The P-element induced wimpy testis(Piwi)proteins,which are associated with PIWI-interacting RNAs(piRNAs),play important roles in meiosis,germ cell division,and germline maintenance.In this study,we identified and char...The P-element induced wimpy testis(Piwi)proteins,which are associated with PIWI-interacting RNAs(piRNAs),play important roles in meiosis,germ cell division,and germline maintenance.In this study,we identified and characterized the Paralichthys olivaceus piwil2 gene,a constituent factor of the piRNA pathways involved in the biogenesis of reproductive development.The biological analysis indicated that piwil2,which contains PAZ and PIWI domains,was highly conserved between teleosts and tetrapods.The piwil2 distribution profile in different tissues confirmed a sexually dimorphic expression pattern,with a higher expression level in testis.In situ hybridization demonstrated that piwil2 was expressed in the oogonia and oocytes of the ovaries as well as in the Sertoli cells and spermatocytes of the testes.Gene piwil2 showed a maternally inherited expression pattern during embryonic development,and was highly expressed during the early embryonic development.Different luciferase reporters were constructed to determine the transcriptional regulatory mechanisms of piwil2.The piwil2 core promoter region was located at−360 bp to−60 bp.Furthermore,some representative sex hormones,including human chorionic gonadotropin,17α-methyltestosterone,and estradiol-17βhad distinct regulatory effects on piwil2.In a summery,these results indicate that piwil2,regulated by sex hormones and transcriptional elements,has vital functions in the reproductive cycle and gonadal development.展开更多
OBJECTIVE: To study the mechanism of Dangfei Liganning capsule(当飞利肝宁胶囊) in the treatment of rats with metabolic associated fatty liver disease(MAFLD). METHODS: Totally 48 specific pathogen free SpragueDawley ma...OBJECTIVE: To study the mechanism of Dangfei Liganning capsule(当飞利肝宁胶囊) in the treatment of rats with metabolic associated fatty liver disease(MAFLD). METHODS: Totally 48 specific pathogen free SpragueDawley male rats were randomly divided into normal Group, model group, Dangfei Liganning high, moderate, and low-dose groups and Essentiale group which were fed with high fat diet for 8 weeks, and gavage and molding were carried out simultaneously. Dangfei Liganning high, middle and low-dose group were given 0.27, 0.135 and 0.0675 g·kg-1·d-1 respectively by gavage, Essentiale group was given 0.123 g·kg-1·d-1 by gavage, the same amount of distilled water was given by gavage in the normal group and the model group. The rats were weighed at the 0th week, 2nd week, 4th week, 6th week and 8th weekend respectively. The rats were sacrificed at the end of the 8th week. Serum levels of alanine aminotransferase(ALT), alanine aminotransferase(AST),triglyceride(TG), total cholesterol(CHO), high-density lipoprotein cholesterol(HDL-C), low-density lipoprotein (LDL-C), total protein(TP), albumin(Alb), globulin(GLB), total bilirubin(TBIL), direct bilirubin(DBIL), tumor necrosis factor-α(TNF-α) and interleukin-6(IL-6) were measured. The levels of liver tumor necrosis factor-α(TNF-α), interleukin-6(IL-6) and liver pathology [hematoxylin and eosin(HE) staining, oil red O staining] were detected. The expression levels of liver X receptor α(LXRα), steroid regulatory element binding protein-1(SREBP-1) and fatty acid synthase(FAS) were detected by immunohistochemistry, Western blot and reverse transcription-polymerase chain reaction reverse transcription-polymerase chain reaction. RESULTS: From the beginning to the 8th week, the growth rate of body weight in the Dangfei Liganning highdose group was slower than all other groups. There was no significant difference in ALB level in all groups(P > 0.05). Compared with the model group, the levels of ALT, AST, LDL-C, TG, CHO, TP, GLB, TBIL, DBIL, IL-6, TNF-α were significantly decreased and HDL-C were significantly increased in Dangfei Liganning high-dose group(P < 0.01, < 0.05). HE and oil red O staining showed that the fatty lesions in rat liver were alleviated, while the expressions of LXRα, SREBP-1, FAS m RNA and protein were significantly decreased(P < 0.01). CONCLUSIONS: Dangfei Liganning capsule can slow down the increase of body weight of MAFLD rats, reduce the levels of transaminase, Lipid and inflammatory factors in MAFLD rats, promote the synthesis of liver protein and bile metabolism, and improve the liver fatty lesion of MAFLD rats, among which the Dangfei Liganning highdose group is more effective. The mechanism of action may be through blocking LXR-SREBP-1-FAS signal pathway.展开更多
The human genome contains millions of DNA regulatory elements and a large number of gene clusters,most of which have not been tested experimentally.The clustered regularly interspaced short palindromic repeats(CRISPR)...The human genome contains millions of DNA regulatory elements and a large number of gene clusters,most of which have not been tested experimentally.The clustered regularly interspaced short palindromic repeats(CRISPR)/CRISPR-associated nuclease 9(Cas9)programed with a synthetic single-guide RNA(sgRNA)emerges as a method for genome editing in virtually any organisms.Here we report that targeted DNA fragment inversions and duplications could easily be achieved in human and mouse genomes by CRISPR with two sgRNAs.Specifically,we found that,in cultured human cells and mice,efficient precise inversions of DNA fragments ranging in size froma few tens of bp to hundreds of kb could be generated.In addition,DNA fragment duplications and deletions could also be generated by CRISPR through trans-allelic recombination between the Cas9-induced double-strand breaks(DSBs)on two homologous chromosomes(chromatids).Moreover,junctions of combinatorial inversions and duplications of the protocadherin(Pcdh)gene clusters induced by Cas9 with four sgRNAs could be detected.In mice,we obtained founders with alleles of precise inversions,duplications,and deletions of DNA fragments of variable sizes by CRISPR.Interestingly,we found that very efficient inversions were mediated by microhomology-mediated end joining(MMEJ)through short inverted repeats.We showed for the first time that DNA fragment inversions could be transmitted through germlines in mice.Finally,we applied this CRISPR method to a regulatory element of the Pcdha cluster and found a new role in the regulation of members of the Pcdhg cluster.This simple and efficient method should be useful in manipulating mammalian genomes to study millions of regulatory DNA elements as well as vast numbers of gene clusters.展开更多
Background:NANOG is a core transcription factor(TF)in embryonic stem cells(ESCs)and primordial germ cells(PGCs).Regulation of the NANOG gene by TFs,epigenetic factors,and autoregulatory factors is well characterized i...Background:NANOG is a core transcription factor(TF)in embryonic stem cells(ESCs)and primordial germ cells(PGCs).Regulation of the NANOG gene by TFs,epigenetic factors,and autoregulatory factors is well characterized in ESCs,and transcriptional regulation of NANOG is well established in these cells.Although NANOG plays a key role in germ cells,the molecular mechanism underlying its transcriptional regulation in PGCs has not been studied.Therefore,we investigated the mechanism that regulates transcription of the chicken NANOG(cNANOG)gene in PGCs and ESCs.Results:We first identified the transcription start site of cNANOG by 5′-rapid amplification of cDNA ends PCR analysis.Then,we measured the promoter activity of various 5′flanking regions of cNANOG in chicken PGCs and ESCs using the luciferase reporter assay.cNANOG expression required transcriptional regulatory elements,which were positively regulated by POU5F3(OCT4)and SOX2 and negatively regulated by TP53 in PGCs.The proximal region of the cNANOG promoter contains a positive transcriptional regulatory element(CCAAT/enhancer-binding protein(CEBP)-binding site)in ESCs.Furthermore,small interfering RNA-mediated knockdown demonstrated that POU5F3,SOX2,and CEBP played a role in cell type-specific transcription of cNANOG.Conclusions:We show for the first time that different trans-regulatory elements control transcription of cNANOG in a cell type-specific manner.This finding might help to elucidate the mechanism that regulates cNANOG expression in PGCs and ESCs.展开更多
The expression of a gene is governed at various levels,from transcriptional to translational level.The translational control is widely used to regulate gene expression,especially when a rapid,local,and selective contr...The expression of a gene is governed at various levels,from transcriptional to translational level.The translational control is widely used to regulate gene expression,especially when a rapid,local,and selective control over protein synthesis is required.The present review describes instructive examples of translational regulation in yeast,together with regulatory elements within mRNAs.The review also outlines the important contributions of mRNA-binding proteins that act in harmony with several translational elements to generate appropriate translational signals and responses.展开更多
BACKGROUND The integrinβ6 gene,which is expressed in epithelial cancer,plays a pivotal role in various aspects of cancer progression.The present research for integrinβ6 regulation mainly focuses on the post-transcri...BACKGROUND The integrinβ6 gene,which is expressed in epithelial cancer,plays a pivotal role in various aspects of cancer progression.The present research for integrinβ6 regulation mainly focuses on the post-transcription and translation related regulation mechanism and its role in tumorigenesis.The mechanisms of how the integrinβ6 gene is regulated transcriptionally,and the promoter and transcription factors responsible for basic transcription of integrinβ6 gene remain unknown.AIM To clone and characterize the integrinβ6 promoter.METHODS Software analysis was used to predict the region of integrinβ6 promoter.Luciferase reporter plasmids,which contained the integrinβ6 promoter,were constructed.Element deletion analysis was performed to identify the location of core promoter and binding sites for transcription factors.RESULTS The regulatory elements for the transcription of the integrinβ6 gene were located between-286 and-85 and contained binding sites for transcription factors such as STAT3 and Ets-1.CONCLUSION For the first time,we found the region ofβ6 core promoter and demonstrated the binding sites for transcription factors such as Ets-1 and STAT3,which are important for integrinβ6 promoter transcription activity.These findings are important for investigating the mechanism of integrinβ6 activation in cancer progression.展开更多
Structural variants(SVs),such as deletions(DELs)and insertions(INSs),contribute substantially to pig genetic diversity and phenotypic variation.Using a library of SVs discovered from long-read primary assemblies and s...Structural variants(SVs),such as deletions(DELs)and insertions(INSs),contribute substantially to pig genetic diversity and phenotypic variation.Using a library of SVs discovered from long-read primary assemblies and short-read sequenced genomes,we map pig genomic SVs with a graph-based method for re-genotyping SVs in 402 genomes.Our results demonstrate that those SVs harboring specific trait-associated genes may greatly shape pig domestication and local adaptation.Further characterization of SVs reveals that some population-stratified SVs may alter the transcription of genes by affecting regulatory elements.We identify that the genotypes of two DELs(296-bp DEL,chr7:52,172,101e52,172,397;278-bp DEL,chr18:23,840,143 e23,840,421)located in muscle-specific enhancers are associated with the expression of target genes related to meat quality(FSD2)and muscle fiber hypertrophy(LMOD2 and WASL)in pigs.Our results highlight the role of SVs in domestic porcine evolution,and the identified candidate functional genes and SVs are valuable resources for future genomic research and breeding programs in pigs.展开更多
Riboswitches are functional RNA elements that regulate gene expression by directly detecting metabolites.Twenty years have passed since it was first discovered,researches on riboswitches are becoming increasingly stan...Riboswitches are functional RNA elements that regulate gene expression by directly detecting metabolites.Twenty years have passed since it was first discovered,researches on riboswitches are becoming increasingly standardized and refined,which could significantly promote people’s cognition of RNA function as well.Here,we focus on some representative orphan riboswitches,enumerate the structural and functional transformation and artificial design of riboswitches including the coupling with ribozymes,hoping to attain a comprehensive understanding of riboswitch research.展开更多
The establishment of a landscape of enhancers across human cells is crucial to deciphering the mechanism of gene regulation,cell differentiation,and disease development.High-throughput experimental approaches,which co...The establishment of a landscape of enhancers across human cells is crucial to deciphering the mechanism of gene regulation,cell differentiation,and disease development.High-throughput experimental approaches,which contain successfully reported enhancers in typical cell lines,are still too costly and time-consuming to perform systematic identification of enhancers specific to different cell lines.Existing computational methods,capable of predicting regulatory elements purely relying on DNA sequences,lack the power of cell line-specific screening.Recent studies have suggested that chromatin accessibility of a DNA segment is closely related to its potential function in regulation,and thus may provide useful information in identifying regulatory elements.Motivated by the aforementioned understanding,we integrate DNA sequences and chromatin accessibility data to accurately predict enhancers in a cell line-specific manner.We proposed Deep CAPE,a deep convolutional neural network to predict enhancers via the integration of DNA sequences and DNase-seq data.Benefitting from the well-designed feature extraction mechanism and skip connection strategy,our model not only consistently outperforms existing methods in the imbalanced classification of cell line-specific enhancers against background sequences,but also has the ability to self-adapt to different sizes of datasets.Besides,with the adoption of autoencoder,our model is capable of making cross-cell line predictions.We further visualize kernels of the first convolutional layer and show the match of identified sequence signatures and known motifs.We finally demonstrate the potential ability of our model to explain functional implications of putative disease-associated genetic variants and discriminate diseaserelated enhancers.The source code and detailed tutorial of Deep CAPE are freely available at https://github.com/Shengquan Chen/DeepCAPE.展开更多
基金This study was supported by the National Natural Science Foundation of China(No.31672646)the Natural Science Foundation of Shandong Province(No.ZR 2017MC072).
文摘The P-element induced wimpy testis(Piwi)proteins,which are associated with PIWI-interacting RNAs(piRNAs),play important roles in meiosis,germ cell division,and germline maintenance.In this study,we identified and characterized the Paralichthys olivaceus piwil2 gene,a constituent factor of the piRNA pathways involved in the biogenesis of reproductive development.The biological analysis indicated that piwil2,which contains PAZ and PIWI domains,was highly conserved between teleosts and tetrapods.The piwil2 distribution profile in different tissues confirmed a sexually dimorphic expression pattern,with a higher expression level in testis.In situ hybridization demonstrated that piwil2 was expressed in the oogonia and oocytes of the ovaries as well as in the Sertoli cells and spermatocytes of the testes.Gene piwil2 showed a maternally inherited expression pattern during embryonic development,and was highly expressed during the early embryonic development.Different luciferase reporters were constructed to determine the transcriptional regulatory mechanisms of piwil2.The piwil2 core promoter region was located at−360 bp to−60 bp.Furthermore,some representative sex hormones,including human chorionic gonadotropin,17α-methyltestosterone,and estradiol-17βhad distinct regulatory effects on piwil2.In a summery,these results indicate that piwil2,regulated by sex hormones and transcriptional elements,has vital functions in the reproductive cycle and gonadal development.
基金Supported by Capital Health Development Research Project:Assessment of the Efficacy of BIEJIAJIANWAN Pill in Patients with Chronic Hepatitis B Cirrhosis/Fibrosis (CD2018-2-2173)Beijing Municipal Administration of Hospitals Incubating Program:Clinical Observation on the Treatment of Nonalcoholic Fatty Liver Disease by Invigorating the Spleen,Soothing the Liver,Activating Blood Circulation and Resolving Phlegm (PZ2019011)。
文摘OBJECTIVE: To study the mechanism of Dangfei Liganning capsule(当飞利肝宁胶囊) in the treatment of rats with metabolic associated fatty liver disease(MAFLD). METHODS: Totally 48 specific pathogen free SpragueDawley male rats were randomly divided into normal Group, model group, Dangfei Liganning high, moderate, and low-dose groups and Essentiale group which were fed with high fat diet for 8 weeks, and gavage and molding were carried out simultaneously. Dangfei Liganning high, middle and low-dose group were given 0.27, 0.135 and 0.0675 g·kg-1·d-1 respectively by gavage, Essentiale group was given 0.123 g·kg-1·d-1 by gavage, the same amount of distilled water was given by gavage in the normal group and the model group. The rats were weighed at the 0th week, 2nd week, 4th week, 6th week and 8th weekend respectively. The rats were sacrificed at the end of the 8th week. Serum levels of alanine aminotransferase(ALT), alanine aminotransferase(AST),triglyceride(TG), total cholesterol(CHO), high-density lipoprotein cholesterol(HDL-C), low-density lipoprotein (LDL-C), total protein(TP), albumin(Alb), globulin(GLB), total bilirubin(TBIL), direct bilirubin(DBIL), tumor necrosis factor-α(TNF-α) and interleukin-6(IL-6) were measured. The levels of liver tumor necrosis factor-α(TNF-α), interleukin-6(IL-6) and liver pathology [hematoxylin and eosin(HE) staining, oil red O staining] were detected. The expression levels of liver X receptor α(LXRα), steroid regulatory element binding protein-1(SREBP-1) and fatty acid synthase(FAS) were detected by immunohistochemistry, Western blot and reverse transcription-polymerase chain reaction reverse transcription-polymerase chain reaction. RESULTS: From the beginning to the 8th week, the growth rate of body weight in the Dangfei Liganning highdose group was slower than all other groups. There was no significant difference in ALB level in all groups(P > 0.05). Compared with the model group, the levels of ALT, AST, LDL-C, TG, CHO, TP, GLB, TBIL, DBIL, IL-6, TNF-α were significantly decreased and HDL-C were significantly increased in Dangfei Liganning high-dose group(P < 0.01, < 0.05). HE and oil red O staining showed that the fatty lesions in rat liver were alleviated, while the expressions of LXRα, SREBP-1, FAS m RNA and protein were significantly decreased(P < 0.01). CONCLUSIONS: Dangfei Liganning capsule can slow down the increase of body weight of MAFLD rats, reduce the levels of transaminase, Lipid and inflammatory factors in MAFLD rats, promote the synthesis of liver protein and bile metabolism, and improve the liver fatty lesion of MAFLD rats, among which the Dangfei Liganning highdose group is more effective. The mechanism of action may be through blocking LXR-SREBP-1-FAS signal pathway.
基金supported by grants to Q.W.from the National Natural Science Foundation of China(31171015 and 31470820)the Science and Technology Commission of Shanghai Municipality(13XD1402000 and 14JC1403600).
文摘The human genome contains millions of DNA regulatory elements and a large number of gene clusters,most of which have not been tested experimentally.The clustered regularly interspaced short palindromic repeats(CRISPR)/CRISPR-associated nuclease 9(Cas9)programed with a synthetic single-guide RNA(sgRNA)emerges as a method for genome editing in virtually any organisms.Here we report that targeted DNA fragment inversions and duplications could easily be achieved in human and mouse genomes by CRISPR with two sgRNAs.Specifically,we found that,in cultured human cells and mice,efficient precise inversions of DNA fragments ranging in size froma few tens of bp to hundreds of kb could be generated.In addition,DNA fragment duplications and deletions could also be generated by CRISPR through trans-allelic recombination between the Cas9-induced double-strand breaks(DSBs)on two homologous chromosomes(chromatids).Moreover,junctions of combinatorial inversions and duplications of the protocadherin(Pcdh)gene clusters induced by Cas9 with four sgRNAs could be detected.In mice,we obtained founders with alleles of precise inversions,duplications,and deletions of DNA fragments of variable sizes by CRISPR.Interestingly,we found that very efficient inversions were mediated by microhomology-mediated end joining(MMEJ)through short inverted repeats.We showed for the first time that DNA fragment inversions could be transmitted through germlines in mice.Finally,we applied this CRISPR method to a regulatory element of the Pcdha cluster and found a new role in the regulation of members of the Pcdhg cluster.This simple and efficient method should be useful in manipulating mammalian genomes to study millions of regulatory DNA elements as well as vast numbers of gene clusters.
基金This work was supported by a National Research Foundation of Korea(NRF)grant funded by the Korea government(MSIP)[2015R1A3A2033826]and[2018R1D1A1B07049376].
文摘Background:NANOG is a core transcription factor(TF)in embryonic stem cells(ESCs)and primordial germ cells(PGCs).Regulation of the NANOG gene by TFs,epigenetic factors,and autoregulatory factors is well characterized in ESCs,and transcriptional regulation of NANOG is well established in these cells.Although NANOG plays a key role in germ cells,the molecular mechanism underlying its transcriptional regulation in PGCs has not been studied.Therefore,we investigated the mechanism that regulates transcription of the chicken NANOG(cNANOG)gene in PGCs and ESCs.Results:We first identified the transcription start site of cNANOG by 5′-rapid amplification of cDNA ends PCR analysis.Then,we measured the promoter activity of various 5′flanking regions of cNANOG in chicken PGCs and ESCs using the luciferase reporter assay.cNANOG expression required transcriptional regulatory elements,which were positively regulated by POU5F3(OCT4)and SOX2 and negatively regulated by TP53 in PGCs.The proximal region of the cNANOG promoter contains a positive transcriptional regulatory element(CCAAT/enhancer-binding protein(CEBP)-binding site)in ESCs.Furthermore,small interfering RNA-mediated knockdown demonstrated that POU5F3,SOX2,and CEBP played a role in cell type-specific transcription of cNANOG.Conclusions:We show for the first time that different trans-regulatory elements control transcription of cNANOG in a cell type-specific manner.This finding might help to elucidate the mechanism that regulates cNANOG expression in PGCs and ESCs.
文摘The expression of a gene is governed at various levels,from transcriptional to translational level.The translational control is widely used to regulate gene expression,especially when a rapid,local,and selective control over protein synthesis is required.The present review describes instructive examples of translational regulation in yeast,together with regulatory elements within mRNAs.The review also outlines the important contributions of mRNA-binding proteins that act in harmony with several translational elements to generate appropriate translational signals and responses.
基金Supported by National Sciences Foundation of Shandong Province,No. ZR2014HM101
文摘BACKGROUND The integrinβ6 gene,which is expressed in epithelial cancer,plays a pivotal role in various aspects of cancer progression.The present research for integrinβ6 regulation mainly focuses on the post-transcription and translation related regulation mechanism and its role in tumorigenesis.The mechanisms of how the integrinβ6 gene is regulated transcriptionally,and the promoter and transcription factors responsible for basic transcription of integrinβ6 gene remain unknown.AIM To clone and characterize the integrinβ6 promoter.METHODS Software analysis was used to predict the region of integrinβ6 promoter.Luciferase reporter plasmids,which contained the integrinβ6 promoter,were constructed.Element deletion analysis was performed to identify the location of core promoter and binding sites for transcription factors.RESULTS The regulatory elements for the transcription of the integrinβ6 gene were located between-286 and-85 and contained binding sites for transcription factors such as STAT3 and Ets-1.CONCLUSION For the first time,we found the region ofβ6 core promoter and demonstrated the binding sites for transcription factors such as Ets-1 and STAT3,which are important for integrinβ6 promoter transcription activity.These findings are important for investigating the mechanism of integrinβ6 activation in cancer progression.
基金supported by Creative Research Team Project of the National Natural Science Foundation of China(32221005 to S.Zhao)grants from the National Natural Science Foundation of China(32202637 to Z.Zheng and 31972536 to X.Li)the earmarked fund for CARS-35,and China Postdoctoral Science Foundation(2020M682446 to Z.Zheng).
文摘Structural variants(SVs),such as deletions(DELs)and insertions(INSs),contribute substantially to pig genetic diversity and phenotypic variation.Using a library of SVs discovered from long-read primary assemblies and short-read sequenced genomes,we map pig genomic SVs with a graph-based method for re-genotyping SVs in 402 genomes.Our results demonstrate that those SVs harboring specific trait-associated genes may greatly shape pig domestication and local adaptation.Further characterization of SVs reveals that some population-stratified SVs may alter the transcription of genes by affecting regulatory elements.We identify that the genotypes of two DELs(296-bp DEL,chr7:52,172,101e52,172,397;278-bp DEL,chr18:23,840,143 e23,840,421)located in muscle-specific enhancers are associated with the expression of target genes related to meat quality(FSD2)and muscle fiber hypertrophy(LMOD2 and WASL)in pigs.Our results highlight the role of SVs in domestic porcine evolution,and the identified candidate functional genes and SVs are valuable resources for future genomic research and breeding programs in pigs.
基金the National Key Research and Development Program of China(2021YFC2100700)the National Natural Science Foundation of China(Grant NSFC-22278313).
文摘Riboswitches are functional RNA elements that regulate gene expression by directly detecting metabolites.Twenty years have passed since it was first discovered,researches on riboswitches are becoming increasingly standardized and refined,which could significantly promote people’s cognition of RNA function as well.Here,we focus on some representative orphan riboswitches,enumerate the structural and functional transformation and artificial design of riboswitches including the coupling with ribozymes,hoping to attain a comprehensive understanding of riboswitch research.
基金partially supported by the National Key R&D Program of China(Grant No.2018YFC0910404)the National Natural Science Foundation of China(Grant Nos.61873141,61721003,61573207,71871019,71471016,71531013,and 71729001)the Tsinghua-Fuzhou Institute for Data Technology,China。
文摘The establishment of a landscape of enhancers across human cells is crucial to deciphering the mechanism of gene regulation,cell differentiation,and disease development.High-throughput experimental approaches,which contain successfully reported enhancers in typical cell lines,are still too costly and time-consuming to perform systematic identification of enhancers specific to different cell lines.Existing computational methods,capable of predicting regulatory elements purely relying on DNA sequences,lack the power of cell line-specific screening.Recent studies have suggested that chromatin accessibility of a DNA segment is closely related to its potential function in regulation,and thus may provide useful information in identifying regulatory elements.Motivated by the aforementioned understanding,we integrate DNA sequences and chromatin accessibility data to accurately predict enhancers in a cell line-specific manner.We proposed Deep CAPE,a deep convolutional neural network to predict enhancers via the integration of DNA sequences and DNase-seq data.Benefitting from the well-designed feature extraction mechanism and skip connection strategy,our model not only consistently outperforms existing methods in the imbalanced classification of cell line-specific enhancers against background sequences,but also has the ability to self-adapt to different sizes of datasets.Besides,with the adoption of autoencoder,our model is capable of making cross-cell line predictions.We further visualize kernels of the first convolutional layer and show the match of identified sequence signatures and known motifs.We finally demonstrate the potential ability of our model to explain functional implications of putative disease-associated genetic variants and discriminate diseaserelated enhancers.The source code and detailed tutorial of Deep CAPE are freely available at https://github.com/Shengquan Chen/DeepCAPE.