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Investigating the evolutionary history of the biosynthetic gene cluster for the cytotoxic purine analog, 6-thioguanine. 研究细胞毒性嘌呤类似物6-硫鸟嘌呤的生物合成基因簇的进化史。
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-31 DOI: 10.1007/s00438-026-02356-9
Adria Bateman, Kathryn Most, John Stavrinides

The aim of this study was to explore the distribution and evolution of the biosynthetic gene cluster that directs the synthesis of 6-thioguanine, a purine antimetabolite that has applications as a chemotherapeutic, and has been studied for anti-inflammatory, antibacterial, and antiviral properties. Some bacteria, like members of the genus Erwinia, carry the ycfRABCD operon that directs the synthesis of 6-thioguanine. To explore its evolution, we surveyed for the presence of the cluster across all bacteria available in the public databases, and identified two distinct configurations of the gene cluster. One configuration is found exclusively within the Erwiniaceae and the Yersiniaceae (Gammaproteobacteria), and the second, which carries an additional gene, is found within members of the Alpha- and Betaproteobacteria. We found that the genomic location of ycf operon is conserved across divergent bacteria, with phylogenetic and %GC analyses suggesting that the cluster is evolutionarily old and vertically inherited. In some lineages, the cluster has been lost, while in others it has been acquired horizontally from distantly related groups. Maintenance of the cluster across diverse bacterial species suggests multiple roles for 6-thioguanine in the general ecology of these species.

本研究的目的是探索指导6-硫鸟嘌呤合成的生物合成基因簇的分布和进化,6-硫鸟嘌呤是一种嘌呤抗代谢物,已被研究用于化疗,具有抗炎、抗菌和抗病毒特性。一些细菌,比如欧文菌属的成员,携带ycfRABCD操纵子,控制6-硫鸟嘌呤的合成。为了探索其进化,我们调查了公共数据库中所有细菌中该基因簇的存在,并确定了该基因簇的两种不同配置。一种结构只存在于Erwiniaceae和Yersiniaceae (γ变形菌门)中,第二种结构携带一个额外的基因,存在于α和β变形菌门的成员中。我们发现ycf操纵子的基因组位置在不同的细菌中是保守的,系统发育和%GC分析表明该簇在进化上是古老的和垂直遗传的。在一些世系中,星系团已经丢失,而在另一些世系中,星系团是从远亲群体中水平获得的。在不同的细菌物种中维持集群表明6-硫鸟嘌呤在这些物种的一般生态中具有多种作用。
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引用次数: 0
In vitro assessment of siRNA-mediated LRP5 silencing and temozolomide treatment in glioblastoma and brain cancer stem cells. 体外评估sirna介导的LRP5沉默和替莫唑胺治疗胶质母细胞瘤和脑癌干细胞
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-31 DOI: 10.1007/s00438-026-02357-8
Aslihan Kucuk, Hasan Onur Caglar, Omer Faruk Karatas, Cigir Biray Avci, Cumhur Gunduz

Low-density lipoprotein receptor-related protein 5 (LRP5), a co-receptor of frizzled (FZD) in the WNT/β-catenin signaling pathway, recognizes Wnt ligands. This study aimed to assess the anti-cancer effects of silencing LRP5 on glioblastoma (GBM) and brain cancer stem cells (BCSCs). Additionally, the effect of temozolomide (TMZ) was also examined in these cells with suppressed LRP5 expression. LRP5 expression was silenced in U87MG, T98G, and BCSC cells using siRNA. Protein expression levels were determined by Western blotting. Cell viability after LRP5 silencing and/or TMZ treatment was evaluated using the CVDK-8 assay. Flow cytometry was used to examine apoptosis and cell cycle progression. Clonogenic, cell invasion, and wound-healing assays were used to assess colony formation, invasion, and migration, respectively. siRNA-mediated silencing reduced protein expression of LRP5 and Wnt/β-catenin target genes in GBM and BCSC cells. Furthermore, suppression of LRP5 reduced cell viability, and its combination with TMZ enhanced anti-proliferative effects. Silencing LRP5 and/or TMZ treatment caused cell cycle arrest and significantly diminished the aggressive characteristics of GBM and BCSC cells. These findings suggest that LRP5 may serve as a potential therapeutic target for treating GBM. Targeting LRP5 may enhance the effectiveness of the chemotherapy agent TMZ in GBM.

低密度脂蛋白受体相关蛋白5 (LRP5)是WNT/β-catenin信号通路中卷曲蛋白(FZD)的共受体,可识别WNT配体。本研究旨在评估沉默LRP5对胶质母细胞瘤(GBM)和脑癌干细胞(BCSCs)的抗癌作用。此外,替莫唑胺(TMZ)对LRP5表达抑制的细胞的影响也被检测。LRP5在U87MG、T98G和BCSC细胞中通过siRNA沉默表达。Western blotting检测蛋白表达水平。使用CVDK-8法评估LRP5沉默和/或TMZ处理后的细胞活力。流式细胞术检测细胞凋亡和细胞周期进展。克隆生成、细胞侵袭和伤口愈合试验分别用于评估菌落形成、侵袭和迁移。sirna介导的沉默降低了GBM和BCSC细胞中LRP5和Wnt/β-catenin靶基因的蛋白表达。抑制LRP5可降低细胞活力,与TMZ联合可增强抗增殖作用。沉默LRP5和/或TMZ治疗导致细胞周期阻滞,并显著降低GBM和BCSC细胞的侵袭性特征。这些发现提示LRP5可能作为治疗GBM的潜在治疗靶点。以LRP5为靶点可提高化疗药物TMZ治疗GBM的疗效。
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引用次数: 0
A combined computational and functional approach identifies FBLN5 as an amino acid metabolism-related gene and suppressing colorectal cancer progression. 结合计算和功能方法确定FBLN5是氨基酸代谢相关基因并抑制结直肠癌进展。
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-31 DOI: 10.1007/s00438-025-02327-6
Jiezhi Chen, Yang Bai, Shiyi Liu, Changwei Lin

The importance of amino acid metabolism in regulating cancers progression was investigated by accumulating research. But the role of amino acid metabolism-related genes (AAMRGs) played in the colorectal cancer (CRC) progression remains unclear. We used Cox-LASSO analysis to construct an AAMRG prognostic signature and performed Gene set enrichment analysis (GSEA) for further investigation. Moreover, RT‒qPCR was adopted to estimate the expression of AAMRGs in clinical samples. Cell-based assays, including CCK-8, colony formation, and transwell assays were also performed to identify the roles of fibulin 5 (FBLN5) in CRC progression. We established a 10-AAMRG prognostic signature and stratified CRC samples into two risk groups, which showed significant differences in immune infiltration and EMT. RT-qPCR and human protein atlas data confirmed the mRNA and protein expression of these 10 AAMRGs, validating our bioinformatics findings. Importantly, functional assays revealed that FBLN5 overexpression suppressed CRC cell proliferation, migration, and invasion in vitro, as well as tumor growth in vivo. Our study establishes a novel 10-AAMRG signature as a promising predictor of therapeutic response and prognosis in CRC, and we identify FBLN5 as a pivotal protective factor in CRC progression, offering potential therapeutic value for targeted interventions.

氨基酸代谢在调节癌症进展中的重要性是通过积累研究来研究的。但氨基酸代谢相关基因(AAMRGs)在结直肠癌(CRC)进展中的作用尚不清楚。我们使用Cox-LASSO分析构建AAMRG预后特征,并进行基因集富集分析(GSEA)进行进一步研究。此外,采用RT-qPCR方法估计临床样本中AAMRGs的表达。基于细胞的测定,包括CCK-8、集落形成和transwell测定,也被用于确定纤维蛋白5 (FBLN5)在结直肠癌进展中的作用。我们建立了10-AAMRG预后特征,并将CRC样本分层分为两个风险组,这两个风险组在免疫浸润和EMT方面存在显著差异。RT-qPCR和人类蛋白图谱数据证实了这10个AAMRGs的mRNA和蛋白表达,验证了我们的生物信息学发现。重要的是,功能分析显示FBLN5过表达抑制CRC细胞在体外的增殖、迁移和侵袭,以及体内的肿瘤生长。我们的研究建立了一个新的10-AAMRG特征,作为CRC治疗反应和预后的有希望的预测因子,我们确定FBLN5是CRC进展的关键保护因子,为靶向干预提供了潜在的治疗价值。
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引用次数: 0
Mitochondrial genomes of Mentha reveal structural complexity and evolutionary diversity. Mentha线粒体基因组揭示了结构复杂性和进化多样性。
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-31 DOI: 10.1007/s00438-026-02352-z
Bing-Yan Shao, Si-Jie Liu, Tian-Qi Zhang, Jia-Yu Xue

Mitochondrial genomes play essential roles in plant energy metabolism and evolution, yet their structural complexity and diversity in plants remain poorly understood. This study aims to address the question by analyzing four newly assembled Mentha mitochondrial genomes (M. longifolia, M. suaveolens, M. pulegium, and M. requienii), which serve as valuable genomic resources for phylogenetic and evolutionary studies. Comparative analyses revealed structural diversity, codon usage bias, extensive RNA editing, and abundant repetitive sequences driving genomic rearrangements in the four mitochondrial genomes. Chloroplast-derived DNA fragments were dynamically integrated into the four Mentha mitochondrial genomes, highlighting ongoing interorganellar DNA transfer between plastids and mitochondria. Phylogenetic reconstructions based on mitochondrial, nuclear, and chloroplast genomes exhibit considerable discordance, reflecting complex evolutionary processes such as hybridization, introgression, and allopolyploidization within the genus. In conclusion, the structural diversity, codon usage bias, and ongoing interorganellar DNA transfer observed in Mentha mitochondrial genomes underscore their dynamic evolutionary nature. The discordance among mitochondrial, plastid, and nuclear phylogenies reflects complex evolutionary processes (possibly hybridization and allo-polyplodization) of Mentha species. These findings enhance the understanding of the mechanisms underlying the complexity and diversity of Mentha species and provide broader insights into the evolution of plant mitochondrial genomes.

线粒体基因组在植物能量代谢和进化中发挥着重要作用,但其结构的复杂性和多样性在植物中尚不清楚。本研究旨在通过分析新近组装的四个Mentha线粒体基因组(M. longifolia, M. suaveolens, M. pulegium和M. requienii)来解决这个问题,这些基因组为系统发育和进化研究提供了宝贵的基因组资源。比较分析揭示了四种线粒体基因组的结构多样性、密码子使用偏差、广泛的RNA编辑和丰富的重复序列驱动基因组重排。叶绿体衍生的DNA片段被动态整合到四个Mentha线粒体基因组中,突出了质体和线粒体之间正在进行的细胞器间DNA转移。基于线粒体、细胞核和叶绿体基因组的系统发育重建显示出相当大的不一致性,反映了属内复杂的进化过程,如杂交、渗入和异源多倍体化。总之,在Mentha线粒体基因组中观察到的结构多样性、密码子使用偏差和持续的细胞器间DNA转移强调了它们的动态进化本质。线粒体、质体和核系统发育的不一致性反映了薄荷物种复杂的进化过程(可能是杂交和异源多倍体化)。这些发现增强了对Mentha物种复杂性和多样性背后机制的理解,并为植物线粒体基因组的进化提供了更广泛的见解。
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引用次数: 0
Impairment of ribosomes and DNA biosynthesis confers resistance to Inhibition of sphingolipid biosynthesis. 核糖体和DNA生物合成的损伤对鞘脂生物合成的抑制具有抗性。
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-31 DOI: 10.1007/s00438-025-02337-4
Satomi Yamagata, Saki Sugihara, Takahiro Kawaguchi, Momoko Matsuzaki, Mitsuaki Tabuchi, Motohiro Tani

Sphingolipids are essential components of eukaryotic membranes and play central roles in cellular growth and stress responses. In the budding yeast Saccharomyces cerevisiae, Lcb1 and Lcb2 constitute the serine palmitoyltransferase complex, which catalyzes the initial step of sphingolipid biosynthesis. Repression of LCB1 expression leads to inhibition of sphingolipid biosynthesis, resulting in severe growth defects. Here, we aimed to identify novel genes functionally associated with sphingolipid metabolism by screening for suppressor mutations that confer resistance to sphingolipid biosynthesis inhibition. To conditionally suppress sphingolipid biosynthesis, we employed a tetracycline-repressible promoter to control LCB1 expression. This screen revealed that deletion of SAC7, YTA7, RNR1, RPL23B, or RPL35A confers resistance to LCB1 repression. The suppressive effect of YTA7, RNR1, RPL23B, and RPL35A deletions was also observed under conditions in which growth inhibition was induced by repression of AUR1, a gene involved in the conversion of ceramides to complex sphingolipids. These genes encode proteins related to ribosomal subunits or DNA biosynthesis. Furthermore, sublethal concentrations of cycloheximide (a translation inhibitor), diazaborine (a ribosome maturation inhibitor), hydroxyurea (a DNA biosynthesis inhibitor), and zeocin (a DNA double-strand break inducer) alleviated growth defects caused by LCB1 repression. Diazaborine or hydroxyurea partly suppressed the decrease in complex sphingolipids induced by Lcb1 repression. Additionally, these treatments suppressed the reduction in Lcb1 and Aur1 protein expression levels. These findings reveal a previously unappreciated link between ribosome function, DNA biosynthesis, and sphingolipid metabolism and provide insight into how cells adapt to metabolic stress.

鞘脂是真核生物膜的重要组成部分,在细胞生长和应激反应中起着核心作用。在出芽酵母酿酒酵母(Saccharomyces cerevisiae)中,Lcb1和Lcb2构成丝氨酸棕榈酰转移酶复合物,催化鞘脂生物合成的第一步。LCB1表达的抑制导致鞘脂生物合成的抑制,导致严重的生长缺陷。在这里,我们旨在通过筛选对鞘脂生物合成抑制产生抗性的抑制基因突变来鉴定与鞘脂代谢功能相关的新基因。为了有条件地抑制鞘脂的生物合成,我们使用了四环素抑制启动子来控制LCB1的表达。该筛选显示,SAC7、YTA7、RNR1、RPL23B或RPL35A的缺失可以抵抗LCB1的抑制。在通过抑制AUR1(一种参与神经酰胺向复杂鞘脂转化的基因)诱导生长抑制的条件下,YTA7、RNR1、RPL23B和RPL35A缺失也被观察到抑制作用。这些基因编码与核糖体亚基或DNA生物合成有关的蛋白质。此外,亚致死浓度的环己亚胺(一种翻译抑制剂)、重氮aborine(一种核糖体成熟抑制剂)、羟基脲(一种DNA生物合成抑制剂)和zeocin(一种DNA双链断裂诱导剂)减轻了LCB1抑制引起的生长缺陷。二氮aborine或羟基脲部分抑制Lcb1抑制引起的鞘脂复合物的减少。此外,这些处理抑制了Lcb1和Aur1蛋白表达水平的降低。这些发现揭示了核糖体功能、DNA生物合成和鞘脂代谢之间以前未被认识到的联系,并为细胞如何适应代谢应激提供了见解。
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引用次数: 0
Equity-aware variant interpretation needs local allele frequencies and calibrated functional evidence: comment on Bianco & Planello (2025). 股票感知的变异解释需要本地等位基因频率和校准的功能证据:对Bianco & Planello(2025)的评论。
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-21 DOI: 10.1007/s00438-025-02343-6
M Vijayasimha

Equitable hereditary‑cancer genomics requires variant interpretation that performs reliably in under‑represented and admixed populations-not only in well‑sampled European cohorts. Building on Bianco and Planello (2025), this Comment outlines an equity‑by‑design workflow that couples regional allele‑frequency baselines (e.g., GenomeIndia, IndiGenomes, ABraOM) with calibrated functional evidence from saturation genome editing and related multiplex assays, implemented within updated ClinGen/ACMG‑AMP Bayesian point‑based frameworks. The pipeline defines sub‑national AF strata, quantifies AF uncertainty, maps quantitative functional readouts to PS3/BS3 strengths, and integrates AF, functional, in‑silico and clinical signals with transparent scoring while tracking fairness metrics (e.g., VUS rate ratios) and using patient‑centered reporting language. Overall, routinely combining local population priors with decision‑grade functional likelihoods provides a practical, auditable pathway to reduce VUS disparities and strengthen the global validity of clinical genomic interpretation.

公平的遗传性癌症基因组学需要在代表性不足和混合人群中可靠地进行变异解释,而不仅仅是在样本充足的欧洲人群中。在Bianco和Planello(2025)的基础上,本评论概述了一种公平设计工作流程,该工作流程将区域等位基因频率基线(例如,GenomeIndia、indigenomics、ABraOM)与来自饱和基因组编辑和相关多重分析的校准功能证据结合起来,并在更新的ClinGen/ACMG - AMP贝叶斯点基础框架中实施。该管道定义了次国家AF层,量化AF不确定性,将定量功能读数映射到PS3/BS3优势,并在跟踪公平性指标(例如,VUS率比率)和使用以患者为中心的报告语言的同时,将AF、功能、计算机和临床信号与透明评分集成在一起。总的来说,常规地将当地人口先验与决策级功能可能性相结合,为减少VUS差异和加强临床基因组解释的全球有效性提供了一种实用的、可审计的途径。
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引用次数: 0
Comparative and phylogenomic analysis of Eikenella genus suggest taxonomic reclassification of Eikenella corrodens strain KCOM 3110 as novel species and reveals unique CE1 carbohydrate-active enzyme family. 艾肯氏菌属的比较和系统基因组学分析表明,艾肯氏菌腐蚀菌株KCOM 3110被重新分类为新种,并揭示了独特的CE1碳水化合物活性酶家族。
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-21 DOI: 10.1007/s00438-025-02342-7
Roja Suresh, Susanthika Jayachandiran, Pratebha Balu, Dhamodharan Ramasamy
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引用次数: 0
Creation of new varieties of tetraploid willow (Salix suchowensis) and their evaluation for salt tolerance. 四倍体柳树新品种的选育及其耐盐性评价。
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-21 DOI: 10.1007/s00438-026-02350-1
Mingchao Deng, Mengru Li, Chaonan Qian, Siwei Kan, Yandong Mei, Hui Wei, Guoyuan Liu, Yanhong Chen, Jian Zhang

To break the germplasm bottleneck that constrains afforestation in coastal and inland saline alkali soils, this study focused on Salix spp., a fast growing, ecological tree genus, and aimed to establish a highly efficient, low chimera protocol for tetraploid willow induction through refined colchicine treatment. The overarching objective was to expand forest genetic diversity and provide both theoretical insights and elite plant materials for the development of salt-tolerant willow cultivars. The colchicine-based chromosome doubling procedure was systematically optimized; 0.1% (w/v) colchicine for 12 h was identified as the optimal condition, and ploidy levels were verified by flow cytometry. Compared with the diploid controls, the induced tetraploids exhibited pronounced gigas characteristics: leaf length and width increased by 1.6- and 1.4-fold, respectively, and leaf fresh weight was 2.4-fold higher. After 14 d of 50 mmol/L NaCl treatment, tetraploids contained only 50% of the K⁺ level observed in diploids, resulting in a significantly higher K⁺/Na⁺ ratio. POD activity in tetraploids was approximately twice that of diploids, and total chlorophyll content was likewise 1.2-fold higher, collectively demonstrating superior growth performance and physiological homeostasis under saline conditions. These results demonstrate that the optimized chromosome doubling protocol markedly improves tetraploid induction efficiency and effectively enhances the salt tolerance of S. suchowensis. Future research will integrate whole genome re-sequencing to dissect dosage effects and identify key genomic loci governing salt tolerance, establish a marker assisted selection framework for accelerated tetraploid breeding, and conduct multi-site field trials to comprehensively evaluate stability and ecological adaptability. Such efforts are expected to expedite the commercial deployment of high salt tolerant willow cultivars in coastal shelter belt construction and large-scale saline alkali land restoration.

为打破制约沿海和内陆盐碱地造林的种质瓶颈,本研究以快速生长的生态树种Salix spp为研究对象,通过秋水仙碱精制处理,建立高效、低嵌合体的四倍体柳诱导方案。总体目标是扩大森林遗传多样性,为开发耐盐柳树品种提供理论见解和优质植物材料。系统优化了秋水仙碱为基础的染色体加倍程序;以0.1% (w/v)秋水仙碱作用12 h为最佳条件,流式细胞术验证倍性水平。与二倍体对照相比,诱导的四倍体表现出明显的千兆体特征,叶片长度和宽度分别增加了1.6倍和1.4倍,叶片鲜重增加了2.4倍。50 mmol/L NaCl处理14 d后,四倍体中K +的含量仅为二倍体的50%,K + /Na +的比值显著提高。四倍体的POD活性约为二倍体的2倍,叶绿素总含量约为1.2倍,在生理盐水条件下表现出优越的生长性能和生理稳态。上述结果表明,优化后的染色体加倍方案显著提高了四倍体诱导效率,有效提高了猪链球菌的耐盐性。未来的研究将整合全基因组重测序来解剖剂量效应并确定控制耐盐性的关键基因组位点,建立加速四倍体育种的标记辅助选择框架,并进行多站点田间试验以综合评估稳定性和生态适应性。这些努力有望加快高耐盐柳树品种在沿海防护林带建设和大规模盐碱地恢复中的商业化部署。
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引用次数: 0
Flemboda artificial intelligence: hybrid fuzzy-convolutional neural network for efficient chromosome abnormality classification. Flemboda人工智能:用于染色体异常分类的混合模糊-卷积神经网络。
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-21 DOI: 10.1007/s00438-025-02345-4
K Kiruthika, S Sarumathi, M Karpagam, K Kaviarasu

Chromosomal abnormality detection is a fundamental task in clinical genetics, as accurate identification of structural and numerical defects is essential for reliable diagnosis and treatment planning. However, many existing learning-based approaches failed to effectively capture diverse discriminative features, limiting their classification performance. To address this challenge, this study proposes FLEMBODA AI, an advanced computational framework designed to enhance the efficiency, accuracy, and robustness of automated chromosome defect detection. At first, the karyotype image is collected. Then, the input is augmented and pre-processed using normalization and a G-bending enhancement approach to ensure that the model's effectiveness generalizes across diverse datasets. After that, the chromosomes are segmented from the pre-processed image using a U-Net approach to isolate chromosomes from the karyotype image. Then, the segmented chromosomes are given as input to the Hybrid Fuzzy-Convolutional Neural Network (Hybrid Fuzzy-CNN) approach. In this, the CNN model performs the Feature Extraction (FE) process, and the Fuzzy logic is used for the classification of chromosomal abnormalities. Here, the VGG-16 is used for weight assignment for the classification. Then, using the Mask Region-centric CNN (Mask R-CNN), chromosome defect localization is performed. Experimental results demonstrate that FLEMBODA AI achieves a recall of 95.3%, precision of 94.8%, and an F1-score of 95.0%, outperforming baseline models. Additionally, the U-Net segmentation model attains an accuracy of 93.8%, contributing significantly to improved abnormality localization and classification performance. Overall, the proposed FLEMBODA AI framework provides a reliable as well as effective solution for automated chromosomal abnormality detection, with strong potential for application in clinical diagnostics and future large-scale genetic analysis systems.

染色体异常检测是临床遗传学的一项基本任务,因为准确识别结构和数字缺陷对于可靠的诊断和治疗计划至关重要。然而,许多现有的基于学习的方法不能有效地捕获多样化的判别特征,限制了它们的分类性能。为了应对这一挑战,本研究提出了FLEMBODA AI,这是一种先进的计算框架,旨在提高自动化染色体缺陷检测的效率、准确性和鲁棒性。首先,收集核型图像。然后,使用归一化和g弯曲增强方法对输入进行增强和预处理,以确保模型的有效性适用于不同的数据集。然后,使用U-Net方法从预处理图像中分割染色体,从核型图像中分离染色体。然后,将分割的染色体作为输入输入到混合模糊-卷积神经网络(Hybrid Fuzzy-CNN)方法中。其中,CNN模型进行特征提取(Feature Extraction, FE)处理,使用模糊逻辑对染色体异常进行分类。在这里,VGG-16用于分类的权重分配。然后,使用以Mask区域为中心的CNN (Mask R-CNN)进行染色体缺陷定位。实验结果表明,FLEMBODA AI的查全率为95.3%,查准率为94.8%,f1评分为95.0%,优于基线模型。此外,U-Net分割模型的准确率达到93.8%,显著提高了异常定位和分类性能。总的来说,FLEMBODA AI框架为染色体异常自动检测提供了可靠有效的解决方案,在临床诊断和未来大规模遗传分析系统中具有很强的应用潜力。
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引用次数: 0
Optimizing computational prediction of shrimp-WSSV protein interactions through integration of homology- and topology-based predictions. 通过整合基于同源性和拓扑的预测优化虾- wssv蛋白相互作用的计算预测。
IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-21 DOI: 10.1007/s00438-025-02347-2
Zhanyuan Yang, Jianbo Yuan, Shihao Li, Xiaojun Zhang, Fuhua Li

Understanding and predicting protein-protein interactions (PPIs) between Penaeus vannamei and white spot syndrome virus (WSSV) is essential for elucidating viral infection mechanisms and developing antiviral strategies in shrimp aquaculture. Traditional experimental methods and classical homology-based computational approaches such as STRING have been used to identify shrimp-WSSV PPIs, but both face inherent limitations in accuracy and scalability. Recently, the breakthrough of AlphaFold3 has enabled PPI prediction from the perspective of complex structures, although its performance requires systematic evaluation. To address these gaps, this study establishes an integrated computational framework that combines homology-based network inference and structure-based (topology-based) complex modeling for predicting shrimp-WSSV PPIs. Homology-based interaction networks and 3D structural models of putative PPIs between three WSSV proteins and host proteins were constructed, including 2580 PPIs of wsv067, 389 PPIs of wsv172, and 2310 PPIs of wsv188. Notably, we found substantial discrepancies between STRING- and AlphaFold3-derived predictions, indicating that reliance on a single method may yield an numerous false positives. Nevertheless, interactions with high STRING scores showed a greater likelihood of forming structurally stable complexes in AlphaFold3. By applying dual thresholds (STRING score > 700 and composite AlphaFold3 score > 0.7) and validating representative complexes using molecular dynamics simulations, we identified a small but reliable set of high-confidence PPIs. These host proteins were primarily enriched in DNA replication, highlighting potential targets that may facilitate WSSV replication after invasion. Together, this work establishes a practical framework for prioritizing virus-host PPIs and reveals mechanistically plausible interactions between WSSV and shrimp, offering promising perspectives for antiviral target discovery and health management in aquaculture.

了解和预测凡纳滨对虾与白斑综合征病毒(WSSV)之间的蛋白-蛋白相互作用(PPIs)对阐明病毒感染机制和制定对虾养殖抗病毒策略具有重要意义。传统的实验方法和经典的基于同源性的计算方法(如STRING)已被用于识别虾- wssv PPIs,但两者在准确性和可扩展性方面都存在固有的局限性。最近,AlphaFold3的突破使得从复杂结构的角度进行PPI预测成为可能,尽管其性能需要系统的评价。为了解决这些差距,本研究建立了一个集成的计算框架,该框架结合了基于同源性的网络推理和基于结构(基于拓扑)的复杂建模,用于预测虾- wssv ppi。构建了3种WSSV蛋白与宿主蛋白之间基于同源性的相互作用网络和推测PPIs的三维结构模型,其中wsv067为2580个PPIs, wsv172为389个PPIs, wsv188为2310个PPIs。值得注意的是,我们发现STRING和alphafold3推导的预测之间存在实质性差异,这表明依赖单一方法可能会产生大量误报。然而,STRING得分高的相互作用在AlphaFold3中形成结构稳定复合物的可能性更大。通过应用双阈值(STRING评分> 700,复合AlphaFold3评分> 0.7)和使用分子动力学模拟验证代表性复合物,我们确定了一组小但可靠的高置信度ppi。这些宿主蛋白主要富集于DNA复制,突出了入侵后可能促进WSSV复制的潜在靶标。总之,这项工作为确定病毒宿主PPIs的优先级建立了一个实用框架,并揭示了WSSV与虾之间的机制上合理的相互作用,为水产养殖中的抗病毒靶点发现和健康管理提供了有希望的前景。
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Molecular Genetics and Genomics
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