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C-Peptide replacement therapy in type 1 diabetes: are we in the trough of disillusionment? 1型糖尿病的c肽替代治疗:我们是否处于幻灭的低谷?
IF 3.743 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2017-06-30 DOI: 10.1039/C7MB00199A
C. W. Pinger, K. E. Entwistle, T. M. Bell, Y. Liu and D. M. Spence

Type 1 diabetes is associated with such complications as blindness, kidney failure, and nerve damage. Replacing C-peptide, a hormone normally co-secreted with insulin, has been shown to reduce diabetes-related complications. Interestingly, after nearly 30 years of positive research results, C-peptide is still not being co-administered with insulin to diabetic patients. The following review discusses the potential of C-peptide as an auxilliary replacement therapy and why it's not currently being used as a therapeutic.

1型糖尿病与失明、肾衰竭和神经损伤等并发症有关。替代c肽,一种通常与胰岛素共同分泌的激素,已被证明可以减少糖尿病相关并发症。有趣的是,在近30年的积极研究成果之后,c肽仍然没有与胰岛素共同应用于糖尿病患者。下面的综述讨论了c肽作为辅助替代疗法的潜力,以及为什么它目前没有被用作治疗。
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引用次数: 18
An enhanced hTERT promoter-driven CRISPR/Cas9 system selectively inhibits the progression of bladder cancer cells† 一种增强的hTERT启动子驱动的CRISPR/Cas9系统选择性抑制膀胱癌细胞的进展†
IF 3.743 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2017-06-30 DOI: 10.1039/C7MB00354D
Xinbo Huang, Chengle Zhuang, Changshui Zhuang, Tiefu Xiong, Yawen Li and Yaoting Gui

The current therapies for treating tumors are lacking in efficacy and specificity. Synthetic biology principles may bring some new possible methods for curing cancer. Here we present a synthetic logic circuit based on the CRISPR/Cas9 system. The CRISPR/Cas9 technology has been applied in many biological fields, including cancer research. In this study, the expression of Cas9 nuclease was controlled indirectly by an enhanced hTERT promoter using the GAL4/upstream activating sequence (UAS) binding system. Cas9 was driven by 5XUAS, single guide RNA (sgRNA) was used to target mutant or wild-type HRAS, and the fusion gene GAL4-P65 was driven by the enhanced hTERT promoter. The system was tested in bladder cancer cells (T24 and 5637) and the results showed that the enhanced hTERT promoter could drive the expression of GAL4-P65 in these bladder cancer cell lines. Then all these devices were packed into lentivirus and the results of quantitative real-time PCR showed that the mRNA expression level of HRAS was selectively inhibited in the T24 and 5637 cells. The results of functional experiments suggested that the proliferation, cell migration and invasion were selectively suppressed, and that the apoptosis rate was increased in bladder cancer cells but not in human foreskin fibroblasts (HFF). In conclusion, we successfully constructed an enhanced hTERT promoter-driven CRISPR/Cas9 system and data showed that it could selectively suppress the progression of bladder cancer cells.

目前治疗肿瘤的方法缺乏疗效和特异性。合成生物学原理可能为癌症的治疗带来一些新的可能方法。本文提出了一种基于CRISPR/Cas9系统的合成逻辑电路。CRISPR/Cas9技术已经应用于许多生物领域,包括癌症研究。本研究利用GAL4/上游激活序列(UAS)结合系统,通过增强hTERT启动子间接控制Cas9核酸酶的表达。Cas9由5XUAS驱动,单导RNA (sgRNA)靶向突变型或野生型HRAS,融合基因GAL4-P65由增强型hTERT启动子驱动。该系统在膀胱癌细胞(T24和5637)中进行了实验,结果表明,增强的hTERT启动子可以驱动这些膀胱癌细胞系中GAL4-P65的表达。然后将这些器件封装到慢病毒中,实时荧光定量PCR结果显示,在T24和5637细胞中,HRAS mRNA的表达水平被选择性抑制。功能实验结果表明,选择性抑制膀胱癌细胞的增殖、细胞迁移和侵袭,增加膀胱癌细胞的凋亡率,而在人包皮成纤维细胞(HFF)中没有。综上所述,我们成功构建了一个增强型hTERT启动子驱动的CRISPR/Cas9系统,数据显示其能够选择性抑制膀胱癌细胞的进展。
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引用次数: 8
Structural switch from a multistranded G-quadruplex to single strands as a consequence of point mutation in the promoter of the human GRIN1 gene 从多链g -四重体到单链的结构转换是人类GRIN1基因启动子点突变的结果
IF 3.743 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2017-06-29 DOI: 10.1039/C7MB00360A
Swati Chaudhary, Mahima Kaushik, Ritushree Kukreti and Shrikant Kukreti

A huge number of G-rich sequences forming quadruplexes are found in the human genome, especially in telomeric regions, UTRs, and the promoter regions of a number of genes. One such gene is GRIN1 encoding the NR1 subunit of the N-methyl-D-aspartate receptor (NMDA). Several lines of reports have implicated that attenuated function of NMDA results in schizophrenia, a genetic disorder characterized by hallucinations, delusions, and psychosis. Involvement of the GRIN1 gene in the pathogenesis of schizophrenia has been extensively analysed. Recent reports have demonstrated that polymorphism in the promoter region of GRIN1 at position ?855 (G/C) has a possible association with schizophrenia. The binding site for the NF-κB transcription factor gets altered due to this mutation, resulting in reduced gene expression as well as NMDA activity. By combining gel electrophoresis (PAGE), circular dichroism (CD) and CD melting techniques, the G → C single nucleotide polymorphism (SNP) at the G-rich sequence (d-CTTAGCCCGAGGAGGGGGTCCCAAGT; GRIN1) was investigated. We report that the GRIN1 sequence can form an octameric/multistranded quadruplex structure with parallel conformation in the presence of K+ as well as Na+. CD and gel studies are in good correlation in order to detect molecularity and strand conformation. The parallel G-quadruplex species was hypothesized to be octameric in K+/Na+ salts. The mutated sequence (d-CTTAGCCCGAGGAGGGGGTCCCAAGT; GRIN1M) remained single stranded under physiological conditions. CD melting studies support the formation of an interstranded G-quadruplex structure by the GRIN1 sequence. Two structural models are propounded for a multistranded parallel G-quadruplex conformation which might be responsible for regulating the gene expression normally underlying memory and learning.

在人类基因组中发现了大量形成四联体的富g序列,特别是在端粒区、utr和许多基因的启动子区域。其中一个基因是编码n -甲基- d -天冬氨酸受体(NMDA) NR1亚基的GRIN1。一些报道暗示NMDA功能减弱会导致精神分裂症,这是一种以幻觉、妄想和精神病为特征的遗传性疾病。GRIN1基因在精神分裂症发病机制中的作用已被广泛分析。最近的报道表明,GRIN1启动子区- 855 (G/C)位置的多态性可能与精神分裂症有关。由于这种突变,NF-κB转录因子的结合位点发生改变,导致基因表达和NMDA活性降低。结合凝胶电泳(PAGE)、圆二色性(CD)和CD熔融技术,分析了G-rich序列(d-CTTAGCCCGAGGAGGGGGTCCCAAGT;研究了GRIN1)。我们报道了GRIN1序列在K+和Na+存在下可以形成具有平行构象的八聚体/多链四重结构。CD和凝胶研究在检测分子和链构象方面有很好的相关性。平行g -四聚体在K+/Na+盐中被假设为八聚体。突变序列(d-CTTAGCCCGAGGAGGGGGTCCCAAGT;GRIN1M)在生理条件下保持单链。CD熔化研究支持GRIN1序列形成链间g -四重结构。对于一种多链平行g -四重构象,提出了两种结构模型,该构象可能负责调节记忆和学习基础上的基因表达。
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引用次数: 12
Hydrogen sulfide donor micelles protect cardiomyocytes from ischemic cell death† 硫化氢供体胶束保护心肌细胞免于缺血性细胞死亡†
IF 3.743 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2017-06-28 DOI: 10.1039/C7MB00191F
T. Takatani-Nakase, M. Katayama, C. Matsui, K. Hanaoka, A. J. van der Vlies, K. Takahashi, I. Nakase and U. Hasegawa

Hydrogen sulfide, an important gaseous signaling molecule in the human body, is known to protect cardiomyocytes from ischemia, a condition characterized by insufficient oxygen supply to the cells. Here we show that a nanosized H2S donor micelle releases H2S intracellularly and prevents cardiomyocyte apoptosis in an in vitro ischemia model.

硫化氢是人体中一种重要的气体信号分子,已知可以保护心肌细胞免受缺血,这是一种以细胞氧气供应不足为特征的疾病。在体外缺血模型中,我们展示了纳米级H2S供体胶束在细胞内释放H2S并阻止心肌细胞凋亡。
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引用次数: 14
Molecular dynamics simulations and in vitro analysis of the CRMP2 thiol switch† CRMP2硫醇开关的分子动力学模拟和体外分析
IF 3.743 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2017-06-27 DOI: 10.1039/C7MB00160F
Daniel Möller, Manuela Gellert, Walter Langel and Christopher Horst Lillig

The collapsin response mediator protein CRMP2 (gene: DPYSL2) is crucial for neuronal development. The homotetrameric CRMP2 complex is regulated via two mechanisms: first by phosphorylation and second by the reduction and oxidation of the Cys504 residues of two adjacent subunits. Here, we have analysed the effects of this redox switch on the protein in vitro combined with force field molecular dynamics (MD). Earlier X-ray data reveal the structure of the rigid body of the molecule but lack the flexible C-terminus with the important sites for phosphorylation and redox regulation. An in silico model for this part was established by replica exchange simulations and homology modelling, which is consistent with the CD spectroscopy results of the recombinant protein. Thermofluor data indicated that the protein aggregates at bivalent ion concentrations below 200 mM. In simulations the protein surface was covered under these conditions by a large number of ions, which most likely prevent aggregation. A tryptophan residue (Trp295) in close proximity to the forming disulphide allowed the measurement of the structural relaxation of the rigid body upon reduction by fluorescence quenching. We were also able to determine the second-order rate constant of CRMP2 oxidation by H2O2. The simulated solvent accessible surface of the hydroxyl group of Ser518 significantly increased upon reduction of the disulphide bond. Our results give the first detailed insight into the profound structural changes of the tetrameric CRMP2 due to oxidation and indicate a tightly connected regulation by phosphorylation and redox modification.

塌陷反应中介蛋白CRMP2(基因:DPYSL2)对神经元发育至关重要。同四聚体CRMP2复合体通过两种机制调节:第一种是磷酸化,第二种是两个相邻亚基的Cys504残基的还原和氧化。在这里,我们结合力场分子动力学(MD)分析了这种氧化还原开关在体外对蛋白质的影响。早期的x射线数据揭示了分子刚体的结构,但缺乏具有磷酸化和氧化还原调节重要位点的柔性c端。通过复制交换模拟和同源性建模,建立了该部分的计算机模型,该模型与重组蛋白的CD光谱结果一致。热荧光数据表明,在低于200毫米的二价离子浓度下,蛋白质聚集。在模拟中,在这些条件下,蛋白质表面被大量离子覆盖,这很可能阻止了聚集。色氨酸残基(Trp295)靠近形成的二硫化物,允许测量刚体在荧光猝灭还原后的结构弛豫。我们还测定了CRMP2被H2O2氧化的二级速率常数。随着二硫键的减少,Ser518羟基的模拟溶剂可及表面显著增加。我们的研究结果首次详细了解了四聚体CRMP2因氧化而产生的深刻结构变化,并指出了磷酸化和氧化还原修饰的紧密联系。
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引用次数: 8
Identification of perturbed signaling pathways from gene expression data using information divergence† 利用信息发散度从基因表达数据中识别受干扰的信号通路
IF 3.743 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2017-06-27 DOI: 10.1039/C7MB00285H
Xinying Hu, Hang Wei and Haoran Zheng

Abnormal regulation of signaling pathways is the key causative factor in several diseases. Although many methods have been proposed to identify significantly differential pathways between two conditions via microarray gene expression datasets, most of them concentrate on differences in the pathway components—either the differential expression or the correlation of genes in a given pathway. However, as biological functional units, signaling pathways may have diverse activity patterns across different biological contexts. In order to detect overall changes in pathways, we propose an analysis model called SPAID (Signaling Pathway Analysis based on Information Divergence). SPAID is based on the concept of information divergence, which can be used to compare two conditions by computing the differential probability distribution of the regulation capacity. We compared SPAID with several classical algorithms using different datasets, and the results indicate that SPAID produces higher repeatability, has better performance and universality, and extracts more comprehensive information regarding the underlying biological processes. In conclusion, by introducing the idea of information divergence, our study measures differences in pathways from an overall perspective and will provide a complementary analysis framework for pathway analysis.

信号通路的异常调节是许多疾病的关键致病因素。虽然已经提出了许多方法来通过微阵列基因表达数据集来识别两种情况之间的显著差异途径,但大多数方法都集中在途径成分的差异上——要么是特定途径中基因的差异表达,要么是基因的相关性。然而,作为生物功能单位,信号通路在不同的生物环境中可能具有不同的活动模式。为了检测信号通路的整体变化,我们提出了一个分析模型SPAID (Signaling Pathway analysis based on Information Divergence)。SPAID基于信息散度的概念,通过计算调节能力的微分概率分布来比较两种情况。将SPAID与几种经典算法在不同数据集上进行了比较,结果表明SPAID具有更高的可重复性、更好的性能和通用性,能够提取更全面的潜在生物过程信息。总之,通过引入信息发散的概念,我们的研究从整体角度衡量了路径的差异,并将为路径分析提供一个补充的分析框架。
{"title":"Identification of perturbed signaling pathways from gene expression data using information divergence†","authors":"Xinying Hu, Hang Wei and Haoran Zheng","doi":"10.1039/C7MB00285H","DOIUrl":"https://doi.org/10.1039/C7MB00285H","url":null,"abstract":"<p >Abnormal regulation of signaling pathways is the key causative factor in several diseases. Although many methods have been proposed to identify significantly differential pathways between two conditions <em>via</em> microarray gene expression datasets, most of them concentrate on differences in the pathway components—either the differential expression or the correlation of genes in a given pathway. However, as biological functional units, signaling pathways may have diverse activity patterns across different biological contexts. In order to detect overall changes in pathways, we propose an analysis model called SPAID (Signaling Pathway Analysis based on Information Divergence). SPAID is based on the concept of information divergence, which can be used to compare two conditions by computing the differential probability distribution of the regulation capacity. We compared SPAID with several classical algorithms using different datasets, and the results indicate that SPAID produces higher repeatability, has better performance and universality, and extracts more comprehensive information regarding the underlying biological processes. In conclusion, by introducing the idea of information divergence, our study measures differences in pathways from an overall perspective and will provide a complementary analysis framework for pathway analysis.</p>","PeriodicalId":90,"journal":{"name":"Molecular BioSystems","volume":" 9","pages":" 1797-1804"},"PeriodicalIF":3.743,"publicationDate":"2017-06-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1039/C7MB00285H","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"3867416","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Transcriptome dynamics of human pluripotent stem cell-derived contracting cardiomyocytes using an embryoid body model with fetal bovine serum† 用含胎牛血清†的胚胎体模型研究人多能干细胞衍生的收缩心肌细胞的转录组动力学
IF 3.743 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2017-06-22 DOI: 10.1039/C7MB00174F
Kwang Bo Jung, Ye Seul Son, Hana Lee, Cho-Rok Jung, Janghwan Kim and Mi-Young Son

Cardiomyocyte (CM) differentiation techniques for generating adult-like mature CMs remain imperfect, and the plausible underlying mechanisms remain unclear; however, there are a number of current protocols available. Here, to explore the mechanisms controlling cardiac differentiation, we analyzed the genome-wide transcription dynamics occurring during the differentiation of human pluripotent stem cells (hPSCs) into CMs using embryoid body (EB) formation. We optimized and updated the protocol to efficiently generate contracting CMs from hPSCs by adding fetal bovine serum (FBS) as a medium supplement, which could have a significant impact on the efficiency of cardiac differentiation. To identify genes, biological processes, and pathways involved in the cardiac differentiation of hPSCs, integrative and comparative analyses of the transcriptome profiles of differentiated CMs from hPSCs and of control CMs of the adult human heart (CM-AHH) were performed using gene ontology, functional annotation clustering, and pathway analyses. Several genes commonly regulated in the differentiated CMs and CM-AHH were enriched in pathways related to cell cycle and nucleotide metabolism. Strikingly, we found that current differentiation protocols did not promote sufficient expression of genes involved in oxidative phosphorylation to differentiate CMs from hPSCs compared to the expression levels in CM-AHH. Therefore, to obtain mature CMs similar to CM-AHH, these deficient pathways in CM differentiation, such as energy-related pathways, must be augmented prior to use for in vitro and in vivo applications. This approach opens up new avenues for facilitating the utilization of hPSC-derived CMs in biomedical research, drug evaluation, and clinical applications for patients with cardiac failure.

生成成人样成熟CM的心肌细胞(CM)分化技术仍不完善,其可能的潜在机制尚不清楚;然而,目前有许多可用的协议。为了探索控制心脏分化的机制,我们分析了人类多能干细胞(hPSCs)通过胚状体(EB)形成向CMs分化过程中发生的全基因组转录动力学。我们优化和更新了方案,通过添加胎牛血清(FBS)作为培养基补充,有效地从hPSCs生成收缩CMs,这可能对心脏分化的效率产生重大影响。为了确定参与hPSCs心脏分化的基因、生物学过程和途径,我们使用基因本体、功能注释聚类和途径分析对成年人类心脏(CM-AHH)的分化CMs和对照CMs的转录组谱进行了整合和比较分析。在分化的CMs和CM-AHH中,一些常见的调控基因在细胞周期和核苷酸代谢相关的通路中富集。引人注目的是,我们发现,与CM-AHH中的表达水平相比,目前的分化方案并没有促进参与氧化磷酸化的基因的充分表达,从而无法将CMs与hPSCs区分开来。因此,为了获得类似CM- ahh的成熟CMs,在体外和体内应用之前,必须增强CM分化中的这些缺陷途径,如能量相关途径。该方法为促进hpsc衍生的CMs在生物医学研究、药物评估和心力衰竭患者临床应用中的应用开辟了新的途径。
{"title":"Transcriptome dynamics of human pluripotent stem cell-derived contracting cardiomyocytes using an embryoid body model with fetal bovine serum†","authors":"Kwang Bo Jung, Ye Seul Son, Hana Lee, Cho-Rok Jung, Janghwan Kim and Mi-Young Son","doi":"10.1039/C7MB00174F","DOIUrl":"https://doi.org/10.1039/C7MB00174F","url":null,"abstract":"<p >Cardiomyocyte (CM) differentiation techniques for generating adult-like mature CMs remain imperfect, and the plausible underlying mechanisms remain unclear; however, there are a number of current protocols available. Here, to explore the mechanisms controlling cardiac differentiation, we analyzed the genome-wide transcription dynamics occurring during the differentiation of human pluripotent stem cells (hPSCs) into CMs using embryoid body (EB) formation. We optimized and updated the protocol to efficiently generate contracting CMs from hPSCs by adding fetal bovine serum (FBS) as a medium supplement, which could have a significant impact on the efficiency of cardiac differentiation. To identify genes, biological processes, and pathways involved in the cardiac differentiation of hPSCs, integrative and comparative analyses of the transcriptome profiles of differentiated CMs from hPSCs and of control CMs of the adult human heart (CM-AHH) were performed using gene ontology, functional annotation clustering, and pathway analyses. Several genes commonly regulated in the differentiated CMs and CM-AHH were enriched in pathways related to cell cycle and nucleotide metabolism. Strikingly, we found that current differentiation protocols did not promote sufficient expression of genes involved in oxidative phosphorylation to differentiate CMs from hPSCs compared to the expression levels in CM-AHH. Therefore, to obtain mature CMs similar to CM-AHH, these deficient pathways in CM differentiation, such as energy-related pathways, must be augmented prior to use for <em>in vitro</em> and <em>in vivo</em> applications. This approach opens up new avenues for facilitating the utilization of hPSC-derived CMs in biomedical research, drug evaluation, and clinical applications for patients with cardiac failure.</p>","PeriodicalId":90,"journal":{"name":"Molecular BioSystems","volume":" 8","pages":" 1565-1574"},"PeriodicalIF":3.743,"publicationDate":"2017-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1039/C7MB00174F","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"3784084","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
LPI-ETSLP: lncRNA–protein interaction prediction using eigenvalue transformation-based semi-supervised link prediction LPI-ETSLP:基于特征值变换的lncrna -蛋白相互作用半监督链接预测
IF 3.743 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2017-06-22 DOI: 10.1039/C7MB00290D
Huan Hu, Chunyu Zhu, Haixin Ai, Li Zhang, Jian Zhao, Qi Zhao and Hongsheng Liu

RNA–protein interactions are essential for understanding many important cellular processes. In particular, lncRNA–protein interactions play important roles in post-transcriptional gene regulation, such as splicing, translation, signaling and even the progression of complex diseases. However, the experimental validation of lncRNA–protein interactions remains time-consuming and expensive, and only a few theoretical approaches are available for predicting potential lncRNA–protein associations. Here, we presented eigenvalue transformation-based semi-supervised link prediction (LPI-ETSLP) to uncover the relationship between lncRNAs and proteins. Moreover, it is semi-supervised and does not need negative samples. Based on 5-fold cross validation, an AUC of 0.8876 and an AUPR of 0.6438 have demonstrated its reliable performance compared with three other computational models. Furthermore, the case study demonstrated that many lncRNA–protein interactions predicted by our method can be successfully confirmed by experiments. It is indicated that LPI-ETSLP would be a useful bioinformatics resource for biomedical research studies.

rna -蛋白相互作用对于理解许多重要的细胞过程是必不可少的。特别是lncrna -蛋白相互作用在转录后基因调控中发挥重要作用,如剪接、翻译、信号传导甚至复杂疾病的进展。然而,lncrna -蛋白相互作用的实验验证仍然耗时且昂贵,并且只有少数理论方法可用于预测潜在的lncrna -蛋白关联。在这里,我们提出了基于特征值变换的半监督链接预测(LPI-ETSLP)来揭示lncrna和蛋白质之间的关系。此外,它是半监督的,不需要负样本。基于5重交叉验证,AUC为0.8876,AUPR为0.6438,与其他3种计算模型相比,该模型具有可靠的性能。此外,案例研究表明,我们的方法预测的许多lncrna -蛋白相互作用可以通过实验成功证实。指出LPI-ETSLP将成为生物医学研究的一个有用的生物信息学资源。
{"title":"LPI-ETSLP: lncRNA–protein interaction prediction using eigenvalue transformation-based semi-supervised link prediction","authors":"Huan Hu, Chunyu Zhu, Haixin Ai, Li Zhang, Jian Zhao, Qi Zhao and Hongsheng Liu","doi":"10.1039/C7MB00290D","DOIUrl":"https://doi.org/10.1039/C7MB00290D","url":null,"abstract":"<p >RNA–protein interactions are essential for understanding many important cellular processes. In particular, lncRNA–protein interactions play important roles in post-transcriptional gene regulation, such as splicing, translation, signaling and even the progression of complex diseases. However, the experimental validation of lncRNA–protein interactions remains time-consuming and expensive, and only a few theoretical approaches are available for predicting potential lncRNA–protein associations. Here, we presented eigenvalue transformation-based semi-supervised link prediction (LPI-ETSLP) to uncover the relationship between lncRNAs and proteins. Moreover, it is semi-supervised and does not need negative samples. Based on 5-fold cross validation, an AUC of 0.8876 and an AUPR of 0.6438 have demonstrated its reliable performance compared with three other computational models. Furthermore, the case study demonstrated that many lncRNA–protein interactions predicted by our method can be successfully confirmed by experiments. It is indicated that LPI-ETSLP would be a useful bioinformatics resource for biomedical research studies.</p>","PeriodicalId":90,"journal":{"name":"Molecular BioSystems","volume":" 9","pages":" 1781-1787"},"PeriodicalIF":3.743,"publicationDate":"2017-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1039/C7MB00290D","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"3771718","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 54
Functional roles of intrinsic disorder in CRISPR-associated protein Cas9 crispr相关蛋白Cas9内在失调的功能作用
IF 3.743 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2017-06-19 DOI: 10.1039/C7MB00279C
Zhihua Du and Vladimir N. Uversky

Protein intrinsic disorder is an important characteristic commonly detected in multifunctional or RNA- and DNA-binding proteins. Due to their high conformational flexibility and solvent accessibility, intrinsically disordered proteins (IDPs) and IDP regions (IDPRs) execute diverse functions including interaction with multiple partners, and are frequently subjected to various post-translational modifications. Recent studies on the components comprising the CRISPR (clustered regularly interspaced short palindromic repeats) system have elucidated the crystal structure of Cas9 proteins and the mechanism by which the Cas9–sgRNA complex recognizes and cleaves its target DNA. Yet the extent and functional implications of intrinsic disorder in the Cas9 protein have never been fully assessed. Here, we present a comprehensive computational analysis based on both sequence and structural data in an attempt to investigate the roles of IDPRs in the functioning of Cas9 proteins of different origin. We conclude that among the functional roles of IDPRs in Cas9 proteins are recognition of the target DNA and mediation of nucleic acid and protein binding.

蛋白质内在紊乱是多功能或RNA和dna结合蛋白中常见的重要特征。由于具有高度的构象灵活性和溶剂亲和性,内在无序蛋白(IDPs)和内在无序区(idpr)具有多种功能,包括与多个伙伴的相互作用,并且经常受到各种翻译后修饰。最近对CRISPR系统组成部分的研究已经阐明了Cas9蛋白的晶体结构以及Cas9 - sgrna复合物识别和切割其靶DNA的机制。然而,Cas9蛋白内在紊乱的程度和功能含义从未得到充分评估。在这里,我们提出了基于序列和结构数据的综合计算分析,试图研究idpr在不同来源的Cas9蛋白功能中的作用。我们得出结论,idpr在Cas9蛋白中的功能作用包括识别靶DNA和介导核酸和蛋白质结合。
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引用次数: 5
Identifying the common genetic networks of ADR (adverse drug reaction) clusters and developing an ADR classification model† 确定ADR(药物不良反应)集群的共同遗传网络并建立ADR分类模型†
IF 3.743 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2017-06-19 DOI: 10.1039/C7MB00059F
Youhyeon Hwang, Min Oh, Giup Jang, Taekeon Lee, Chihyun Park, Jaegyoon Ahn and Youngmi Yoon

Adverse drug reactions (ADRs) are one of the major concerns threatening public health and have resulted in failures in drug development. Thus, predicting ADRs and discovering the mechanisms underlying ADRs have become important tasks in pharmacovigilance. Identification of potential ADRs by computational approaches in the early stages would be advantageous in drug development. Here we propose a computational method that elucidates the action mechanisms of ADRs and predicts potential ADRs by utilizing ADR genes, drug features, and protein–protein interaction (PPI) networks. If some ADRs share similar features, there is a high possibility that they may appear together in a drug and share analogous mechanisms. Proceeding from this assumption, we clustered ADRs according to interactions of ADR genes in the PPI networks and the frequency of co-occurrence of ADRs in drugs. ADR clusters were verified based on a side effect database and literature data regarding whether ADRs have relevance to other ADRs in the same cluster. Gene networks shared by ADRs in each cluster were constructed by cumulating the shortest paths between drug target genes and ADR genes in the PPI network. We developed a classification model to predict potential ADRs using these gene networks shared by ADRs and calculated cross-validation AUC (area under the curve) values for each ADR cluster. In addition, in order to demonstrate correlations between gene networks shared by ADRs and ADRs in a cluster, we applied the Wilcoxon rank sum statistical test to the literature data and results of a Google query search. We attained statistically meaningful p-values (<0.05) for every ADR cluster. The results suggest that our approach provides insights into discovering the action mechanisms of ADRs and is a novel attempt to predict ADRs in a biological aspect.

药物不良反应(adr)是威胁公众健康的主要问题之一,并导致药物开发的失败。因此,预测药物不良反应和发现药物不良反应的机制已成为药物警戒的重要任务。在早期阶段通过计算方法识别潜在的不良反应将有利于药物开发。在此,我们提出了一种计算方法,通过利用ADR基因、药物特征和蛋白-蛋白相互作用(PPI)网络来阐明ADR的作用机制并预测潜在的ADR。如果某些adr具有相似的特征,则它们很可能在药物中一起出现并具有类似的机制。从这一假设出发,我们根据PPI网络中ADR基因的相互作用和药物中ADR共现的频率对ADR进行聚类。根据副作用数据库和文献数据验证ADR聚类是否与同一聚类中的其他ADR相关。通过累积PPI网络中药物靶基因与ADR基因之间的最短路径,构建各簇中ADR共享的基因网络。我们建立了一个分类模型,利用这些ADR共享的基因网络来预测潜在的ADR,并计算每个ADR集群的交叉验证AUC(曲线下面积)值。此外,为了证明adr共享的基因网络与集群内adr之间的相关性,我们对文献数据和Google查询搜索结果应用了Wilcoxon秩和统计检验。我们获得了具有统计学意义的p值(<0.05)。结果表明,我们的方法为发现adr的作用机制提供了见解,并且是在生物学方面预测adr的新尝试。
{"title":"Identifying the common genetic networks of ADR (adverse drug reaction) clusters and developing an ADR classification model†","authors":"Youhyeon Hwang, Min Oh, Giup Jang, Taekeon Lee, Chihyun Park, Jaegyoon Ahn and Youngmi Yoon","doi":"10.1039/C7MB00059F","DOIUrl":"https://doi.org/10.1039/C7MB00059F","url":null,"abstract":"<p >Adverse drug reactions (ADRs) are one of the major concerns threatening public health and have resulted in failures in drug development. Thus, predicting ADRs and discovering the mechanisms underlying ADRs have become important tasks in pharmacovigilance. Identification of potential ADRs by computational approaches in the early stages would be advantageous in drug development. Here we propose a computational method that elucidates the action mechanisms of ADRs and predicts potential ADRs by utilizing ADR genes, drug features, and protein–protein interaction (PPI) networks. If some ADRs share similar features, there is a high possibility that they may appear together in a drug and share analogous mechanisms. Proceeding from this assumption, we clustered ADRs according to interactions of ADR genes in the PPI networks and the frequency of co-occurrence of ADRs in drugs. ADR clusters were verified based on a side effect database and literature data regarding whether ADRs have relevance to other ADRs in the same cluster. Gene networks shared by ADRs in each cluster were constructed by cumulating the shortest paths between drug target genes and ADR genes in the PPI network. We developed a classification model to predict potential ADRs using these gene networks shared by ADRs and calculated cross-validation AUC (area under the curve) values for each ADR cluster. In addition, in order to demonstrate correlations between gene networks shared by ADRs and ADRs in a cluster, we applied the Wilcoxon rank sum statistical test to the literature data and results of a Google query search. We attained statistically meaningful <em>p</em>-values (&lt;0.05) for every ADR cluster. The results suggest that our approach provides insights into discovering the action mechanisms of ADRs and is a novel attempt to predict ADRs in a biological aspect.</p>","PeriodicalId":90,"journal":{"name":"Molecular BioSystems","volume":" 9","pages":" 1788-1796"},"PeriodicalIF":3.743,"publicationDate":"2017-06-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1039/C7MB00059F","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"3867415","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
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Molecular BioSystems
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