1.Shentong Zhuyutang Regulates SIRT1/Nrf2 Pathway to Ameliorate Intervertebral Disc Degeneration in Rats
Jiajun HUANG ; Diyou WU ; Guangyi TAO ; Yu ZHAO ; Junqing HUANG ; Bin YANG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(3):29-39
ObjectiveTo study the effect and mechanism of Shentong Zhuyutang in treating intervertebral disc degeneration (IDD) in rats. MethodsIn the cell experiment, male rats were administrated with normal saline or low-, medium-, and high-dose (3.38, 6.75,13.5 g·kg-1, respectively) Shentong Zhuyutang by gavage, respectively, and serum samples were collected after 7 days of continuous administration. Another 10 male rats were selected for the isolation of nucleus pulposus cells. The cell model of IDD was established by treatment with interleukin (IL)-1β. The modeled cells were then treated with Shentong Zhuyutang-containing serum and the ferroptosis inhibitor ferrostatin-1 (Fer-1), respectively, to investigate the effects of Shentong Zhuyutang-containing serum on the proliferation and ferroptosis of nucleus pulposus cells. To study the role of silent information regulator 1 (SIRT1)/nuclear factor erythroid 2-related factor 2 (Nrf2) in the regulation of ferroptosis in nucleus pulposus cells by Shentong Zhuyutang-containing serum, this study treated the cells with the SIRT1 inhibitor Ex 527 and the Nrf2 inhibitor ML385, respectively, in addition to the treatment with IL-1β and high-dose Shentong Zhuyutang-containing serum. The cell-counting kit-8 (CCK-8) assay and EdU staining were employed to measure the cell viability and proliferation, respectively. The Fe2+, glutathione (GSH), and malondiadehyde (MDA) levels were measured by colorimetric assay. Western blot was employed to determine the protein levels of glutathione peroxidase 4 (GPX4), acyl-CoA synthetase long-chain family 4 (ACSL4), Collagen Ⅱ, Aggrecan, SIRT1, and Nrf2. Immunofluorescence was used detect SIRT1 expression. In the animal experiment, male rats were treated with anulus puncture for the modeling of IDD. Rats were randomly assigned into sham operation, model, Shentong Zhuyutang-containing serum (13.5 g·kg-1), and positive control (nimesulide dispersible tablets, 0.18 mg·kg-1) groups. Rats in the drug intervention groups were administrated with corresponding agents at 1 mL·kg-1, and those in the sham operation and model groups were administrated with equal volumes of normal saline, once daily for 28 consecutive days. At the end of the last administration, the histopathological changes in the intervertebral discs of rats were observed by hematoxylin-eosin staining and scored by the Masuda method. Western blot was employed to determine the protein levels of SIRT1, Nrf2, GPX4, and Collagen Ⅱ in the nucleus pulposus tissue. ResultsCompared with the control group, the IL-1β group of nucleus pulposus cells showed elevated levels of Fe2+, MDA, and ACSL4 (P<0.05), decreased cell viability, lowered GSH level, and down-regulated protein levels of GPX4, Collagen Ⅱ, and Aggrecan (P<0.05). Shentong Zhuyutang-containing serum and Fer-1 reversed the effects of IL-1β on the viability and ferroptosis of nucleus pulposus cells and up-regulated the protein levels of Collagen Ⅱ and Aggrecan in nucleus pulposus cells (P<0.05). Compared with the control group, the IL-1β group showcased down-regulated expression of Sirt1 and Nrf2 in nucleus pulposus cells (P<0.05). Compared with the IL-1β group, the high-dose Shentong Zhuyutang-containing serum+IL-1β group showed up-regulated expression of SIRT1 and Nrf2 in nucleus pulposus cells (P<0.05). Compared with the high-dose Shentong Zhuyutang-containing serum+IL-1β group, the ML385 group showed down-regulated protein levels of Nrf2 and GPX4, lowered GSH level, and elevated Fe2+ and MDA levels (P<0.05). In addition, the Ex 527 group showed down-regulated protein levels of SIRT1, Nrf2, and GPX4 (P<0.05). The results of the animal experiment showed that compared with the sham operation group, the model group had severe degeneration of the intervertebral disc tissue with increased pathological score, up-regulated protein level of ACSL4 (P<0.05), and down-regulated protein levels of SIRT1, Nrf2, GPX4, and Collagen Ⅱ (P<0.05). Compared with the model group, the Shentong Zhuyutang group showed alleviated IDD with declined pathological score, down-regulated protein level of ACSL4 (P<0.05), and up-regulated protein levels of SIRT1, Nrf2, GPX4, and Collagen Ⅱ (P<0.05). ConclusionShentong Zhuyutang may activate the SIRT1/Nrf2 signaling pathway to inhibit the ferroptosis of nucleus pulposus cells, thereby delaying the process of IDD in rats.
2.Collagen-based micro/nanogel delivery systems: Manufacturing, release mechanisms, and biomedical applications.
Bowei DU ; Shuhan FENG ; Jiajun WANG ; Keyi CAO ; Zhiheng SHI ; Cuicui MEN ; Tengfei YU ; Shiqi WANG ; Yaqin HUANG
Chinese Medical Journal 2025;138(10):1135-1152
Collagen-based materials, renowned for their biocompatibility and minimal immunogenicity, serve as exemplary substrates in a myriad of biomedical applications. Collagen-based micro/nanogels, in particular, are valued for their increased surface area, tunable degradation rates, and ability to facilitate targeted drug delivery, making them instrumental in advanced therapeutics and tissue engineering endeavors. Although extensive reviews on micro/nanogels exist, they tend to cover a wide range of biomaterials and lack a specific focus on collagen-based materials. The current review offers an in-depth look into the manufacturing technologies, drug release mechanisms, and biomedical applications of collagen-based micro/nanogels to address this gap. First, we provide an overview of the synthetic strategies that allow the precise control of the size, shape, and mechanical strength of these collagen-based micro/nanogels by controlling the degree of cross-linking of the materials. These properties are crucial for their performance in biomedical applications. We then highlight the environmental responsiveness of these collagen-based micro/nanogels, particularly their sensitivity to enzymes and pH, which enables controlled drug release under various pathological conditions. The discussion then expands to include their applications in cancer therapy, antimicrobial treatments, bone tissue repair, and imaging diagnosis, emphasizing their versatility and potential in these critical areas. The challenges and future perspectives of collagen-based micro/nanogels in the field are discussed at the end of the review, with an emphasis on the translation to clinical practice. This comprehensive review serves as a valuable resource for researchers, clinicians, and scientists alike, providing insights into the current state and future directions of collagen-based micro/nanogel research and development.
Collagen/chemistry*
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Drug Delivery Systems/methods*
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Humans
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Tissue Engineering/methods*
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Animals
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Biocompatible Materials/chemistry*
3.Anti-CD24 antibody-nitric oxide donor conjugates bearing a self-bioorthogonal cleavable linker.
Jianbing WU ; Tianyue CHENG ; Jiajun XIE ; Ziyu QIAN ; Linhua HUANG ; Xun YUAN ; Libang ZHANG ; Shan YANG ; Yihua ZHANG ; Tonglin XU ; Juan ZHANG ; Zhangjian HUANG
Acta Pharmaceutica Sinica B 2025;15(10):5366-5386
Triple-negative breast cancer (TNBC) is a highly aggressive malignancy predominantly managed via chemotherapy. Our clinical sample analysis revealed a significant correlation between elevated CD24 expression in TNBC tumor cells and patient survival rates. We developed a novel antibody-drug conjugate (ADC), named HN03, consisting of an antibody with engineered cysteines for site-specific conjugation with a low toxic nitric oxide (NO) precursor as its payload through a novel Pt(IV)-mediated bioorthogonal self-cleavable linker. HN03 specifically targets tumor cells expressing high levels of CD24, concurrently generating cisplatin and releasing NO upon activation. HN03 also exhibited potent in vitro and in vivo antitumor activity. It significantly reduced tumor growth at various doses, prevented tumor metastasis, with markedly lower toxicity than traditional chemotherapy agents. We found that a key mechanism of its action involved inducing apoptosis and endoplasmic reticulum stress, substantially decreasing the number of M2-type macrophages. Overall, HN03 stands out as a promising therapeutic option for TNBC, offering a targeted treatment with reduced side effects and the potential for improved outcomes. Furthermore, using Pt(IV) in the linker and an NO precursor as the payload enhances the versatility of the Antibody-NO donor Conjugate (ANC), offering new avenues for the design of the next generation of ADCs.
4.Development and Empirical Study of the Organizational Resilience Evaluation Scale of County-level Medical Community
Qunfang HUANG ; Jiajun LI ; Xu LI ; Xiaoling LIN ; Jingchun CHEN ; Chi ZHOU
Chinese Hospital Management 2024;44(10):34-37,48
Objective To develop and empirically validate the County Medical and Health Community Organizational Resilience Evaluation Scale to verify its reliability and validity,and to provide a reference for the management practice of organizational resilience in medical and health communities.Methods The health system resilience framework and the dual resilience analysis framework were used as the content framework of this scale,and the initial scale was formed by literature review reference and interviews,and two rounds of correspondence to 21 experts were conducted to form the County Medical and Health Community Organizational Resilience Evaluation Scale.In October-November 2023,the medical staff of six medical and health communities in Zhejiang Province were sampled to conduct the survey,and SPSS 25.0 software was applied to process the data.Results The internal consistency Cronbach's alpha coefficient of the scale was 0.97,and the Cronbach's alpha coefficients of the five dimensions ranged from 0.67~0.92(P<0.001);the folded half reliability was 0.95,and the alpha coefficients of the two parts were 0.94.The results of the exploratory factor analysis showed that the KMO was 0.95,and that each dimension of the constructed Organizational Resilience Scale and the total score of the scale were positively correlated with the total score of the Strategic Flexibility Scale(P<0.01).Conclusion The Organizational Resilience Measurement Scale designed has good reliability and reference value,and may provide a tool for assessing organizational resilience in county medical and health communities in the future.
5.Analysis of Breeding and Application Data for Laboratory Cats
Xiansheng WU ; Wei HUANG ; Yongfen LIANG ; Hui DENG ; Yonghuan ZHAI ; Jiajun YANG ; Ganquan HUANG ; Gang WANG
Laboratory Animal and Comparative Medicine 2024;44(4):428-435
Objective To cultivate and breed laboratory cats in conventional laboratory animal facilities,collect background data on laboratory cats,and compare them with purchased domestic cats to assess the feasibility of breeding laboratory cats.Methods Indigenous cat breeds were introduced for reproduction and population expansion under conventional laboratory environment,with recording of kitten survival rates and growth curves.Indicators of 20 laboratory cats of F1 generation(half male and half female),including complete blood count,blood biochemistry,organ mass,organ coefficient,heart rate,and blood pressure,were detected and comparisons between sexes were made.Blood pressure values and sensitivity to histamine of these cats were measured using depressor substance detection method in the Pharmacopoeia of the People's Republic of China-Four Parts:2020,and were compared with the data from 173 concurrently purchased domestic cats.Results Laboratory cats adapted well to the environment of conventional laboratory facilities,with a survival rate of 77.08%of kittens at 8 weeks of age.Red blood cell count,hemoglobin content,mean corpuscular hemoglobin concentration,and hematocrit in male laboratory cats were significantly higher than those in females(P<0.01),while the mean corpuscular volume in males was significantly lower than that in females(P<0.01).The levels of serum alanine aminotransferase,total bilirubin,creatinine,triacylglycerol,high-density lipoprotein cholesterol,and low-density lipoprotein cholesterol in male laboratory cats were significantly higher than those in females(P<0.05 or P<0.01),while cholesterol,globulin,total protein,and the albumin-globulin ratio were significantly lower in males(P<0.01).The liver coefficient in male laboratory cats was significantly lower than that in female cats(P<0.05),while the kidney coefficient was significantly higher(P<0.05).The spleen-brain and kidney-brain ratios were significantly higher in males compared to females(P<0.05 or P<0.01).No significant differences were found in heart rate,systolic pressure,diastolic pressure,mean blood pressure,or sensitivity to histamine between male and female laboratory cats(P>0.05).Compared to laboratory cats,purchased domestic cats had significantly higher heart rate,systolic pressure,and mean blood pressure(P<0.01),and the magnitude of blood pressure changes induced by medium and high doses of histamine was significantly reduced(P<0.05 or P<0.01).Conclusion It is feasible to breed laboratory cats in conventional laboratory animal facilities.The accuracy of experimental results can be improved by using laboratory cats with clear and standardized background data.
6.Molecular mechanisms of quinolone resistance in non-typhoidal Salmonella
Jiajun LUO ; Shihan ZENG ; Yulan HUANG ; Yulian FENG ; Fangyin ZENG ; Xiaoyan LI
Chinese Journal of Preventive Medicine 2024;58(2):248-253
By conducting retrospective analysis, this study aim to investigate the resistance mechanism of quinolones in non-typhoidal Salmonella (NTS). A total of 105 strains of NTS isolated from clinical specimens from the Fifth Affiliated Hospital of Southern Medical University from May 2020 to February 2021 were used as research objects. VITEK2 Compact automatic identification drug sensitivity analysis system and serological test were used to identify the strains. The sensitivity of the strains to ciprofloxacin, levofloxacin and nalidixic acid was detected by AGAR dilution method. The whole genome of 105 strains of NTS was sequenced. Abricate and other softwares were used to analyze drug-resistant genes, including plasmid-mediated quinolone resistance gene (PMQR) and Quinolone resistance determination region (QRDR). Serotypes and ST types were analyzed using SISTR and MLST, and phylogenetic trees were constructed. The results showed that the NTS isolated in this region were mainly ST34 Salmonella typhimurium (53.3%). The drug sensitivity results showed that the drug resistance rates of NTS to ciprofloxacin, levofloxacin and nalidixic acid were 30.4%, 1.9% and 22.0%, respectively, and the intermediate rates of ciprofloxacin and levofloxacin were 27.6% and 54.2%.A total of 46 (74.2%) of the 62 quinolone non-susceptible strains carried the PMQR gene, mainly qnrS1 (80.4%), followed by aac(6′)-Ib-cr(15.2%); there were 14 NTS and 8 NTS had gyrA and parC gene mutations, respectively. The gyrA was mutations at the amino acid position 87, Asp87Tyr, Asp87Asn, Asp87Gly, and Thr57Ser mutations were detected in parC. In conclusion, this study found that NTS had relatively high resistance to quinolones, carrying qnrS1 gene mainly resulted in decreased sensitivity of NTS to ciprofloxacin and levofloxacin, and gyrA:87 mutation mainly resulted in NTS resistance to Nalidixic acid; Salmonella typhimurium in clinical isolates showed clonal transmission and required further epidemiological surveillance.
7.Duhuo Jisheng Decoction treats gouty arthritis by inhibiting NLRP3 inflammasome activation
Guangyi TAO ; Zhengzhen WANG ; Jiajun HUANG ; Diyou WU ; Xinwei WANG ; Shun YANG ; Bin YANG ; Junqing HUANG
Chinese Journal of Tissue Engineering Research 2024;28(32):5182-5189
BACKGROUND:The activation of NOD-like receptor thermal protein domain associated protein 3(NLRP3)inflammasome has been found to be an important factor in the pathogenesis of gouty arthritis,and the activation of NLPR3 inflammasome can be effectively inhibited by regulating the PTEN-induced kinas 1(PINK1)/Parkin signaling pathway. OBJECTIVE:To investigate the effect of Duhuo Jisheng Decoction on the PINK1/Parkin/NLRP3 signaling pathway. METHODS:(1)Animal experiment:Male Sprague-Dawley rats were randomly divided into control group,model group,positive control group(Qiushuixian tablets 0.3 mg/kg),and low-,medium-,and high-dose Duhuo Jisheng Decoction groups(6.9,13.8,and 27.6 g/kg,respectively).A rat gouty arthritis model was constructed by injecting monosodium urate crystal suspension into the right hind ankle joint cavity of rats in all the groups except for the control group.(2)Cell experiment:Human monocytes(THP-1)were divided into blank control group,model group,Duhuo Jisheng Decoction-containing serum group,and PINK1 siRNA+Duhuo Jisheng Decoction-containing serum group.The cells in each group except the blank control group were stimulated with sodium urate to establish an in vitro gouty arthritis model.(3)The swelling degree,joint circumference,gait score,joint inflammation index and degree of pathological grading in the ankle joints of rats were observed.Enzyme-linked immunosorbent assay was used to detect the levels of uric acid,C-reactive protein,NLRP3,and interleukin 1β.Immunoblotting assay was used to detect the levels of proteins related to the PINK1/Parkin/NLRP3 pathway.Tetramethyl azolidine blue assay was used to detect cell activity.Immunofluorescent double staining was performed to detect the level of mitophagy.Immunofluorescence was used to detect the expression of NLRP3 and interleukin 1β. RESULTS AND CONCLUSION:(1)Compared with the control group,rats in the model group showed elevated ankle swelling and ankle circumference at 6-48 hours(P<0.05),elevated gait scores and joint inflammation indexes at 24 and 48 hours(P<0.05),elevated serum uric acid and C-reactive protein levels,degree of pathological classification,expression of PINK1,Parkin,and NLRP3 proteins,and interleukin 1β level in synovial tissues(P<0.05).Compared with the model group,the protein expression levels of PINK1 and Parkin in all the Duhuo Jisheng Decoction groups were elevated,while the levels of the other indexes were decreased(P<0.05).(2)Compared with the model group,NLRP3 activity,interleukin 1β level and mitochondrial outer membrane translocator protein 20 protein level in the Duhuo Jisheng Decoction-containing serum group were decreased(P<0.05),while the proliferation inhibition rate,PINK1,Parkin and LC3B protein level were increased(P<0.05).Compared with the model group,the mitochondrial autophagy level of cells in the Duhuo Jisheng Decoction-containing serum group was elevated(P<0.05),while NLRP3 and interleukin 1β protein levels were decreased(P<0.05).(3)Compared with the Duhuo Jisheng Decoction-containing serum group,the mitochondrial autophagy level of cells in the PINK1 siRNA+Duhuo Jisheng Decoction-containing serum group was decreased(P<0.05),and the expression levels of NLRP3 and interleukin 1β were elevated(P<0.05).To conclude,Duhuo Jisheng Decoction inhibits the activation of NLRP3 inflammasome by regulating the PINK1/Parkin signaling pathway, thereby exerting a therapeutic effect on gouty arthritis.
8.Special application of stone extractor balloon catheter in ERCP for anastomotic biliary stenosis after liver transplantation
Xuan WANG ; Xuewen CHEN ; Jinxin HUANG ; Jiajun CHEN ; Yan QU ; Hao GAO ; Biao GONG ; Xiwen ZHANG ; Fu LI
China Journal of Endoscopy 2024;30(3):7-13
Objective To discuss the application effect of using a stone extractor balloon catheter to assist in crossing the anastomotic stenosis in treatment of anastomotic biliary stenosis after liver transplantation using endoscopic retrograde cholangiopancreatography(ERCP).Methods Clinical data of 48 patients who developed anastomotic biliary stenosis after liver transplantation and underwent ERCP treatment were collected.Upon unsuccessful use of a dilation catheter to cross the stricture,attempts were made to cross the anastomotic biliary stenosis by using a stone extractor balloon catheter.The success rate of the procedure was recorded,intraoperative conditions were observed,treatment outcomes and complications were analyzed.Results The main presenting symptoms in the 48 patients on admission were abdominal discomfort(32 patients),fever(7 patients),pruritus(4 patients),jaundice(3 patients),and no obvious symptoms(2 patients).Preoperative magnetic resonance cholangiopancreatography(MRCP)examination revealed isolated stricture of the anastomotic site in 35 cases,and stricture associated with stones in 13 cases.Using the stone extractor balloon catheter as a guide,guidewire crossing of the anastomotic stenosis was successful in 26 cases,resulting in a success rate of 54.17%(26/48).Through statistical analysis of the successful group and the failed group,there was a significant difference in whether the distal biliary dilatation between the two groups,and the difference was statistically significant(χ2 = 8.39,P = 0.004).In the 26 successfully treated cases,alanine transaminase(ALT),aspartate transaminase(AST),γ-glutamyl transpeptidase(γ-GT),alkaline phosphatase(ALP),and total bilirubin(TBiL)levels decreased significantly 48 hours after the procedure(P<0.05),and no serious complications occurred.Conclusion The use of a stone extractor balloon catheter significantly increases the success rate of crossing anastomotic stenosis in the treatment of anastomotic biliary stenosis after liver transplantation,especially in cases with distal dilatation of the common bile duct.This approach is safe and worth promoting.
9.Clinical value of serum CYR61 and H-FABP in the diagnosis of neonatal acute respiratory distress syndrome
Jiajun HUANG ; Lei SONG ; Meijun ZHU
International Journal of Laboratory Medicine 2024;45(10):1203-1206,1211
Objective To explore the clinical value of serum cysteine-rich protein 61(CYR61)and cardiac fatty acid-binding protein(H-FABP)in the diagnosis of neonatal acute respiratory distress syndrome.Methods A total of 105 children with acute respiratory distress syndrome who received treatment in the hos-pital from November 2020 to November 2022 were selected as the study group,and divided into mild group(42 cases),moderate group(35 cases)and severe group(28 cases).In addition,60 healthy newborns in the same period were selected as the control group.Serum CYR61 and H-FABP levels were detected and com-pared in all subjects after admission.Receiver operating characteristic(ROC)curve and area under curve(AUC)were used to evaluate the diagnostic value of serum CYR61 and H-FABP in neonatal acute respiratory distress syndrome.The related factors affecting the occurrence of neonatal acute respiratory distress syndrome were explored by multivariate Logistic regression.Results The levels of serum CYR61 and H-FABP in the study group were higher than those in the control group,and the differences were statistically significant(P<0.05).Serum CYR61 and H-FABP levels in severe group were higher than those in moderate and mild groups(severe group>moderate group>mild group),and the differences were statistically significant(P<0.05).ROC curve analysis showed that the AUC of serum CYR61 for neonatal acute respiratory distress syndrome was 0.843(95%CI:0.824-0.893).The AUC of serum H-FABP for neonatal acute respiratory distress syn-drome was 0.864(95%CI:0.814-0.914).The AUC of the combined detection for neonatal acute respiratory distress syndrome were 0.925(95%CI:0.875-0.975).Multivariate Logistic stepwise regression analysis showed that serum CYR61(OR=3.050,95%CI:1.738-5.352),H-FABP(OR=3.773,95%CI:1.845-7.717),C-reactive protein(OR=2.349,95%CI:1.584-3.483)and oxygenation index(OR=1.944,95%CI:1.444-2.619)were risk factors for neonatal acute respiratory distress syndrome(P<0.05).Conclusion Ser-um CYR61 and H-FABP are both elevated in neonatal acute respiratory distress syndrome,and are closely re-lated to the severity of the disease,which are expected to be effective biological indexes for early diagnosis of neonatal acute respiratory distress syndrome.
10.Plasma microRNA-15a/16-1-based machine learning for early detection of hepatitis B virus-related hepatocellular carcinoma
Wei HUAN ; Luo SONGHAO ; Bi YANHUA ; Liao CHUNHONG ; Lian YIFAN ; Zhang JIAJUN ; Huang YUEHUA
Liver Research 2024;8(2):105-117
Background and aims:Hepatocellular carcinoma(HCC),which is prevalent worldwide and has a high mortality rate,needs to be effectively diagnosed.We aimed to evaluate the significance of plasma microRNA-15a/16-1(miR-15a/16)as a biomarker of hepatitis B virus-related HCC(HBV-HCC)using the machine learning model.This study was the first large-scale investigation of these two miRNAs in HCC plasma samples. Methods:Using quantitative polymerase chain reaction,we measured the plasma miR-15a/16 levels in a total of 766 participants,including 74 healthy controls,335 with chronic hepatitis B(CHB),47 with compensated liver cirrhosis,and 310 with HBV-HCC.The diagnostic performance of miR-15a/16 was examined using a machine learning model and compared with that of alpha-fetoprotein(AFP).Lastly,to validate the diagnostic efficiency of miR-15a/16,we performed pseudotemporal sorting of the samples to simulate progression from CHB to HCC. Results:Plasma miR-15a/16 was significantly decreased in HCC than in all control groups(P<0.05 for all).In the training cohort,the area under the receiver operating characteristic curve(AUC),sensitivity,and average precision(AP)for the detection of HCC were higher for miR-15a(AUC=0.80,67.3%,AP=0.80)and miR-16(AUC=0.83,79.0%,AP=0.83)than for AFP(AUC=0.74,61.7%,AP=0.72).Combining miR-15a/16 with AFP increased the AUC to 0.86(sensitivity 85.9%)and the AP to 0.85 and was significantly superior to the other markers in this study(P<0.05 for all),as further demonstrated by the detection error tradeoff curves.Moreover,miR-15a/16 impressively showed potent diagnostic power in early-stage,small-tumor,and AFP-negative HCC.A validation cohort confirmed these results.Lastly,the simulated follow-up of patients further validated the diagnostic efficiency of miR-15a/16. Conclusions:We developed and validated a plasma miR-15a/16-based machine learning model,which exhibited better diagnostic performance for the early diagnosis of HCC compared to that of AFP.

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