1.Classification of Alzheimer's disease based on multi-example learning and multi-scale feature fusion.
An ZENG ; Zhifu SHUAI ; Dan PAN ; Jinzhi LIN
Journal of Biomedical Engineering 2025;42(1):132-139
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*
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Humans
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Neuroimaging/methods*
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Neural Networks, Computer
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Brain/diagnostic imaging*
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Magnetic Resonance Imaging
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Deep Learning
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Machine Learning
2.CDK5-Induced HCN2 Channel Dysfunction in the Prelimbic Cortex Drives Allodynia and Anxiety-Like Behaviors in Neuropathic Pain.
Lu CHEN ; Shuai CAO ; Yun-Ze LIU ; Qi-Fan YANG ; Jin-Yu YANG ; Dan-Yang ZHANG ; Guo-Guang XIE ; Xiang-Sha YIN ; Ying ZHANG ; Yun WANG
Neuroscience Bulletin 2025;41(12):2254-2271
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 (Ih) 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
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Hyperpolarization-Activated Cyclic Nucleotide-Gated Channels/metabolism*
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Hyperalgesia/metabolism*
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Cyclin-Dependent Kinase 5/metabolism*
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Neuralgia/metabolism*
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Male
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Anxiety/metabolism*
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Mice
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Potassium Channels/metabolism*
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Mice, Inbred C57BL
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Disease Models, Animal
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Pyramidal Cells/metabolism*
3.Mechanism of long noncoding RNA RP11-97C16.1 regulating the proliferation of bladder cancer cells
Jinlun FU ; Zhihua YE ; Dan PAN ; Shuai LUO ; Geng HUANG
International Journal of Surgery 2025;52(2):93-98
Objective:To observe the expression level of long noncoding RNA RP11-97C16.1 in bladder cancer tissues and its relationship with the survival time of bladder cancer patients, and to explore the role and potential molecular mechanism of RP11-97C16.1 in the proliferation of bladder cancer cells.Methods:The expression difference of RP11-97C16.1 in bladder cancer tissue and adjacent tissue was analyzed by TCGA database, and the relationship between the expression level of RP11-97C16.1 and the survival time of bladder cancer patients was analyzed by GEPIA database. The expression of RP11-97C16.1 in four bladder cancer cell lines (T24, MGH-U3, J82, UM-UC-3) was detected by real-time fluorescence quantitative polymerase chain reaction (RT-qPCR). The UM-UC-3 cells were divided into RP11-97C16.1 group and control group, and the transfectants were pcDNA-RP11-97C16.1 plasmid and negative control plasmid, respectively. The expression levels of RP11-97C16.1 and miR-3687 were detected by RT-qPCR. The viability and proliferation ability of UM-UC-3 cells were detected by cell counting kit-8 (CCK8) and colony formation assay. The complementary relationship between RP11-97C16.1 and miR-3687 was verified by dual-luciferase reporter gene assay. The expression levels of Cyclin E2, CDK2, CDK4, CDK6 and Cyclin D2 were detected by Western blotting. Measurement data were expressed as mean ± standard deviation ( ± s), independent sample t-test was used for comparison between two groups, and one-way analysis of variance was used for comparison between multiple groups. Results:Compared with adjacent tissues, the expression of RP11-97C16.1 in bladder cancer tissues was significantly decreased ( P<0.01). Compared with patients with lower expression of RP11-97C16.1, patients with higher expression of RP11-97C16.1 had longer overall survival time ( P<0.01). Compared with the SV-HUC-1 cell line, the expression of RP11-97C16.1 was significantly decreased in the four bladder cancer cell lines ( P<0.01). In UM-UC-3 cells in which RP11-97C16.1 was upregulated, the expression of miR-3687 was decreased ( P<0.01). Compared with the control group, up-regulation of RP11-97C16.1 could significantly reduce the proliferation ability of UM-UC-3 cells ( P<0.05), and decrease the number of bladder cancer cell colonies ( P<0.01). RP11-97C16.1 could target and bind miR-3687 ( P<0.01). Compared with the control group, overexpression of RP11-97C16.1 could significantly decreased the expression of Cyclin E2, CDK2, CDK4, CDK6, and Cyclin D2 proteins. Conclusions:The expression of RP11-97C16.1 is low in bladder cancer tissue, and patients with higher expression of RP11-97C16.1 have a longer survival time. Up-regulation of RP11-97C16.1 can down-regulate the expression of miR-3687, thereby inhibiting the proliferation of bladder cancer cells UM-UC-3.
4.Effect and mechanism of retinoic acid-related orphan receptor alpha on cognitive impairment of mice induced by chronic alcohol use
Lina LIU ; Shuai LIU ; Dan WANG ; Zijun WANG ; Yanzhong BAI ; Zhong ZHANG ; Chuansheng WANG ; Ruiling ZHANG ; Yanjie ZHANG
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(8):680-685
Objective:To explore the role of retinoic acid-related orphan receptor α (RORα) in cognitive impairment induced by chronic alcohol consumption in mice.Methods:(1)The SPF grade RORαflox/flox transgenic mice aged 8 weeks were generated, and 22 transgenic mice were evenly divided into two groups by the method of matching body mass, which were the control group (Con group) and the alcohol group (EtOH group), with 11 mice in each group.(2)Emx1-Cre transgenic mice were used to selectively knock out the RORα gene in the forebrain of RORαflox/flox transgenic mice, producing conditional knockout mice (cKO mice) with the genotype RORαflox/flox-Emx1-Cre+ /+. Fourteen cKO mice were further split into two groups by the method of matching body mass, which were the conditional knockout group (cKO group) and the conditional knockout + alcohol group (cKO + EtOH group), with 7 mice in each group. A chronic alcohol use cognitive impairment model was developed in the EtOH group and cKO + EtOH group through the two-bottle free-choice method, while the Con group and cKO group were given two bottles of water for the same period. Cognitive abilities of mice in all groups were evaluated using behavioral novel object recognition test and Y-maze test.RORα mRNA and protein expression levels in the hippocampus of the Con group and EtOH group were assessed by RT-qPCR and Western blot, respectively.The GraphPad Prism 9.0 software was used for data analysis.One-way ANOVA was used for the comparison of multiple groups and Tukey test was used for further pairwise comparisons.Results:(1) Comparison between Con group and EtOH group: the relative levels of ROR α protein (0.63±0.04) and mRNA (0.78±0.03) in the hippocampus of mice in the EtOH group were significantly lower than those in the Con group((1.00±0.06), (1.00±0.05), both P<0.05). The duration of the EtOH group in the Y maze was significantly lower than that of the Con group ((212.30±32.05) s, (129.30±21.50) s, P<0.05), and the new object recognition index of the EtOH group was lower than that of the Con group ((14.73±25.49)% vs (-15.55±27.88)%, P=0.08). (2)Comparison between Con group and cKO group: the frequency and duration of entering the Y maze of mice in the cKO group ((7.43±2.30) times, (124.10±13.95) s) were lower than those in the Con group ((14.90±3.65) times, (212.30±32.05) s, both P<0.05). There was no statistically significant difference in the new object recognition index between the cKO group and the Con group ( P>0.05). (3) Comparison between the cKO+ EtOH group and the cKO group: the frequency ((2.71±1.11)times) and duration ((161.70±17.95) s) of entering the new heteroarm of Y maze in the KO+ EtOH group were lower than those in the cKO group ((7.43±2.30) times, (124.10±13.95) s, both P<0.05), and there was no statistically significant difference in the new object recognition index ( P>0.05). (4) Comparison between the cKO+ EtOH group and the EtOH group: the frequency of entering new heteroarm of the Y maze in the cKO+ EtOH group ((2.71±1.11)times) was significantly lower than that in the EtOH group (12.18±4.49) ( P<0.05), while there was no statistically significant difference in other behavioral results between the two groups ( P>0.05). Conclusion:Chronic alcohol consumption leads to cognitive impairment through the downregulation of RORα in the hippocampus of mice. Specific knockout of RORα in the forebrain exacerbates cognitive impairment induced by chronic alcohol use. RORα may represent a potential therapeutic target for cognitive impairment resulting from chronic alcohol consumption.
5.Interpretation of the International Association of Pancreatology revised guidelines on acute pancreatitis 2025
Dan WANG ; Xiaolin DOU ; Yangyang CHEN ; Shunshun ZHAO ; Liandong JI ; Shuai ZHU ; Dong LUO ; Yebin LU ; Jun ZHOU ; Wei WEI ; Guo CHEN ; Xuejun GONG
Chinese Journal of General Surgery 2025;34(9):1858-1875
In 2025,the International Association of Pancreatology(IAP),in collaboration with the American Pancreatic Association,European Pancreatic Club,Indian Pancreas Club,and Japan Pancreas Society,released the International Association of Pancreatology revised guidelines on acute pancreatitis 2025.This edition represents a comprehensive revision of the 2013 guidelines,based on high-quality evidence accumulated over the past decade,particularly randomized controlled trials.The guidelines encompass 18 key areas-including pain management,fluid therapy,nutritional support,management of infected necrosis,complication control,discharge and follow-up,and recurrence prevention-offering a total of 96 recommendations that emphasize individualized treatment.These updates provide important guidance for standardizing clinical practice and improving outcomes in acute pancreatitis,while also indicating future research directions such as the development of targeted therapies.However,some recommendations remain limited by lower evidence quality,uncertain applicability in specific clinical settings,and insufficient consideration of economic burden and cost-effectiveness.
6.Effect and mechanism of retinoic acid-related orphan receptor alpha on cognitive impairment of mice induced by chronic alcohol use
Lina LIU ; Shuai LIU ; Dan WANG ; Zijun WANG ; Yanzhong BAI ; Zhong ZHANG ; Chuansheng WANG ; Ruiling ZHANG ; Yanjie ZHANG
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(8):680-685
Objective:To explore the role of retinoic acid-related orphan receptor α (RORα) in cognitive impairment induced by chronic alcohol consumption in mice.Methods:(1)The SPF grade RORαflox/flox transgenic mice aged 8 weeks were generated, and 22 transgenic mice were evenly divided into two groups by the method of matching body mass, which were the control group (Con group) and the alcohol group (EtOH group), with 11 mice in each group.(2)Emx1-Cre transgenic mice were used to selectively knock out the RORα gene in the forebrain of RORαflox/flox transgenic mice, producing conditional knockout mice (cKO mice) with the genotype RORαflox/flox-Emx1-Cre+ /+. Fourteen cKO mice were further split into two groups by the method of matching body mass, which were the conditional knockout group (cKO group) and the conditional knockout + alcohol group (cKO + EtOH group), with 7 mice in each group. A chronic alcohol use cognitive impairment model was developed in the EtOH group and cKO + EtOH group through the two-bottle free-choice method, while the Con group and cKO group were given two bottles of water for the same period. Cognitive abilities of mice in all groups were evaluated using behavioral novel object recognition test and Y-maze test.RORα mRNA and protein expression levels in the hippocampus of the Con group and EtOH group were assessed by RT-qPCR and Western blot, respectively.The GraphPad Prism 9.0 software was used for data analysis.One-way ANOVA was used for the comparison of multiple groups and Tukey test was used for further pairwise comparisons.Results:(1) Comparison between Con group and EtOH group: the relative levels of ROR α protein (0.63±0.04) and mRNA (0.78±0.03) in the hippocampus of mice in the EtOH group were significantly lower than those in the Con group((1.00±0.06), (1.00±0.05), both P<0.05). The duration of the EtOH group in the Y maze was significantly lower than that of the Con group ((212.30±32.05) s, (129.30±21.50) s, P<0.05), and the new object recognition index of the EtOH group was lower than that of the Con group ((14.73±25.49)% vs (-15.55±27.88)%, P=0.08). (2)Comparison between Con group and cKO group: the frequency and duration of entering the Y maze of mice in the cKO group ((7.43±2.30) times, (124.10±13.95) s) were lower than those in the Con group ((14.90±3.65) times, (212.30±32.05) s, both P<0.05). There was no statistically significant difference in the new object recognition index between the cKO group and the Con group ( P>0.05). (3) Comparison between the cKO+ EtOH group and the cKO group: the frequency ((2.71±1.11)times) and duration ((161.70±17.95) s) of entering the new heteroarm of Y maze in the KO+ EtOH group were lower than those in the cKO group ((7.43±2.30) times, (124.10±13.95) s, both P<0.05), and there was no statistically significant difference in the new object recognition index ( P>0.05). (4) Comparison between the cKO+ EtOH group and the EtOH group: the frequency of entering new heteroarm of the Y maze in the cKO+ EtOH group ((2.71±1.11)times) was significantly lower than that in the EtOH group (12.18±4.49) ( P<0.05), while there was no statistically significant difference in other behavioral results between the two groups ( P>0.05). Conclusion:Chronic alcohol consumption leads to cognitive impairment through the downregulation of RORα in the hippocampus of mice. Specific knockout of RORα in the forebrain exacerbates cognitive impairment induced by chronic alcohol use. RORα may represent a potential therapeutic target for cognitive impairment resulting from chronic alcohol consumption.
7.Interpretation of the International Association of Pancreatology revised guidelines on acute pancreatitis 2025
Dan WANG ; Xiaolin DOU ; Yangyang CHEN ; Shunshun ZHAO ; Liandong JI ; Shuai ZHU ; Dong LUO ; Yebin LU ; Jun ZHOU ; Wei WEI ; Guo CHEN ; Xuejun GONG
Chinese Journal of General Surgery 2025;34(9):1858-1875
In 2025,the International Association of Pancreatology(IAP),in collaboration with the American Pancreatic Association,European Pancreatic Club,Indian Pancreas Club,and Japan Pancreas Society,released the International Association of Pancreatology revised guidelines on acute pancreatitis 2025.This edition represents a comprehensive revision of the 2013 guidelines,based on high-quality evidence accumulated over the past decade,particularly randomized controlled trials.The guidelines encompass 18 key areas-including pain management,fluid therapy,nutritional support,management of infected necrosis,complication control,discharge and follow-up,and recurrence prevention-offering a total of 96 recommendations that emphasize individualized treatment.These updates provide important guidance for standardizing clinical practice and improving outcomes in acute pancreatitis,while also indicating future research directions such as the development of targeted therapies.However,some recommendations remain limited by lower evidence quality,uncertain applicability in specific clinical settings,and insufficient consideration of economic burden and cost-effectiveness.
8.Genetic Differences of Thalassemia Gene Among Ethnic Groups in Hechi,Guangxi
Man-Ting SONG ; Feng-Yan WANG ; Dan LAN ; Gao CHEN ; Shuai WEI ; Li-Mang GUO
Journal of Experimental Hematology 2025;33(4):1098-1103
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%),-α3.7(31.31%),αCS(8.57%)and-α4.2(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,-α3.7,αCS,and-α4.2 among the Zhuang,Han,and Yao ethnic groups(P<0.005).The proportion of αCS in the Mulam ethnic group was not significantly different from-α3.7 and-α4.2.The proportions of--SEA,-α3.7,and αCS 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-α3.7 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 αCS 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.
9.Comparison of the effects of remimazolam and dexmedetomidine on inhibiting cough during emergence from general anesthesia in patients undergoing thyroid surgery
Dan LI ; Shuai YI ; Xinlei ZHANG ; Fei TONG ; Mingjian KONG
Chinese Journal of Pharmacoepidemiology 2024;33(4):402-409
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.
10.Estimation model for exposure of intravenous busulfan in patients receiving autologous hematopoietic stem cell transplantation
Jin-Wen LI ; Yan XU ; Xiao-Dan WANG ; Ying-Xi LIAO ; Shuai HE ; Shan XU ; Ping ZHANG ; Wen-Juan MIAO
Chinese Pharmacological Bulletin 2024;40(6):1193-1198
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.

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