering Research 2026;30(5):1114-1121
BACKGROUND:Forskolin,a diterpenoid natural compound extracted from Coleus forskohlii,has a crucial regulatory role in skeletal muscle repair.However,the regulatory role of forskolin on myogenic differentiation of C2C12 skeletal muscle cells has not been fully explored.OBJECTIVE:To explore the effects of forskolin on the differentiation of C2C12 myoblast cell line and probe into the underlying molecular mechanisms.METHODS:C2C12 cells were treated with 0,0.1,0.25,0.5,1,5,10 and 20 μmol/L forskolin during growth,and cell proliferation was detected by cell counting kit-8 and qRT-PCR.C2C12 cells were treated with 0,0.25,0.5 and 1 μmol/L forskolin during the induction of myogenic differentiation.Immunofluorescence staining and qRT-PCR were used to detect C2C12 cells differentiation.Western blot was used to detect the expression level of myogenic differentiation-related signaling pathway proteins.RESULTS AND CONCLUSION:(1)The viability of C2C12 cells was decreased and cell proliferation was inhibited after treatment with high concentrations(>1 μmol/L)of forskolin.(2)The qRT-PCR results showed that forskolin up-regulated the expression of Myh2,Myh4,Myomaker,but down-regulated the expression of Myh7 compared with the 0 μmol/L group,when C2C12 cells were differentiated for 4 days.Immunofluorescence staining results showed that the fusion index and myotube diameter of C2C12 cells were increased after forskolin treatment,and the number of myotubes was also increased.(3)Western blot results showed that the phosphorylated extracellular signal-regulated kinase 1/2 expression was inhibited;however,the phosphorylated protein kinase B was promoted after treatment with forskolin.The protein expression level of the myogenic differentiation transcription factor Myogenin was significantly up-regulated after treatment with forskolin.The above results demonstrate that forskolin may promote myogenic differentiation of C2C12 skeletal muscle cells through the extracellular signal-regulated kinase 1/2 and protein kinase B signaling pathway.
3.Relationship between plasma proteins and pulmonary arterial hypertension and potential therapeutic targets
Cuicui ZHANG ; Huanyu CHEN ; Qiao YU ; Yuxuan HUANG ; Gengzhen YAO ; Xu ZOU
Chinese Journal of Tissue Engineering Research 2026;30(5):1331-1340
BACKGROUND:Pulmonary arterial hypertension is a destructive cardiopulmonary disease for which there is no cure.An association between plasma proteins and pulmonary arterial hypertension has been suggested,but the causal relationship has not been specifically elucidated.OBJECTIVE:To elucidate the causal relationship between plasma proteome and pulmonary arterial hypertension using a two-sample Mendelian randomization method,thereby searching for potential therapeutic targets for pulmonary arterial hypertension.METHODS:Plasma Protein Gene-Wide Association Analysis Statistics for 4 907 Aptamer Measurements in 35 559 Icelanders from the Icelandic Database;Genome-wide association analysis statistics for pulmonary arterial hypertension were obtained from the Finn Gen database,version R9,including 234 cases and 265 626 controls.Analyses were performed using Mendelian randomization and Bayesian co-localization analysis,the findings were examined using sensitivity analyses,and protein-protein interaction network maps were constructed to explore the causal relationship between plasma proteins and pulmonary arterial hypertension.RESULTS AND CONCLUSION:(1)The results of inverse variance weighting,maximum likelihood and Wald ratio methods showed 19 proteins causally associated with pulmonary arterial hypertension(P<0.05).Among them,10 plasma proteins,including Beta-1,3-N-acetylglucosaminyltransferase manic fringe(odds ratio[OR]=0.12,95%confidence interval[CI]0.02-0.61,P=0.01)and interferon alpha/beta receptor 1(OR=0.45,95%CI 0.24-0.84,P=0.012),might be associated with a reduced risk of pulmonary arterial hypertension.In contrast,nine plasma proteins,such as glucoside xylosyltransferase 1(OR=3.48,95%CI 1.51-8.00,P=0.003)and plasminogen(OR=42.78,95%CI 2.49-734.31,P=0.01),might be associated with an increased risk of pulmonary arterial hypertension.After the false discovery rate was corrected,19 proteins remained significantly associated with pulmonary arterial hypertension.(2)Multiple sensitivity analyses such as the MR-Egger intercept test and leave-one-out method showed no horizontal multiplicity or heterogeneity in the results of the study,indicating the stability of the study's results.(3)Bayesian co-localization analysis showed that six plasma proteins,including plasminogen(PPH4=1.0)and glucoside xylosyltransferase 1(PPH4=0.94),had PPH4>0.8,suggesting that plasma proteins and the genome-wide association study of pulmonary arterial hypertension had similar causal variance in terms of genetic association.(4)By constructing a protein-protein interaction network map,plasminogen,Annexin A1,fibrinogen gamma chain and matrix metalloproteinase 7 were found to be core proteins.(5)The article used Mendelian randomization analysis to reveal a potential causal association between 4 907 plasma proteins and pulmonary arterial hypertension,suggesting that plasma proteins may be potential therapeutic targets for pulmonary arterial hypertension.The core proteins identified in the study also provide a theoretical basis for further in-depth study of the pathophysiological mechanisms of pulmonary arterial hypertension.Secondly,analyses using the large-scale international databases of Iceland and FinnGen provide new research directions and treatment ideas for pulmonary arterial hypertension in specific populations and environments,as well as ideas and methods that can be used to prevent and treat pulmonary arterial hypertension in China.
4.Research progress on oral microecological imbalance and intervention strategies after radiotherapy for head and neck tumors
LIU Xue ; LI Yufei ; YANG Xinyao ; LI Hao ; ZHANG Ailin ; CUI Lei ; HUANG Zhengwei ; HOU Lili
Journal of Prevention and Treatment for Stomatological Diseases 2026;34(4):385-394
Radiotherapy is a crucial treatment modality for head and neck tumors. However, while effectively killing tumor cells, it significantly disrupts the homeostasis of the oral microecology, which is closely associated with various complications such as radiation-induced oral mucositis. Literature review indicates that as radiotherapy doses accumulate and treatment durations extend, the richness and diversity of the oral microbiota show a declining trend, with the genus Streptococcus decreasing most markedly. In contrast, radiotherapy selectively promotes the proliferation of bacterial phyla such as Proteobacteria and Bacteroidetes, which are rich in opportunistic pathogens. Mechanistically, radiotherapy activates the nuclear factor-kappa B pathway, triggering chronic inflammation and oxidative stress, damaging the epithelial barrier, suppressing local immunity, and causing damage to organs such as the salivary glands. It can also induce systemic diseases via the oral-gut axis, forming a multi-level, interconnected pathogenic network. In terms of interventions, treatment strategies including probiotics and prebiotics have shown promising efficacy against side effects such as radiation-induced oral mucositis. Saliva-based oral microbiota transplantation is an emerging strategy that is expected to become widely utilized for restoring oral microecological balance. Existing interventions provide preliminary pathways for clinical practice, but this field still faces several key scientific questions. The association between oral microecology and systemic diseases remains largely correlative, lacking causal evidence. Furthermore, critical parameters for oral microbiota transplantation, such as donor screening criteria, transplantation protocols, and long-term safety, are not yet well-defined. Therefore, future research should focus on conducting large-scale clinical trials to establish standardized protocols and safety evaluation systems for oral microecological interventions, and explore combined treatment therapies such as probiotics, prebiotics, and microbiota transplantation to advance the development of personalized precision modulation. These will enable more effective management of radiotherapy-induced oral microecological dysbiosis and improve treatment outcomes and quality of life for patients with head and neck tumors.
5.Influenza A virus infection activates TLR3-mediated necroptosis
Weijie LI ; Congying HUANG ; Ziling ZENG ; Xiang LI ; Jia XU ; Tian GONG ; Hao ZHANG ; Xinyan ZHANG ; Ping WANG ; Yuanjia HU ; Haiyu XU ; Lijuan SONG
Science of Traditional Chinese Medicine 2026;4(1):40-49
Background: Influenza A virus (IAV) is a negative-sense RNA virus of the Orthomyxoviridae family and is the etiological agent of a highly contagious acute respiratory disease that can lead to acute lung injury. Objective: To elucidate the molecular mechanisms of IAV infection, an integrative research approach combining gene expression profiling, multinetwork analysis, and in vivo experimental validations was employed. Methods: First, a series of network-based analyses were performed, including protein-protein interaction network construction, weighted gene co-expression network analysis, and subsequent gene set enrichment analysis, to identify the major underlying mechanisms of IAV infection. Following gene expression analysis, core targets, both direct and indirect regulators, were screened. An IAV (H1N1) strain A/PR/8/34-induced acute lung injury mouse model was constructed for in vivo validations. Batch one included two groups to evaluate findings from the multi-network analysis: Mock (n = 10; 5 males and 5 females) and IAV (n = 10; 5 males and 5 females). Batch two included three groups to assess the role of toll-like receptor 3 (TLR3) in IAV infection: Mock (n = 6; 3 males and 3 females), IAV (n = 6; 3 males and 3 females), and TLR3 inhibitor (n = 6; 3 males and 3 females). Body weight was measured on days 0, 3, and 5 after infection. On day 5, lung tissues were collected to assess viral load and histopathological changes. Key targets were examined using enzyme-linked immunosorbent assay, Western blotting, and immunofluorescence staining, both in sera and lung tissues. Results: IAV infection was significantly associated with dysregulation of the immune-inflammation system, such as the LTR, nucle-otide-binding oligomerization domain-(NOD) like receptor, retinoic acid-inducible gene I-like receptor, and nuclear factor kappa-B signaling pathways. Gene set enrichment analysis further indicated that the TLR and necroptosis signaling pathways played crucial roles in the progression of IAV infection (TLR signaling pathway normalized enrichment score = 2.3941, P = 1.00 × 10 −10; necroptosis normalized enrichment score = 1.9421, P = 6.21 × 10 −7). Among the core targets, TLR3 and mixed lineage kinase domain-like protein (MLKL) may regulate gene expression at the transcriptional level (all P < 0.05). In vivo validation using an IAV (PR8) infected acute lung injury mouse model demonstrated increased viral load and lung index, alveolar structural damage, and inflammatory cell infiltration. Immunofluorescence staining exhibited large gaps in Lamin B1 staining and breaches in Emerin signals following IAV-PR8 infection. Expression levels of TLR3, p-receptor-interacting serine/threonine-protein kinase 3 (RIPK3)/RIPK3, and p-mixed lineage kinase domain-like protein (MLKL)/MLKL proteins in lung tissues, as well as proinflammatory factors and mediators in sera, were significantly elevated after IAV infection. Moreover, enhanced neutrophil infiltration (myeloperoxidase) and citrullinated histone H3 (a neutrophil extracellular trap-specific marker), both established indicators of neutrophil extracellular trap formation, were observed. Notably, treatment with a TLR3 inhibitor significantly ameliorated IAV-induced acute lung injury by regulating necroptosis-related targets. Conclusion: Our study provides network-based in vivo evidence that TLR3-receptor-interacting serine/threonine-protein kinase 3-MLKL-mediated necroptosis may underlie IAV-induced acute lung injury and could serve as a potential therapeutic target in severe influenza cases.
6.Analysis of barriers to physical activity behavior among overweight and obese children and adolescents
HUANG Daohua, FANG Miaomiao, XIE Qinglei, WAN Hongyan, ZHANG Yumei
Chinese Journal of School Health 2026;47(5):642-645
Objective:
To explore the barriers to physical activity behavior among overweight and obese children and adolescents, so as to provide evidence for developing physical activity intervention programs.
Methods:
From March to April 2025, 13 overweight or obese children and adolescents from one primary school and one secondary school in Nanjing were selected by purposive sampling for semi structured interviews. Guided by the capability, opportunity and motivation-behavior model, data were coded, categorized and analyzed using content analysis.
Results:
A total of 13 interviews were completed, with a cumulative duration of 358 minutes. Three themes and eight subthemes were identified:capability factors, including physical discomfort and limited physical fitness, weak exercise skills and insufficient behavioral regulation ability, and insufficient psychological capability; opportunity factors, including insufficient family support and negative influence, pressure from school and peer environments, and limited time resources and exercise conditions; and motivation factors, including low self efficacy and situations prone to giving up, and insufficient positive feedback and lack of attractiveness of exercise forms.
Conclusions
Barriers to physical activity among overweight and obese children and adolescents result from the combined effects of capability, opportunity and motivation. It is necessary to lower the threshold for initiating exercise, strengthen positive experiences and feedback, and build integrate family-school support environments to promote the initiation and maintenance of physical activity behaviors in children and adolescents.
7.Clinical Efficacy of Janus Kinase Inhibitors in Combination with Chinese Herbal Medicine for Rheumatoid Arthritis:A Retrospective Study and A Meta-analysis
Chenguang ZHAN ; Shengqin YANG ; Xin LI ; Yu WEN ; Peng ZHANG ; Xingrui YAN ; Haifang DU ; Maojie WANG ; Xiaodong WU ; Liyan MEI ; Xiumin CHEN ; Yanlin LI ; Runyue HUANG
Journal of Traditional Chinese Medicine 2026;67(5):534-543
ObjectiveTo evaluate the efficacy and safety of Janus kinase (JAK) inhibitors combined with Chinese herbal medicine (CHM) in treating rheumatoid arthritis (RA). MethodsClinical data from 169 RA patients were retrospectively collected. Among them, 71 cases received JAK inhibitors as the control group, while 98 cases received JAK inhibitors plus CHM as the observation group, both treated for 24 weeks. The rheumatoid factor (RF), cyclic citic peptide antibody (anti-CCP), erythrocyte sedimentation rate (ESR), C-reactive protein (CRP), and white blood cell count (WBC) were recorded before and after treatment. Databases including CNKI, Wanfang, VIP, PubMed and Web of Science were searched from inception till August 31st, 2025 for randomized controlled trials (RCTs) on the combined use of JAK inhibitors and CHM for RA. The methodological quality of the included studies was evaluated using the risk of bias assessment tool. Meta-analyses were performed for RF, anti-CCP, ESR, CRP, 28-joint disease activity score (DAS28), overall clinical effective rate, and incidence of adverse events. Sensitivity analysis were also performed. ResultsThe retrospective study demonstrated that after treatment, ESR, CRP, and anti-CCP levels decreased in the observation group, while ESR and CRP levels decreased in the control group (P<0.05). Moreover, ESR and RF levels in the observation group were lower than those in the control group (P<0.05). A total of 9 RCTs involving 770 patients were included in the meta-analysis. The results indicated that the JAK inhibitors plus CHM group was superior to the JAK inhibitors group in reducing RF (MD=-8.97, 95%CI -15.01 to -2.94, P=0.004), CRP (MD=-3.34, 95%CI -3.82 to -2.86, P<0.001), ESR (MD=-5.33, 95%CI -7.98 to -2.69, P<0.001), and DAS28 score (MD=-0.54, 95%CI -0.74 to -0.34, P<0.001), as well as in improving the overall clinical effective rate (OR=4.53, 95%CI 2.55 to 8.03, P<0.001). No statistically significant differences were observed between groups in anti-CCP levels (SMD=-2.08, 95%CI -4.41 to 0.24, P=0.080) or incidence of adverse events (OR=0.93, 95%CI 0.55 to 1.57, P=0.790). ConclusionThe combination of JAK inhibitors and CHM demonstrates remarkable efficacy in treating RA, contributing to improved disease activity and reduced inflammatory markers with a favorable safety profile.
8.Acupuncture and Moxibustion in Combination with Pediatric Tuina in the Treatment of Pediatric Obesity Based on the Theory of "Yang Governs and Yin Follows"
Caijiao ZHAO ; Hong SU ; Qiongxiao WANG ; Rui HUANG ; Han ZHANG ; Yongyuan HUANG
Journal of Traditional Chinese Medicine 2026;67(10):1101-1106
Based on the theory of "yang governs and yin follows", it is believed that pediatric obesity is primarily involves the key pathogenesis of constraint and stagnation due to yang deficiency, and the excessive accumulation of yin turbid. The root cause lies in the spleen-stomach yang deficiency and impaired digestion and transformation, while the branch manifestation is characterized by constraint and stagnation in sanjiao (三焦) and excessive accumulation of yin turbid. This emphasizes the imbalance between the governing function of yang qi and the transformation mechanism of yin essence in the overall pathological process. Accordingly, the treatment approach of reinforcing yang and unblocking stagnation, inhibiting yin and resolving turbid has been proposed. And a comprehensive treatment plan is suggested, including abdominal tuina combined with spinal manipulation, timed acupuncture according to the the eightfold method of the sacred tortoise, syndrome differentiation-based acupuncture, and mild moxibustion. This approach aims to provide an integrated approach for the prevention and treatment of pediatric obesity.
9.Relationship between screen time and addictive non-suicidal self-injury behaviors among adolescent female patients with depression disorder: the mediating role of family dysfunction
Yifan LIU ; Wenle ZHANG ; Weige WU ; Jun TANG ; Yiyin HUANG ; Yun LI
Sichuan Mental Health 2026;39(2):119-125
BackgroundAddictive non-suicidal self-injury (NSSI) behaviors among adolescents have become increasingly prominent, although previous studies have identified multiple related risk factors and have examined the association between screen time and NSSI behaviors, the impact of screen time on NSSI behaviors addiction, as well as the mediating role of family dysfunction in this relationship, remain to be further clarified. ObjectiveTo investigate the mediating role of family dysfunction in the relationship between screen time and NSSI behaviors addiction among adolescent female patients with depression disorder, with the aim of providing references for reducing NSSI behaviors addiction. MethodsFrom September 2024 to November 2025, a total of 652 adolescent female patients with depression disorder were enrolled from both outpatient and inpatient departments of Xiamen Xian-yue Hospital, all of whom met the diagnostic criteria for depressive episode (F32) or recurrent depressive disorder (F33) according to the International Classification of Diseases, tenth edition (ICD-10). Assessments included a self-developed demographic questionnaire, screen use questionnaire, Chinese Family Assessment Instrument (C-FAI), and Ottawa Self-injury Inventory Chinese Revised version (OSIC). Among participants with NSSI behaviors, Spearman correlation analysis was used to examine the correlation between screen time and scale scores. Model 4 of the Process 4.1 for SPSS 26.0 was then applied to test the mediating role, and Bootstrapping procedure involving 5 000 replicates was employed to confirm the statistical significance. ResultsAmong the 652 patients, 569 (87.27%) exhibited NSSI behaviors. Among them, 398 cases (69.95%) belonged to the addictive NSSI group, and 171 cases (30.05%) belonged to the non-addictive NSSI group. The OSIC addiction dimension score was positively correlated with screen time and C-FAI scores (rs=0.114, 0.224, P<0.01). Family dysfunction mediated the relationship between screen time and NSSI addiction, with an indirect effect value of 0.036 (95% CI: 0.016–0.062), accounting for 35.88% of the total effect. ConclusionScreen time may affect the NSSI behaviors addiction in adolescent female patients with depression disorder through family dysfunction. [Funded by Joint Funds for the Innovation of Science and Technology, Fujian Province (number, 2025Y9762)]
10.Determination of lamotrigine in human plasma by central cutting two-dimensional liquid chromatography
Junrong LIN ; Minxin ZHANG ; Xuemei ZHAO ; Aiwen HUANG
Journal of Pharmaceutical Practice and Service 2026;44(1):53-58
Objective To establish a central cutting two-dimensional liquid chromatography for the determination of lamotrigine in human plasma. Methods External standard method was used. The first dimensional chromatographic column: SNCB(T)-1A(silica gel, 4.6 mm×50 mm, 5 μm), mobile phase A:VCV-1D mobile phase, flow rate: 0.4 ml/min; mobile phase B: water, flow rate: 1.0 ml/min; second dimensional chromatographic column: Symmetry C18 (4.6 mm×250 mm, 5 μm), mobile phase: acetonitrile-10 mmol/L ammonium acetate solution(V/V=25∶75), flow rate: 1.0 ml/min;Intermediate column: SBX 4-MA(resin, 3.0 mm×10 mm, 5µm). The UV detection wavelength:306 nm, the column temperature:45 ℃, and the injection volume:200 μl. Results The linear range of lamotrigine was 1.24-39.50 μg/ml, the lower limit of quantification was 1.24 μg/ml, the detection limit was 0.02 μg/ml, the intra-day precision RSD was less than 5%, the day-to-day precision RSD was less than 10%, the variation of intra-day accuracy ranged from 102.17% to 111.17%, and the daytime accuracy variation ranged from 99.80% to 107.31% the recovery RSD was less than 5%, and the variation range was 89.95% -96.16%. After 24 hours storage at room temperature, repeated freezing and thawing for 3 times and storage at −40 ℃ for 2 weeks, the ratio of the measured value/labeled value ranged from 87.01% to 115.88%. Conclusion In this study, a method with simple operation, good stability, high sensitivity and good reproducibility was established, which could be suitable for clinical monitoring of blood concentration of lamotrigine and provide reliable monitoring data support for clinical individualized medication guidance.


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