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.Consensus statement on research and application of Chinese herbal medicine derived extracellular vesicles-like particles (2023 edition).
Qing ZHAO ; Tong WANG ; Hongbin WANG ; Peng CAO ; Chengyu JIANG ; Hongzhi QIAO ; Lihua PENG ; Xingdong LIN ; Yunyao JIANG ; Honglei JIN ; Huantian ZHANG ; Shengpeng WANG ; Yang WANG ; Ying WANG ; Xi CHEN ; Junbing FAN ; Bo LI ; Geng LI ; Bifeng LIU ; Zhiyang LI ; Suhua QI ; Mingzhen ZHANG ; Jianjian ZHENG ; Jiuyao ZHOU ; Lei ZHENG ; Kewei ZHAO
Chinese Herbal Medicines 2024;16(1):3-12
To promote the development of extracellular vesicles of herbal medicine especially the establishment of standardization, led by the National Expert Committee on Research and Application of Chinese Herbal Vesicles, research experts in the field of herbal medicine and extracellular vesicles were invited nationwide with the support of the Expert Committee on Research and Application of Chinese Herbal Vesicles, Professional Committee on Extracellular Vesicle Research and Application, Chinese Society of Research Hospitals and the Guangdong Engineering Research Center of Chinese Herbal Vesicles. Based on the collation of relevant literature, we have adopted the Delphi method, the consensus meeting method combined with the nominal group method to form a discussion draft of "Consensus statement on research and application of Chinese herbal medicine derived extracellular vesicles-like particles (2023)". The first draft was discussed in online and offline meetings on October 12, 14, November 2, 2022 and April and May 2023 on the current status of research, nomenclature, isolation methods, quality standards and research applications of extracellular vesicles of Chinese herbal medicines, and 13 consensus opinions were finally formed. At the Third Academic Conference on Research and Application of Chinese Herbal Vesicles, held on May 26, 2023, Kewei Zhao, convenor of the consensus, presented and read the consensus to the experts of the Expert Committee on Research and Application of Chinese Herbal Vesicles. The consensus highlights the characteristics and advantages of Chinese medicine, inherits the essence, and keeps the righteousness and innovation, aiming to provide a reference for colleagues engaged in research and application of Chinese herbal vesicles at home and abroad, decode the mystery behind Chinese herbal vesicles together, establish a safe, effective and controllable accurate Chinese herbal vesicle prevention and treatment system, and build a bridge for Chinese medicine to the world.
3.Relationship between serum GDF-15,chemerin,PTX3 levels and obesity,insulin resistance and inflammation in patients with type 2 diabetes mellitus and the construction and evaluation of their predictive efficacy
Xi YUAN ; Chun LIANG ; Na LIU ; Lei ZHANG
International Journal of Laboratory Medicine 2024;45(3):320-324,329
Objective To explore the relationship between serum growth differentiation factor-15(GDF-15),chemerin,pentraxin 3(PTX3)levels and obesity,insulin resistance and inflammatory factors in patients with type 2 diabetes mellitus(T2DM),and to construct and evaluate the predictive efficacy.Methods A total of 231 T2DM patients admitted to the hospital from February 2020 to September 2022 were selected as T2DM group.Another 100 healthy subjects who came to the hospital for physical examination during the same period were selected as the control group.Serum GDF-15,chemerin and PTX3 levels of the two groups were detected and compared by enzyme-linked immunosorbent assay(ELISA).Clinical data of the two groups were collected and compared.Pearson correlation analysis and multiple linear regression were used to analyze the relationship between serum GDF-15,chemerin,PTX3 levels and obesity,insulin resistance and inflammation.Multivariate Logistic regression was used to evaluate the independent risk factors for T2DM development,and the com-bined prediction model of serum GDF-15,chemerin and PTX3 was constructed,and receiver operating charac-teristic(ROC)curve was plotted to evaluate its predictive efficacy for T2DM development.Results Compared with the control group,body mass index(BMI),waist-to-hip ratio(WHR),systolic blood pressure,total cho-lesterol,triglyceride,fasting blood glucose,fasting insulin(FINS),homeostasis model assessment of insulin re-sistance(HOMA-1R),interleukin(IL)-1β,IL-6,GDF-15,chemerin and PTX3 were all increased in T2DM group,and the differences were statistically significant(P<0.05).Pearson correlation analysis showed that se-rum GDF-15,chemerin and PTX3 levels were positively correlated with BMI,WHR,FINS,HOMA-IR,IL-1βand IL-6 in T2DM group(P<0.05).Multiple linear regression analysis showed that BMI,FINS,HOMA-IR,IL-1β and IL-6 were positively correlated with serum GDF-15,chemerin and PTX3 levels(P<0.05).Multiva-riate Logistic regression analysis showed that the increase of serum GDF-15,chemerin and PTX3 levels was an independent risk factor for T2DM development(P<0.05).ROC curve analysis results showed that the com-bined prediction model of serum GDF-15,chemerin and PTX3 had better prediction efficiency,and its area un-der the curve,sensitivity,specificity and accuracy were higher than those applied alone.Conclusion The levels of GDF-15,chemerin and PTX3 in serum of T2DM patients are elevated,and their levels increase with the ex-acerbation of obesity,insulin resistance and inflammatory response in T2DM patients.The combined predic-tion model constructed in this study has good predictive efficacy and has high predictive value for the occur-rence of T2DM.
4.Analysisof important abnormal results and follow-up results in a health examination institution in Xin-jiang
Lei HAN ; Linnan QU ; Yan JIANG ; ABUDIWAILI YILIDAER ; Xiaoling XI
Modern Hospital 2024;24(1):99-101,106
Objective To study the population distribution characteristics and follow-up results of a health examination institution in Xinjiang.Methods 65 045 subjects who took physical examination in the Health Management Center of Xinjiang Medical University in 2022,and 4 665 subjects with important abnormal results were selected.The follow-up rules of important abnormal results class B were formulated,telephone notification and follow-up in January and June,and follow-up were recorded by follow-up information system.Results Of the 4665 cases,447 cases(9.58% )had important abnormal results of class A and 4 218 cases(90.42% )had important abnormal results of class B;there were 2 815 males(60.34% )and 1 850 females(39.66% ),indicating cases were higher in males than in females(P<0.05);there was a correlation between age and impor-tant abnormal results(P<0.05).The number of abnormal results in important sections of 41-50 years old(1 114 cases)and 51-60 years old(1 211 cases)accounted for a high proportion.4 457 cases(95.54% )were effectively notified,4 397 cases(98.65% )were effectively followed up after notification,and 60 cases(1.35% )lost follow-up.After telephone follow-up,2118 cases(48.17% )were treated and 2 279 cases(51.83% )were not treated.1 562(58.57% )ofmales who did not see a doctor,compared with 717(41.45% )of females,and there was statistical significance between sex and whether they saw a doc-tor or not(P<0.05).There were 1 194 cases(56.40% )of non-tumor diseases,97 cases(4.5% )of malignant diseases and 827 cases(39.1% )of undefined diseases.Conclusion Significant abnormal results are higher in men than women,and the in-cidence of significant abnormalities increases with age.The notification and follow-up success rate in the implementation of the follow-up pathway should also be improved.The subjects did not fully understand and paid enough attention to the important abnormal outcome indicators(60.44% )or see a doctor in time according to the follow-up recommendations.Health education needs to be strengthened to improve their health awareness and urge them to get timely treatment,which was of great significance to improve the"early screening,early evaluation and early intervention"of the disease.
5.Clinical Effect of Runzaoling Combined with Iguratimod on Primary Sjögren's Syndrome
Linru LUO ; Xi MA ; Ping ZENG ; Lei HOU ; Wukai MA
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(2):127-133
ObjectiveTo investigate the clinical efficacy and safety of iguratimod combined with the Chinese medicine Runzaoling in the treatment of primary Sjögren's syndrome (pSS). MethodSeventy-two patients treated in the Department of Rheumatology and Immunology of the Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine(TCM) from January 2021 to June 2022 who met the Western medical diagnosis of pSS and had the TCM syndrome of Yin deficiency and heat toxin syndrome were randomly assigned into an observation group and a control group, with 36 patients in each group. The observation group was treated with iguratimod combined with Runzaoling, and the control group was treated with iguratimod. The treatment in both groups lasted for 12 weeks. The clinical symptoms, EULAR Sjogren's syndrome patient reported index (ESSPRI), EULAR Sjögren's syndrome disease activity index (ESSDAI), erythrocyte sedimentation Rate (ESR), C-reactive protein (CRP), immunoglobulin (IgG), Schirmer score, and saliva flow of the two groups were determined before and after treatment. Furthermore, the incidence of adverse reactions was compared between the two groups. ResultThe total response rate in the observation group was 75.0% (27 patients with response and 9 patients with no response), which was higher than that (61.11%, 22 patients with response and 14 patients without response) in the control group (P<0.05). After treatment, the ESSPRI, ESSDAI, and TCM syndrome scores in both groups decreased and the decreases were more obvious in the observation group than in the control group (P<0.05). The treatment in both groups recovered the ESR, CRP, IgG, Schirmer score, and saliva flow (P<0.05). Moreover, the observation outperformed the control group in terms of the ESR, CRP, IgG, and saliva flow (P<0.05) and had no significant difference in the Schirmer score compared with the control group. During the treatment period, 2 patients in the observation group had nausea, and 1 patient had an abnormal liver function, which were relieved after symptomatic treatment and did not affect the treatment. In the control group, 1 patient withdrew from the study due to rashes and showed no special discomfort in the follow-up 4 weeks, and 1 patient had nausea, which was relieved after symptomatic treatment. ConclusionIguratimod combined with Runzaoling has good clinical efficacy and safety in the treatment of pSS.
6.Study on The Mechanism of Sinomenine Hydrochloride Induced Fibroblast Apoptosis in Rabbits with Adhesive Knee Ankylosis
Xin-Ju HOU ; Hong-Feng LEI ; Yong CHEN ; Fu-Xi LI ; Jing-Ning SUN ; Jia-Ming LIU ; Hong-Mei MA
Progress in Biochemistry and Biophysics 2024;51(4):959-968
ObjectiveThis study aimed to observe the impact of sinomenine hydrochloride on the proliferation of fibroblasts and the mRNA expression of related genes in knee joint adhesion and contracture in rabbits. Additionally, we sought to explore its potential mechanisms in combating knee joint adhesion and contracture. MethodsFibroblasts were cultured in vitro, and experimental groups with varying concentrations of sinomenine hydrochloride were established alongside a control group. Cell proliferation was assessed using the CCK-8 assay. Changes in the mRNA expression of fibroblast-related genes following sinomenine hydrochloride treatment were evaluated using RT-qPCR. The impact of the drug on serum levels of inflammatory cytokines was determined using the ELISA method, and the expression of related proteins was assessed using Western blot. ResultsSinomenine hydrochloride was found to inhibit fibroblast viability, with viability decreasing as the concentration of sinomenine hydrochloride increased. The effects of sinomenine hydrochloride in all experimental groups were highly significant (P<0.05). At the mRNA expression level, compared to the control group, sinomenine hydrochloride led to a significant downregulation of inflammatory cytokines in all groups (P<0.05). Additionally, the expression levels of apoptosis-related proteins significantly increased, while Bcl-2 mRNA expression decreased (P<0.05). The mRNA expression levels of the PI3K/mTOR/AKT3 signaling pathway also decreased (P<0.05). At the protein expression level, in comparison to the control group, the levels of inflammatory cytokines IL-6, IL-8, IL-1β, and TGF-β were significantly downregulated in the middle and high-dose sinomenine hydrochloride groups (P<0.05). The expression levels of cleaved-PARP, cleaved caspase-3/7, and Bax increased and were positively correlated with the dose, while the expression levels of the anti-apoptotic protein Bcl-2 and the PI3K/AKT3/mTOR signaling pathway were negatively correlated with the dose. Sinomenine hydrochloride exhibited a significant inhibitory effect on the viability of rabbit knee joint fibroblasts, which may be associated with the downregulation of inflammatory cytokines IL-6, IL-8, and IL-1β, promotion of apoptosis-related proteins cleaved-PARP, cleaved caspase-3/7, and Bax, suppression of Bcl-2 expression, and inhibition of gene expression in the downstream PI3K/AKT3/mTOR signaling pathway. ConclusionSinomenine hydrochloride can inhibit the inflammatory response of fibroblasts in adhesive knee joints and accelerate fibroblast apoptosis. This mechanism may offer a novel approach to improving and treating knee joint adhesion.
7.Ethical conflict between reproductive rights and offspring rights of patients with genetic disease:an ethical analysis of an ectodermal dysplasia case asking for assisted reproductive technology to assist in pregnancy
Huiqin XI ; Yurui XU ; Lei XIE ; Yanmao ZHOU
Chinese Medical Ethics 2024;37(4):470-474
With the continuous progress of human assisted reproductive technology(ART),more genetic diseases have been discovered and the use of innovative technologies is intended to reduce genetic risks,and the reproductive rights of infertile couples have been protected and satisfied to a greater extent.However,in some special genetic cases,offspring rights need to be fully considered.This paper conducted an ethical analysis of an"ectodermal dysplasia"case asking for the implementation of human ART to assist in pregnancy,revealing the ethical dilemmas in the implementation of ART for patients with genetic diseases,which were caused by the contradiction between the protection of the patient's reproductive rights and the offspring rights,as well as the contradiction between the implementation of ART and the blocking of genetic risk.According to the literature review,it is proposed that in the diagnosis,treatment,and ethical judgment process of genetic cases,informed consent should be fully fulfilled.Based on the ethical foundation of care,narrative medicine methods should be used to form doctor-patient joint decision-making,avoiding paternalism.Meanwhile,sufficient information support should be provided and the ethical supervision mechanism should be improved to effectively solve the ethical dilemmas.
8.Effectiveness and safety of a new nerve block puncture needle in patients undergoing total knee arthroplasty
Lei FENG ; Hao ZHONG ; Yang XI ; Yan TAO ; Yan ZHOU
Journal of Clinical Medicine in Practice 2024;28(24):6-9
Objective To investigate the effectiveness and safety of a new nerve block puncture needle for nerve block in patients undergoing total knee arthroplasty (TKA). Methods A total of 106 patients undergoing TKA were enrolled, and randomly divided into conventional group (
9.A multicenter retrospective cohort study on the attributable risk of patients with Acinetobacter baumannii sterile body fluid infection
Lei HE ; Dao-Bin JIANG ; Ding LIU ; Xiao-Fang ZHENG ; He-Yu QIU ; Shu-Mei WU ; Xiao-Ying WU ; Jin-Lan CUI ; Shou-Jia XIE ; Qin XIA ; Li HE ; Xi-Zhao LIU ; Chang-Hui SHU ; Rong-Qin LI ; Hong-Ying TAO ; Ze-Fen CHEN
Chinese Journal of Infection Control 2024;23(1):42-48
Objective To investigate the attributable risk(AR)of Acinetobacter baumannii(AB)infection in criti-cally ill patients.Methods A multicenter retrospective cohort study was conducted among adult patients in inten-sive care unit(ICU).Patients with AB isolated from sterile body fluid and confirmed with AB infection in each cen-ter were selected as the infected group.According to the matching criteria that patients should be from the same pe-riod,in the same ICU,as well as with similar APACHE Ⅱ score(±5 points)and primary diagnosis,patients who did not infect with AB were selected as the non-infected group in a 1:2 ratio.The AR was calculated.Results The in-hospital mortality of patients with AB infection in sterile body fluid was 33.3%,and that of non-infected group was 23.1%,with no statistically significant difference between the two groups(P=0.069).The AR was 10.2%(95%CI:-2.3%-22.8%).There is no statistically significant difference in mortality between non-infected pa-tients and infected patients from whose blood,cerebrospinal fluid and other specimen sources AB were isolated(P>0.05).After infected with AB,critically ill patients with the major diagnosis of pulmonary infection had the high-est AR.There was no statistically significant difference in mortality between patients in the infected and non-infec-ted groups(P>0.05),or between other diagnostic classifications.Conclusion The prognosis of AB infection in critically ill patients is highly overestimated,but active healthcare-associated infection control for AB in the ICU should still be carried out.
10.Determination of linezolid and vancomycin in trace plasma/serum of children with severe infection by HPLC-MS/MS
Xi-Juan JIANG ; Rong LEI ; Ya-Bin QIN ; Yi-Le ZHAO
The Chinese Journal of Clinical Pharmacology 2024;40(7):1044-1048
Objective To establish a rapid high performance liquid chromatography-tandem mass spectrometry(HPLC-MS/MS)method for the determination of linezolid and vancomycin in trace plasma/serum from pediatric patients with severe infection.Methods The plasma/serum specimens(10 μL)were precipitated by methanol,then the supernatant was injected for detection directly.The internal standards were linezolid-D3 and norvancomycin.The chromatographic separation was performed with gradient elution on a Kinetex? EVO C18 column(30.0 mm × 2.1 mm,2.6 μm)using water and acetonitrile,each containing 0.1%formic acid,as mobile phase.The flow rate was 0.5 mL·min-1 and column temperature was 40 ℃.The injection volume was 2 μL and the total run time was 2 min.For mass spectrometry,electrospray ionization source was chosen,positive ion monitoring was used with multi-reaction monitoring(MRM)mode.The selectivity,lower limit of quantification(LLOQ)& calibration curve,accuracy & precision,recovery,matrix effect,stability,cross detection of plasma and serum samples,evaluation of hemolytic and hyperlipidemic effect were investigated.Results The retention times of linezolid,vancomycin,internal standard linezolid-D3 and norvancomycin were 1.18,1.03,1.17 and 1.01 min,respectively.The calibration curves of linezolid and vancomycin were y=8.95 × 10-1x+3.49 × 10-3(r=0.997 1)and y=3.13 × 10-1x+6.93 × 10-2(r=0.997 4),with the linear ranges of 0.2-25.6 μg·mL-1 and 1-128 μg·mL-1,and the lower limits of quantification were 0.2 μg·mL-1 and 1 μg·mL-1,respectively.The intra-run and inter-run precisions relative standard deviation(RSD)were both less than 9.55%.The average extraction recoveries of the two drugs were 96.24%-104.57%.The RSDs of internal standards-normalized matrix effect were no more than 7.58%.Plasma and serum matrix samples could be cross-detected.The maximum tolerable hemolysis degree of linezolid and vancomycin were 2%and 5%,respectively,and the hyperlipidemic effect did not affect the quantitation.The stability of the samples was good under test conditions.This method was successfully applied to the analysis of plasma samples from 28 pediatric patients with severe infection in our hospital.Conclusion This assay is sample-saving,simple,rapid,accurate and robust,widely used,which can be applied to combination medication studies of linezolid and vancomycin and their therapeutic drug monitoring in pediatric patients.


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