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.Clinical application and perspectives of unilateral biportal endoscopic technique
Zhen HU ; Yang YANG ; Shu-Xiong ZHAO ; Qun-Li ZHANG ; Tong-Tong ZHANG ; Lin LIU
Medical Journal of Chinese People's Liberation Army 2024;49(3):349-354
Unilateral biportal endoscopic(UBE)technique is a minimally invasive spinal technique developed rapidly in recent years.Compared with traditional spinal endoscopy,the prominent feature of UBE is that it can open two channels on the same side of the spine,which can be used to provide visual field and insert operating instruments respectively,greatly expanding the operating space and reducing the difficulty of surgery.It has the advantages of less bleeding,little injury,quick recovery and mild pain,and has unique advantages in the treatment of lumbar spinal stenosis,lumbar disc herniation and other lumbar degenerative diseases.With the continuous in-depth exploration and development of the UBE technique,the field of diseases that can be treated by this technology has gradually expanded.It is not only limited to lumbar diseases,but also has made great progress in cervical and thoracic diseases,which has attracted the attention of many spinal surgeons.UBE technique has become one of the promising surgical methods for spinal-related diseases,but there are also complications such as incomplete decompression,nerve root and dural injury,epidural hematoma,relatively prolonged operation time,operation fatigue and other deficiencies.This paper summarizes the progress of the UBE technique,discusses its complications and deficiencies,proposes relevant solutions and possible future directions for its development,so as to provide reference for the clinical practice of UBE technique.
3.Autosomal recessive axonal neuropathy with neuromyotonia in a Tibetan family caused by HINT1 gene variation and literature review
Xifang RU ; Rong ZHAO ; Yanbin FAN ; Shuang WANG ; Yilin YE ; Beiyu XU ; Chunde LI ; Zhen HUANG ; Hui XIONG
Chinese Journal of Applied Clinical Pediatrics 2024;39(2):128-133
Objective:To summarize the characteristics of autosomal recessive axonal neuropathy with neuromyotonia (ARAN-NM) caused by HINT1 gene mutation. Methods:Retrospective case summary.Clinical data of 2 Tibetan siblings diagnosed with ARAN-NM in the Department of Pediatrics of Peking University First Hospital in August 2023 were retrospectively analyzed.A review of literature reporting relevant Chinese patients was conducted.Results:The proband and her elder brother were aged 13 and 19, respectively.Both developed abnormal gait at the age of 11, followed by varus, claudication, and weak thumb strength.The proband also had neuromyotonia.Physical examinations showed that the proband and her elder brother had decreased muscle strength of the extremities, mainly in the thumbs and distal ends of lower limbs.The distal muscles of the proband′s lower extremities and the muscles of both hands of the proband′s elder brother were atrophied.Both feet showed talipes equinovarus in the proband and her elder brother.The proband′s electromyography (EMG) showed peripheral nerve injuries (motor and sensory axonal involvement, especially in distal ends) and myotonic potentials.The trio-whole exon sequencing detected homozygous pathogenic variation in HINT1 gene in both the proband and her elder brother, who were diagnosed as ARAN-NM based on c. 169A>G (p.K57E). After the Carbamazepine treatment, the proband′s neuromyotonia, numbness and weakness were relieved.Both the proband and her elder brother underwent orthopaedic surgery and rehabilitation.Their foot deformities and gait were significantly improved.Two Chinese literatures (2 patients) and four English literatures (8 patients) were retrieved.Including the proband and her elder brother in this study, there were 12 ARAN-NM patients, 10 of whom had clinical data.The ages of onset and diagnosis were 2-16 (1 case unknown) and 13-33 years old, respectively.Myasthenia was present in 9 patients, especially in distal ends.Eight patients were complicated with neuromyotonia, nine patients with muscle atrophy, seven patients with foot deformity, and two patients with sensory disturbance.Creatine kinase(CK) was elevated in all 9 patients tested or CK.EMG showed neurogenic injuries in all patients and neuromyotonia discharge in six patients.Three patients were treated with Carbamazepine, and some symptoms were relieved.Missense/nonsense mutations were found in the 12 patients, and the high-frequency variation was c. 112T>C (p.C38R). Conclusions:ARAN-NM is a rare autosomal recessive neuromuscular disease caused by HINT1 gene mutation.There is no ethnic difference in clinical manifestations, mainly distal limb weakness with neuromyotonia.Carbamazepine can alleviate some symptoms, and orthopaedic surgery can improve foot deformity and gait.
4.Signal mining and analysis for adverse events of avatrombopag based on FAERS
Rui XIONG ; Jin WANG ; Zhen YANG ; Yanmei LUO ; Hong ZHANG ; Yongtao TONG ; Xiaodan LAI
Journal of Army Medical University 2024;46(4):369-376
Objective To mine the adverse drug events(ADE)signal of avatrombopag,an effective drug for thrombocytopenia treatment,based on real world data in order to provide reference for its clinical safety application.Methods The OpenVigil2.1 pharmacovigilance platform was used to obtain the ADE report data of avatrombopag from May 2018 to March 2023 in the database of FDA adverse event reporting system(FAERS).The ADE signals were classified and described by the system organ class(SOC)and preferred term(PT)of the ADE terminology set in the Medical Dictionary for Regulatory Activities(MedDRA),and reporting odds ratio(ROR)and UK Medicines and Healthcare Products Regulatory Agency(MHRA)comprehensive standard were used to detect the positive ADE signals.Results A total of 1 879 ADE reports related to avatrombopag were obtained,24 SOCs were involved,and 28 positive ADE signals were detected at PT level.Among these signals,the strongest ones were renal vein thrombosis,portal vein thrombosis and graft versus host disease,while the reports accounting for the largest numbers were headache,fatigue and asthenia.There were 8 ADE signals discovered newly,that is,seasonal allergy,back disorder,musculoskeletal discomfort,flatulence,hypersomnia,rash macular,emotional disorder,and rhinorrhoea.Conclusion For clinical use of avatrombopag,clinicians should not only concern the risk of thrombosis,but also pay close attention to ADE signals such as seasonal allergy,back disorder,musculoskeletal discomfort,flatulence,hypersomnia,rash macular,emotional disorder,and rhinorrhoea that are not documented in the instructions.
5.Effect of five-flavor Sophora falvescens enteric-coated capsules on intestinal flora in rats with ulcerative colitis
HU Kejie ; XIONG Jiabin ; WU Junjun ; LI Zhen ; ZHU Weiqin ; LI Huaming
Journal of Preventive Medicine 2024;36(8):731-736
Objective:
To explore the impact of five-flavor Sophora flavescens enteric-coated capsules (FSEC) on the intestinal flora of rats with ulcerative colitis (UC), so as to provide the reference for the mechanism of FSEC in treating UC.
Methods:
Forty SPF-grade Wistar rats were randomly divided into the control group, the model group, the mesalazine group and the FSEC group. Except the control group (0.9% sodium chloride solution), the other 3 groups used 3% dextran sulfate sodium (DSS) for 7 days to establish UC model. After successful modeling, the control group and the model group were given 2 mL/kgbw of 0.9% sodium chloride solution by gavage for 2 weeks, while the mesalazine group and the FSEC group were given 2 mL/kgbw of mesalazine suspension (0.2 g/kg) and FSEC granule suspension (2.16 g/kg), respectively. Pathological changes of colon tissue were observed after hematoxylin-eosin (HE) staining. Rat fecal samples were collected, and 16S rDNA high-throughput sequencing and bioinformatics analysis were performed on intestinal flora. The α and β diversity of intestinal flora among the four groups were compared, and the dominant flora was screened using LEfSe analysis.
Results:
Compared with the control group, the model group showed a significant loss of colonic crypts and a large infiltration of inflammatory cells. Compared with the model group, the mesalazine group and the FSEC group exhibited a slight loss of colonic crypts, a small amount or an absence inflammatory cell infiltration, and improved tissue damage. The α-diversity analysis showed that compared with the control group, the Chao1 and Shannon indices in the model group increased, while the Simpson index decreased; compared with the model group, the Chao1 and Shannon indices in the mesalazine group and the FSEC group decreased, and the Simpson index increased(all P<0.05). The β-diversity analysis showed that the sample distance between the FSEC group and the control group were more closer than that between the model group and the control group. LEfSe analysis results showed that the dominant bacteria in the model group were mainly from the Alistipes and Oscillospira. In the FSEC group, the dominant bacteria were from the Ruminococcus and Prevotella.
Conclusion
FSEC can improve the structures of intestinal flora, increase the abundance of beneficial bacteria such as Ruminococcus and Prevotella, reduce the abundance of pathogenic bacteria such as Alistipes, and alleviate the inflammatory response in UC rats.
6.Effects of alisol B 23-acetate on water-liquid balance in mice with senecionine-induced acute liver injury
Ying-ying TANG ; Xia-li JIA ; Jin-yuan WANG ; Kua DONG ; Yan CHEN ; Li-li DING ; Ai-zhen XIONG ; Li YANG ; Zheng-tao WANG
Acta Pharmaceutica Sinica 2024;59(7):1982-1992
Misuse of pyrrolizidine alkaloid (PA)-containing herbs is the major cause of hepatic sinusoidal obstruction syndrome (HSOS) in China. And diuretics are among the most commonly used medications for the treatment of PA-induced HSOS in clinical practice. As a traditional diuretic in traditional Chinese medicine, the diuretic mechanism of Alismatis Rhizoma (AR) has not been fully clarified, and there is no report on AR ameliorating PA-induced HSOS from a diuretic point of view. Therefore, this study aims to investigate the therapeutic potential of alisol B 23-acetate (AB23A) against acute liver injury induced by senecionine (a representative toxic PA) in mice, and to further elucidate its effect on impaired water-liquid balance in mice exposed to PA. All experiments were approved by the Animal Research Committee of Shanghai University of Traditional Chinese Medicine (Registration number: PZSHUTCM220808017). Animal welfare and the animal experimental protocols were strictly consistent with related ethics regulations of Shanghai University of Traditional Chinese Medicine. Model of mice was induced by a single oral exposure of senecioine (50 mg·kg-1) (SEN group), and AB23A (40 mg·kg-1) intervention group (AB23A+SEN group), solvent control group (Ctrl group) and AB23A control group (AB23A group) were set up. The results showed that AB23A could significantly attenuate the levels of serum biochemical indices of liver functions in senecioine-induced acute liver injury mice, as evident by alleviated hepatocyte necrosis and hepatic sinusoidal stasis. AB23A also improved kidney function of mice exposed to senecionine, fascinated urinary excretion and repaired electrolyte disorders, as well as decreased content of senecioine metabolites. Further, the protein and mRNA expression of genes related to the water balance pathway were measured. AB23A could significantly down-regulate the elevated protein and mRNA expression levels of aquaporin 2 (AQP2) and angiotensin II type 1 receptor, and inhibit the transport of AQP2 to the apical plasma membrane induced by senecionine exposure. AB23A also significantly decreased serum levels of angiotensin II.
7.Progress of traditional Chinese medicine monomers in the treatment of respiratory diseases by intervening nucleotide binding and oligomerization domain-like receptor protein 3 inflammasome
Hua-Yang PAN ; Xu-Ming LUO ; Fu-Qi MA ; Zhen-Hua NI ; Xiong-Biao WANG ; Yu-Hua LIN
The Chinese Journal of Clinical Pharmacology 2024;40(12):1839-1843
Adequate inflammation can effectively eliminate harmful substances and prevent disease as a self-protective measure to prevent further damage to the body,while abnormally activated inflammation is detrimental to the body.Nucleotide binding and oligomerization domain-like receptor protein 3(NLRP3)inflammasome that participates in inflammatory responses are closely related to many physiological and pathological processes and play an important role in the occurrence and development of pulmonary diseases.This article mainly reviewed the activation mechanism and hypothesis of NLRP3 inflammasome,as well as the research on treating respiratory diseases by interfering with NLRP3 inflammasome.
8.Th17/Treg balance and macrophage polarization ratio in lower extremity arteriosclerosis obliterans
Zhen-Zhen Li ; Min Liu ; Xiong-Hui He ; Zhen-Dong Liu ; Zhan-Xiang Xiao ; Hao Qian ; You-Fei Qi ; Cun-Chuan Wang
Asian Pacific Journal of Tropical Biomedicine 2024;14(3):127-136
Objective: To explore the balance of peripheral blood T helper 17 cells/regulatory T cell (Th17/Treg) ratio and the polarization ratio of M1 and M2 macrophages in lower extremity arteriosclerosis obliterans (ASO). Methods: A rat model of lower extremity ASO was established, and blood samples from patients with lower extremity ASO before and after surgery were obtained. ELISA was used to detect interleukin 6 (IL-6), IL-10, and IL-17. Real-time RCR and Western blot analyses were used to detect Foxp3, IL-6, IL-10, and IL-17 expression. Moreover, flow cytometry was applied to detect the Th17/Treg ratio and M1/M2 ratio. Results: Compared with the control group, the iliac artery wall of ASO rats showed significant hyperplasia, and the concentrations of cholesterol and triglyceride were significantly increased (P<0.01), indicating the successful establishment of ASO. Moreover, the levels of IL-6 and IL-17 in ASO rats were pronouncedly increased (P<0.05), while the IL-10 level was significantly decreased (P<0.05). In addition to increased IL-6 and IL-17 levels, the mRNA and protein levels of Foxp3 and IL-10 in ASO rats were significantly decreased compared with the control group. The Th17/Treg and M1/M2 ratios in the ASO group were markedly increased (P<0.05). These alternations were also observed in ASO patients. After endovascular surgery (such as percutaneous transluminal angioplasty and arterial stenting), all these changes were significantly improved (P<0.05). Conclusions: The Th17/Treg and M1/M2 ratios were significantly increased in ASO, and surgery can effectively improve the balance of Th17/Treg, and reduce the ratio of M1/M2, and the expression of inflammatory factors.
9.Circular RNAs Involved in The Development of Nasopharyngeal Carcinoma
Si-Cheng ZUO ; Dan WANG ; Yong-Zhen MO ; Yu-Hang LIU ; Jiao-Di CAI ; Can GUO ; Fang XIONG ; Guo-Qun CHEN
Progress in Biochemistry and Biophysics 2024;51(4):809-821
Circular RNAs (circRNAs) are a kind of non-coding RNA (ncRNA) with covalent closed-loop structure. They have attracted more and more attention because of their high stability, evolutionary conservatism, and tissue expression specificity. It has shown that circRNAs are involved in the development of a variety of diseases including malignant tumors recently. Nasopharyngeal carcinoma (NPC) is a malignant tumor that occurs in the nasopharynx and has a unique ethnic and geographical distribution in South China and Southeast Asia. Epstein-Barr virus (EBV) infection is closely related to the development of NPC. Radiotherapy and chemotherapy are the mainstays of treatment for NPC. But tumor recurrence or distant metastasis is the leading cause of death in patients with NPC. Several studies have shown that circRNAs, as gene expression regulators, play an important role in NPC and affect the progression of NPC. This review mainly summarized the research status of abnormally expressed circRNAs in NPC and EBV-encoded circRNAs. We also discussed the possibility of circRNAs as a therapeutic target, diagnostic and prognostic marker for NPC.
10.Short-term results of a multicenter study based on a modified N7 induction regimen combined with arsenic trioxide in the treatment of children with high-risk neuroblastoma
Shu YANG ; Kailan CHEN ; Yunyan HE ; Xiaomin PENG ; Hao XIONG ; Wenguang JIA ; Sha WU ; Xunqi JI ; Yuwen CHEN ; Chuan TIAN ; Zhonglü YE ; Zhen YANG ; Jianjun ZHU ; Aiguo LIU ; Xiaohua TIAN ; Fengjuan PAN ; Ke HUANG ; Dunhua ZHOU ; Jianpei FANG ; Yang LI
Chinese Journal of Pediatrics 2024;62(10):949-955
Objective:To analyze the short-term clinical efficacy and safety of arsenic trioxide (ATO) combined with a modified N7 induction regimen in the treatment of children with high-risk neuroblastoma (NB).Methods:This study was a prospective, single-arm, multicenter phase Ⅱ clinical study. Sixty-seven high-risk NB children from eight units of Sun Yat-sen Memorial Hospital of Sun Yat-sen University, Wuhan Children′s Hospital of Tongji Medical College of Huazhong University of Science and Technology, First Affiliated Hospital of Guangxi Medical University, Hainan General Hospital, Affiliated Hospital of Guangdong Medical University, Kunming Children′s Hospital, Tongji Hospital of Tongji Medical College of Huazhong University of Science and Technology, and Guangdong Provincial Agricultural Reclamation Center Hospital were enrolled from January 2019 to August 2023 and were treated with ATO combined with a modified N7 induction regimen. The efficacy and adverse effects at the end of induction chemotherapy were assessed and analyzed, and the differences in the clinical characteristics were further compared between the treatment-responsive and treatment-unresponsive groups by using the Fisher′s exact test.Results:Among 67 high-risk NB children, there were 40 males (60%) and 27 females (40%), with the age of disease onset of 3.5 (2.6, 4.8) years. Primary NB sites were mostly in retroperitoneum (including adrenal gland) (56/67, 84%) and the common metastases sites at initial diagnosis were distant lymph node in 25 cases (37%),bone in 48 cases (72%),bone marrow in 56 cases (84%) and intracalvarium in 3 cases (4%). MYCN gene amplification were detected in 28 cases (42%). At the end of induction, 33 cases (49%) achieved complete remission, 29 cases (43%) achieved partial remission, 1 case (1%) with stable disease, and 4 cases (6%) were assessed as progressive disease (PD). The objective remission rate was 93% (62/67) and the disease control rate was 94% (63/67). The percentage of central system metastases at the initial diagnosis was higher in the treatment-unresponsive group than in the treatment-responsive group (2/5 vs. 2% (1/62), P=0.013), whereas the difference in MYCN gene amplification was not statistically significant between two groups (3/5 vs.40% (25/62), P=0.786). Grade Ⅲ or higher adverse reactions during the induction chemotherapy period were myelosuppression occurred in 60 cases (90%), gastrointestinal symptoms occurred in 33 cases (49%), infections occurred in 20 cases (30%), hepatotoxicity occurred in 4 cases (6%), and cardiovascular toxicity occurred in 1 case (2%). There were no chemotherapy-related deaths. Conclusion:ATO combined with N7-modified induction regimen had a superiority in efficacy and safety, which deserved further promotion in clinical practice.


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