Alzheimer's disease (AD) classification models usually segment the entire brain image into voxel blocks and assign them labels consistent with the entire image, but not every voxel block is closely related to the disease. To this end, an AD auxiliary diagnosis framework based on weakly supervised multi-instance learning (MIL) and multi-scale feature fusion is proposed, and the framework is designed from three aspects: within the voxel block, between voxel blocks, and high-confidence voxel blocks. First, a three-dimensional convolutional neural network was used to extract deep features within the voxel block; then the spatial correlation information between voxel blocks was captured through position encoding and attention mechanism; finally, high-confidence voxel blocks were selected and combined with multi-scale information fusion strategy to integrate key features for classification decision. The performance of the model was evaluated on the Alzheimer's Disease Neuroimaging Initiative (ADNI) and Open Access Series of Imaging Studies (OASIS) datasets. Experimental results showed that the proposed framework improved ACC and AUC by 3% and 4% on average compared with other mainstream frameworks in the two tasks of AD classification and mild cognitive impairment conversion classification, and could find the key voxel blocks that trigger the disease, providing an effective basis for AD auxiliary diagnosis.
Alzheimer Disease/diagnosis* ; Humans ; Neuroimaging/methods* ; Neural Networks, Computer ; Brain/diagnostic imaging* ; Magnetic Resonance Imaging ; Deep Learning ; Machine Learning

OBJECTIVE: To retrospectively analyze the genetic differences of thalassemia gene mutations among ethnic groups in Hechi, Guangxi. METHODS: A total of 15 595 whole blood samples of residents of Hechi from January 1, 2020 to June 30, 2023 were screened for thalassemia, and the Gap-PCR method and RDB-PCR method were used to perform genetic testing on the positive samples. Gene sequencing was performed on the samples with positive screening results but negative genotyping results. RESULTS: Among the 15 595 samples, 10 501 cases were screened positively, and 8 506 cases were thalassemia gene carriers among the positive samples, with a positive coincidence rate of 81.00%. Among them, there were 5 374 cases of α-thalassemia, 2 531 cases of β-thalassemia, and 601 cases of α+β compound thalassemia. A total of 13 mutant types were detected in α-thalassemia, including --^SEA (48.57%), -α ^3.7 (31.31%), α ^CS (8.57%) and -α ^4.2 (8.07%). A total of 17 mutant types were detected in β-thalassemia, mainly CD17 (48.27%) and CD41-42 (41.24%). The thalassemia gene carriers were mainly from the Zhuang (6 106 cases), Han (969 cases), Yao (793 cases), Mulam (275 cases), and Maonan (228 cases) ethnic groups. The comparison of constituent ratios within the above five ethnic groups demonstrated that there were differences in the proportions of -- ^SEA, -α ^3.7, α ^CS , and -α ^4.2 among the Zhuang, Han, and Yao ethnic groups (P < 0.005). The proportion of α ^CS in the Mulam ethnic group was not significantly different from -α ^3.7 and -α ^4.2. The proportions of -- ^SEA, -α^3.7, and α ^CS in the Maonan ethnic group were not significantly different. There were no significant differences in the proportion of CD17 and CD41-42 among the Han, Yao, Mulam and Maonan ethnic groups. The proportion of --^SEA was the highest in the Mulam ethnic group (56.68%), which was statistically different from 35.92% in the Maonan ethnic group. The proportion of -α ^3.7 was the highest in the Zhuang ethnic group (33.25%), and the difference was statistically significant compared to the Mulam ethnic group which had the lowest proportion (18.72%). The proportion of α ^CS was the highest in the Maonan ethnic group (27.46%), and the differences were statistically significant compared with other ethnic groups. The proportions of CD17 in the Zhuang and Maonan ethnic groups (50.79%, 55.68%) were higher than those in the Han (39.12%), Yao (39.63%) and Mulam (30.00%), and the differences were statistically significant. There was no significant difference in the proportion of CD41-42 among the above five ethnic groups. CONCLUSIONS The mutation type and distribution differences of genes causing thalassemia among main ethnic groups in the minority inhabited areas of Hechi, Guangxi, show the characteristics of ethnic differentiation. The result is helpful to develop a special prevention and control plan for thalassemia in line with the population distribution characteristics, and provide reference for revealing the genetic background and geographical distribution of thalassemia in this area.
Humans ; China ; beta-Thalassemia/genetics* ; Ethnicity/genetics* ; alpha-Thalassemia/genetics* ; Mutation ; Genotype ; Retrospective Studies ; Asian People/genetics* ; Thalassemia/genetics* ; Male

The prelimbic cortex (PL) plays a critical role in processing both the sensory and affective components of pain. However, the underlying molecular mechanisms remain poorly understood. In this study, we observed a reduction in hyperpolarization-activated cation current (I_h) in layer V pyramidal neurons of the contralateral PL in a mouse model of spared nerve injury (SNI). The expression of hyperpolarization-activated cyclic nucleotide-gated 2 (HCN2) channels was also decreased in the contralateral PL. Conversely, microinjection of fisetin, a partial agonist of HCN2, produced both analgesic and anxiolytic effects. Additionally, we found that cyclin-dependent kinase 5 (CDK5) was activated in the contralateral PL, where it formed a complex with HCN2 and phosphorylated its C-terminus. Knockdown of CDK5 restored HCN2 expression and alleviated both pain hypersensitivity and anxiety-like behaviors. Collectively, these results indicate that CDK5-mediated dysfunction of HCN2 in the PL underlies nerve injury-induced mechanical hypersensitivity and anxiety.
Animals ; Hyperpolarization-Activated Cyclic Nucleotide-Gated Channels/metabolism* ; Hyperalgesia/metabolism* ; Cyclin-Dependent Kinase 5/metabolism* ; Neuralgia/metabolism* ; Male ; Anxiety/metabolism* ; Mice ; Potassium Channels/metabolism* ; Mice, Inbred C57BL ; Disease Models, Animal ; Pyramidal Cells/metabolism*

Objective:Osteosarcoma is the most common malignant bone tumor in children and adolescents,characterized by a high potential for proliferation and metastasis.Patients with osteosarcoma who have distant metastases generally have a poor prognosis.Challenges in treatment include incomplete resection of tumor and chemotherapy resistance,with no effective cure currently available.Recent studies suggest that β-1,4-N-acetyl-galactosaminyltransferase 1(B4GALNT1)plays a role in the progression of various malignant tumors.However,the function of B4GALNT1 in osteosarcoma cells has not been reported.This study aims to investigate the expression of B4GALNT1 in osteosarcoma tissues compared to normal tissues and to explore its effects on the proliferation,migration,and invasion of osteosarcoma cells,thereby providing new theoretical foundations and directions for the treatment of osteosarcoma patients. Methods:Tumor tissues and corresponding normal tissue samples were collected from 16 osteosarcoma patients who underwent tumor resection at the Second Xiangya Hospital of Central South University.The patients'ages ranged from 8 to 17 years(median age 12 years).The expression of B4GALNT1 mRNA in osteosarcoma tissues,corresponding normal tissues,3 osteosarcoma cell lines(MG63,Saos-2,and U2OS),and human fetal osteoblastic cells(hFOB)was detected using real-time reverse transcription PCR(real-time RT-PCR).The effects of B4GALNT1 knockdown on the proliferation of osteosarcoma cells Saos-2 and U2OS were analyzed using cell counting kit-8(CCK-8)assays and colony formation assays.The effects of B4GALNT1 knockdown on the migration and invasion abilities of Saos-2 and U2OS cells were evaluated using Transwell migration and invasion assays.Western blotting analysis was performed to assess the impact of B4GALNT1 knockdown on the expression of epithelial-mesenchymal transition(EMT)and invasion-related proteins in Saos-2 and U2OS cells. Results:Real-time RT-PCR results showed that B4GALNT1 mRNA expression levels were significantly higher in osteosarcoma tissues and the 3 osteosarcoma cell lines compared to normal tissues and hFOB cells(all P＜0.0 1).CCK-8 and colony formation assays indicated that B4GALNT1 knockdown significantly reduced the proliferation rate of osteosarcoma cells compared to the control group(all P＜0.05).Transwell migration and invasion assays demonstrated that B4GALNT1 knockdown significantly decreased the number of migrating and invading osteosarcoma cells(all P＜0.01).Western blotting analysis revealed that B4GALNT1 knockdown inhibited the expression of N-cadherin,Snail,Vimentin,and matrix metalloproteinase 9(MMP9)compared to the control group(all P＜0.01). Conclusion:B4GALNT1 is upregulated in osteosarcoma tissues and cell lines,and its knockdown suppresses the malignant phenotype of osteosarcoma cells.B4GALNT1 may function as an oncogene in the proliferation and metastasis of osteosarcoma cells.

Objective To investigate the effects of inhibiting KDM2A gene on the proliferation,invasion and migration of liver cancer cells and its possible regulatory mechanism.Methods Forty pairs of HCC tissues and their adjacent normal counterparts were collected from 2014 to 2017 in Tongji Hospital,Tongji Medical College Affiliated to Huazhong University of Science and Technology.Human liver cancer cell lines HepG2,Huh7,HCCLM3,MHCC-97H and normal liver cells LO2 were cultured in vitro.The mRNA and protein expression levels of KDM2A in HCC tissues and cells were detected by qRT-PCR and Western blotting.Huh7 cells were taken and set up as follows:(1)si-NC group(transfected with si-NC)and si-KDM2A group(transfected with si-KDM2A);(2)mimic-NC group(transfected with mimic-NC),miRNA-29a-3p mimic group(transfected with miRNA-29a-3p mimic),inhibitor-NC group(transfected with inhibitor-NC)and miRNA-29a-3p inhibitor group(transfected with miRNA-29a-3p inhibitor).The mRNA and protein expression levels of KDM2A were detected by qRT-PCR and Western blotting.The invasion and migration of cells were detected by Transwell,the proliferation of cells was detected by CCK-8 methods.The online databases TargetScan,miRDIP,miRWalk,Starbase and miRDB were used to predict the binding sites of KDM2A and miR-29a-3p.The KDM2A 3'-UTR(WT)or KDM2A 3'-UTR(MUT)report plasmid was co-transfected with NC-miRNA or miR-29a-3p mimics respectively for 48 h in 293T cells,and the luciferase activity was detected by the luciferase reporter gene detection system.Results Compared with adjacent normal counterparts,the relative mRNA and protein expression levels of KDM2A in HCC tissues increased significantly(P＜0.05).Compared with LO2,the relative mRNA and protein expression levels of KDM2A in HepG2,Huh7,HCCLM3 and MHCC-97H increased significantly(P＜0.05).Compared with si-NC group,the proliferation,invasion and migration of Huh7 cells in si-KDM2A group decreased significantly(P＜0.05 or P＜0.01).The analysis results of TargetScan,miRDIP,miRWalk,Starbase and miRDB showed that there were binding sites between KDM2A and miR-29a-3p.The results of the dual luciferase reporter assay showed that miR-29a-3p mimic significantly reduced KDM2A-MUT luciferase activity(P＜0.01).After overexpression of miRNA-29a-3p,the relative mRNA and protein expression levels of KDM2A were decreased(P＜0.01),the proliferation,invasion and migration abilities were decreased(P＜0.05)in Huh7 cells.After inhibiting the expression of miRNA-29a-3p,the relative mRNA and protein expression levels of KDM2A were increased(P＜0.05),the proliferation,invasion and migration abilities were enhanced(P＜0.05)in Huh7 cells.Conclusion Inhibiting the expression of KDM2A can reduce the proliferation and migration ability of Huh7 cells.miR-29a-3p may be the upstream regulator of KDM2A and participate in the occurrence and development of hepatocellular carcinoma.

Objective To investigate the effect of plasma microRNA(miR)-93-5p on ovarian granulosa cell proliferation in patients with polycystic ovary syndrome(PCOS)and its possible mechanism.Methods A total of 120 PCOS patients of childbearing period who were treated at Jiaozuo People's Hospital from January 2022 to January 2023 were selected as the PCOS group,and 18 healthy women of childbearing period who were physically examined at the same hospital during the same period were selected as the control group.The age,body weight and height of the subjects in the two groups were recorded,and the body mass index(BMI)was calculated.Fasting venous blood was collected from the subjects during the follicular phase of the natural menstrual cycle or the progesterone-induced withdrawal bleeding phase,and serum levels of luteinizing hormone(LH),follicle-stimulating hormone(FSH),total testosterone(TT),anti-Mullerian hormone(AMH),aspartate aminotransferase(AST),alanine aminotransferase(ALT),fasting insulin(FINS),and fasting blood glucose(FBG)were measured by using the electrochemical method;and the homeostasis model assessment of insulin resistance(HOMA-IR)was calculated.Quantitative real-time polymerase chain reaction(qRT-PCR)was used to detect the expression level of miR-93-5p in plasma of patients in the two groups.Human ovarian granulosa cells(KGN cells)in logarithmic growth phase were cultured in 6-well plates with 3 × 105 cells per well,and they were randomly divided into the miR-93-5p mimics group,LY294002+miR-93-5p group,AZD5363+miR-93-5p group,negative control(NC)group,and blank control group.The KGN cells in the miR-93-5p group were transfected with miR-93-5p mimics;the KGN cells in the LY294002+miR-93-5p group were transfected with miR-93-5p mimics and treated with 50 mmol·L-1 LY294002 one hour before transfection;the KGN cells in the AZD5363+miR-93-5p group were transfected with miR-93-5p mimics and treated with 50 μmol·L-1 AZD5363 one hour before transfection;the KGN cells in the NC group were transfected with the negative control plasmids;and the KGN cells in the blank control group were not treated at all.The expression of miR-93-5p in the KGN cells in each group was detected by qRT-PCR,and the proliferation of the KGN cells in each group was detected by cell counting kit-8.Results There was no significant differences in age,FSH,ALT,and AST levels of patients between the PCOS group and the blank control group(P＞0.05).The BMI,TT,AMH,LH,FINS,FBG,and HOMA-IR of patients in the PCOS group were significantly higher than those in the blank control group(P＜0.05).The relative expression of miR-93-5p in plasma of patients in the PCOS group was significantly higher than that in the blank control group(t=-5.549,P＜0.001).miR-93-5p was moderately positively correlated with TT,FINS and HOMA-IR(r=0.434,0.622,0.586;P＜0.001)and was mildly positively correlated with FBG and LH(r=0.398,0.398;P＜0.001).The receiver operating characteristic curve showed that the optimal cut-off value for plasma miR-93-5p in diagnosing PCOS was 1.380,the area under the curve was 0.906(95％confidence interval:0.839-0.973,P＜0.001),the sensitivity was 0.858,the specificity was 0.833,and the Youden index was 0.691.The relative expression of miR-93-5p in the KGN cells in the miR-93-5p mimics group,LY294002+miR-93-5p group and AZD5363+miR-93-5p group was significantly higher than that in the blank control group and NC group(P＜0.05).After 24,48 and 72 hours of culture,the proliferation of the KGN cells in the miR-93-5p mimics group,LY294002+miR-93-5p group and AZD5363+miR-93-5p group was significantly higher than that in the blank control group and the NC group(P＜0.05);the proliferation of the KGN cells in the LY294002+miR-93-5p group and AZD5363+miR-93-5p group was significantly lower than that in the miR-93-5p mimics group(P＜0.05).Conclusion miR-93-5p in plasma is overexpressed in PCOS patients,and it may be involved in the occurrence and development of PCOS by mediating the proliferation of ovarian granulosa cells through the phosphoinositide 3 kinase/protein kinase B signaling pathway.The miR-93-5p level in plasma has a certain diagnostic value for PCOS.

Objective To explore the expression level of microRNA(miR)-320a-3p in peripheral blood in patients with polycystic ovary syndrome(PCOS)and its possible mechanism for regulating PCOS.Methods A total of 149 PCOS patients admitted to the Jiaozuo People's Hospital from July 2021 to July 2022 were selected as the research subjects(PCOS group),and 18 healthy volunteers with a regular menstrual cycle(28-35 d),no clinical or biochemical manifestations of hyperandrogenism,and no polycystic ovary changes detected by ultrasonography were selected as the control group.Clinical data of the subjects in the two groups were collected and compared.The expression level of miR-320a-3p in plasma of subjects in the two groups was detected by using the real-time quantitative polymerase chain reaction.The correlation between plasma miR-320a-3p expression and clinical indexes was evaluated by using the Pearson partial correlation analysis.The predictive value of miR-320a-3p for PCOS was analyzed by using the receiver operating characteristic curve.The relationship between miR-320a-3p and androgen receptor was evaluated by using the dual luciferase reporter gene assay.Results There was no significant difference in age,hip circumference,follicle stimulating hormone(FSH),prolactin(PRL),and high-density lipoprotein cholesterol(HDL-C)between the two groups(P＞0.05).The body mass index,waist circumference,total testosterone(TT),anti-Miillerian hormone(AMH),luteinizing hormone(LH),fasting insulin(FINS),fasting blood glucose(FBG),2-hour postprandial blood glucose(2 h BG),homeostasis model assessment of insulin resistance(HOMA-IR),total cholesterol,triglycerides(TG),and low-density lipoprotein cholesterol(LDL-C)of patients in the PCOS group were significantly higher than those in the control group,while the level of estradiol(E2)was significantly lower than that in the control group(P＜0.05).The relative expression level of miR-320a-3p in plasma of patients in the PCOS group was significantly lower than that in the control group(P＜0.05).The expression level of miR-320a-3p was moderately negatively correlated with TT(r=-0.594,P＜0.05)and slightly negatively correlated with waist circumference,FINS,2 h BG,HOMA-IR,and LDL-C(r=-0.293,-0.208,-0.227,-0.208,-0.208;P＜0.05),and showed no significant correlation with hip circumference,AMH,FSH,E2,PRL,FBG,TG,and HDL-C(r=-0.079,0.020,-0.042,0.089,0.005,-0.141,-0.116,0.059;P＞0.05).The area under the curve of miR-320a-3p for predicting PCOS was 0.968(95％confidence interval:0.922-1.000,P＜0.05),with a cut-off value of 0.515,a sensitivity of 0.917,a specificity of 0.789,and a Jordon index of 0.706.miR-320a-3p negatively regulated androgen receptors.Conclusion miR-320a-3p is abnormally low expressed in peripheral blood of PCOS patients and may participate in the occurrence and development of PCOS by negatively regulating androgen receptors to increase TT levels.It has high predictive value for diagnosing PCOS.

Objective To compare the inhibitory effects of remimazolam and dexmedetomidine on cough during emergence from general anesthesia after thyroid surgery.Methods Patients with 111 cases of thyroid surgery were randomly divided into 3 groups,37 in each group.Group A was given a bolus of 0.1 mg·kg-1 and 0.05 mg·kg-1·h-1 remimazolam intravenous infusion until extubation,group B was given 0.5 μg·kg-1 of the dexmedetomidine over 10 minutes,and group C was given same dose of normal saline.The incidence of cough during emergence from general anesthesia,the moderate and severe cough,the recovery time and extubation time,the Ramsay Sedation Scale(RSS)score,and the heart rate(HR),and mean arterial pressure(MAP)at different time points before and after intervention and before and after extubation were recorded and compared.Results There were significant differences in the incidence of coughing among group A,B and C(37.84％vs.67.57％vs.91.89％,adjusted P＜0.016 7,respectively).The incidence of moderate and severe cough was also lower in group A than in group B and C(8.11％vs.35.14％vs.67.57％,adjusted P＜0.001).The recovery time and extubation time were longer in group B than those of group A and C(adjusted P＜0.001).The RSS scores at the time of extubation and after extubation were higher in group B than in group A and C(adjusted P=0.002 and P=0.007,respectively).After intervention,compared with group C,the HR of group A and B decreased to different degree,and different drugs interacted with time,and the HR of group B patients decreased to a greater extent.Conclusion Remimazolam suppresses the occurrence and reduces the severity coughing during emergence from general anesthesia,and reduce the severity in patients treated with thyroid surgeries.Compared with dexmedetomidine,remimazolam did not prolong recovery time and extubation time,remaining more stable haemodynamics.

Objective:To investigate the effects of multidisciplinary small-class teaching on expertise and skill acquisition and learning experience in standardized residency training in general surgery.Methods:Sixty residents of grade 2021 rotating in general surgery from January to August 2023 were divided into multidisciplinary teaching group ( n=30) and traditional teaching group ( n=30, to receive tradition one-on-one teaching). All the residents underwent a theoretical examination and Mini-Clinical Evaluation Exercise (Mini-CEX) skill assessment before admission, and the scores were compared between the two groups. At the end of training, the two groups were compared in terms of theoretical and Mini-CEX skill assessment scores and the degree of satisfaction with teaching. Statistical analysis was conducted using SPSS 26.0. Results:There were no significant differences in the theoretical assessment and Mini-CEX skill assessment scores before admission between the two groups ( P>0.05). At the end of training, the multidisciplinary teaching group had a significantly higher theoretical examination score [(88.15±3.45) vs. (72.25±4.36), P<0.05] and a significantly higher Mini-CEX score [(86.35±2.24) vs. (76.28±3.92), P<0.05] compared with the traditional teaching group. According to the survey, the residents in the multidisciplinary teaching group were more satisfied with teaching and more likely to recognize the teaching effects. Conclusions:Multidisciplinary small-class teaching can help improve the quality of standardized general surgery residency training on gastrointestinal tumor treatment, which is a highly accepted and effective attempt at standardized residency training.

Aim To establish limited sampling strategy to esti-mate area under the drug concentration versus time curve(AUC0-t)of lymphoma patients treated with autologous stem cell transplantation(ASCT)who had busulfan intravenous infu-sion.Methods Twelve lymphoma patients treated with ASCT received a conditioning regimen containing busulfan 105 mg·m-2,Ⅳ infusion for 3 h.Blood samples were obtained 1 h after the start of the first dose of the busulfan infusion,at 5 min,1 h,2 h,4 h,6 h and 18 h after the end of the drug administration.LC-MS/MS was used to determine the busulfan serum concentra-tion.After obtaining the clinical pharmacokinetic parameters of busulfan by traditional pharmacokinetic method,multiple linear stepwise regression analysis was used to establish the AUC0-t es-timation model of busulfan based on limited sampling method.The model was further verified by Jackknife and Bootstrap meth-od.Bland-Altman plots were used to evaluate the consistency between the limited sampling method and the classical pharma-cokinetic method.Results The multiple linear regression equa-tion analysis of C60min,C180min and C300min was obtained by the limited sampling method.The regression equation was AUC0-t=295.003C60min+233.050C180min+273.163C300min-1202.713,r2=0.995,MPE=-0.87％,RMSE=2.40％.Conclusion The limited sampling model with three-point estimation can be used to estimate the AUC0-t of busulfan exposure in lymphoma patients with ASCT to provide reference for clinical application of busulfan.