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Enlightening the molecular mechanisms of type 2 diabetes with a novel pathway clustering and pathway subnetwork approach. 用新的途径聚类和途径子网络方法揭示2型糖尿病的分子机制。
Pub Date : 2022-01-01 DOI: 10.55730/1300-0152.2620
Burcu Bakir-Gungor, Miray Ünlü Yazici, Gökhan Göy, Mustafa Temiz

Type 2 diabetes mellitus (T2D) constitutes 90% of the diabetes cases, and it is a complex multifactorial disease. In the last decade, genome-wide association studies (GWASs) for T2D successfully pinpointed the genetic variants (typically single nucleotide polymorphisms, SNPs) that associate with disease risk. In order to diminish the burden of multiple testing in GWAS, researchers attempted to evaluate the collective effects of interesting variants. In this regard, pathway-based analyses of GWAS became popular to discover novel multigenic functional associations. Still, to reveal the unaccounted 85 to 90% of T2D variation, which lies hidden in GWAS datasets, new post-GWAS strategies need to be developed. In this respect, here we reanalyze three metaanalysis data of GWAS in T2D, using the methodology that we have developed to identify disease-associated pathways by combining nominally significant evidence of genetic association with the known biochemical pathways, protein-protein interaction (PPI) networks, and the functional information of selected SNPs. In this research effort, to enlighten the molecular mechanisms underlying T2D development and progress, we integrated different in silico approaches that proceed in top-down manner and bottom-up manner, and presented a comprehensive analysis at protein subnetwork, pathway, and pathway subnetwork levels. Using the mutual information based on the shared genes, the identified protein subnetworks and the affected pathways of each dataset were compared. While most of the identified pathways recapitulate the pathophysiology of T2D, our results show that incorporating SNP functional properties, PPI networks into GWAS can dissect leading molecular pathways, and it could offer improvement over traditional enrichment strategies.

2型糖尿病(T2D)占糖尿病病例的90%,是一种复杂的多因素疾病。在过去的十年中,T2D的全基因组关联研究(GWASs)成功地确定了与疾病风险相关的遗传变异(通常是单核苷酸多态性,snp)。为了减轻GWAS中多重检测的负担,研究人员试图评估有趣变异的集体效应。在这方面,基于通路的GWAS分析开始流行,以发现新的多基因功能关联。尽管如此,为了揭示隐藏在GWAS数据集中的85 - 90%未被解释的T2D变异,需要开发新的后GWAS策略。在这方面,我们重新分析了T2D中GWAS的三个荟萃分析数据,使用我们开发的方法,通过结合已知生化途径、蛋白质-蛋白质相互作用(PPI)网络和选定snp的功能信息的名义上显著的遗传关联证据来识别疾病相关途径。在本研究中,为了揭示T2D发展和进展的分子机制,我们整合了自上而下和自下而上的不同计算机方法,并在蛋白质子网络、通路和通路子网络水平上进行了综合分析。利用基于共享基因的互信息,比较了每个数据集识别的蛋白质子网络和影响途径。虽然大多数已确定的途径概括了T2D的病理生理,但我们的研究结果表明,将SNP功能特性和PPI网络纳入GWAS可以剖析主要的分子途径,并且可以提供传统富集策略的改进。
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引用次数: 0
MTHFR C677T mutation affects adipogenic differentiation abilities of human bone marrow-derived mesenchymal stem cells. MTHFR C677T突变影响人骨髓间充质干细胞成脂分化能力。
Pub Date : 2022-01-01 DOI: 10.55730/1300-0152.2624
Rengim Vural, Dicle Çelik, Ersin Berkay Peker, Ekin Köni, Ayşe Aydanur Kulaç, Zeynep Tokcaer Keskin

The effects of 5,10-Methylenetetrahydrofolate reductase (MTHFR) C677T polymorphism on human bone marrow-derived mesenchymal stem cells (hBM-MSCs) viability, morphology, physiology and differentiation capacity were investigated in this study. For this purpose, primary hBM-MSCs with wild type (WT, C/C), heterozygote (HTZ, C/T) and homozygote (HMZ, T/T) for the MTHFR gene were obtained with ethical committee permission and donor informed. Mutations were detected using RFLP and Sanger sequencing methods from genomic DNA isolated from cells, colonization properties were investigated by CFU-F test and proliferative differences were investigated by MTT test. Adipogenic, osteogenic, and chondrogenic differentiation were induced to study changes in their differentiation potentials, and the results were statistically analyzed using one-way ANOVA with Graphpad Prism. A total of 13 donors were screened and there were no differences in the hBM-MSC markers and in vitro morphologies of the cells. While there were significant differences between WT and HTZ as a result of the CFU-F test, there were no significant differences in the MTT test after 24 and 48 h. As a result of differentiation tests, it was found that adipogenic differentiation was significantly more in HMZ cells than WT cells. Osteogenic and chondrogenic differentiation results did not give statistically significant results. As a result of these experiments, adipogenic differentiation was found to be affected by the MTHFR genotype in hBM-MSCs.

研究了5,10-亚甲基四氢叶酸还原酶(MTHFR) C677T多态性对人骨髓间充质干细胞(hBM-MSCs)活力、形态、生理和分化能力的影响。为此,经伦理委员会许可并告知供者,获得了MTHFR基因野生型(WT, C/C)、杂合子(HTZ, C/T)和纯合子(HMZ, T/T)的原代hBM-MSCs。用RFLP和Sanger测序方法检测细胞基因组DNA的突变,用CFU-F试验研究定植特性,用MTT试验研究增殖差异。诱导成脂分化、成骨分化和成软骨分化,研究其分化潜能的变化,采用Graphpad Prism的单因素方差分析对结果进行统计学分析。总共筛选了13个供体,在hBM-MSC标记物和细胞的体外形态方面没有差异。CFU-F测试结果显示WT和HTZ有显著性差异,而24和48 h后MTT测试结果无显著性差异。分化测试结果发现HMZ细胞的成脂分化明显多于WT细胞。成骨和软骨分化结果没有统计学意义。通过这些实验,我们发现hBM-MSCs的成脂分化受到MTHFR基因型的影响。
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引用次数: 0
Scaffolds from medical grade chitosan: A good choice for 3D cultivation of mesenchymal stem cells. 医用级壳聚糖支架:间充质干细胞三维培养的良好选择。
Pub Date : 2022-01-01 DOI: 10.55730/1300-0152.2633
Merve Çapkin Yurtsever, Özge Ekin Akdere, Menemşe Gümüşderelioğlu

Chitosan has high biocompatibility, supports proliferation of many cells, and can be a good carrier for various growth factors. However, low attachment ratio and spheroid formation of several stem cell types on plain chitosan scaffolds/films is still a problem. In this study, it was aimed to obtain 3D scaffolds using medical grade chitosan (MC) with a high deacetylation degree (DD ≥ 92.6%) to overcome the spheroid formation of rat adipose tissue derived mesenchymal stem cells (rAdMSCs) on control chitosan (C, DD = 75%-85%) scaffolds. Genipin was used as a biological chemical crosslinker, and glycerol phosphate salt was used both as a pH adjusting agent and physical crosslinker. MTT and SEM analyses and live/dead staining indicated the increase in the attachment, cell viability, and proliferation of rAdMSCs on MC scaffolds with or without crosslinking when compared to the cells in spheroid formation on control scaffolds. Moreover, filamentous actin protein organization of rAdMSCs was found to be triggered on the crosslinked MC scaffolds. In conclusion, plain medical grade chitosan scaffolds with or without crosslinking prevented spheroid formation, supported the attachment, proliferation, and organization of rAdMSCs indicating that medical grade type of chitosan scaffolds with high DD can be a very good candidate as 3D carriers in stem cell cultivation.

壳聚糖具有较高的生物相容性,支持多种细胞的增殖,是多种生长因子的良好载体。然而,几种类型的干细胞在普通壳聚糖支架/膜上的低附着率和球形形成仍然是一个问题。本研究旨在利用高去乙酰化度(DD≥92.6%)的医用级壳聚糖(MC)获得3D支架,以克服大鼠脂肪组织源性间充质干细胞(rAdMSCs)在对照壳聚糖(C, DD = 75%-85%)支架上形成的球形。以格尼平为生物化学交联剂,磷酸甘油盐为pH调节剂和物理交联剂。MTT和SEM分析以及活/死染色表明,与在对照支架上形成球形的细胞相比,在有交联或没有交联的MC支架上,rAdMSCs的附着、细胞活力和增殖都有所增加。此外,我们发现在交联的MC支架上可以触发rAdMSCs的丝状肌动蛋白组织。综上所述,具有或不具有交联的普通医用级壳聚糖支架可阻止球状体的形成,支持rAdMSCs的附着、增殖和组织,表明具有高DD的医用级壳聚糖支架可作为干细胞培养的3D载体。
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引用次数: 1
VARS1 mutations associated with neurodevelopmental disorder are located on a short amino acid stretch of the anticodon-binding domain. 与神经发育障碍相关的VARS1突变位于抗密码子结合域的短氨基酸延伸上。
Pub Date : 2022-01-01 DOI: 10.55730/1300-0152.2631
Semra Hiz, Seval Kiliç, Güney Bademci, Tülay Karakulak, Aybike Erdoğan, Burcu Özden, Çiğdem Eresen, Esra Erdal, Uluç Yiş, Mustafa Tekin, Gökhan Karakülah, Ezgi Karaca, Mehmet Öztürk

Majority of 37 human aminoacyl tRNA synthetases have been incriminated in diverse, mostly recessive, genetic diseases. In accordance with this, we uncovered a novel homozygous valyl-tRNA synthetase 1 (VARS1) gene variant, leading to p.T1068M mutation. As in the previously reported VARS1 mutations, the affected individual harboring p.T1068M was experiencing a neurodevelopmental disorder with intractable seizures, psychomotor retardation, and microcephaly. To link this phenotypic outcome with the observed genotype, we structurally modeled human VARS1 and interpreted p.T1068M within the spatial distribution of previously reported VARS1 variants. As a result, we uncovered that p.T1068M is clustered with three other pathogenic mutations in a 15 amino acid long stretch of the VARS1 anticodon-binding domain. While forming a helix-turn-helix motif within the anticodon-binding domain, this stretch harbors one-fourth of the reported VARS1 mutations. Here, we propose that these clustered mutations can destabilize the interactions between the anticodon-binding and the tRNA synthetase domains and thus hindering the optimal enzymatic activity of VARS1. We expect that the depiction of this mutation cluster will pave the way for the development of drugs, capable of alleviating the functional impact of these mutations.

37种人类氨基酰基tRNA合成酶中的大多数与多种主要是隐性的遗传疾病有关。据此,我们发现了一个新的纯合子valyl-tRNA合成酶1 (VARS1)基因变异,导致p.T1068M突变。与先前报道的VARS1突变一样,携带p.T1068M的受影响个体经历了顽固性癫痫、精神运动迟缓和小头畸形等神经发育障碍。为了将这种表型结果与观察到的基因型联系起来,我们在结构上模拟了人类VARS1,并在先前报道的VARS1变异的空间分布中解释了p.T1068M。结果,我们发现p.T1068M与其他三个致病突变聚集在VARS1反密码子结合域的15个氨基酸长链上。当在反密码子结合区域形成螺旋-转-螺旋基序时,这一延伸包含了四分之一的已报道的VARS1突变。在这里,我们提出这些簇状突变可以破坏抗密码子结合和tRNA合成酶结构域之间的相互作用,从而阻碍VARS1的最佳酶活性。我们期望这种突变簇的描述将为药物的开发铺平道路,能够减轻这些突变的功能影响。
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引用次数: 1
Ubiquitin specific protease 7 maintains pluripotency of mouse embryonic stem cells through stabilization of β-catenin. 泛素特异性蛋白酶7通过稳定β-连环蛋白维持小鼠胚胎干细胞的多能性。
Pub Date : 2022-01-01 DOI: 10.3906/biy-2108-45
Taha Bartu Hayal

Embryonic stem cells (ESCs), which are derived from the undifferentiated inner cell mass of the embryo, can differentiate every cell type of the body regarding their pluripotency. Therefore, human or mouse ESCs can be used as an unlimited cell source for numerous researches or therapeutical approaches. However, pluripotency maintenance of ESCs during in vitro culture is challenging because of their endless differentiation capacity. In the current study, the effect of USP7 on pluripotency maintenance of mouse ESCs (mESCs) has been investigated with the help of cell viability assay, morphological analysis, alkaline phosphatase (ALP) staining, qPCR analysis, and Western Blotting. 600 nM P5091 application, which showed no significant toxicity in mESCs, increased the total ubiquitinated protein amount as a proof of the accomplishment of proper USP7 inhibition. Morphological analysis and ALP activity evaluation indicated that dual inhibition of GSK3 and MEK together with leukemia inhibitory factor (LIF) treatment protects the pluripotency in presence of active USP7 enzyme. Yet, inactivation of USP7 reduced the ALP activity and altered the cell morphology in each treatment group. This morphological change and decreased ALP activity refer to differentiated mESCs. These findings were supported by gene expression and protein analysis. Gene expressions and protein amounts of pluripotency related Oct4, Nanog, c-Myc, Sox2 and Klf4 transcription factors decreased significantly after USP7 inhibition. Together with this observation, a remarkable reduction in β-Catenin expression was also noticed. It was also observed that USP7 inactivation shortens the half-live of β-Catenin and GSK3β proteins. This study demonstrates that USP7 activation is crucial for proper pluripotency maintenance, which is provided through β-Catenin stabilization.

胚胎干细胞(ESCs)来源于胚胎未分化的内细胞群,就其多能性而言,可以分化机体的所有细胞类型。因此,人类或小鼠ESCs可以作为无限的细胞来源用于许多研究或治疗方法。然而,由于ESCs具有无限的分化能力,在体外培养过程中维持其多能性是具有挑战性的。本研究通过细胞活力测定、形态学分析、碱性磷酸酶(ALP)染色、qPCR分析和Western Blotting等方法研究了USP7对小鼠ESCs (mESCs)多能性维持的影响。600 nM P5091对mESCs没有明显的毒性,但其泛素化蛋白总量增加,证明USP7得到了适当的抑制。形态学分析和ALP活性评价表明,GSK3和MEK的双重抑制和白血病抑制因子(LIF)的治疗可以保护USP7活性酶存在下的多能性。然而,USP7的失活降低了每个处理组的ALP活性并改变了细胞形态。这种形态变化和ALP活性降低说明mESCs已分化。这些发现得到了基因表达和蛋白分析的支持。USP7抑制后,多能性相关的Oct4、Nanog、c-Myc、Sox2和Klf4转录因子的基因表达量和蛋白量均显著降低。与此观察结果一起,还注意到β-Catenin表达的显著减少。USP7的失活缩短了β-Catenin和GSK3β蛋白的半衰期。这项研究表明,USP7的激活对于多能性维持至关重要,这是通过β-Catenin稳定提供的。
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引用次数: 1
Transcriptomic profiling of mice brain under Bex3 regulation. Bex3调控下小鼠脑转录组学分析。
Pub Date : 2022-01-01 DOI: 10.3906/biy-2108-96
Zhimin Xu, Noor Bahadar, Yingxin Zhang, Shuang Tan, Zhongze Wang, Bingyi Ren, Shitao Liu, Huanyan Dai, Yaowu Zheng, Bing Han

BEX family genes are expressed in various tissues and play significant roles in neuronal development. A mouse model of Bex3 gene knock-out was generated in this study, using the CRISPR-Cas9 system. Transcriptomic analysis of the brain was performed to identify genes and pathways under Bex3 regulation. Essential biological functions under the control of Bex3 related to brain development were identified. Ninety-five genes were differentially expressed under Bex3-/- regulation, with 53 down and 42 up. Among down-regulated genes, LOC102633156 is a member of zf-C2H2, Xlr3a is an X-linked lymphocyte regulated gene, LOC101056144 is a hippocampal related gene, 2210418O10Rik and Fam205a3 are cortex related genes. Among the upregulated genes, Zfp967 is a zf protein, Tgtp2 is a T cell-specific regulator, Trpc2 is a neuron-related gene, and Evi2 is related to NF1. A total of 34 KEGG disease terms were identified under the Bex3-/- regulation. The most prominent is non-syndromic X-linked mental retardation, where Fgd1 is enriched. Similarly, IRF, MBD, SAND, zf-BED, and zf-C2H2 were significantly enriched transcription factors. A further study is required to confirm and explain each aspect that has been identified in this study.

BEX家族基因在多种组织中表达,在神经元发育中起重要作用。本研究采用CRISPR-Cas9系统构建了Bex3基因敲除小鼠模型。对大脑进行转录组学分析,以确定受Bex3调控的基因和途径。确定了Bex3基因控制下与大脑发育相关的基本生物学功能。Bex3-/-调控下95个基因差异表达,其中53个基因下调,42个基因上调。在下调基因中,LOC102633156是zf-C2H2的成员,Xlr3a是x连锁淋巴细胞调控基因,LOC101056144是海马相关基因,2210418O10Rik和Fam205a3是皮质相关基因。在上调的基因中,Zfp967是一个zf蛋白,Tgtp2是一个T细胞特异性调节因子,Trpc2是一个神经元相关基因,Evi2与NF1相关。在Bex3-/-调控下,共鉴定出34个KEGG疾病术语。最突出的是非综合征性x连锁智力低下,其中Fgd1富集。同样,IRF、MBD、SAND、zf-BED和zf-C2H2是显著富集的转录因子。需要进一步的研究来证实和解释本研究中确定的每个方面。
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引用次数: 0
Point-of-care diagnosis of cervical cancer: potential protein biomarkers in cervicovaginal fluid. 宫颈癌的即时诊断:宫颈阴道液中潜在的蛋白质生物标志物。
Pub Date : 2022-01-01 DOI: 10.55730/1300-0152.2608
Büşra Köse, Özgüç Takmaz, Mete Güngör, Ahmet Tarık Baykal

Cervical cancer (CxCa) is preventable and treatable via vaccination and screening. Cervicovaginal fluid (CVF) represents the physiological components of the female genital tract. These components are suitable to be utilized for clinical purposes, therefore, making CVF a suitable material for disease screening approaches. Due to high false-negative result rates and low attendance of current expensive routine CxCa screening methods, it has become more important to develop a point-of-care (POC) screening method that every single woman could reach worldwide. For this purpose, various self-usage apparatus have been developed for screening of the human papilloma virus (HPV) infection. Furthermore, due to the low specificity of HPV tests and the high clearance rate of HPV infections, many patients undergo overtreatment. Since proteins play an important role in cellular process and carcinogenesis, it is appropriate to use proteins in a simple screening test for the detection of carcinogenesis. In this article, POC screening tests and the studies of discovery of CVF protein biomarkers will be overviewed to consider the development of a method that can be used for the rapid and conceivable screening method of CxCa.

宫颈癌可通过疫苗接种和筛查加以预防和治疗。宫颈阴道液(CVF)代表女性生殖道的生理成分。这些成分适合用于临床目的,因此,使CVF成为疾病筛查方法的合适材料。由于目前昂贵的常规CxCa筛查方法的假阴性率高,而且参加率低,因此开发一种全世界每位女性都能获得的即时护理(POC)筛查方法变得更加重要。为此目的,各种自用仪器已开发筛选人乳头瘤病毒(HPV)感染。此外,由于HPV检测的低特异性和HPV感染的高清除率,许多患者接受了过度治疗。由于蛋白质在细胞过程和癌变过程中起着重要的作用,因此在检测癌变的简单筛选试验中使用蛋白质是合适的。在本文中,将概述POC筛选试验和CVF蛋白生物标志物的发现研究,以考虑开发一种可用于快速和可想象的CxCa筛选方法。
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引用次数: 1
Inhibition of TRPV4 attenuates ferroptosis against LPS-induced ALI via Ca2+ pathway. 抑制TRPV4通过Ca2+途径减弱脂多糖诱导的ALI的铁下垂。
Pub Date : 2022-01-01 DOI: 10.55730/1300-0152.2632
Junying Cai, Guohai Xu, Yue Lin, Bin Zhou, Zhenzhong Luo, Shuchun Yu, Jun Lu

Acute lung injury (ALI) is an inflammation of the lungs with high incidence rate and mortality. Ferroptosis is a new cell death, which has influence in body organs. Transient receptor potential vanillin-4 (TRPV4) channel is a key mediator of Ca2+, its activation induces ferroptosis. The purpose of the study is to investigate the function of TRPV4 on ferroptosis in ALI mice induced by lipopolysaccharide (LPS). In vitro, the regulation of TRPV4 on Ca2+ and ferroptosis was detected by CCK-8, fluorescent probe, and western blot in BEAS-2B cells. In vivo, the role of TRPV4 antagonists on ALI mice was analyzed by determination of pulmonary inflammation, pulmonary edema, and ferroptosis. In vitro, ferroptosis was induced in ALI. TRPV4 expression and intracellular Ca2+ concentration were up-regulated in ALI, and TRPV4 antagonist suppressed LPS-induced ferroptosis in BEAS-2B cells, including decreased MDA and ROS levels, increased GPX4 protein level and cell viability. In vivo, ALI mice showed activated ferroptosis compared with the control group, and administration of TRPV4 inhibition had protective effects on ALI mice, including improving lung pathological characteristics, and reducing the degree of pulmonary edema, inflammation, and ferroptosis. The results manifested that ferroptosis mediated lung injury in LPS-induced ALI, and TRPV4 antagonists might moderate LPS-induced damage by suppressing ferroptosis.

急性肺损伤(Acute lung injury, ALI)是一种发病率和死亡率都很高的肺部炎症。铁下垂是一种新的细胞死亡,对人体器官有影响。瞬时受体电位香草素-4 (TRPV4)通道是Ca2+的关键介质,其激活可诱导铁凋亡。本研究旨在探讨TRPV4对脂多糖(LPS)诱导的ALI小鼠铁下垂的作用。在体外,采用CCK-8、荧光探针和western blot检测TRPV4对BEAS-2B细胞Ca2+和铁凋亡的调节作用。在体内,通过测定肺炎症、肺水肿和铁下垂来分析TRPV4拮抗剂对ALI小鼠的作用。体外,ALI诱导铁下垂。ALI中TRPV4表达和细胞内Ca2+浓度上调,TRPV4拮抗剂抑制lps诱导的BEAS-2B细胞铁凋亡,包括降低MDA和ROS水平,提高GPX4蛋白水平和细胞活力。在体内,与对照组相比,ALI小鼠表现出活化的铁下垂,抑制TRPV4对ALI小鼠具有保护作用,包括改善肺病理特征,减轻肺水肿、炎症和铁下垂程度。结果表明,脂多糖诱导的ALI中铁下垂介导的肺损伤,TRPV4拮抗剂可能通过抑制铁下垂来调节脂多糖诱导的肺损伤。
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引用次数: 0
Modelling of C-terminal tail of human STING and its interaction with tank-binding kinase 1. 人STING c端尾部的建模及其与储罐结合激酶1的相互作用。
Pub Date : 2022-01-01 DOI: 10.3906/biy-2108-90
Rahaf Ata Ouda Al-Masri, Hajara Audu-Bida, Şebnem Eşsiz

Stimulator of interferon genes (STING) plays a significant role in a cell's intracellular defense against pathogens or self-DNA by inducing inflammation or apoptosis through a pathway known as cGAS-cGAMP-STING. STING uses one of its domains, the C-terminal tail (CTT) to recruit the members of the pathway. However, the structure of this domain has not been solved experimentally. STING conformation is open and more flexible when inactive. When STING gets activated by cGAMP, its conformation changes to a closed state covered by 4 beta-sheets over the binding site. This conformational change leads to its binding to Tank-binding kinase 1 (TBK1). TBK1 then phosphorylates STING aiding its entry to the cell's nucleus. In this study, we focused on the loop modeling of the CTT domain in both the active and inactive STING conformations. After the modeling step, the active and inactive STING structures were docked to one of the cGAS-cGAMP-STING pathway members, TBK1, to observe the differences of binding modes. CTT loop stayed higher in the active structure, while all the best-scored models, active or inactive, ended up around the same position with respect to TBK1. However, when the STING poses are compared with the cryo-EM image of the complex structure, the models in the active structure chain B displayed closer results to the complex structure.

干扰素基因刺激因子(STING)通过cGAS-cGAMP-STING途径诱导炎症或细胞凋亡,在细胞内防御病原体或自身dna中发挥重要作用。STING使用它的一个结构域,c端尾部(CTT)来招募通路的成员。然而,该区域的结构还没有得到实验的解决。非活动时,STING构象是开放的,更灵活。当STING被cGAMP激活时,其构象改变为封闭状态,在结合位点上覆盖4个β -sheet。这种构象变化导致其与Tank-binding kinase 1 (TBK1)结合。TBK1随后磷酸化STING,帮助其进入细胞核。在这项研究中,我们重点研究了活性和非活性STING构象中CTT结构域的循环建模。建模步骤完成后,将活性和非活性STING结构与cGAS-cGAMP-STING通路成员TBK1对接,观察其结合模式的差异。CTT环路在活跃结构中保持较高水平,而所有得分最高的模型,无论是活跃的还是不活跃的,最终都在TBK1的相同位置上结束。然而,当STING姿态与复杂结构的冷冻电镜图像进行比较时,活性结构链B中的模型显示出更接近复杂结构的结果。
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引用次数: 0
Developing a label propagation approach for cancer subtype classification problem. 癌症亚型分类问题的标签传播方法研究。
Pub Date : 2022-01-01 DOI: 10.3906/biy-2108-83
Pınar Güner, Burcu Bakir-Gungor, Mustafa Coşkun

Cancer is a disease in which abnormal cells grow uncontrollably and invade other tissues. Several types of cancer have various subtypes with different clinical and biological implications. Based on these differences, treatment methods need to be customized. The identification of distinct cancer subtypes is an important problem in bioinformatics, since it can guide future precision medicine applications. In order to design targeted treatments, bioinformatics methods attempt to discover common molecular pathology of different cancer subtypes. Along this line, several computational methods have been proposed to discover cancer subtypes or to stratify cancer into informative subtypes. However, existing works do not consider the sparseness of data (genes having low degrees) and result in an ill-conditioned solution. To address this shortcoming, in this paper, we propose an alternative unsupervised method to stratify cancer patients into subtypes using applied numerical algebra techniques. More specifically, we applied a label propagation-based approach to stratify somatic mutation profiles of colon, head and neck, uterine, bladder, and breast tumors. We evaluated the performance of our method by comparing it to the baseline methods. Extensive experiments demonstrate that our approach highly renders tumor classification tasks by largely outperforming the state-of-the-art unsupervised and supervised approaches.

癌症是一种异常细胞不受控制地生长并侵入其他组织的疾病。几种类型的癌症有不同的亚型,具有不同的临床和生物学意义。根据这些差异,需要定制治疗方法。识别不同的癌症亚型是生物信息学中的一个重要问题,因为它可以指导未来的精准医疗应用。为了设计靶向治疗,生物信息学方法试图发现不同癌症亚型的共同分子病理。沿着这条路线,已经提出了几种计算方法来发现癌症亚型或将癌症分层为信息丰富的亚型。然而,现有的工作没有考虑数据的稀疏性(低度基因),导致病态解。为了解决这一缺点,在本文中,我们提出了一种替代的无监督方法,使用应用数值代数技术将癌症患者分层为亚型。更具体地说,我们应用了基于标签传播的方法对结肠、头颈部、子宫、膀胱和乳房肿瘤的体细胞突变谱进行分层。我们通过与基线方法进行比较来评估我们的方法的性能。大量的实验表明,我们的方法在很大程度上优于最先进的无监督和有监督方法,从而高度呈现肿瘤分类任务。
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Turkish journal of biology = Turk biyoloji dergisi
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