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Screening Therapeutic Core Genes in Sepsis Using Network Pharmacology and Single-Cell RNA Sequencing. 利用网络药理学和单细胞 RNA 测序筛选败血症的治疗核心基因
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-01 Epub Date: 2025-03-20 DOI: 10.1007/s10528-025-11075-6
Guihong Chen, Wen Zhang, Chenglin Wang, Yingchun Hu, Shaolan Li

Sepsis, a life-threatening condition characterized by a systemic inflammatory response, leads to organ dysfunction and high mortality rates. Honeysuckle, a traditional herbal remedy, has shown promise in attenuating organ damage and inhibiting pro-inflammatory factors in sepsis. However, the underlying molecular mechanisms remain unclear. We employed a multi-omics approach to elucidate honeysuckle's potential therapeutic effects in sepsis. RNA sequencing was performed on blood samples from 22 sepsis patients and 10 healthy controls to identify differentially expressed genes. Network pharmacology was utilized to predict effective ingredients and therapeutic targets of honeysuckle in sepsis. Meta-analysis compared gene expression between sepsis survivors and non-survivors. Single-cell RNA sequencing was employed to localize target gene expression at the cellular level. We identified 1328 differentially expressed genes in sepsis, with 221 upregulated and 1107 downregulated. Network analysis revealed 15 genes linked to 12 honeysuckle components. Four genes-DPP4, CD40LG, BCL2, and TP53-emerged as core therapeutic targets, showing decreased expression in non-survivors but upregulation in survivors. Single-cell analysis demonstrated that these genes were primarily expressed in T cells and other immune cells, suggesting their role in regulating immune response and inflammation. This study uses single-cell RNA sequencing and network analysis to identify DPP4, CD40LG, BCL2, and TP53 as key regulatory targets in sepsis, providing insights into disease mechanisms and potential therapeutic interventions. Network pharmacology analysis suggests possible interactions with honeysuckle compounds, though experimental validation is needed.

败血症是一种危及生命的疾病,其特征是全身炎症反应,导致器官功能障碍和高死亡率。金银花是一种传统的草药,在脓毒症中显示出减轻器官损伤和抑制促炎因子的希望。然而,潜在的分子机制尚不清楚。我们采用多组学方法来阐明金银花在脓毒症中的潜在治疗作用。对22名败血症患者和10名健康对照者的血液样本进行RNA测序,以鉴定差异表达基因。利用网络药理学预测金银花治疗败血症的有效成分和治疗靶点。荟萃分析比较了败血症幸存者和非幸存者之间的基因表达。单细胞RNA测序用于定位靶基因在细胞水平上的表达。我们在脓毒症中鉴定出1328个差异表达基因,其中221个表达上调,1107个表达下调。网络分析显示15个基因与12个金银花成分相关。四个基因- dpp4, CD40LG, BCL2和tp53 -成为核心治疗靶点,在非幸存者中表达降低,而在幸存者中表达上调。单细胞分析表明,这些基因主要在T细胞和其他免疫细胞中表达,提示它们在调节免疫反应和炎症中的作用。本研究利用单细胞RNA测序和网络分析鉴定了DPP4、CD40LG、BCL2和TP53是脓毒症的关键调控靶点,为疾病机制和潜在的治疗干预提供了见解。网络药理学分析表明可能与金银花化合物相互作用,但需要实验验证。
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引用次数: 0
The Mechanism and Diagnostic Value of the LINC01220/hsa-miR- 6727 - 5p/FBLN5 Axis in Coronary Atherosclerosis. LINC01220/hsa-miR- 6727 - 5p/FBLN5轴在冠状动脉粥样硬化中的作用机制及诊断价值
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-01 Epub Date: 2025-04-10 DOI: 10.1007/s10528-025-11091-6
Wenying Li, Haiqin Cai, Mingyang Wang, Xianglong Di, Li Fang

Atherosclerosis is the main cause of coronary artery disease (CAD), and it is not easy to be detected at the early stage. To mine biomarkers for early diagnosis of CAD. Potential molecular mechanism was mined using the biological databases. The qPCR and western blotting were used to detect the expression of LINC01220, hsa-miR- 6727 - 5p, and FBLN5. Dual-luciferase report assay and overexpression experiment were used to explore the regulation among LINC01220, hsa-miR- 6727 - 5p, and FBLN5. The cell viability, migration, apoptosis, and senescence were evaluated by CCK- 8, transwell, Annexin V/PI staining, and detection of aging markers. The differentiation of human bone marrow monocytes (HBMMs) was evaluated by detecting the expression of CD68, CD86, and iNOS. The clinical analysis was performed based on the blood samples from healthy individuals and asymptomatic CAD patients. The receiver operating characteristic (ROC) curve and logistic regression analysis were used to evaluate the diagnostic value of LINC01220/hsa-miR- 6727 - 5p/FBLN5 in CAD. Overexpression of LINC01220 promoted FBLN5 expression by down-regulating hsa-miR- 6727 - 5p. LINC01220 rescued human aortic endothelial cell (HAEC) viability injury, apoptosis, and senescence induced by oxidized low-density lipoprotein (ox-LDL), and inhibited HBMM migration and differentiation, by regulating hsa-miR- 6727 - 5p/FBLN5. The area under curve (AUC) of the LINC01220/hsa-miR- 6727 - 5p/FBLN5 axis in diagnosing CAD was 0.954 (0.919-0.990), with sensitivity of 91.9% and specificity of 91.7%. LINC01220 may hinder CAD progression by negatively regulating hsa-miR- 6727 - 5p which targeted FBLN5, and they were potential biomarkers of CAD.

动脉粥样硬化是冠状动脉疾病(CAD)的主要病因,早期不易被发现。挖掘CAD早期诊断的生物标志物。利用生物学数据库挖掘潜在的分子机制。采用qPCR和western blotting检测LINC01220、hsa-miR- 6727 - 5p和FBLN5的表达。采用双荧光素酶报告法和过表达实验探讨LINC01220、hsa-miR- 6727 - 5p和FBLN5之间的调控作用。采用CCK- 8、transwell、Annexin V/PI染色、衰老标志物检测等方法评价细胞活力、迁移、凋亡和衰老情况。通过检测CD68、CD86和iNOS的表达来评估人骨髓单核细胞(HBMMs)的分化情况。临床分析基于健康人和无症状冠心病患者的血液样本。采用受试者工作特征(ROC)曲线和logistic回归分析评价LINC01220/hsa-miR- 6727 - 5p/FBLN5在CAD中的诊断价值。过表达LINC01220通过下调hsa-miR- 6727 - 5p促进FBLN5的表达。LINC01220通过调节hsa-miR- 6727 - 5p/FBLN5,挽救氧化低密度脂蛋白(ox-LDL)诱导的人主动脉内皮细胞(HAEC)活力损伤、凋亡和衰老,抑制HBMM迁移和分化。LINC01220/hsa-miR- 6727 - 5p/FBLN5轴诊断CAD的曲线下面积(AUC)为0.954(0.919-0.990),敏感性为91.9%,特异性为91.7%。LINC01220可能通过负调控靶向FBLN5的hsa-miR- 6727 - 5p来阻碍CAD的进展,它们是CAD的潜在生物标志物。
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引用次数: 0
Potential Targets in Nonalcoholic Steatohepatitis Based on Bioinformatics Analysis and Machine Learning Strategies. 基于生物信息学分析和机器学习策略的非酒精性脂肪性肝炎的潜在靶点。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-27 DOI: 10.1007/s10528-026-11321-5
Tiansu Lv, Lingling Zhu, Yuan Han, Zhe Cheng, Yutian Cao, Wenhui Zhang, Jiaxuan Huai, Wenlin Ma, Yixian He, Yiran Zhu, Qianhua Yan, Xiqiao Zhou

NASH poses a significant threat to human health and is recognized as the leading contributor to HCC. In this study, we leveraged publicly accessible datasets to identify novel differentially expressed genes that may serve as potential targets in NASH or potentially NASH-induced HCC. The publicly available datasets were obtained from the GEO. Differential gene expression analysis and enrichment analysis was performed. Subsequently, WGCNA and PPI network were constructed. Lastly, machine learning was employed to identify key feature genes. Utilizing the integrated GEO database, we identified 446 genes exhibiting differential expression. Enrichment analysis indicated that these genes are predominantly associated with glucose and lipid metabolism and inflammatory processes. Through WGCNA, three modules were identified that demonstrated a significant correlation with NASH. Furthermore, core genes among the differentially expressed genes were extracted via protein and protein interaction analysis. Ultimately, machine learning techniques were employed, leading to the identification of three genes: FosB, Fos, and SOCS3. Notably, FosB exhibited consistent expression across various datasets, demonstrated strong predictive capabilities for NASH, and was associated with improved prognostic outcomes in hepatocellular carcinoma by data from TCGA. Additionally, in vitro immunohistochemistry experiments revealed significant reduction of FosB expression in NASH. Bioinformatics analyses conducted on various datasets, along with in vitro immunohistochemistry experiments, revealed significant downregulation of FosB in NASH. It indicates that FosB plays a critical role in the pathogenesis of NASH, and its expression is associated with the prognosis of patients with HCC. Further experimental studies are required to investigate the potential targeting of FosB in NASH and NASH-induced HCC.

NASH对人类健康构成重大威胁,被认为是HCC的主要诱因。在这项研究中,我们利用可公开访问的数据集来鉴定可能作为NASH或潜在NASH诱导的HCC潜在靶点的新型差异表达基因。公开可用的数据集是从GEO获得的。进行差异基因表达分析和富集分析。随后构建了WGCNA和PPI网络。最后,利用机器学习识别关键特征基因。利用整合的GEO数据库,我们鉴定出446个表现出差异表达的基因。富集分析表明,这些基因主要与糖脂代谢和炎症过程相关。通过WGCNA,确定了三个与NASH显著相关的模块。通过蛋白和蛋白互作分析,提取差异表达基因中的核心基因。最终,利用机器学习技术鉴定了三个基因:FosB、Fos和SOCS3。值得注意的是,FosB在不同的数据集中表现出一致的表达,显示出对NASH的强预测能力,并与TCGA数据中肝细胞癌预后的改善相关。此外,体外免疫组化实验显示,NASH中FosB的表达显著降低。对各种数据集进行的生物信息学分析以及体外免疫组织化学实验显示,NASH中FosB的显著下调。提示FosB在NASH发病中起关键作用,其表达与HCC患者预后相关。需要进一步的实验研究来研究FosB在NASH和NASH诱导的HCC中的潜在靶向性。
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引用次数: 0
Microsatellite Markers Display High Diversity in Bean Anthracnose Pathogen Colletotrichum lindemuthianum in Kashmir. 克什米尔地区豆炭疽病病原菌lindemuthium微卫星标记多样性研究
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-24 DOI: 10.1007/s10528-026-11322-4
Tabia Fayaz, Aasiya Nabi, Naziya Nabi, Irtifa Lateef, Raja Junaid, Qadrul Nisa, Sehla Khursheed, Adfar Bashir, Zainab Rashid, H Itoo, Rafiq A Shah, Saba Banday, Sajad M Zargar, Imran Khan, M D Shah, Bilal A Padder

Common bean (Phaseolus vulgaris) anthracnose, caused by Colletotrichum lindemuthianum affects and decreases its yield substantially. Fifty Simple Sequence Repeat (SSR) markers were used to analyze the genetic and genotypic variation among 36 C. lindemuthianum isolates. Among the 50 SSRs, 24 were polymorphic and amplified 66 alleles. Most of the SSRs had polymorphic information content (PIC) values > 0.30, indicating their strong discriminative competence. Distance based dendrogram analysis and population structure analysis divided 36 C. lindemuthianum isolates into three clusters. Analysis of molecular variance at spatiotemporal levels showed high genetic variation among the populations. The six C. lindemuthianum subpopulations had high Shannon-Wiener indices. The multilocus genotype and genetic diversity indices show that C. lindemuthianum populations in Kashmir are diverse. The three geographic subpopulations of C. lindemuthianum rejected the null hypothesis of linkage equilibrium (p = 0.001). Before this study, all PCR based genetic diversity studies on C. lindemuthianum relied on dominant markers. This study is the first to identify 24 robust SSRs, which can be utilized to elucidate the population structure of the common bean anthracnose pathogen.

普通豆(Phaseolus vulgaris)炭疽病是由炭疽菌(Colletotrichum lindemuthium)引起的,严重影响和降低了其产量。利用50个SSR (Simple Sequence Repeat)标记分析了36株黄枯草(C. lindemuthium)的遗传变异和基因型变异。在50个ssr中,有24个具有多态性,扩增了66个等位基因。多数ssr的多态信息含量(PIC)值为> 0.30,表明它们具有较强的区分能力。基于距离的树形图分析和种群结构分析将36株林蝇分离株划分为3个聚类。时空水平的分子变异分析表明,居群间存在较高的遗传变异。6个黄颡鱼亚群的Shannon-Wiener指数均较高。多位点基因型和遗传多样性指数表明,克什米尔地区的林蝇居群具有多样性。3个地理亚群不符合连锁平衡的零假设(p = 0.001)。在此研究之前,所有基于PCR的lindemuthianum遗传多样性研究都依赖于显性标记。本研究首次鉴定出24个健壮的SSRs,可用于阐明普通豆炭疽病病原体的群体结构。
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引用次数: 0
Clinical and Molecular Characterization of Five Additional Individuals With SATB2-Associated Syndrome in Guangxi. 广西另外5例satb2相关综合征的临床和分子特征分析
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-24 DOI: 10.1007/s10528-026-11323-3
Sheng Yi, Qinle Zhang, Fei Chen, Xunzhao Zhou, Qiang Zhang, Shang Yi, Xiaofei Zhang, Jiale Qian, Linlin Wang, Shujie Zhang, Biyan Chen, Zailong Qin, Jingsi Luo

SATB2-associated syndrome (SAS) is a multisystemic disorder characterized by developmental delay, moderate to profound intellectual disability, speech delay and/or absent speech, behavioral issues such as autistic tendencies, agitation or aggressive outbursts, self-injury, impulsivity, hyperactivity, anxiety and sleeping difficulties. Alterations in the SATB2 gene have been identified as pathogenic causes of SAS. No formal clinical diagnostic criteria have been established for SAS, and molecular disruption of SATB2 is necessary to confirm the diagnosis. To investigate the molecular pathogenesis of five sporadic patients with intellectual disability, and to delineate the comprehensive clinical characteristics of SAS patients. Whole-exome sequencing analysis was performed in five unrelated patients, and RNA analysis was employed to validate the impact of genetic variation on aberrant splicing. Five SATB2 variants were identified, three of which were novel, including three frameshift variants, one nonsense variant, and a missense variant resulting in aberrant splicing was verified by RNA analysis. A comparative analysis was conducted between the clinical features of our patients and those reported in the literature. In addition to intellectual disability and impaired speech, abnormalities in palmar creases and postnatal growth delay were highlighted as clinically significant features for the diagnosis of SAS. Language regression, as well as joints and fingers abnormalities were also observed in our cohort. Our findings demonstrate that effective mRNA analysis is helpful for understanding the pathogenic mechanisms of novel variants. This study broadens the genetic and phenotypic spectrum of SAS and enhances our knowledge to facilitate accurate genetic counseling and appropriate treatment options.

satb2相关综合征(SAS)是一种多系统疾病,其特征为发育迟缓、中度至重度智力残疾、言语迟缓和/或言语缺失、行为问题,如自闭症倾向、激动或攻击性爆发、自残、冲动、多动、焦虑和睡眠困难。SATB2基因的改变已被确定为SAS的致病原因。SAS尚未建立正式的临床诊断标准,确认诊断需要SATB2分子破坏。目的探讨5例散发性智力残疾患者的分子发病机制,探讨SAS患者的综合临床特征。对5例不相关患者进行全外显子组测序分析,并采用RNA分析验证遗传变异对异常剪接的影响。共鉴定出5个SATB2变体,其中3个为新变体,包括3个移码变体,1个无义变体,通过RNA分析验证了1个导致异常剪接的错义变体。我们将患者的临床特征与文献中报道的进行了比较分析。除了智力障碍和语言障碍外,掌纹异常和出生后生长迟缓被强调为诊断SAS的临床重要特征。在我们的队列中也观察到语言退化,以及关节和手指异常。我们的研究结果表明,有效的mRNA分析有助于理解新变异的致病机制。这项研究拓宽了SAS的遗传和表型谱,提高了我们的知识,以促进准确的遗传咨询和适当的治疗选择。
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引用次数: 0
Genetic Diversity and Population Structure of Tunisian Festuca Arundinacea Schreb. Revealed by Functional Gene-Based Markers. 突尼斯羊驼的遗传多样性和种群结构。功能基因标记揭示。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-20 DOI: 10.1007/s10528-026-11318-0
Hala Chadded, Karim Guenni, Manna Crespan, Salma Sai-Kachout, Nidhal Chtourou-Ghorbel

Tall fescue (Festuca arundinacea Schreb.), taxonomically synonymous with Lolium arundinaceum (Schreb.) Darbysh., is a cool-season perennial grass valued for adaptability, forage quality, and stress tolerance. This study evaluated the genetic diversity and population structure of 32 Tunisian spontaneous populations and 3 local varieties using CAAT-box Derived Polymorphism (CBDP) and Conserved DNA-Derived Polymorphism (CDDP) markers. Out of 16 tested primers (8 CBDP and 8 CDDP), 12 (7 CBDP and 5 CDDP) generated reproducible and polymorphic banding patterns, producing a total of 124 bands for CBDP and 121 bands for CDDP. High polymorphism was observed (86.29% for CBDP; 74.38% for CDDP), with a mean polymorphism information content (PIC) of 0.378, confirming the informativeness of both marker systems. Clustering analyses based on CBDP, CDDP, and combined data revealed some grouping tendencies among populations, but these groupings were not strictly associated with geographic origin, bioclimatic stage, or whether populations were spontaneous or cultivated. STRUCTURE analysis suggested two clusters for each marker system, but accessions showed overlapping membership, indicating weak population structure. The combined dataset detected four admixed groups, yet all populations displayed high admixture, reflecting high genetic diversity and extensive gene flow in this outcrossing species. Analysis of molecular variance (AMOVA) indicated that over 97% of the total genetic variation occurred within regions, while PhiPT values were low but significant (P = 0.004). No isolation by distance was detected with the Mantel test (CBDP: r = 0.011, p = 0.419; CDDP: r = 0.087, p = 0.078). This study is the first to apply CBDP and CDDP markers in Tunisian tall fescue populations, demonstrating their efficiency in revealing genetic diversity. The findings highlight substantial genetic diversity among populations within regions and underscore the value of this germplasm for breeding and conservation efforts.

高羊茅属(羊茅属),分类学上与圆羊茅属同义。Darbysh。是一种冷季多年生牧草,具有适应性、饲料质量和耐受性。利用CAAT-box衍生多态性(CBDP)和保守dna衍生多态性(CDDP)标记对32个突尼斯自然居群和3个地方品种的遗传多样性和群体结构进行了评价。在测试的16条引物(8条CBDP和8条CDDP)中,12条(7条CBDP和5条CDDP)产生了可复制和多态性的条带模式,共产生了124条CBDP条带和121条CDDP条带。多态性较高(CBDP为86.29%,CDDP为74.38%),平均多态性信息含量(PIC)为0.378,证实了两种标记系统的信息性。基于CBDP、CDDP和综合数据的聚类分析揭示了种群之间存在一定的类群倾向,但这些类群与地理来源、生物气候阶段以及种群是自发的还是人工培育的关系并不密切。结构分析表明,每个标记系统有2个聚类,但成员重叠,表明群体结构较弱。结果表明,该异交种具有较高的遗传多样性和广泛的基因流。分子方差分析(AMOVA)表明,97%以上的遗传变异发生在区域内,而PhiPT值虽低但显著(P = 0.004)。Mantel试验未发现距离隔离(CBDP: r = 0.011, p = 0.419; CDDP: r = 0.087, p = 0.078)。本研究首次将CBDP和CDDP标记应用于突尼斯高羊茅群体,证明了它们在揭示遗传多样性方面的有效性。这一发现突出了区域内种群之间的遗传多样性,并强调了这一种质资源在育种和保护工作中的价值。
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引用次数: 0
Mechanisms of DDR1 in Reinforcing the Resistance to Radiotherapy in Breast Cancer Through the AMPK/SIRT1/PGC-1α Pathway. DDR1通过AMPK/SIRT1/PGC-1α通路增强乳腺癌放疗抵抗的机制
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-20 DOI: 10.1007/s10528-025-11314-w
Shuai Wang, Yongjie Chen, Jie Wei, Haixia Wu, Jing Li

Breast cancer (BC) is the leading cause of cancer mortality in women. The emergence of resistance to radiotherapy (RT) is a great challenge for BC treatment. Discoidin domain receptor 1 (DDR1) can modulate the proliferation, migration, and apoptosis of cancer cells, but its role in RT of BC has not been illuminated. This project evaluated the expression of DDR1 in BC based on single-cell RNA sequencing data. We established RT-resistant strains through radiation and detected the expression of DDR1 using qPCR. The proliferation and apoptosis abilities of BC cells were evaluated using CCK-8, colony formation assay, and flow cytometry. Western blot and IHC were applied to detect the levels of proteins related to the AMPK/SIRT1/PGC-1α pathway. The effect of the DDR1-mediated pathway on resistance to RT in BC was explored in combination with an AMPK inhibitor. DDR1 was highly expressed in BC. In vitro experiments demonstrated that knocking down DDR1 repressed the viability of BC cells during RT, curbed cell proliferation, facilitated apoptosis, and elevated the levels of p-AMPK, SIRT1, and PGC-1α proteins. The addition of an AMPK inhibitor reversed the effects of DDR1 knockdown on cell proliferation and apoptosis. In vivo experiments showed that knocking down DDR1 inhibited tumor growth, and the inhibitory effect was stronger when combined with radiation therapy. This study revealed that the upregulation of DDR1 in BC may reinforce RT resistance by modulating the AMPK/SIRT1/PGC-1α pathway, thus providing a new therapeutic target for improving the sensitivity of BC to RT.

乳腺癌(BC)是女性癌症死亡的主要原因。放疗耐药(RT)的出现是BC治疗的一大挑战。盘盘蛋白结构域受体1 (disidin domain receptor 1, DDR1)可以调节癌细胞的增殖、迁移和凋亡,但其在BC的RT中的作用尚不清楚。本项目基于单细胞RNA测序数据评估了DDR1在BC中的表达。我们通过辐射建立了抗rt菌株,并使用qPCR检测了DDR1的表达。采用CCK-8、集落形成试验和流式细胞术评估BC细胞的增殖和凋亡能力。Western blot和IHC检测AMPK/SIRT1/PGC-1α通路相关蛋白水平。与AMPK抑制剂联合研究了ddr1介导的途径对BC中RT耐药性的影响。DDR1在BC中高表达。体外实验表明,在RT过程中,敲低DDR1抑制了BC细胞的活力,抑制了细胞增殖,促进了细胞凋亡,提高了p-AMPK、SIRT1和PGC-1α蛋白的水平。添加AMPK抑制剂逆转了DDR1敲低对细胞增殖和凋亡的影响。体内实验表明,敲除DDR1可抑制肿瘤生长,且与放疗联合抑制效果更强。本研究发现,BC中DDR1的上调可能通过调节AMPK/SIRT1/PGC-1α通路增强RT抵抗,从而为提高BC对RT的敏感性提供了新的治疗靶点。
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引用次数: 0
A Boruta-SMOTE Integrated Approach for Rapid Donkey Breed Classification Using SNP Data: Addressing High-Dimensionality and Small Sample Challenges. 利用SNP数据快速分类驴品种的Boruta-SMOTE综合方法:解决高维和小样本挑战。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-14 DOI: 10.1007/s10528-025-11316-8
Chengyou Li, Shixin Xu, Dekui Li, Xiaolong Hu, Baoxian Jia

With the increasing complexity of genomic data, traditional classification methods face dual challenges of the "curse of dimensionality" and class imbalance when processing multiple single nucleotide polymorphism (SNP) markers. To address these challenges, this study proposes an innovative approach integrating the Boruta dimensionality reduction algorithm with the Synthetic Minority Over-sampling Technique (SMOTE). The methodology involves two key steps: Feature optimization using the Boruta algorithm to identify the most representative genetic markers, thereby significantly reducing the complexity of high-dimensional data. Application of SMOTE technology to generate synthetic samples, balancing minority class distributions and alleviating data imbalance issues. Experimental results demonstrate that the proposed method outperforms traditional classifiers (Random Forest [RF], K-Nearest Neighbors [KNN], Extreme Gradient Boosting [XGBoost] and Convolutional Neural Network [CNN]) without Boruta-SMOTE integration across multiple metrics including accuracy, precision, recall, and F1-score. This study provides new insights for the conservation of donkey genetic resources, breed improvement, and commercial applications, while offering an effective solution for genomic data classification challenges.

随着基因组数据的日益复杂,传统的分类方法在处理多个单核苷酸多态性(SNP)标记时面临着“维度诅咒”和类别不平衡的双重挑战。为了应对这些挑战,本研究提出了一种将Boruta降维算法与合成少数派过采样技术(SMOTE)相结合的创新方法。该方法包括两个关键步骤:利用Boruta算法进行特征优化,识别最具代表性的遗传标记,从而显著降低高维数据的复杂性。应用SMOTE技术生成合成样本,平衡少数类分布,缓解数据不平衡问题。实验结果表明,该方法优于传统的分类器(随机森林[RF], k近邻[KNN],极端梯度增强[XGBoost]和卷积神经网络[CNN]),而不需要在准确率、精密度、召回率和f1分数等多个指标上进行Boruta-SMOTE集成。该研究为驴遗传资源保护、品种改良和商业应用提供了新的见解,同时为基因组数据分类难题提供了有效的解决方案。
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引用次数: 0
Spectrum of DNA Variants Underlying Deafness in an Ecuadorian Cohort. 厄瓜多尔人群中耳聋的DNA变异谱。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-10 DOI: 10.1007/s10528-026-11319-z
Anghela Reinoso-Castillo, Memoona Ramzan, Andrea Carrera-Gonzalez, Christian Rivas-Iglesias, Stefanny Montufar, Rodrigo Vinueza-Gavilanes, Carson Smith, Arianne Llamos-Paneque, Mustafa Tekin

The genetic etiology of hearing loss (HL) in Ecuador remains largely unexplored. This study investigates the spectrum of genetic variants associated with HL in a cohort of 66 Ecuadorian families using Exome or Genome sequencing (ES/GS). We identified pathogenic and likely pathogenic variants underlying HL in 27 families (41%). While variants were detected in 15 different genes, only GJB2 (in 12 families) and TMC1 (in 3 families) variants were identified in more than one family. The NM_004004.6 (GJB2):c.19 C > T (p.Gln7*) and NM_004004.6 (GJB2):c.35delG (p.Gly12Valfs*2) variants were more common than other alleles in GJB2. In some families, we detected variants of uncertain significance (VUS) in well-established HL genes and classified them as "possibly solved" due to their rarity and equivocal functional predictions. This study provides valuable insights into the genetic basis of HL in Ecuador and lays the groundwork for improved regional genetic diagnostics and management.

在厄瓜多尔,听力损失(HL)的遗传病因在很大程度上仍未被探索。本研究利用外显子组或基因组测序(ES/GS)研究了66个厄瓜多尔家庭中与HL相关的遗传变异谱。我们在27个家族(41%)中发现了HL的致病和可能致病变异。虽然在15个不同的基因中检测到变异,但只有GJB2(在12个家族中)和TMC1(在3个家族中)变异在一个以上的家族中被发现。NM_004004.6 (GJB2):c.19C > T (p.Gln7*)和NM_004004.6 (GJB2);在GJB2中,35delG (p.Gly12Valfs*2)变异比其他等位基因更常见。在一些家族中,我们在已确定的HL基因中检测到不确定意义变异(VUS),并将其归类为“可能解决”,因为它们的罕见性和模棱两可的功能预测。本研究为了解厄瓜多尔HL的遗传基础提供了有价值的见解,并为改进区域遗传诊断和管理奠定了基础。
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引用次数: 0
Complete Genome Sequencing of Streptomyces sp. Qhu-M197 Isolated from Alpine Meadows in the Qinghai-Tibetan Plateau Uncovers Biosynthetic Gene Clusters Encoding Bioactive Natural Products. 青藏高原高寒草甸链霉菌qku - m197全基因组测序揭示了编码生物活性天然产物的生物合成基因簇
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-08 DOI: 10.1007/s10528-025-11313-x
Xin Xiang, Jiakai Fan, Xingyu Liu, Guangzhi Li, Chenghang Sun, Benyin Zhang

Streptomyces spp. is a crucial source for the drug discovery and development, especially those from extreme environments. The complete genome was sequenced to uncover the biosynthetic potential of the strain Qhu-M197 producing mithramycin isolated from the alpine meadow of the Qinghai-Tibetan Plateau. The results revealed that the genome consists of one linear chromosome and two plasmids with the size of 9.12 megabases (Mb) and the guanine-cytosine (G + C) content of 71.52%. The phylogenetic analyses of 16S rRNA gene and genome of strain Qhu-M197 suggested the strain belonged to Streptomyces genus, and the closest phylogenetic relationship between the strain Qhu-M197 and S. phaeoluteigriseus DSM 41896T. The average nucleotide identity (ANI) and digital DNA-DNA hybridization (dDDH) values between Qhu-M197 and S. phaeoluteigriseus DSM 41896T are 97.47% and 84.1%, respectively, indicating that they likely belong to the same species. However, comparative genomic analysis with closely related species reveals that Qhu-M197 may represent a novel strain of S. phaeoluteigriseus, highlighting its potential distinction at the strain level. The biosynthetic gene clusters (BGCs) analyzed by antiSMASH v7.0 revealed that Qhu-M197 had 33 BGCs encoding secondary metabolites. Interestingly, about 64% BGCs show less than 50% similarity to those annotated, which provides new opportunities for the discovery of novel natural products.

链霉菌是药物发现和开发的重要来源,特别是在极端环境下的药物。通过对青藏高原高寒草甸产米霉素菌株Qhu-M197的全基因组测序,揭示了该菌株的生物合成潜力。结果表明,该基因组由1条线性染色体和2个质粒组成,大小为9.12兆碱基(Mb),鸟嘌呤-胞嘧啶(G + C)含量为71.52%。菌株Qhu-M197的16S rRNA基因和基因组的系统发育分析表明,该菌株属于链霉菌属,与S. phaeoluteigriseus DSM 41896T的系统发育关系最密切。Qhu-M197与S. phaeoluteigriseus DSM 41896T的平均核苷酸同源性(ANI)和数字DNA-DNA杂交(dDDH)值分别为97.47%和84.1%,表明它们可能属于同一物种。然而,与近缘种的基因组比较分析表明,Qhu-M197可能是一种新的phaeoluteigriseus菌株,突出了其在菌株水平上的潜在差异。anti - smash v7.0对qu - m197的生物合成基因簇(BGCs)进行分析,发现qu - m197有33个编码次生代谢产物的BGCs。有趣的是,约有64%的bgc与注释的相似度低于50%,这为发现新的天然产物提供了新的机会。
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Biochemical Genetics
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