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.Preparation and in vitro-in vivo evaluation of suvorexant orodispersible films
Peng ZHAO ; Cong-hui LI ; Si-yi SHUAI ; Bing YANG ; Hui ZHANG ; Nan LIU ; Ai-ping ZHENG ; Yong-jun WANG ; Zeng-ming WANG
Acta Pharmaceutica Sinica 2024;59(9):2659-2664
Orodispersible films (oral dispersible films), a novel form of oral solid dosage forms, are widely used for patients with dysphagia and those with uncontrollable autonomic behavior. In this study, suvorexant orodispersible film was prepared by hot melt extrusion technology, and the disintegration time, mechanical properties,
3.Rheology guided the preparation of suvorexant-copovidone solid dispersions via hot melt extrusion technology
Peng ZHAO ; Cong-hui LI ; Si-yi SHUAI ; Bing YANG ; Hui ZHANG ; Nan LIU ; Zeng-ming WANG ; Yong-jun WANG ; Ai-ping ZHENG
Acta Pharmaceutica Sinica 2024;59(8):2396-2403
The rheological properties of drug and carrier materials have a wide range of guiding significance for the formulation and process development of solid dispersions. In this study, the rheological properties of materials with different drug carrier ratios were systematically studied with suvorexant as the model drug and copovidone as the carrier material, which provided a sufficient basis for determining the formulation and process of solid dispersions. The optimal suvorexant-copovidone ratio obtained by oscillating temperature scanning was 1∶4. If the ratio is greater than 1∶ 4, the glass transformation temperature of the material will increase significantly, and the solubilization effect of the solid dispersion will show a downward trend. The results of oscillation temperature scanning and oscillation temperature sweep can show that when the extrusion temperature is greater than 150 ℃, the viscosity of the material is less than 10 000 Pa·s, and the melt can be extruded smoothly, and the best extrusion temperature of 160-180 ℃ can be obtained by combining the dissolution results. Finally, the dissolution of suvorexant tablets guided by rheological property studies in multiple media is similar to that of the commercially available tablets Belsomra. Therefore, rheological studies can screen and optimize the formulation and process of suvorexant solid dispersions at the mechanism level, which is of great significance to improve the success rate of R&D and shorten the R&D cycle of solid dispersions prepared by hot melt extrusion.
4.Infection following shoulder arthroplasty caused by Cutibacterium avi-dum:a case report and literature review
Qing-Xin GUO ; Hui-Yi ZENG ; Chao-Long GUO ; Zhi-Yong ZHUANG ; Jin-Hua GUO ; Li-Long CAI ; Bing-Zuan LI
Chinese Journal of Infection Control 2024;23(2):231-237
Objective To explore the clinical characteristics and treatment scheme of periprosthetic joint infection(PJI)caused by Cutibacterium avidum(C.avidum).Methods The diagnosis and treatment process of a patient with PJI caused by C.avidum was summarized,and relevant literatures in the database were retrieved for review.Results A 65-year-old female patient with body mass index(BMI)of 31.1 kg/m2 underwent left humeral head prosthesis replacement surgery following a left proximal humerus fracture.Ten months after the surgery,the pa-tient exhibited poor wound healing and oozing,along with limited movement of the left shoulder joint,and was diag-nosed infection following shoulder arthroplasty.Patient underwent debridement of the infected lesion and removal of the prosthesis.The tissue,bone cement and prosthesis were cultured for C.avidum.Four literatures were re-trieved and screened,a total of 30 patients with PJI(28 cases hip joint infection and 2 cases shoulder joint infection)caused by C.avidum were reported through literature retrieval,and 78.6%(n=22)total hip arthroplasty(THA)surgeries were performed using direct anterior approach(DAA).The positive rate of preoperative joint fluid culture was 71.4%,29 cases underwent surgical combined with sensitive antimicrobials treatment.Except for one patient who had repeated infection and underwent three surgeries,other patients had a good prognosis.Conclusion PJI caused by C.avidum is mostly seen in THA patients who are obese and undergo DAA,with a few cases reported after shoulder arthroplasty.The high sensitivity of preoperative joint fluid culture provides an important basis for the development of surgical strategies and anti-infection protocols.
5.Development of prefilled portable intelligent venous transfusion pump
Zhu-Qiang CHENG ; Peng-Yun JI ; Yong-Fen ZENG ; Min YANG ; Yi JIN ; Hong-Jun LIU
Chinese Medical Equipment Journal 2024;45(5):111-114
Objective To develop a prefilled portable intelligent intravenous transfusion pump to facilitate fast and convenient fluid pumping during emergency treatment and casualty transport.Methods The prefilled portable intelligent venous transfusion pump was composed of a driver module,a pump module,a human-machine interface,a prefilled sterile infusion bag and a pump catheter.The driver module adopted integrated design and applied a high-voltage DC-AC converter to driving the piezoelectric pump used as the power source of the pump module;the human-machine interface consisted of several keys for on/off,rate adjustment,switching and confirmation;the prefilled sterile infusion bag was made of medical-grade polypropylene,and the pump catheter was made of medical silicone rubber.Results The transfusion pump developed could be worn on the casualty limb and did not require height difference for intravenous infusion,which enhanced intravenous drug delivery in portability,reliability and intelligence.Conclusion The transfusion pump developed gains advantages in low size,weight and easy operation,and thus is worthy promoting for venous transfusion in battlefield conditions and field emergency environments.[Chinese Medical Equipment Journal,2024,45(5):111-114]
6.In vitro expression and functional analyses of the mutants p.R243Q,p.R241C and p.Y356X of the human phenylalanine hydroxylase
Yong-Hong PANG ; Xiang-Yu GAO ; Zhen-Ya YUAN ; Hui HUANG ; Zeng-Qin WANG ; Lei PENG ; Yi-Qun LI ; Jie LIU ; Dong LIU ; Gui-Rong CHEN
Chinese Journal of Contemporary Pediatrics 2024;26(2):188-193
Objective To study the in vitro expression of three phenylalanine hydroxylase(PAH)mutants(p.R243Q,p.R241C,and p.Y356X)and determine their pathogenicity.Methods Bioinformatics techniques were used to predict the impact of PAH mutants on the structure and function of PAH protein.Corresponding mutant plasmids of PAH were constructed and expressed in HEK293T cells.Quantitative reverse transcription polymerase chain reaction was used to measure the mRNA expression levels of the three PAH mutants,and their protein levels were assessed using Western blot and enzyme-linked immunosorbent assay.Results Bioinformatics analysis predicted that all three mutants were pathogenic.The mRNA expression levels of the p.R243Q and p.R241C mutants in HEK293T cells were similar to the mRNA expression level of the wild-type control(P>0.05),while the mRNA expression level of the p.Y356X mutant significantly decreased(P<0.05).The PAH protein expression levels of all three mutants were significantly reduced compared to the wild-type control(P<0.05).The extracellular concentration of PAH protein was reduced in the p.R241C and p.Y356X mutants compared to the wild-type control(P<0.05),while there was no significant difference between the p.R243Q mutant and the wild type control(P>0.05).Conclusions p.R243Q,p.R241C and p.Y356X mutants lead to reduced expression levels of PAH protein in eukaryotic cells,with p.R241C and p.Y356X mutants also affecting the function of PAH protein.These three PAH mutants are to be pathogenic.[Chinese Journal of Contemporary Pediatrics,2024,26(2):188-193]
7.Coronary artery rotational grinding combined with shockwave balloon therapy for severe coronary artery calcification:a case report
Li LIN ; Yao-Dong DING ; Yang ZHANG ; Yi YE ; Jia-Yi HAN ; Yong ZENG
Chinese Journal of Interventional Cardiology 2024;32(7):409-412
Coronary heart disease(CHD)is one of the common cardiovascular diseases in clinical practice.The incidence rate of CHD in China is increasing in recent years,burdened the families and society.Coronary artery calcification disease is a challenge for all cardiology physicians.This article reports one case of an elderly male patient with severe right coronary artery stenosis and severe calcification.During the procedure,a combination of coronary artery rotation and shockwave balloon was performed to pretreat the calcified lesion and then successfully implant a stent,improving the patient's quality of life.While providing experience in the application of shockwave balloon surgery for interventional treatment of coronary artery calcification,some shortcomings were also found,providing reference for cardiovascular intervention physicians.
8.Clinical Study of Venetoclax Combined with Azacitidine in the Treatment of Patients with Adult Acute Myeloid Leukemia
Yong-Liang ZHENG ; Ting DING ; Xiao-Fang XIAO ; Si DONG ; Jun-Quan ZENG ; Yi-Jian CHEN
Journal of Experimental Hematology 2024;32(4):1046-1050
Objective:To evaluate the efficacy and side effects of venetoclax combined with azacitidine chemotherapy in the treatment of previously untreated adult patients with acute myeloid leukemia(AML).Methods:A retrospective analysis was performed on 48 untreated adult AML patients admitted to the Department of Hematology,Affiliated Hospital of Jinggangshan University from January 2020 to December 2022.Among them,26 patients received venetoclax combined with azacitidine chemotherapy(observation group),and 22 patients received daunorubicin plus cytarabine chemotherapy(control group).The differences in complete response(CR)rate,objective response rate(ORR),progression-free survival(PFS),overall survival(OS)and adverse reactions(AR)were compared between the two groups.Results:There was no significant difference in age,sex ratio,absolute value of tri-lineage cell and proportion of bone marrow primordial cells between the two groups before treatment(all P>0.05).The CR rate and the ORR rate of the observation group was significantly higher than that of the control group(P<0.05).After treatment,there were no significant difference in the adverse reactions such as myelosuppression,granulocytosis,secondary infection,mucosal damage,liver and kidney damage,cardiotoxicity and gastrointestinal toxicity between the two groups(P>0.05).The median PFS and the median OS of the observation group were significantly better than those of the control group(P<0.05).Conclusion:The remission rate of venetoclax combined with azacitidine was higher than that of conventional chemotherapy in previously untreated adult acute myeloid leukemia.Venetoclax combined with azacitidine chemotherapy could reduce hematologic related side reactions and prolong the remission period and survival of AML patients.
9.Factors affecting the self-reported life quality of patients with acromegaly
Shengmin YANG ; Huijuan ZHU ; Lian DUAN ; Hui PAN ; Xue BAI ; Rui JIAO ; Yuelun ZHANG ; Tongxin XIAO ; Qingjia ZENG ; Yi WANG ; Xinxin MAO ; Yong YAO ; Kan DENG
Chinese Journal of Endocrinology and Metabolism 2024;40(6):494-499
Objective:To explore influencing factors of the self-reported brief life quality satisfaction score(Brief-QoL) in patients with acromegaly and understand the persistent low Brief-QoL scores in cases achieving biochemical remission.Methods:This study included 836 acromegaly patients who were hospitalized at Peking Union Medical College Hospital between January 2012 and December 2020. We retrospectively examined how clinical characteristics, biochemical parameters, comorbidities, and symptoms influenced Brief-QoL. Among patients who achieved biochemical remission, differences in clinical symptoms and comorbidities were analyzed between the high and low quality of life groups.Results:Patients with well-controlled biochemical indicators at the last follow-up had generally high Brief-QoL. However, patients with symptoms such as headaches (47.8% in the low-score group vs 14.9% in the high-score group, P<0.001) and joint pain (69.6% in the low-score group vs 19.0% in the high-score group, P<0.001) had low Brief-QoL despite biochemical remission. Receiving combined treatment(52.4% in the low-score group vs 27.5% in the high-score group, P=0.030) and having comorbid diabetes or hyperlipidemia were significant factors leading to decreased quality of life. Conclusion:Brief-QoL is suitable for follow-up of outpatient patients. Early identification of factors affecting quality of life and timely intervention can facilitate the realization of standardized management.
10.Effect of Home Blood Pressure Telemonitoring Plus Additional Support on Blood Pressure Control: A Randomized Clinical Trial.
Wen Wen MENG ; Yong Yi BAI ; Li YAN ; Wei ZHENG ; Qiang ZENG ; Yan Song ZHENG ; Lin ZHA ; Hong Ying PI ; Xiao Yong SAI
Biomedical and Environmental Sciences 2023;36(6):517-526
OBJECTIVE:
Current clinical evidence on the effects of home blood pressure telemonitoring (HBPT) on improving blood pressure control comes entirely from developed countries. Thus, we performed this randomized controlled trial to evaluate whether HBPT plus support (patient education and clinician remote hypertension management) improves blood pressure control more than usual care (UC) in the Chinese population.
METHODS:
This single-center, randomized controlled study was conducted in Beijing, China. Patients aged 30-75 years were eligible for enrolment if they had blood pressure [systolic (SBP) ≥ 140 mmHg and/or diastolic (DBP) ≥ 90 mmHg; or SBP ≥ 130 mmHg and/or DBP ≥ 80 mmHg with diabetes]. We recruited 190 patients randomized to either the HBPT or the UC groups for 12 weeks. The primary endpoints were blood pressure reduction and the proportion of patients achieving the target blood pressure.
RESULTS:
Totally, 172 patients completed the study, the HBPT plus support group ( n = 84), and the UC group ( n = 88). Patients in the plus support group showed a greater reduction in mean ambulatory blood pressure than those in the UC group. The plus support group had a significantly higher proportion of patients who achieved the target blood pressure and maintained a dipper blood pressure pattern at the 12th week of follow-up. Additionally, the patients in the plus support group showed lower blood pressure variability and higher drug adherence than those in the UC group.
CONCLUSION
HBPT plus additional support results in greater blood pressure reduction, better blood pressure control, a higher proportion of dipper blood pressure patterns, lower blood pressure variability, and higher drug adherence than UC. The development of telemedicine may be the cornerstone of hypertension management in primary care.
Humans
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Blood Pressure
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Blood Pressure Monitoring, Ambulatory
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Hypertension/therapy*
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Telemedicine/methods*
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Hypotension

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