1.tRF Prospect: tRNA-derived Fragment Target Prediction Based on Neural Network Learning
Dai-Xi REN ; Jian-Yong YI ; Yong-Zhen MO ; Mei YANG ; Wei XIONG ; Zhao-Yang ZENG ; Lei SHI
Progress in Biochemistry and Biophysics 2025;52(9):2428-2438
ObjectiveTransfer RNA-derived fragments (tRFs) are a recently characterized and rapidly expanding class of small non-coding RNAs, typically ranging from 13 to 50 nucleotides in length. They are derived from mature or precursor tRNA molecules through specific cleavage events and have been implicated in a wide range of cellular processes. Increasing evidence indicates that tRFs play important regulatory roles in gene expression, primarily by interacting with target messenger RNAs (mRNAs) to induce transcript degradation, in a manner partially analogous to microRNAs (miRNAs). However, despite their emerging biological relevance and potential roles in disease mechanisms, there remains a significant lack of computational tools capable of systematically predicting the interaction landscape between tRFs and their target mRNAs. Existing databases often rely on limited interaction features and lack the flexibility to accommodate novel or user-defined tRF sequences. The primary goal of this study was to develop a machine learning based prediction algorithm that enables high-throughput, accurate identification of tRF:mRNA binding events, thereby facilitating the functional analysis of tRF regulatory networks. MethodsWe began by assembling a manually curated dataset of 38 687 experimentally verified tRF:mRNA interaction pairs and extracting seven biologically informed features for each pair: (1) AU content of the binding site, (2) site pairing status, (3) binding region location, (4) number of binding sites per mRNA, (5) length of the longest consecutive complementary stretch, (6) total binding region length, and (7) seed sequence complementarity. Using this dataset and feature set, we trained 4 distinct machine learning classifiers—logistic regression, random forest, decision tree, and a multilayer perceptron (MLP)—to compare their ability to discriminate true interactions from non-interactions. Each model’s performance was evaluated using overall accuracy, receiver operating characteristic (ROC) curves, and the corresponding area under the ROC curve (AUC). The MLP consistently achieved the highest AUC among the four, and was therefore selected as the backbone of our prediction framework, which we named tRF Prospect. For biological validation, we retrieved 3 high-throughput RNA-seq datasets from the gene expression omnibus (GEO) in which individual tRFs were overexpressed: AS-tDR-007333 (GSE184690), tRF-3004b (GSE197091), and tRF-20-S998LO9D (GSE208381). Differential expression analysis of each dataset identified genes downregulated upon tRF overexpression, which we designated as putative targets. We then compared the predictions generated by tRF Prospect against those from three established tools—tRFTar, tRForest, and tRFTarget—by quantifying the number of predicted targets for each tRF and assessing concordance with the experimentally derived gene sets. ResultsThe proposed algorithm achieved high predictive accuracy, with an AUC of 0.934. Functional validation was conducted using transcriptome-wide RNA-seq datasets from cells overexpressing specific tRFs, confirming the model’s ability to accurately predict biologically relevant downregulation of mRNA targets. When benchmarked against established tools such as tRFTar, tRForest, and tRFTarget, tRF Prospect consistently demonstrated superior performance, both in terms of predictive precision and sensitivity, as well as in identifying a higher number of true-positive interactions. Moreover, unlike static databases that are limited to precomputed results, tRF Prospect supports real-time prediction for any user-defined tRF sequence, enhancing its applicability in exploratory and hypothesis-driven research. ConclusionThis study introduces tRF Prospect as a powerful and flexible computational tool for investigating tRF:mRNA interactions. By leveraging the predictive strength of deep learning and incorporating a broad spectrum of interaction-relevant features, it addresses key limitations of existing platforms. Specifically, tRF Prospect: (1) expands the range of detectable tRF and target types; (2) improves prediction accuracy through multilayer perceptron model; and (3) allows for dynamic, user-driven analysis beyond database constraints. Although the current version emphasizes miRNA-like repression mechanisms and faces challenges in accurately capturing 5'UTR-associated binding events, it nonetheless provides a critical foundation for future studies aiming to unravel the complex roles of tRFs in gene regulation, cellular function, and disease pathogenesis.
2.Progress in the treatment of knee osteoarthritis with monomer and compound Chinese medicine
Jian MO ; Sentao YE ; Xiaoyun ZHANG
Chinese Journal of Tissue Engineering Research 2024;28(11):1756-1761
BACKGROUND:Knee osteoarthritis is a degenerative disease caused by multiple factors.Its pathogenesis is complex and still unclear.Chinese medicine in the treatment of knee osteoarthritis is fruitful,and in-depth study of Chinese medicine in the treatment of knee osteoarthritis is of great significance. OBJECTIVE:To review the progress of Chinese medicine monomers and compounds in the treatment of knee osteoarthritis and to provide ideas and reference for the effective prevention and treatment of knee osteoarthritis. METHODS:CNKI,WanFang,VIP,PubMed,MEDLINE,Nature,and Cochrane databases were retrieved for relevant literature published from database inception to 2022.The keywords were"knee osteoarthritis,cartilage damage,traditional Chinese medicine,Chinese herbal compound,treatment"in Chinese and English.Duplicates and obsolete non-referenced literature were excluded,and a total of 62 standard papers were included for further review. RESULTS AND CONCLUSION:Some of the pathogeneses of knee osteoarthritis include immune inflammatory response,chondrocyte autophagy and apoptosis,vascular endothelial growth factor level and biomechanical imbalance.The mechanisms by which traditional Chinese medicine treats knee osteoarthritis mainly focus on regulating inflammatory factor levels,chondrocyte autophagy and apoptosis,and vascular endothelial growth factor level and improving cartilage performance,so as to delay the occurrence and development of knee osteoarthritis.
3.Mechanism by which terpenoid herbal monomers prevent osteoporosis by regulating nuclear factor-kappaB signaling pathway
Chengzhen PAN ; Feng CHEN ; Zonghan LIN ; Jian MO ; Chi ZHANG ; Yuanxun WEI ; Zongbo WEI
Chinese Journal of Tissue Engineering Research 2024;28(14):2234-2241
BACKGROUND:The nuclear factor-κB signaling pathway plays an important role in the pathogenesis of osteoporosis.In recent years,increasing studies have shown that terpenoid herbal monomer compounds can inhibit the activity of bone resorbing cells and promote the differentiation of bone forming cells via the nuclear factor-κB signaling pathway,thus reducing bone resorption and increasing bone formation,which has certain preventive and therapeutic effects on osteoporosis. OBJECTIVE:By analyzing and summarizing the domestic and international literature,to investigate the relationship between nuclear factor-κB signaling pathway and osteoporosis in depth,elucidate the mechanism of terpenoid monomer compounds in regulating the nuclear factor-κB signaling pathway to prevent osteoporosis,and systematically summarize the terpenoid monomer compounds targeting to regulate the nuclear factor-κB signaling pathway to prevent osteoporosis. METHODS:According to the proposed inclusion and exclusion criteria,two researchers searched for relevant articles published from database inception to December 2022 in CNKI and PubMed using the search terms"NF-κB,osteoporosis,osteoblasts,osteoclasts,angiogenesis,traditional Chinese medicine,terpenoid"in Chinese and English,respectively.A third researcher summarized and organized the literature and 75 articles were finally included for a systematic review. RESULTS AND CONCLUSION:The nuclear factor-κB signaling pathway mediates the onset and progression of osteoporosis by regulating the differentiation and proliferation of osteoblasts and osteoclasts,as well as angiogenesis.Activation of the nuclear factor-κB signaling pathway negatively regulates the proliferation and differentiation of osteoblasts.Activation of the nuclear factor-κB signaling pathway enhances osteoclast activity and inhibits osteoblast growth,thereby inhibiting compensatory bone production to maintain bone homeostasis.However,over-activation of the nuclear factor-κB signaling pathway can lead to osteoporosis.The nuclear factor-κB signaling pathway is involved in the"angiogenesis-osteogenesis"coupling by upregulating the expression levels of cytokines such as angiopoietin-1,platelet-derived growth factor BB and vascular endothelial growth factor,which promote the growth of blood vessels in bone.The terpenoid herbal monomer compounds are used in the field of tissue engineering to promote the proliferation and differentiation of bone cells,thereby promoting the growth and repair of bone tissue.Terpenoid herbal monomer compounds can prevent and treat osteoporosis by inhibiting the degradation of nuclear factor-κB inhibitor,blocking nuclear factor-κB/p65 phosphorylation and nuclear translocation,thereby weakening the nuclear factor-κB signaling pathway,promoting osteoblast differentiation and inhibiting osteoclast formation.Currently,research on the regulation of nuclear factor-κB signaling pathway by monomeric compounds of terpenoids to prevent osteoporosis is mainly based on in vitro cellular experiments and animal models,and there is a lack of research on the complex physiological and pathological processes in humans.In the future,more clinical trials and studies are needed to further clarify the mechanism of action and efficacy of the nuclear factor-κB signaling pathway involved in the intervention of osteoporosis.
4.miR-375 Attenuates The Migration and Invasion of Osteosarcoma Cells by Targeting MMP13
Zhong LIU ; Lei HE ; Jian XIAO ; Qing-Mei ZHU ; Jun XIAO ; Yong-Ming YANG ; Yong-Jian LUO ; Zhong-Cheng MO ; Yi-Qun ZHANG ; Ming LI
Progress in Biochemistry and Biophysics 2024;51(5):1203-1214
ObjectiveTo explore whether miR-375 regulates the malignant characteristics of osteosarcoma (OS) by influencing the expression of MMP13. MethodsPlasmid DNAs and miRNAs were transfected into OS cells and HEK293 cells using Lipofectamine 3000 reagent. Real-time quantitative polymerase chain reaction was performed to measure the expression of miR-375 and MMP13 in OS patients and OS cells. Western blot was performed to analyze the MMP13 protein in the patients with OS and OS cells. The targeting relationship between miR-375 and MMP13 was analyzed by luciferase assay. Migration and invasion were analysed by heal wound and transwell assays, respectively. ResultsmiR-375 expression in OS tissues was lower than that in normal tissues. The expression of MMP13 was upregulated in OS tissues. MMP13 expression was negatively correlated withmiR-375 expression in patients with OS. Migration and invasion were significantly inhibited in OS cells with the miR-375 mimic compared with OS cells with the miRNA control. MMP13 partially reversed the inhibition of migration and invasion induced by miR-375 in the OS cells. ConclusionmiR-375 attenuates migration and invasion by downregulating the expression of MMP13 in OS cells.
5.Expression of brain-derived neurotrophic factor in hippocampal tissue of central obese mice induced by sodium glutamate
Peng-Juan CAO ; Jia-Yuan TANG ; Mei-Zi YANG ; Yuan-Yuan LI ; Li-Ting HUANG ; Wen-Wen MENG ; Yong-Jun JIN ; Jian-Xun MO
The Chinese Journal of Clinical Pharmacology 2024;40(15):2227-2230
Objective To explore whether the cognitive function of central obese mice is decreased by affecting the expression of brain-derived neurotrophic factor(BDNF)in hippocampus.Methods Healthy mice at the neonatal stage were divided into normal group and model group at random.To obtain the obese models,model group mice were injected at cervical subcutaneous with 10%L-monosodium glutamate(MSG;3 mg·g-1·d-1)for 5 days.The normal group was injected with the same dose of 0.9%NaCl.In addition,mice were removed according to the requirements.Finally,we got 8 mice in each group.The following parameters were compared:body weight,Lee's index and levels of the serum lipid.The BDNF expression levels in hippocampal tissue were measured using western blotting.Results At the 8th weekend,the body weight of the model and normal groups was(49.01±2.47)and(41.27±3.28)g;the Lee's indexes were(357.14±9.24)and(330.15±7.37)g1/3·cm-1;triglyceride levels were(1.37±0.52)and(0.73±0.31)mmol·L-1;total cholesterol levels were(2.98±0.18)and(1.98±0.30)mmol·L-1;low-density lipoprotein levels were(0.31±0.03)and(0.24±0.02)mmol·L-1;high-density lipoprotein levels were(2.70±0.15)and(1.98±0.40)mmol·L-1;the differences were statistically significant(P<0.05,P<0.01),which were consistent with the characteristics of the central obesity model.The BDNF protein expression levels in the hippocampus of the model and normal groups were 6.02 x 104±626.53 and 7.04 x 104±1 440.81,which has statistically significant(P<0.01).Conclusion The cognitive function of central obese mice may be decreased by down-regulating the expression of BDNF in hippocampus.
6.Correlation between Combined Urinary Metal Exposure and Grip Strength under Three Statistical Models: A Cross-sectional Study in Rural Guangxi
Jian Yu LIANG ; Hui Jia RONG ; Xiu Xue WANG ; Sheng Jian CAI ; Dong Li QIN ; Mei Qiu LIU ; Xu TANG ; Ting Xiao MO ; Fei Yan WEI ; Xia Yin LIN ; Xiang Shen HUANG ; Yu Ting LUO ; Yu Ruo GOU ; Jing Jie CAO ; Wu Chu HUANG ; Fu Yu LU ; Jian QIN ; Yong Zhi ZHANG
Biomedical and Environmental Sciences 2024;37(1):3-18
Objective This study aimed to investigate the potential relationship between urinary metals copper (Cu), arsenic (As), strontium (Sr), barium (Ba), iron (Fe), lead (Pb) and manganese (Mn) and grip strength. Methods We used linear regression models, quantile g-computation and Bayesian kernel machine regression (BKMR) to assess the relationship between metals and grip strength.Results In the multimetal linear regression, Cu (β=-2.119), As (β=-1.318), Sr (β=-2.480), Ba (β=0.781), Fe (β= 1.130) and Mn (β=-0.404) were significantly correlated with grip strength (P < 0.05). The results of the quantile g-computation showed that the risk of occurrence of grip strength reduction was -1.007 (95% confidence interval:-1.362, -0.652; P < 0.001) when each quartile of the mixture of the seven metals was increased. Bayesian kernel function regression model analysis showed that mixtures of the seven metals had a negative overall effect on grip strength, with Cu, As and Sr being negatively associated with grip strength levels. In the total population, potential interactions were observed between As and Mn and between Cu and Mn (Pinteractions of 0.003 and 0.018, respectively).Conclusion In summary, this study suggests that combined exposure to metal mixtures is negatively associated with grip strength. Cu, Sr and As were negatively correlated with grip strength levels, and there were potential interactions between As and Mn and between Cu and Mn.
7.Progress of transcatheter aortic valve replacement in 2023
Mo-Yang WANG ; Zheng ZHOU ; Guan-Nan NIU ; Yang CHEN ; De-Jing FENG ; Xiang-Ming HU ; Wen-Ce SHI ; Yong-Jian WU
Chinese Journal of Interventional Cardiology 2024;32(1):14-19
Transcatheter aortic valve replacement(TAVR)has become one of the effective methods for treating patients with aortic valve disease.With the continuous maturity of technology,innovation of instruments and increasing experience,the indications for TAVR has been expanded.Following international trends,the number of TAVR in China has steadily increased with each passing year.In 2023,the long-term follow-up results of TAVR in low-risk AS patients further confirm the long-term benefits of TAVR.The relevant research on TAVR for patients with aortic regurgitation and patients with bicuspid aortic stenosis provide evidence support for the expansion of TAVR indications.At the same time,the development of valve devices and new technological innovations are emerging in an endless stream,and the new concept of full life cycle management is increasingly being valued.Especially in China,the development of local devices is progressing rapidly,and multiple devices have entered the clinical research stage.The clinical manifestations and research results are worth pursuing.
8.Clinical Observation on the Electroacupuncture at Shuigou Point Combined with Warming-Needle Moxibustion in the Treatment of Acute Cerebral Infarction
Xin CHEN ; Ti MO ; Shu-Wen LIU ; Lan-Zhu LI ; Jian-Hao LIU
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(6):1498-1503
Objective To observe the clinical efficacy of electroacupuncture at Shuigou(DU26)combined with warming-needle moxibustion in the treatment of acute cerebral infarction.Methods Nighty-six patients with acute cerebral infarction were randomly divided into observation group and control group,48 cases in each group.Both groups were given routine basic treatment.The control group was treated with warming-needle moxibustion.The observation group was treated with electroacupuncture at Shuigou point on the basis of the control group.The treatment was performed 5 days a week for a total of 3 weeks.After 3 weeks of treatment,the clinical efficacy of the two groups was evaluated,and the changes of National Institutes of Health Stroke Scale(NIHSS)score,Barthel Index(BI)score and Fugl-Meyer motor function assessment scale score of the two groups were observed before and after treatment.The changes of interleukin-6(IL-6),high-sensitivity C-reactive protein(hs-CRP)and homocysteine(Hey)levels were compared before and after treatment between the two groups.The safety and adverse reactions of the two groups were evaluated.Results(1)The total effective rate of the observation group was 95.83%(46/48),and that of the control group was 81.25%(39/48).The efficacy of the observation group was superior to that of the control group,and the difference was statistically significant(P<0.05).(2)After treatment,the NIHSS scores,BI scores,and FMA scores of the patients in the two groups were significantly improved(P<0.05),and the observation group was significantly superior to the control group in improving the NIHSS scores,BI scores,and FMA scores,with a statistically significant difference(P<0.05).(3)After treatment,the serum IL-6,hs-CRP,and Hey levels of patients in the two groups were significantly improved(P<0.05),and the observation group was significantly superior to the control group in improving the serum inflammatory factors of IL-6,hs-CRP,and Hey levels,with statistically significant differences(P<0.05).(4)Comparing the incidence of adverse reactions between the observation group and the control group,the difference was not statistically significant(P>0.05).Conclusion Electroacupuncture at Shuigou point combined with warming-needle moxibustion in the treatment of acute cerebral infarction can significantly promote the recovery of patients'neurological function,thus improving their motor and living ability,effectively reducing the levels of inflammatory factors and homocysteine,and the clinical efficacy is remarkable.
9.Effect of Xiao Chaihu Decoction and Xiangsha Liujunzi Decoction on the Changes of Gastric Mucosal Pathological Scores and Gastrointestinal Hormones in Patients with Chronic Atrophic Gastritis of Liver Stagnation and Spleen Deficiency Type
Ming-He LIU ; Dong-Qing YIN ; Yong-Qing ZHANG ; Xiao BAI ; Chen MO ; Li XU ; Jing ZHAO ; Jian-Tang GUO ; Shu-Fang FENG
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(9):2326-2332
Objective To investigate the effect of Xiao Chaihu Decoction and Xiangsha Liujunzi Decoction on the changes of gastric mucosal pathological score and gastrointestinal hormones in patients with chronic atrophic gastritis(CAG)of liver stagnation and spleen deficiency type.Methods A total of 156 cases of CAG patients with liver stagnation and spleen deficiency syndrome were randomly divided into a control group and an observation group,78 cases in each group.The control group was treated with conventional western medicine,and the observation group was treated with Xiao Chaihu Decoction and Xiangsha Liujunzi Decoction on the basis of treatment for the control group.The course of treatment covered four weeks.The changes in the scores of traditional Chinese medicine(TCM)symptoms such as epigastric distention and pain,poor appetite,loose stools,limb weakness,belching and acid regurgitation,gastric mucosal pathological scores and serum levels of gastrointestinal hormones of motilin(MTL)and gastrin(GAS)in the two groups were observed before and after treatment.The negative conversion rate of Helicobacter pylori(Hp)in the two groups was compared,and the clinical efficacy and safety of the two groups were evaluated.Results(1)After four weeks of treatment,the total effective rate of the observation group was 93.59%(73/78),which was significantly higher than 82.05%(64/78)of the control group,and the difference between the two groups was statistically significant(P<0.05).(2)After treatment,the scores of TCM symptoms such as epigastric distention and pain,poor appetite,loose stool,limb weakness,belching and acid regurgitation in the two groups were significantly decreased compared with those before treatment(P<0.05),and the decrease in the observation group was significantly superior to that in the control group(P<0.05).(3)After treatment,the pathological scores of gastric mucosa in the two groups were significantly decreased when compared with those before treatment(P<0.05),and the decrease in the observation group was more significant than that in the control group(P<0.01).(4)After four weeks of treatment,the negative conversion rate of Hp in the observation group was 91.03%(71/78),which was significantly higher than that in the control group(75.64%,59/78),and the difference between the two groups was statistically significant(P<0.05).(5)After treatment,the level of serum GAS in the two groups was significantly decreased(P<0.05)and the serum MTL level was significantly increased compared with that before treatment(P<0.05);the decrease of serum GAS level and the increase of serum MTL level in the observation group were significantly superior to those in the control group(P<0.05).(6)There were no obvious abnormalities in the routine test of blood,urine,stool,kidney function,and liver function,electrocardiograph and other safety indicators during the treatment of the two groups of patients,no adverse reactions such as dizziness,rash and chest distress occurred either,with high safety.Conclusion Xiao Chaihu Decoction combined with Xiangsha Liujunzi Decoction exerts a significant therapeutic effect on GAS of liver stagnation and spleen deficiency type,which can effectively relieve the clinical symptoms,improve the pathological changes of gastric mucosa and promote Hp negative conversion.The therapeutic mechanism may be related to the regulation of gastrointestinal hormone levels.
10.Impact of inhibiting aquaporin 4 expression on autophagy and apoptosis in a mouse model of cerebral ischemia-reperfusion
Shenglong MO ; Haiyan ZHU ; Zhicheng LU ; Jiaqi MO ; Xiaojing PENG ; Lina TANG ; Chengmin YANG ; Chongdong JIAN ; Jingwei SHANG
Chinese Journal of Pathophysiology 2024;40(8):1446-1454
AIM:To investigate the impact of aquaporin 4(AQP4)expression inhibition on autophagy and apoptosis in a mouse model of cerebral ischemia-reperfusion(I/R)injury,and to elucidate its underlying mechanism.METHODS:Cerebral I/R injury was induced in mice via transient middle cerebral artery occlusion(tMCAO).Totally 60 mice were randomly divided into sham group,I/R group,AQP4 inhibition group,and 3-methyladenine(3-MA)group,with 15 mice in each group.Among them,the mice in sham and I/R groups received intraperitoneal injections of normal saline,while those in AQP4 inhibition group and 3-MA group received intraperitoneal injections of AER-271(2 mg·kg-1·d-1)and AER-271+3-MA(2 mg·kg-1·d-1)for 3 d,respectively,once per day.Longa score was adopted to assess the neu-rological function,and to record changes in body weight.Cerebral infarction volume and histopathological alterations were evaluated using hematoxylin-eosin staining.Western blot analysis was performed to determine the levels of AQP4,LC3-Ⅱ,P62 and cleaved caspase-3,while the LC3-Ⅱ,P62,cleaved caspase-3 and NeuN(neuronal marker)colocalization and expression assessment were conducted with immunofluorescence.RESULTS:The mice in I/R and AQP4 inhibition groups exhibited extensive cerebral infarction,cerebral edema,and elevated Longa scores.However,in comparision to I/R group,the mice in AQP4 inhibition group showed significantly reduced cerebral infarct volume,cerebral edema vol-ume,and Longa score(P<0.05).Additionally,in contrast to sham group,the mice in I/R group displayed increased ex-pression of AQP4,LC3-Ⅱ and cleaved caspase-3(P<0.01),accompanied by decreased body weight and P62 expression(P<0.05 or P<0.01).Furthermore,compared with I/R group,the mice in both AQP4 inhibition group and 3-MA group demonstrated a decrease in the expression levels of AQP4,LC3-Ⅱ and cleaved caspase-3(P<0.05 or P<0.01),along with increased body weight and P62 expression(P<0.05 or P<0.01).Nonetheless,no significant differences were ob-served between AQP4 inhibition group and 3-MA group regarding Longa score,cerebral infarct volume,body weight,and the expression of AQP4,LC3-Ⅱ,cleaved caspase-3 and P62.CONCLUSION:Inhibition of AQP4 expression signifi-cantly reduces cerebral infarction area and nerve injury severity in tMCAO mice.Moreover,AQP4 expression inhibition decelerates autophagy and apoptosis after cerebral infarction,with the additional autophagy inhibitor showing no notable impact on the protective effect of AQP4 inhibition.

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