1.Research on BP Neural Network Method for Identifying Cell Suspension Concentration Based on GHz Electrochemical Impedance Spectroscopy
An ZHANG ; A-Long TAO ; Qi-Hang RAN ; Xia-Yi LIU ; Zhi-Long WANG ; Bo SUN ; Jia-Feng YAO ; Tong ZHAO
Progress in Biochemistry and Biophysics 2025;52(5):1302-1312
ObjectiveThe rapid advancement of bioanalytical technologies has heightened the demand for high-throughput, label-free, and real-time cellular analysis. Electrochemical impedance spectroscopy (EIS) operating in the GHz frequency range (GHz-EIS) has emerged as a promising tool for characterizing cell suspensions due to its ability to rapidly and non-invasively capture the dielectric properties of cells and their microenvironment. Although GHz-EIS enables rapid and label-free detection of cell suspensions, significant challenges remain in interpreting GHz impedance data for complex samples, limiting the broader application of this technique in cellular research. To address these challenges, this study presents a novel method that integrates GHz-EIS with deep learning algorithms, aiming to improve the precision of cell suspension concentration identification and quantification. This method provides a more efficient and accurate solution for the analysis of GHz impedance data. MethodsThe proposed method comprises two key components: dielectric property dataset construction and backpropagation (BP) neural network modeling. Yeast cell suspensions at varying concentrations were prepared and separately introduced into a coaxial sensor for impedance measurement. The dielectric properties of these suspensions were extracted using a GHz-EIS dielectric property extraction method applied to the measured impedance data. A dielectric properties dataset incorporating concentration labels was subsequently established and divided into training and testing subsets. A BP neural network model employing specific activation functions (ReLU and Leaky ReLU) was then designed. The model was trained and tested using the constructed dataset, and optimal model parameters were obtained through this process. This BP neural network enables automated extraction and analytical processing of dielectric properties, facilitating precise recognition of cell suspension concentrations through data-driven training. ResultsThrough comparative analysis with conventional centrifugal methods, the recognized concentration values of cell suspensions showed high consistency, with relative errors consistently below 5%. Notably, high-concentration samples exhibited even smaller deviations, further validating the precision and reliability of the proposed methodology. To benchmark the recognition performance against different algorithms, two typical approaches—support vector machines (SVM) and K-nearest neighbor (KNN)—were selected for comparison. The proposed method demonstrated superior performance in quantifying cell concentrations. Specifically, the BP neural network achieved a mean absolute percentage error (MAPE) of 2.06% and an R² value of 0.997 across the entire concentration range, demonstrating both high predictive accuracy and excellent model fit. ConclusionThis study demonstrates that the proposed method enables accurate and rapid determination of unknown sample concentrations. By combining GHz-EIS with BP neural network algorithms, efficient identification of cell concentrations is achieved, laying the foundation for the development of a convenient online cell analysis platform and showing significant application prospects. Compared to typical recognition approaches, the proposed method exhibits superior capabilities in recognizing cell suspension concentrations. Furthermore, this methodology not only accelerates research in cell biology and precision medicine but also paves the way for future EIS biosensors capable of intelligent, adaptive analysis in dynamic biological research.
2.Compatibility and comfort assessment of school desks and chairs in three cities in China
Chinese Journal of School Health 2025;46(3):321-324
Objective:
To understand the subjective and objective comfort evaluations of students from different age groups on desks and chairs, so as to provide reference for standardized allocation and use of desks and chairs.
Methods:
From January to April 2024, a total of 2 446 students were selected from 26 schools in 13 districts (counties/cities) in Shanghai, Tianjin, and Wuxi from Jiangsu Province by using cluster random method, including students in kindergartens, primary schools, junior high schools,senior high schools, colleges and universities. Standardized procedures were used to measure the height and weight of participants, and the matching desks and chairs models were selected according to the height. The subjective comfort of students on matching desks and chairs was investigated, and their objective comfort was evaluated by using a self designed questionnaire. The χ 2 test was used to analyze the differences of subjective perception and objective evaluation in comfort between different types of desks and chairs.
Results:
About 84.1% of the students subjectively thought that large desks and small chairs were very comfortable or relatively comfortable, followed by large desks and chairs (75.7%), and the proportion of small desks and chairs was the lowest among the three types (46.2%), and the difference was statistically significant ( χ 2=722.46, P <0.01). The reporting rates of primary school, junior high school and senior high school students who subjectively considered large desks and chairs to be very comfortable/relatively comfortable were higher than that of other types of desks and chairs, and the differences were statistically significant ( χ 2=297.49, 252.82, 343.67, P <0.01). However, there was no significant difference in the subjective comfort evaluation of different types of desks and chairs among kindergarten children ( χ 2=3.21, P >0.05), and 66.3% of the students in colleges and universities felt very comfortable/relatively comfortable when they used the matching standard desks and chairs. The objective evaluation results of the comfort for the three types of desks and chairs were consistent with the subjective evaluation, but the proportions of the objective evaluation as very comfortable/relatively comfortable were higher than that of the subjective evaluation ( χ 2=20.76- 813.47, P <0.01).
Conclusions
Large desks and chairs, as well as large desks with small chairs are perceived comfortable, while small desks and chairs are perceived less comfortable. It is recommended to match the large desks and chairs or large desks and small chairs that are suitable for them according to the "standard", to promote physical and mental health of students.
3.Effects of Cldn14 gene knockout on the formation of calcium oxalate stones in rats and its mechanism
Peiyue LUO ; Liying ZHENG ; Tao CHEN ; Jun ZOU ; Wei LI ; Qi CHEN ; Le CHENG ; Lifeng GAN ; Fangtao ZHANG ; Biao QIAN
Journal of Modern Urology 2025;30(2):168-173
Objective: To explore the effects of Cldn14 gene knockout on renal metabolism and stone formation in rats,so as to provide reference for research in the field of urinary calium metabolism and stone formation. Methods: Cldn14 gene knockout homozygous rats and wild-type rats of the same age were randomly divided into 4 groups:wild-type control (WC) group,wild-type ethylene glycol (WE) group,gene knockout control (KC) group and gene knockout ethylene glycol (KE) group,with 10 rats in each group.The WE and KE groups were induced with ethylene glycol + ammonium chloride to form kidney stones,while the WC and KC groups received normal saline gavage.After 4 weeks of standard maintenance feeding,the urine samples were collected to detect the venous blood.The kidneys were collected for HE,Pizzolatto's staining and transmission electron microscopy.The protein in renal tissues was extracted to detect the expressions of Claudin16 and Claudin19. Results: Crystal deposition was observed in the renal tubular lumen of the WE and the KE groups,and more crystals were detected in the KE group.The WE group had a large number of intracytoplasmic black crystalline inclusions observed in renal tubular epithelial cells under transmission electron microscope,followed by the KE and KC groups.Compared with WC and WE groups,KC and KE groups had significantly decreased serum calcium and magnesium levels but significantly increased urinary calcium level.In addition,the urinary calcium level was higher in the WE group than in the WC group and higher in the KE group than in the KC group.The KE group had lower level of Claudin16,but there was no significant difference in the level of Claudin19 among the 4 groups(P>0.05). Conclusion: Knockout of Cldn14 gene alone cannot effectively reduce urinary calcium excretion or reduce the risk of stone formation in rats,which may be related to the decrease of Claudin16 level.
4.Tenecteplase versus alteplase in treatment of acute ST-segment elevation myocardial infarction: A randomized non-inferiority trial
Xingshan ZHAO ; Yidan ZHU ; Zheng ZHANG ; Guizhou TAO ; Haiyan XU ; Guanchang CHENG ; Wen GAO ; Liping MA ; Liping QI ; Xiaoyan YAN ; Haibo WANG ; Qingde XIA ; Yuwang YANG ; Wanke LI ; Juwen RONG ; Limei WANG ; Yutian DING ; Qiang GUO ; Wanjun DANG ; Chen YAO ; Qin YANG ; Runlin GAO ; Yangfeng WU ; Shubin QIAO
Chinese Medical Journal 2024;137(3):312-319
Background::A phase II trial on recombinant human tenecteplase tissue-type plasminogen activator (rhTNK-tPA) has previously shown its preliminary efficacy in ST elevation myocardial infarction (STEMI) patients. This study was designed as a pivotal postmarketing trial to compare its efficacy and safety with rrecombinant human tissue-type plasminogen activator alteplase (rt-PA) in Chinese patients with STEMI.Methods::In this multicenter, randomized, open-label, non-inferiority trial, patients with acute STEMI were randomly assigned (1:1) to receive an intravenous bolus of 16 mg rhTNK-tPA or an intravenous bolus of 8 mg rt-PA followed by an infusion of 42 mg in 90 min. The primary endpoint was recanalization defined by thrombolysis in myocardial infarction (TIMI) flow grade 2 or 3. The secondary endpoint was clinically justified recanalization. Other endpoints included 30-day major adverse cardiovascular and cerebrovascular events (MACCEs) and safety endpoints.Results::From July 2016 to September 2019, 767 eligible patients were randomly assigned to receive rhTNK-tPA ( n = 384) or rt-PA ( n = 383). Among them, 369 patients had coronary angiography data on TIMI flow, and 711 patients had data on clinically justified recanalization. Both used a –15% difference as the non-inferiority efficacy margin. In comparison to rt-PA, both the proportion of patients with TIMI grade 2 or 3 flow (78.3% [148/189] vs. 81.7% [147/180]; differences: –3.4%; 95% confidence interval [CI]: –11.5%, 4.8%) and clinically justified recanalization (85.4% [305/357] vs. 85.9% [304/354]; difference: –0.5%; 95% CI: –5.6%, 4.7%) in the rhTNK-tPA group were non-inferior. The occurrence of 30-day MACCEs (10.2% [39/384] vs. 11.0% [42/383]; hazard ratio: 0.96; 95% CI: 0.61, 1.50) did not differ significantly between groups. No safety outcomes significantly differed between groups. Conclusion::rhTNK-tPA was non-inferior to rt-PA in the effect of improving recanalization of the infarct-related artery, a validated surrogate of clinical outcomes, among Chinese patients with acute STEMI.Trial registration::www.ClinicalTrials.gov (No. NCT02835534).
5.Clinical outcomes and bone resection analysis of unilateral double-channel endoscopic technique in treating lumbar disc herniation
Qing-Yun XIN ; Wen-Zheng LI ; Jun-Jian HAN ; Qi-Tao LIU ; Chao FENG ; Xiu-Sheng GUO ; Jie WEI ; Jie-Fu SONG ; De-An QIN ; Deng-Jun ZHANG
China Journal of Orthopaedics and Traumatology 2024;37(3):222-227
Objective To explore clinical outcomes and bone resection of interlaminar fenestration decompression and u-nilateral biportal endoscopic(UBE)technique in treating lumbar disc herniation(LDH).Methods A retrospective study was performed on 105 patients with single-level LDH treated from December 2019 to December 2021.Fifty-four patients in UBE group,including 32 males and 22 females,aged from 18 to 50 years old with an average of(38.7±9.3)years old,were treated with UBE,29 patients withL4.5and 25 patients with L5S1.There were 51 patients in small fenestration group,including 27 males and 24 females,aged from 18 to 50 years old with an average of(39.9±10.0)years old,were treated with small fenestra-tion,25 patients with L4.5 and 26 patients with L5S1.Perioperative indexes,such as operation time,postoperative time of getting out of bed and hospital stay were observed and compared between two groups.Visual analogue scale(VAS)and Oswestry dis-ability index(ODI)were compared between two groups before operation and 1,3,6 and 12 months after operation,respective-ly;and modified MacNab evaluation criteria was used to evaluate clinical efficacy.Amount of bone resection and retention rate of inferior articular process laminoid complex were compared between two groups.Results All 105 patients were successfully completed operation.Both of two groups were followed up from 6 to 12 months with an average of(10.69±2.49)months.Oper-ation time,postoperative time of getting out of bed and hospital stay were(58.20±5.54)min,(2.40±0.57)dand(3.80±0.61)d in UBE group,and(62.90±7.14)min,(4.40±0.64)d and(4.40±0.64)d in small fenestrum group,respectively;and had sta-tistically difference between two groups(P<0.05).Postoperative VAS of low back and leg pain and ODI in both groups were significantly lower than those before surgery(P<0.05).VAS of lumbar pain in UBE group(1.37±0.49)score was lower than that of small fenestration group(2.45±0.64)score,and had statistically difference(t=9.745,P<0.05).Postoperative ODI in UBE group at 1 and 3 months were(28.54±3.31)%and(22.87±3.23)%,respectively,which were lower than those in small fenestra group(36.31±9.08)%and(29.90±8.36)%,and the difference was statistically significant(P<0.05).There were no significant difference in VAS and ODI between two groups at other time points(P>0.05).According to the modified MacNab evaluation criteria at the latest follow-up,49 patients got excellent result,3 good,and 2 fair in UBE group.In small fenestration group,35 patients got excellent,12 good,and 4 fair.In UBE group,amount of bone resection on L4,5 segment was(0.45±0.08)cm3 and(0.31±0.08)cm3 on the segment of L5S1.In small fenestration group,amount of bone resection on L4.5 segment was(0.57±0.07)cm3 and(0.49±0.04)cm3 on the segment of L5S1,and amount of bone resection of lower articular process laminar complex on the same segment in UBE group was less than that in small fenestration group(P<0.05).In UBE group,retention rate of laminoid complex on L4,5 segment was(0.73±0.04)and L5S1 segment was(0.83±0.03),whileL4,5segment was(0.68± 0.06)and L5S1 segment was(0.74±0.04)in small fenestration group,the lower articular process laminar complex retention rate in UBE group was higher than that in small fenestration group(P<0.05).Conclusion Both unilateral double-channel endoscopy and small fenestration of laminae could achieve good clinical results in treating LDH,but UBE has advantages of less trauma,higher eficiency,faster postoperative recovery and less damage to bone structure.
6.Study of the transcatheter closure of atrial septal defects in adults guided by echocardiography only
Guo-Jun YU ; Qi TANG ; Zheng LIU ; Tao ZHU ; Abudunaibi·Maimaitiaili ; Qiang HUO ; Wei-Min ZHANG
Chinese Journal of Interventional Cardiology 2024;32(9):496-500
Objective The aim of this study was to investigate the clinical outcome of transcatheter closure of adult's atrial septal defect(ASD)by femoral vein under the guidance of echocardiography.Methods A total of 116 adults diagnosed with ASD and scheduled for transcatheter closure surgery were included in this study.The participants consisted of 17 males and 99 females and were treated at the Department of Cardiac Surgery of The First Affiliated Hospital of Xinjiang Medical University between August 2021 and November 2023.The age of the patients was 18-73(39.7±11.5)years old.Among 116 patients,110 cases had central ASD,6 cases had patent foramen ovale.All patients had normal cardiac function and no other cardiac abnormalities were detected.All the operations were performed with ASD occlusion via the femoral vein under general anesthesia.ASD occlusion was guided by transesophageal or/and transthoracic echocardiography.Results Out of the total 116 cases included in the study,successful ASD occlusion was achieved in 114 cases with the guidance of echo-cardiography.However,in two cases,the procedure was unsuccessful.One patient,who had multiple atrial septal defects,experienced a significant residual shunt of 4 mm after transcatheter closure of ASD.The other patient,who had a large ASD and a small left atrium,also experienced a failed occlusion.In these two cases underwent repair of ASD under complete video-assisted thoracoscopic surgery.The procedural time was 15-40(17.4±5.6)min.The occluders diameter was 14-44(27.3±6.5)mm.No instances of peripheral vascular injury,occluder fall-off,occlusive displacement,obvious residual shunt,or other complications were observed in patients who underwent successful occlusion procedures during and after the operation.All patients were admitted to the general ward after successful extubation inside the operating room.The post-operative hospital stay was(2.1±0.9)days.Conclusions The transcatheter closure of ASD through femoral vein puncture,guided by echocardiography,is a safe and feasible procedure for adult patients.This minimally invasive approach poses no risk of radiation injury.
7.Wnt-mediated HDAC5 Regulation during Endothelial Differentiation of iPS Cells
Qi-Kai TANG ; Yu-Qing WANG ; Fei-Yu ZHANG ; Hao-Peng WU ; Wan-Yi ZHANG ; Tao LI
Chinese Journal of Biochemistry and Molecular Biology 2024;40(6):838-847
HDAC(histone deacetylase)is a class of epigenetic modifying enzymes that can deacetylate proteins by altering the acetylation status of histones in the nucleus,regulating promoter activation levels,and thereby affecting downstream gene expression.However,expression changes of HDACs during endo-thelial differentiation are still unclear.This study used a three-stage method to induce human induced pluripotent stem cells(hiPSCs)to differentiate into endothelial cells,and qRT-PCR was used to detect the expression changes of class I HDAC(HDAC1,2)and class Ⅱ HDAC(HDAC4,5)genes.It was found that HDAC5 exhibits significant expression changes during endothelial differentiation.It is downreg-ulated by 90%during the mesodermal differentiation stage(P<0.01),upregulated by 3.7-fold during the vascular precursor stage(P<0.01),and subsequently downregulated by 70%during the late stage of endothelial differentiation(P<0.01).Immunoblotting experiments further confirmed that HDAC5 under-goes periodic expression changes during endothelial differentiation.Mechanistic studies have shown that HDAC5 downregulation during the differentiation stage of the mesoderm is mediated by Wnt signaling.CHIR99021 treatment and overexpression of Wnt3a can activate the Wnt signaling pathway,leading to HDAC5 downregulation.Inhibiting the Wnt signaling pathway through IWP-2 promotes the recovery of HDAC5 expression.In addition,it was found that HDAC5 is mainly localized in the nucleus,and IWP-2 restores HDAC5 expression,but it remains in the cytoplasm.Further research suggests that downregu-lation of HDAC5 during mesodermal differentiation may contribute to the expression of the mesodermal marker BraT.Treatment with the HDAC inhibitor BML210 can promote early mesodermal differentiation,interfere with endothelial differentiation of vascular precursor cells,and enhance late-stage endothelial differentiation.In conclusion,HDAC5 displays a stage-specific expression during endothelial differentia-tion,and Wnt signaling activation is the main mechanism regulating the downregulation of HDAC5 during the mesoderm stage.
8.Perilla AP2 Gene Family PfWRI1 Promotes Oil Accumulation in Plant Seeds
Xiao-Yan FENG ; Qi-Feng WANG ; Ke-Xin YUE ; Fu-Peng HOU ; Hua-Xiang XU ; Jun-Xing LU ; Jian HU ; Tao ZHANG
Chinese Journal of Biochemistry and Molecular Biology 2024;40(8):1161-1172
AP2 transcription factors belong to the AP2/ERF superfamily and are involved in the regula-tion of various biological processes in plant growth and development,as well as in response to biotic and abiotic stresses.However,studies on the AP2 transcription factor family of Perilla frutescens have not been reported.In this study,totally 18 AP2 family members were identified from the Perilla frutescens ge-nome and analyzed for gene structure,conserved motifs,and cis-acting elements using bioinformatics.WRINKLED1(WRI1)is a key regulator of lipid biosynthesis in many plant species and plays an impor-tant role in the regulation of lipid synthesis.Sequence comparison revealed that one member of WRI1 is highly homologous to AtWRI1 and contains two conserved AP2 domains,named PfWRI1.The expression levels of PfAP2 family genes were analyzed in different tissues of Perilla frutescens and at different stages of seed development in conjunction with the transcriptome data,and the results showed that PfWRI1 is highly expressed only in the seeds of Perilla frutescens,suggesting that PfWRI1 may be related to the de-velopmental process of the seeds.The overexpression vector of plant pCAMBIA1303-PfWRI1 was con-structed,and wild-type(Col)and mutant(wri1-1)Arabidopsis thaliana were transformed by Agrobacte-rium tumefaciens to obtain overexpression and complementation lines,respectively.The results showed that the expression of P fWRI1 led to an increase in oil content of Arabidopsis seeds by 8.90%-13.57%compared with Col,and promoted the accumulation of oleic acid(C18:1)and linoleic acid(18:2)and reduced the accumulation of palmitic acid(C16:0),arachidonic acid(C20:0),and cis-11-Eicosenoic acid(C20:1)in transgenic Arabidopsis seeds.In addition,PfWRI1 gene expression increased the ex-pression of glycolysis and fatty acid biosynthesis-related genes AtPKP-α,AtPKP-β1,AtBCCP2,AtSUS2,and AtLIP1.Taken together,PfWRI1 may promote lipid accumulation by increasing unsaturated fatty acid content through interaction with the above genes.
9.Functional Studies on the Regulation of Flowering by PfFT3,a Member of the Perilla PEBP Gene Family
Qi-Feng WANG ; Xiao-Yan FENG ; Hui LI ; Fu-Peng HOU ; Xi GUO ; Jun-Xing LU ; Jian HU ; Tao ZHANG
Chinese Journal of Biochemistry and Molecular Biology 2024;40(8):1173-1184
Perilla frutescens,a short-day plant,is rich in biologically active substances and nutrients.Current research on Perilla frutescens focuses on agronomic traits such as yield and fatty acid accumula-tion,with limited exploration of the flowering process and floral organ development.The molecular regu-latory mechanisms underlying these aspects remain unclear.FLOWERING LOUC T(FT)is a florigen in Arabidopsis,plays critical roles in floral transition.PfFT3 is unannotated by genome but annotated by transcriptomics data to the FT-like subfamily.Its function in controlling flowering is yet to be explored.Here subcellular localization analysis showed that PfFT3 is localized in the nucleus and cytoplasm.The plant over-expression vector pCAMBIAI1303-PfFT3 was constructed and transformed into wild-type(Col-0)and mutant fd-2,fd-3,and ft-10 plants by agrobacterium-mediated inflorescence infiltration as a means of obtaining genetically stable and pure overexpression and backfill transgenic lines in Arabidopsis,respectively.Analysis of the results showed that overexpression of PfFT3 significantly promoted early flowering in Arabidopsis and rescued the late-flowering phenotype of the mutants fd-2,fd-3,and ft-10,and that expression of the exogenous PfFT3 promoted the expression of the downstream endogenous flow-ering genes AtSOC1,AtAP1,AtFUL,and AtLFY.This study demonstrates the positive role of PfFT3 in promoting flowering,providing a foundation for further investigation of PfPEBP function and advancing the breeding of early-flowering Perilla frrutescens cultivars.
10.Serological Characteristics and Clinical Significance of Irregular Antibodies in Pregnant Women
Tao ZHANG ; Gui-Lin YANG ; Hong-Peng ZHANG ; Ying-Ying WU ; Sheng-Lan LI ; Kuai WAN ; Hai-Feng QI ; Chun-Li LI
Journal of Experimental Hematology 2024;32(1):231-236
Objective:To understand the serological characteristics of irregular antibodies in pregnant women and explore their clinical significance.Methods:From January 2017 to March 2022,151 471 pregnant women in Women and Children's Hospital of Chongqing Medical University were enrolled in this study,microcolumn gel card test was used for irregular antibody screening,and antibody specificity identification was further performed in some antibody-positive subjects.Results:The positive rate of irregular antibody screening in the enrolled pregnant women was 0.91%(1 375/151 471),0.23%(355/151 471)was detected in the first trimester,0.05%(71/151 471)in the second trimester,and 0.63%(949/151 471)in the third trimester.The positive rate of irregular antibody screening in the third trimester was significantly higher than that in the first and second trimester,and a significant increase in the number of positive cases was found in the third trimester than that in the second trimester.The analysis of agglutination intensity of 1 375 irregular antibody screening positive results showed that the weakly positive agglutination intensity accounted for 50.11%(689/1 375),which was the highest,the suspicious positive was 18.69%(257/1 375),and the positive was 31.20%(429/1 375).The significant difference in distribution of agglutination intensity was not observed between the first trimester group and the second trimester group,however,in the third trimester,the proportion of suspicious positive and weakly positive was lower than the first trimester,while,the proportion of positive was higher than the first trimester,and the difference was statistically significant(P<0.001).Among the irregular antibody screening positive pregnant women,the proportion of pregnant women with pregnancy number ≥ 2 was significantly higher than that with pregnancy≤1.Among 60 pregnant women who underwent antibody identification,the distributions of the antibodies were as follows:Rh blood group system accounted for 23.33%(14/60),Lewis system 43.33%(26/60),Kidd system 3.33%(2/60),MNS system 16.67%(10/60),P1PK system 1.67%(1/60),autoantibodies 1.67%(1/60),and 4 cases was unable to identify(6.67%,4/60).Among specific antibodies,the anti-Lea was the most common(30.00%),followed by anti-E(16.67%)and anti-M(16.67%).Conclusion:The differences of irregular antibody serological characteristics exist in pregnant women from different regions with different genetic backgrounds,understanding the characteristics of irregular antibody in local pregnant women is of great significance for ensuring transfusion safety in pregnant women and preventing hemolytic disease of newborn.


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