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The degradation of extended protein isoforms points to a misfiring translation initiation process. 延伸蛋白同工型的降解指向一个错误的翻译起始过程。
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-12 DOI: 10.1007/s00438-025-02324-9
Michael L Tress

There is ever increasing evidence for significant amounts of translation upstream of known AUG start codons in protein coding genes. Some of this translation is from upstream open reading frames (ORFs) that are unconnected to the main coding exons, but upstream initiation codons that are in-frame with coding exons can produce N-terminally extended protein isoforms. N-terminal extensions have much more proteomics support than the shorter proteins predicted to be produced from upstream ORFs. The upstream regions that produce N-terminal extensions have certain characteristics in common. They are highly GC-rich, most of the predicted start codons are non-AUG, and most do not conserve their reading frames beyond simians. The extended isoforms themselves are found significantly more frequently in dysregulated cells than in normal tissues. Approximately one in seven of these N-terminal extensions are upstream of signal peptides and would almost certainly block their recognition by the signal recognition particle. As a result, N-terminally extended isoforms containing exposed, hydrophobic signal peptides would be expected to accumulate in the cytoplasm. However, this analysis finds that those N-terminal extensions that would block signal recognition are practically not detected at the protein level even though the transcripts that would produce these extensions are found as expected in ribosome profiling experiments. This is a clear indication that these mislocated proteins are degraded after translation. Theprobable degradation of these extended proteins strongly suggests that their translation is a side effect of inefficient translation initiation.

越来越多的证据表明,在蛋白质编码基因中,已知的AUG起始密码子在上游有大量的翻译。部分翻译来自与主编码外显子不相连的上游开放阅读框架(orf),但与编码外显子在框架内的上游起始密码子可以产生n端延伸的蛋白质同种异构体。与上游orf产生的较短的蛋白质相比,n端延伸具有更多的蛋白质组学支持。产生n端延伸的上游区域具有某些共同的特征。它们富含gc,大多数预测的起始密码子是非aug的,并且大多数不保留它们的阅读帧,除了猿类。延长同种异构体本身在失调细胞中比在正常组织中更常见。大约七分之一的这些n端延伸位于信号肽的上游,几乎肯定会阻止信号识别粒子对它们的识别。因此,含有暴露的疏水信号肽的n端延伸异构体预计会在细胞质中积累。然而,本分析发现,即使在核糖体分析实验中发现了产生这些延伸的转录本,但在蛋白质水平上却几乎没有检测到那些阻碍信号识别的n端延伸。这清楚地表明,这些错误定位的蛋白质在翻译后被降解。这些延伸蛋白的可能降解强烈表明它们的翻译是低效翻译起始的副作用。
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引用次数: 0
On the role of dcm and vsr in Escherichia coli adaptive mutation. dcm和vsr在大肠杆菌适应性突变中的作用。
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-12 DOI: 10.1007/s00438-025-02320-z
Renu Minda, Jyoti Ramchandani, Gargi Bindal, Devashish Rath, Prashant Kodgire, Ravindra D Makde, Swapan Bhattacharjee

Microorganisms rapidly adapt to non-lethal stress through mutations, a process central to microbial evolution. In this study, we investigate the molecular mechanism of adaptive mutagenesis in the bacterial strain Escherichia coli K-12 harboring a frameshift lac mutation. A non-random mutational spectrum, featuring a prominent - 1 bp deletion hot-spot is an intriguing unsolved phenomenon seen in the revertants of starving cells of this strain. The very-short-patch mismatch repair, a stationary-phase specific DNA repair pathway, has been hypothesized to create this hot-spot. To test this, we independently inactivated two main players of this pathway: dcm involved in DNA cytosine methylation and vsr encoding a sequence-specific DNA repair endonuclease. Contrary to the prediction of our hypothesis, the stationary-phase mutational spectra of Δdcm and Δvsr strains were indistinguishable from that of the wild-type strain, i.e., the frequency of mutations at the hot-spot remained unchanged. Unexpectedly, both Δdcm and Δvsr strains showed a two-fold increase in stationary-phase reversion frequency with respect to the wild-type strain. This result differed from an earlier finding where simultaneous deletion of both genes had no effect. We conclude that the adaptive mutation hot-spot is not caused by very-short-patch mismatch repair. Instead, our data suggest that dcm and vsr independently influence adaptive mutagenesis rate, possibly through previously unrecognized 'moonlighting' functions. Future work will aim to uncover the mechanism behind this unique adaptive mutational spectrum, advancing our understanding of stress-induced mutagenesis.

微生物通过突变迅速适应非致死压力,这是微生物进化的核心过程。在这项研究中,我们研究了携带移码紫胶突变的大肠杆菌K-12的适应性诱变的分子机制。一个非随机的突变谱,具有一个突出的- 1bp缺失热点,是一个有趣的未解决的现象,在该菌株的饥饿细胞的复归体中看到。非常短的补丁错配修复,一种固定阶段的特定DNA修复途径,已经被假设产生了这个热点。为了验证这一点,我们独立灭活了该途径的两个主要参与者:参与DNA胞嘧啶甲基化的dcm和编码序列特异性DNA修复内切酶的vsr。与我们假设的预测相反,Δdcm和Δvsr菌株的平稳相位突变谱与野生型菌株没有区别,即热点突变频率保持不变。出乎意料的是,与野生型菌株相比,Δdcm和Δvsr菌株的平稳相位恢复频率增加了两倍。这一结果不同于先前的发现,即同时删除两个基因没有影响。我们得出结论,适应性突变热点不是由非常短的补丁错配修复引起的。相反,我们的数据表明,dcm和vsr独立影响适应性诱变率,可能是通过以前未被认识到的“兼职”功能。未来的工作将旨在揭示这种独特的适应性突变谱背后的机制,促进我们对应激诱导诱变的理解。
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引用次数: 0
Unveiling crosstalk between abiotic and biotic stress responses in soybean (Glycine max) using integrative RNA-Seq meta-analysis. 利用整合RNA-Seq meta分析揭示大豆(Glycine max)非生物和生物胁迫反应之间的串扰。
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-12 DOI: 10.1007/s00438-025-02331-w
Ashish Kumar Pathak, Jasjeet Narang, Ashish Kumar
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引用次数: 0
Twin pairs discordant for incident coronary artery disease reveal epigenetic and transcriptomic differences by gene region. 发生冠心病的双胞胎不一致揭示了基因区域的表观遗传和转录组差异。
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-12 DOI: 10.1007/s00438-025-02325-8
Asmus Cosmos Skovgaard, Mikael Thinggaard, Jacob vB Hjelmborg, Afsaneh M Nejad, Hans Christian Beck, Qihua Tan, Mette Soerensen

Cardiovascular diseases are the leading causes of mortality globally, of which coronary artery disease (CAD) is the most frequent. Several epigenomics and transcriptomics studies of CAD have been conducted, however, only a few studies have utilized the statically powerful discordant twin pair design, which reduces the confounding introduced by genetics. Finally, no study has investigated the link between the DNA methylation position and gene expression levels. The present study aims at filling this knowledge gap, to present novel biomarkers of CAD. We investigated 44 Danish twin pairs that were discordant for incident CAD, for whom, both genome-wide DNA methylation (CpG) and gene expression (probe) data were available. We identified CpGs and probes, which were more different within the twin pairs than expected by change, and investigated these by Cox regression analysis. CpGs and probes belonging to the same gene were divided into groups based on their directions of effect, and these genes were investigated by gene set enrichment and interaction network analyses. Overall, we found that CAD co-twins showed DNA methylation patterns leading to up-regulated gene expression; especially with demethylation of promoters and methylation of gene bodies, compared to their non-CAD co-twin. Generally, we found that the largest biological group of up-regulated pathways related to immune-inflammation processes, whereas down-regulated pathways related to muscle system biology, among others. Hence, the present study uncovers a specific pattern between DNA methylation position and gene expression levels relating to CAD, pointing to a need for additional studies. However, such multi-omics designs are surprisingly rare.

心血管疾病是全球死亡的主要原因,其中冠状动脉疾病(CAD)最为常见。已经进行了一些CAD的表观基因组学和转录组学研究,然而,只有少数研究利用了静态强大的不协调双胞胎设计,这减少了遗传学引入的混淆。最后,没有研究调查DNA甲基化位置和基因表达水平之间的联系。本研究旨在填补这一知识空白,提出新的CAD生物标志物。我们调查了44对丹麦双胞胎,这些双胞胎的冠心病发生率不一致,他们的全基因组DNA甲基化(CpG)和基因表达(探针)数据都是可用的。我们发现CpGs和探针在双胞胎中比预期的变化差异更大,并通过Cox回归分析对此进行了研究。将属于同一基因的CpGs和探针根据作用方向进行分组,并通过基因集富集和相互作用网络分析对这些基因进行研究。总体而言,我们发现CAD双胞胎显示DNA甲基化模式导致基因表达上调;特别是启动子的去甲基化和基因体的甲基化,与非cad的双胞胎相比。总的来说,我们发现最大的生物组与免疫炎症过程相关,而与肌肉系统生物学相关的下调通路等。因此,本研究揭示了与CAD相关的DNA甲基化位置和基因表达水平之间的特定模式,指出需要进行更多的研究。然而,这种多组学设计却出奇地罕见。
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引用次数: 0
RBM7 suppresses mitochondrial dysfunction and ferroptosis by destabilizing FBXL16 mRNA to enhance Temozolomide resistance in glioblastoma. RBM7通过破坏FBXL16 mRNA的稳定,增强胶质母细胞瘤对替莫唑胺的耐药性,从而抑制线粒体功能障碍和铁凋亡。
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-12 DOI: 10.1007/s00438-025-02313-y
Nan Liu, YeTing Cui, Juan Li, SuMei Li, YanYang Tu, JunLi Huo, TongCun Zhang, HaiNing Zhen

Objective: Temozolomide (TMZ) resistance is a major cause of treatment failure in glioblastoma (GBM). This study investigates the role and mechanism of the RNA-binding protein RNA-binding motif protein 7 (RBM7) and F-box and leucine-rich repeat protein 16 (FBXL16) in TMZ resistance in GBM, focusing on mitochondrial dysfunction and ferroptosis. TMZ-resistant GBM cell lines (TR/U87) were established through gradient induction. Cell viability and proliferation were assessed using the Cell Counting Kit-8 assay and colony formation assays. Western blot analysis and immunohistochemistry were performed to measure FBXL16, activating transcription factor 4, and peroxisome proliferator-activated receptor gamma coactivator 1-alpha protein expression. Transwell assays evaluated TR/U87 cell migration and invasion. Co-immunoprecipitation and RNA immunoprecipitation assays verified the interaction between RBM7 and FBXL16. An actinomycin D assay analyzed FBXL16 mRNA stability. Flow cytometry was used to detect reactive oxygen species, iron levels, and apoptosis. A nude mouse xenograft model was used to validate in vivo effects. RBM7 was highly expressed in TMZ-resistant cells. Knockdown of RBM7 suppressed TR/U87 cell proliferation and migration, induced mitochondrial structural damage, and triggered ferroptosis. Mechanistically, RBM7 interacted with FBXL16 and reduced its mRNA stability. FBXL16 knockdown reversed RBM7 deficiency-induced ferroptosis and chemosensitivity. In vivo experiments confirmed that RBM7 knockdown combined with TMZ significantly inhibited tumor growth. RBM7 promotes TMZ resistance by suppressing mitochondrial dysfunction and ferroptosis through destabilization of FBXL16. Targeting the RBM7-FBXL16 axis may represent a novel strategy to overcome GBM chemoresistance.

目的:替莫唑胺耐药是胶质母细胞瘤(GBM)治疗失败的主要原因。本研究探讨rna结合蛋白RBM7 (rna binding motif protein 7)和F-box和亮氨酸富重复蛋白16 (F-box and leucine-rich repeat protein 16, FBXL16)在GBM TMZ耐药中的作用和机制,重点关注线粒体功能障碍和铁凋亡。通过梯度诱导建立了抗tmz的GBM细胞株TR/U87。采用细胞计数试剂盒-8法和菌落形成法评估细胞活力和增殖能力。Western blot和免疫组织化学检测FBXL16、激活转录因子4和过氧化物酶体增殖物激活受体γ辅助激活因子1- α蛋白的表达。Transwell试验评估TR/U87细胞的迁移和侵袭。共免疫沉淀和RNA免疫沉淀实验证实了RBM7与FBXL16之间的相互作用。放线菌素D检测FBXL16 mRNA的稳定性。流式细胞术检测活性氧、铁水平和细胞凋亡。裸鼠异种移植模型用于验证体内效果。RBM7在tmz耐药细胞中高表达。RBM7敲低抑制TR/U87细胞增殖和迁移,诱导线粒体结构损伤,引发铁下垂。机制上,RBM7与FBXL16相互作用,降低其mRNA稳定性。FBXL16敲低可逆转RBM7缺陷诱导的铁下垂和化疗敏感性。体内实验证实RBM7敲低联合TMZ可显著抑制肿瘤生长。RBM7通过破坏FBXL16的稳定性,抑制线粒体功能障碍和铁下垂,从而促进TMZ抗性。靶向RBM7-FBXL16轴可能是克服GBM化疗耐药的新策略。
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引用次数: 0
ATR&RNASEL germline variants: novel findings in a case of familial cancer. ATR&RNASEL种系变异:家族性癌症病例的新发现。
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-12 DOI: 10.1007/s00438-025-02328-5
Shristi Biswas, Dhruvi Vihol, Swati Manekar, Sonal Bakshi

In familial cancer the genetic etiology can play a significant role in the cancer onset. This study aims to explore the genetic predisposition to familial cancer by analysing germline variants in Indian family across generations through whole exome sequencing (WES). Given the limited genetic data from Indian populations and the under representation in the global data, this research seeks to identify genetic variants from India that may contribute to cancer risk. The detection of such constitutional genetic variants in both symptomatic and asymptomatic individuals, can facilitate risk assessment and personalized management strategies for future generations. We report findings from whole exome sequencing for the proband with right breast fibroadenoma and a strong family history of breast cancer, colon cancer and uterine cancer in her mother and maternal grandmother, niece, and paternal grandmother respectively. Sanger sequencing was implemented in the proband and her asymptomatic father to validate the presence of any inherited genetic variants, previously reported in other ethnic groups however being reported for the first time in Indian Population. We report two germline variants ATR c.2320dup and RNASEL c.1029G > A. The variant effect predictor analysis in the proband revealed two pathogenic variants rs1800566 and rs1799983of the NQO3 c.559 C > T (p. Pro187Ser) and NOS3c.894T > G (p. Asp298Glu) genes. The main findings were evaluated for pathogenicity using various mutation score prediction tools, followed by an in-silico analysis of protein structural and functional changes, which revealed alterations in protein domains impacting DNA damage repair and antiviral pathways. Identifying the novel germline variants in the ATR and RNASEL genes within an Indian familial cancer case, underscores the critical role of comprehensive genetic screening in early detection and risk management of hereditary cancers. Our findings emphasize the importance of integrating genomic analyses for personalized medicine approaches, to better assess familial cancer risk and guide early intervention strategies. Our findings will pave the way for functional validation of these variants through in vitro and in vivo studies evaluating RNA and protein expression. We demonstrate importance of expanding genetic studies to diverse populations, which could enhance risk stratification and inform targeted therapeutic developments.

在家族性癌症中,遗传病因在癌症发病中起重要作用。本研究旨在通过全外显子组测序(WES)分析印度家族跨代种系变异,探讨家族性癌症的遗传易感性。鉴于来自印度人口的遗传数据有限,而且在全球数据中代表性不足,本研究试图确定来自印度的可能导致癌症风险的遗传变异。在有症状和无症状的个体中检测这些体质遗传变异,可以促进后代的风险评估和个性化管理策略。我们报告了对右乳腺纤维腺瘤的先证者进行全外显子组测序的结果,该先证者的母亲、外祖母、外甥女和外祖母分别有乳腺癌、结肠癌和子宫癌的家族史。在先证者及其无症状父亲中实施Sanger测序,以验证任何遗传基因变异的存在,之前在其他种族中报道过,但首次在印度人群中报道。我们报告了两个种系变异ATR c.2320dup和RNASEL c.1029G >a。先证者变异效应预测分析显示NQO3 c.559的两个致病变异rs1800566和rs1799983C > T (p. Pro187Ser)和NOS3c。p. Asp298Glu基因。使用各种突变评分预测工具评估了主要发现的致病性,随后对蛋白质结构和功能变化进行了计算机分析,揭示了影响DNA损伤修复和抗病毒途径的蛋白质结构域的改变。在印度家族性癌症病例中发现新的ATR和RNASEL基因种系变异,强调了综合遗传筛查在遗传性癌症早期发现和风险管理中的关键作用。我们的研究结果强调了整合基因组分析对个性化医疗方法的重要性,以更好地评估家族性癌症风险并指导早期干预策略。我们的发现将为通过体外和体内研究评估RNA和蛋白质表达来验证这些变异的功能铺平道路。我们证明了将遗传研究扩展到不同人群的重要性,这可以增强风险分层并为有针对性的治疗开发提供信息。
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引用次数: 0
Genome wide dissection and haplotype analysis to identify candidate loci for harvest index under spot blotch in bread wheat. 面包小麦斑疹病收获指数候选位点的全基因组解剖和单倍型分析。
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-12 DOI: 10.1007/s00438-025-02306-x
G Mahendra Singh, Pradeep K Bhati, Manish K Vishwakarma, Funmi Ladejobi, V K Mishra, Sandeep Sharma, A K Joshi

Harvest index (HI), a key yield-related trait in wheat, is influenced by genetic, phenological, environmental, and stress factors. In the Indo-Gangetic Plains (IGP) of India, spot blotch (SB) poses a major biotic stress, reducing grain yield by affecting photosynthesis and HI. Identifying stable wheat genotypes and genomic regions controlling these traits are essential for developing resilient wheat for the IGP. We evaluated 1500 elite wheat lines in four environments at IGP, including SB and disease-free (DF) conditions. On average, in the SB condition HI (%) reduced by 4.3% compared to its DF environment. Genome-wide association studies identified important SNPs:1A_494392059, 1A_495192503, 2A_32931719, 3B_10249157, 3B_10644041, 3B_6127880, 5B_538548049, 6A_96651968, 7A_49592941 and 7D_326728664, and a favourable haplotype TTGTCG (n = 303), which showed higher average HI (39.75%) under SB conditions. Additionally, most of candidate genes associated with the identified SNPs were involved in senescence and disease resistance. Stability analysis using AMMI and genotype selection index identified a set of genotypes with consistently high and stable HI under both SB and DF conditions. Further, genotypes with favourable alleles at all these identified significant MTAs, and stable genotypes identified for HI shared common genetic contributors, including the SR50 gene and prominent wheat varieties such as KACHU, PASTOR, and PRL. These genetic backgrounds play a pivotal role in conferring both disease resistance and yield stability, highlighting their importance in wheat breeding programs for IGP. Further, Genomic predictions using genome-wide markers demonstrated moderate predictive accuracy, ranging from 0.22 to 0.39, with higher accuracy observed under SB conditions. The stable genotypes and genomic regions identified in this study could serve as important resources and knowledge for developing resilient genotypes adapted to the IGP.

收获指数是小麦产量相关的关键性状,受遗传、物候、环境和胁迫等因素的影响。在印度的印度河-恒河平原(IGP),斑斑病(SB)是一种主要的生物胁迫,通过影响光合作用和HI来降低粮食产量。确定稳定的小麦基因型和控制这些性状的基因组区域对于培育抗抗性小麦至关重要。我们在四种IGP环境下对1500个优质小麦品系进行了评估,包括SB和无病(DF)条件。与DF环境相比,SB条件下HI(%)平均降低4.3%。全基因组关联研究发现了重要的snp:1A_494392059、1A_495192503、2A_32931719、3B_10249157、3B_10644041、3B_6127880、5B_538548049、6A_96651968、7A_49592941和7D_326728664,以及一个有利的单倍型TTGTCG (n = 303),在SB条件下显示出更高的平均HI(39.75%)。此外,大多数与所鉴定的snp相关的候选基因都与衰老和抗病有关。利用AMMI和基因型选择指数进行稳定性分析,确定了一组在SB和DF条件下具有稳定高HI的基因型。此外,在所有这些基因型中,具有有利等位基因的基因型鉴定出了显著的mta,而鉴定出的HI稳定基因型具有共同的遗传贡献者,包括SR50基因和著名的小麦品种,如KACHU、PASTOR和PRL。这些遗传背景在抗病性和产量稳定性方面发挥着关键作用,突出了它们在小麦IGP育种计划中的重要性。此外,使用全基因组标记的基因组预测显示出中等的预测准确性,范围在0.22到0.39之间,在SB条件下观察到更高的准确性。本研究确定的稳定基因型和基因组区域可作为开发适应IGP的弹性基因型的重要资源和知识。
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引用次数: 0
Complete mitochondrial genome of Hypoclinemus mentalis and phylogenetic analysis of the order Pleuronectiformes. 颏下斜鳗线粒体全基因组及胸膜形目系统发育分析。
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-12 DOI: 10.1007/s00438-025-02335-6
Cheng-He Sun, Yang Xu, Yi-Jing Zhan, Xiao Ma, Xiao-Die Chen, Chang-Hu Lu

We sequenced the mitochondrial genome of the freshwater flatfish Hypoclinemus mentalis, analyzed its structural characteristics, and constructed a phylogenetic tree for the order Pleuronectiformes based on sequence data of 13 protein-coding genes (PCGs) to elucidate the mitochondrial genome characteristics of H. mentalis and its phylogenetic position in Pleuronectiformes. The mitochondrial genome of H. mentalis is 16,802 bp in length and encodes 13 PCGs, two rRNA genes, 22 tRNA genes, and one non-coding region. Its base composition shows AT preference (A + T content 56.4%). The PCG nad6 and eight tRNA genes (trnQ, trnA, trnN, trnC, trnY, trnS2, trnE, and trnP) are located on the light strand, whereas the remaining 28 genes are located on the heavy strand. Among the 22 tRNAs, the secondary structure of trnS1 lacks the dihydrouridine arm, whereas the remaining tRNAs form a typical clover secondary structure. In the phylogenetic tree, H. mentalis clustered well with three other species of the family Achiridae. In the order Pleuronectiformes, monophyletic issues existed in three families (Cynoglossidae, Soleidae, and Pleuronectidae) and five genera (Ancylopsetta, Arnoglossus, Citharichthys, Cynoglossus, and Etropus). Our findings elucidate the structural characteristics of the complete mitochondrial genome of H. mentalis and its phylogenetic position and provide key molecular evidence for understanding the taxonomic relationships of this species within Pleuronectiformes.

对淡水比目鱼下颚鱼(Hypoclinemus mentalis)的线粒体基因组进行测序,分析其结构特征,并基于13个蛋白质编码基因(PCGs)的序列数据构建了胸膜目的系统发育树,以阐明其线粒体基因组特征及其在胸膜目中的系统发育地位。该动物线粒体基因组全长16802 bp,编码13个PCGs、2个rRNA基因、22个tRNA基因和1个非编码区。其碱基组成表现出AT偏好(A + T含量56.4%)。PCG nad6和8个tRNA基因(trnQ、tRNA、trnN、trnC、trnY、trnS2、trnE和trnP)位于轻链上,其余28个基因位于重链上。在22个trna中,trnS1的二级结构缺少二氢吡啶臂,而其余trna形成典型的三叶草二级结构。在系统发育树中,麻蝇与麻蝇科的其他3种聚类较好。在胸骨形目中,存在3科(胸骨形科、单骨形科和胸骨形科)和5属(Ancylopsetta、Arnoglossus、Citharichthys、Cynoglossus和Etropus)的单系问题。本研究结果阐明了沙蚕线粒体全基因组的结构特征及其系统发育位置,为了解沙蚕在胸膜形目中的分类学关系提供了关键的分子证据。
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引用次数: 0
Paternal transgenerational epigenetic effects: high fat diet induced obesity alters miRNA expression in F1 and F2 C57BL/6 male mice. 父系跨代表观遗传效应:高脂饮食诱导肥胖改变F1和F2 C57BL/6雄性小鼠的miRNA表达。
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-06 DOI: 10.1007/s00438-025-02318-7
Guzide Satir-Basaran, Minoo Rassoulzadegan, Ahmet Cumaoglu
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引用次数: 0
Bioinformatics and artificial intelligence in genomic data analysis: current advances and future directions. 基因组数据分析中的生物信息学和人工智能:当前进展和未来方向。
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-05 DOI: 10.1007/s00438-025-02314-x
David B Olawade, Ayomikun Kade, Eghosasere Egbon, Sunday Oluwadamilola Usman, Oluwaseun Fapohunda, James Ijiwade, Covenant Ebubechi Ogbonna

The exponential growth of genomic data from next-generation sequencing technologies has created an urgent need for advanced computational approaches that can efficiently process, integrate, and interpret complex multi-dimensional biological information. This comprehensive review examines how artificial intelligence (AI), particularly machine learning and deep learning, is transforming genomic data analysis and addressing critical limitations of traditional bioinformatics methods. A thorough literature search was conducted across PubMed, Scopus, and Google Scholar databases, targeting peer-reviewed studies published between 2010 and 2024. This review addresses a critical knowledge gap by synthesizing current AI applications across the genomic analysis pipeline, from variant calling to multi-omics integration and personalized medicine, whilst critically evaluating emerging technologies including explainable AI and federated learning. AI methods have significantly improved accuracy in variant calling, gene expression profiling, and disease risk prediction. Key findings demonstrate that deep learning models achieve superior performance in complex pattern recognition, whilst explainable AI addresses the "black box" problem essential for clinical adoption. Federated learning enables privacy-preserving collaborative research across institutions. However, significant challenges remain, including data standardization, computational costs, algorithm interpretability, and ethical considerations surrounding privacy and algorithmic bias. Future directions include quantum computing integration and AI-enhanced CRISPR technologies. This review concludes that whilst AI represents a transformative force in genomic research, successful clinical translation requires addressing current technical and ethical challenges through interdisciplinary collaboration, robust validation frameworks, and responsible implementation strategies prioritizing patient safety and data security.

下一代测序技术带来的基因组数据呈指数级增长,迫切需要先进的计算方法来有效地处理、整合和解释复杂的多维生物信息。这篇综合综述探讨了人工智能(AI),特别是机器学习和深度学习,是如何改变基因组数据分析和解决传统生物信息学方法的关键局限性的。在PubMed、Scopus和b谷歌Scholar数据库中进行了全面的文献检索,目标是2010年至2024年间发表的同行评审研究。这篇综述通过综合基因组分析管道中的当前人工智能应用,从变体呼叫到多组学集成和个性化医疗,同时批判性地评估新兴技术,包括可解释的人工智能和联邦学习,解决了一个关键的知识缺口。人工智能方法显著提高了变异召唤、基因表达谱和疾病风险预测的准确性。主要研究结果表明,深度学习模型在复杂模式识别方面取得了卓越的表现,而可解释的人工智能解决了临床应用所必需的“黑匣子”问题。联邦学习使跨机构的保护隐私的协作研究成为可能。然而,仍然存在重大挑战,包括数据标准化、计算成本、算法可解释性以及围绕隐私和算法偏见的道德考虑。未来的方向包括量子计算集成和人工智能增强的CRISPR技术。这篇综述的结论是,虽然人工智能代表了基因组研究的变革力量,但成功的临床转化需要通过跨学科合作、强大的验证框架和负责任的实施策略来解决当前的技术和伦理挑战,优先考虑患者安全和数据安全。
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Molecular Genetics and Genomics
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