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Correction to: Comprehensive analysis the diagnosis, malignant progression and immune infiltrate of ANXA6 in prostate cancer. 修正:综合分析前列腺癌中ANXA6的诊断、恶性进展及免疫浸润。
IF 1.7 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-01 Epub Date: 2023-07-13 DOI: 10.1007/s13258-023-01425-2
Banggao Huang, Kewei Yang
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引用次数: 0
Single-cell transcriptomic analysis reveals cellular and molecular changes in EGFR-positive lung adenocarcinoma before and after Furmonertinib treatment. 单细胞转录组学分析揭示了治疗前后egfr阳性肺腺癌的细胞和分子变化。
IF 1.7 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-11-27 DOI: 10.1007/s13258-025-01706-y
Jian Chen, Minghui Cai, Lifei Meng, Ze Hong, Wentao Hu

Background: Lung adenocarcinoma (LUAD) frequently harbors activating mutations in the epidermal growth factor receptor (EGFR), making EGFR tyrosine kinase inhibitors (EGFR-TKIs) a critical component of targeted therapy. Although third-generation EGFR-TKIs, such as Furmonertinib, have improved outcomes for patients with EGFR-mutant LUAD, drug resistance and tumor adaptation remain major challenges. The cellular and molecular mechanisms underlying response and adaptation to Furmonertinib, particularly within the tumor microenvironment (TME), are not fully understood.

Methods: We performed single-cell RNA sequencing on tumor and paired paracancerous tissues from EGFR-positive LUAD patients before and after Furmonertinib treatment, integrating both public and in-house datasets. We systematically analyzed changes in cellular composition, gene expression profiles, pathway enrichment, and ligand-receptor-mediated cell-cell communication.

Results: Furmonertinib treatment led to a marked reduction in tumor cell proportion and profound remodeling of the TME. There was an increase in T cell infiltration, particularly CD4+ T cells, and a decrease in exhausted CD8+ T cells, indicating a shift toward a less immunosuppressive microenvironment. Cancer-associated fibroblasts and monocytes were also enriched post-treatment. Tumor cells exhibited increased EGFR expression, along with transcriptomic reprogramming characterized by upregulation of signaling, immune, and differentiation pathways, and downregulation of metabolic and protein synthesis genes. Cell-cell communication analysis revealed attenuation of immunosuppressive signaling (such as MIF axis) and enhancement of alternative ligand-receptor interactions, including LAMC1- and EGFR-related pathways.

Conclusions: Our integrative single-cell analysis reveals that Furmonertinib therapy induces significant cellular and molecular changes in EGFR-positive LUAD, including TME remodeling, transcriptomic adaptation, and reprogramming of intercellular communication networks. These findings provide insight into the mechanisms of Furmonertinib response and resistance, and may inform strategies to optimize EGFR-TKI therapy.

背景:肺腺癌(LUAD)经常携带表皮生长因子受体(EGFR)的激活突变,使EGFR酪氨酸激酶抑制剂(EGFR- tkis)成为靶向治疗的关键组成部分。尽管第三代EGFR-TKIs(如Furmonertinib)改善了egfr -突变LUAD患者的预后,但耐药和肿瘤适应仍然是主要挑战。对Furmonertinib的反应和适应的细胞和分子机制,特别是在肿瘤微环境(TME)中,尚不完全清楚。方法:我们对治疗前后egfr阳性LUAD患者的肿瘤和配对癌旁组织进行单细胞RNA测序,整合公共和内部数据集。我们系统地分析了细胞组成、基因表达谱、途径富集和配体受体介导的细胞-细胞通讯的变化。结果:Furmonertinib治疗后肿瘤细胞比例明显降低,TME深度重塑。T细胞浸润增加,尤其是CD4+ T细胞,耗尽的CD8+ T细胞减少,表明向免疫抑制程度较低的微环境转变。癌症相关成纤维细胞和单核细胞也在治疗后富集。肿瘤细胞表现出EGFR表达增加,并伴有转录组重编程,其特征是信号、免疫和分化途径上调,代谢和蛋白质合成基因下调。细胞-细胞通讯分析显示免疫抑制信号(如MIF轴)的衰减和替代配体-受体相互作用的增强,包括LAMC1和egfr相关途径。结论:我们的综合单细胞分析显示,Furmonertinib治疗可诱导egfr阳性LUAD的显著细胞和分子变化,包括TME重塑、转录组适应和细胞间通讯网络的重编程。这些发现提供了对Furmonertinib反应和耐药机制的深入了解,并可能为优化EGFR-TKI治疗提供策略。
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引用次数: 0
Multiple machine learning algorithms construct cuproptosis genes and oxidative stress genes-related LncRNAs signature with prognostic and therapeutic relevance in ovarian cancer. 多种机器学习算法构建与卵巢癌预后和治疗相关的铜增生基因和氧化应激基因相关的lncrna特征。
IF 1.7 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-11-27 DOI: 10.1007/s13258-025-01712-0
Ruyue Pan, Yan Yang, Qinghuo Kong, Xin Hu, Jie Yu, Jiaxu Chen

Background: Cuproptosis and oxidative stress (COS) are emerging regulators in cancer biology. However, their link to long non-coding RNAs (lncRNAs) and clinical outcomes in ovarian cancer remains unclear.

Objective: This study aimed to construct and validate a prognostic signature based on COS-related lncRNAs to improve risk stratification and provide insights into therapeutic strategies for ovarian cancer.

Methods: RNA-seq and clinical data from TCGA and GEO were analyzed to identify COS-related lncRNAs via WGCNA and Pearson correlation. Prognostic lncRNAs were screened using Cox regression and modeled using multiple machine learning algorithms. Immune profiles, mutation patterns, drug sensitivity, and experimental validation were performed.

Results: A 12-lncRNA signature was established that stratified patients into high- and low-risk groups with significant survival differences (HR = 22.6145, p < 0.001). The model showed strong predictive performance (AUCs: 0.91/0.967/0.974) and was validated externally. High-risk patients exhibited greater mutation burden, altered immune pathways (interferon, TGF-β), and differential predicted sensitivity to agents like Axitinib and Pazopanib. RT-qPCR confirmed the expression patterns of 11 out of 12 lncRNAs.

Conclusion: This study proposes a robust 12-lncRNA signature linking cuproptosis and oxidative stress with prognosis and therapy response in ovarian cancer, offering preliminary insights for personalized treatment guidance.

背景:铜protosis和氧化应激(COS)是癌症生物学中新兴的调控因子。然而,它们与长链非编码rna (lncRNAs)和卵巢癌临床结果之间的联系尚不清楚。目的:本研究旨在构建并验证基于cos相关lncrna的预后特征,以改善卵巢癌的风险分层,并为卵巢癌的治疗策略提供见解。方法:对TCGA和GEO的RNA-seq和临床数据进行分析,通过WGCNA和Pearson相关方法鉴定cos相关的lncrna。使用Cox回归筛选预后lncrna,并使用多种机器学习算法建模。免疫谱,突变模式,药物敏感性和实验验证进行。结果:建立了一个12-lncRNA信号,将患者分层为高危组和低危组,存在显著生存差异(HR = 22.6145, p)。结论:本研究提出了一个强大的12-lncRNA信号,将铜质癌和氧化应激与卵巢癌预后和治疗反应联系起来,为个性化治疗指导提供了初步的见解。
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引用次数: 0
Expression profiling of flowering time pathway in the L-ascorbate peroxidase 9 (APX9) near-isogenic line derived from an interspecific cross between Korean Japonica rice (Oryza sativa L.) and Oryza rufipogon. 韩国粳稻种间杂交l -抗坏血酸过氧化物酶9 (APX9)近等基因系开花时间途径的表达分析
IF 1.7 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-09-22 DOI: 10.1007/s13258-025-01683-2
Yun-A Jeon, Hyun-Sook Lee, Cheryl Adeva, Sang-Nag Ahn, Kyu-Chan Shim

Background: Flowering time (referred to as heading date in rice) is a characteristic controlled by quantitative trait loci (QTLs). Heading date is an important agronomic trait that determines yield in rice and is precisely regulated by various exogenous and endogenous factors.

Objective: To investigate the role of the ascorbate peroxidase 9 (APX9) gene in the flowering mechanism, we examined the expression levels of flowering time regulators under long-day conditions (14 h light/10 hours dark) and natural long-day conditions.

Methods: A BC4F7 near-isogenic line (NIL), derived from an interspecific cross between the Korean elite japonica cultivar (cv. Hwaseong, Oryza sativa L.) and Oryza rufipogon (IRGC 105491), was used in this study to identify and characterize candidate genes associated with heading traits. The NIL contains a small O. rufipogon chromosome segment harboring the APX9 gene. In addition, overexpression and T-DNA insertion knockout transgenic lines were used to examine the function of APX9 gene.

Results: The NIL exhibited delayed flowering under both controlled and natural long-day conditions compared to Hwaseong. Real-time PCR analysis indicated that APX9 influences the upstream pathway of flowering time regulation. Over-expression lines showed delayed flowering relative to Hwaseong, whereas T-DNA mutants flowered earlier than the control cultivar, Dongjin. These findings support a role for APX9 in modulating flowering time in rice.

Conclusion: The APX9 is known for its antioxidant activity and its response to various abiotic stresses. The APX9 may play a role in the upstream regulation of the flowering pathway. These findings will be valuable in understanding the effect of APX9 during flowering stages. It would also be interesting to explore the relationship between hydrogen peroxide (H2O2) levels and the APX9 gene in signaling events related to heading.

背景:水稻的开花时间(即抽穗日期)是由数量性状位点(qtl)控制的性状。抽穗日期是决定水稻产量的重要农艺性状,受多种外源和内源因素的精确调控。目的:研究抗坏血酸过氧化物酶9 (APX9)基因在长日照(14 h光照/10 h黑暗)和自然长日照条件下开花时间调控因子的表达水平,探讨APX9基因在开花机制中的作用。方法:从韩国优良粳稻品种(cv. 2)种间杂交获得BC4F7近等基因系(NIL)。以“华城”(Hwaseong, Oryza sativa L.)和“Oryza rufipogon”(IRGC 105491)为材料,对抽穗性状相关候选基因进行了鉴定。NIL包含一个小的O. rufipogon染色体片段,其中包含APX9基因。此外,通过过表达和T-DNA插入敲除转基因系检测APX9基因的功能。结果:与华城相比,在控制和自然长日照条件下,NIL开花均延迟。Real-time PCR分析表明,APX9影响开花时间调控的上游途径。过表达系的开花时间比华城晚,而T-DNA突变体的开花时间比对照品种东金早。这些发现支持APX9在水稻开花时间调控中的作用。结论:APX9具有较强的抗氧化活性和对多种非生物胁迫的响应能力。APX9可能在开花途径的上游调控中发挥作用。这些发现将有助于理解APX9在开花阶段的作用。在抽穗相关的信号事件中,探究过氧化氢(H2O2)水平与APX9基因之间的关系也将是有趣的。
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引用次数: 0
Identification of a hypoxia-related gene signature associated with childhood asthma. 鉴定与儿童哮喘相关的缺氧相关基因特征。
IF 1.7 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-08-18 DOI: 10.1007/s13258-025-01665-4
Wenlie Chen, Yuanlu Huang, Li Lei, Rui Zhang, Li Fu, Jinwen Liao, Shaohua Wang, Zhenzhuang Zou

Background: Hypoxia is a significant manifestation of severe asthma in children. An early and accurate diagnosis is crucial for enhancing treatment outcomes and mitigating long-term complications. This study aims to utilize bioinformatics analysis to investigate hypoxia-related genes (HRGs) in childhood asthma.

Objective: This study aims to develop a diagnostic model and identify key hypoxia-related biomarkers in childhood asthma based on transcriptomic data analysis.

Methods: Hypoxia-related differentially expressed genes (HRDEGs) were identified from bronchial epithelial transcriptomes (GSE27011/GSE40732 datasets) using limma analysis. A diagnostic model was developed using LASSO regression, and hub genes were identified via protein-protein interaction (PPI) networks. Asthma subtyping and immune microenvironment characterization were conducted using ConsensusClusterPlus and CIBERSORTx, respectively. Experimental validation in house dust mite (HDM)-induced asthmatic mice confirmed transcriptional changes in candidate genes.

Results: We obtained 19 HRDEGs and 11 model genes (AHR, AKR1C3, ELP3, GNAL, GZMB, LPP, MAFG, PDGFD, PPP1R12B, SYNE2, and TAF15). Regression analyses demonstrated the model's robust diagnostic performance. PPI analysis identified 10 hub genes associated with asthma, with AKR1C3 showing high diagnostic accuracy for different molecular subtypes. Immune infiltration analysis indicated significant correlations between hub genes and eight immune cell types, including B cells, effector T cells, cytotoxic T cells, regulatory T cells (Tregs), monocytes, mast cells, eosinophils, and neutrophils.

Conclusions: In this study, a hypoxia-related gene signature associated with childhood asthma was identified. These findings not only highlight potential therapeutic targets for asthma but also offer new insights into its pathogenesis.

背景:缺氧是儿童重症哮喘的重要表现。早期和准确的诊断对于提高治疗效果和减轻长期并发症至关重要。本研究旨在利用生物信息学分析探讨儿童哮喘缺氧相关基因(HRGs)。目的:本研究旨在建立基于转录组学数据分析的儿童哮喘诊断模型并识别关键的缺氧相关生物标志物。方法:采用极限分析从支气管上皮转录组(GSE27011/GSE40732数据集)中鉴定缺氧相关差异表达基因(HRDEGs)。利用LASSO回归建立诊断模型,并通过蛋白-蛋白相互作用(PPI)网络鉴定枢纽基因。分别使用ConsensusClusterPlus和CIBERSORTx进行哮喘分型和免疫微环境表征。在室内尘螨(HDM)诱导的哮喘小鼠中进行的实验验证证实了候选基因的转录变化。结果:获得19个hrdeg和11个模型基因(AHR、AKR1C3、ELP3、GNAL、GZMB、LPP、MAFG、PDGFD、PPP1R12B、SYNE2、TAF15)。回归分析表明该模型具有良好的诊断性能。PPI分析确定了10个与哮喘相关的枢纽基因,其中AKR1C3对不同的分子亚型显示出较高的诊断准确性。免疫浸润分析表明hub基因与8种免疫细胞类型有显著相关性,包括B细胞、效应T细胞、细胞毒性T细胞、调节性T细胞(Tregs)、单核细胞、肥大细胞、嗜酸性粒细胞和中性粒细胞。结论:在这项研究中,发现了与儿童哮喘相关的缺氧相关基因特征。这些发现不仅突出了哮喘的潜在治疗靶点,而且为其发病机制提供了新的见解。
{"title":"Identification of a hypoxia-related gene signature associated with childhood asthma.","authors":"Wenlie Chen, Yuanlu Huang, Li Lei, Rui Zhang, Li Fu, Jinwen Liao, Shaohua Wang, Zhenzhuang Zou","doi":"10.1007/s13258-025-01665-4","DOIUrl":"10.1007/s13258-025-01665-4","url":null,"abstract":"<p><strong>Background: </strong>Hypoxia is a significant manifestation of severe asthma in children. An early and accurate diagnosis is crucial for enhancing treatment outcomes and mitigating long-term complications. This study aims to utilize bioinformatics analysis to investigate hypoxia-related genes (HRGs) in childhood asthma.</p><p><strong>Objective: </strong>This study aims to develop a diagnostic model and identify key hypoxia-related biomarkers in childhood asthma based on transcriptomic data analysis.</p><p><strong>Methods: </strong>Hypoxia-related differentially expressed genes (HRDEGs) were identified from bronchial epithelial transcriptomes (GSE27011/GSE40732 datasets) using limma analysis. A diagnostic model was developed using LASSO regression, and hub genes were identified via protein-protein interaction (PPI) networks. Asthma subtyping and immune microenvironment characterization were conducted using ConsensusClusterPlus and CIBERSORTx, respectively. Experimental validation in house dust mite (HDM)-induced asthmatic mice confirmed transcriptional changes in candidate genes.</p><p><strong>Results: </strong>We obtained 19 HRDEGs and 11 model genes (AHR, AKR1C3, ELP3, GNAL, GZMB, LPP, MAFG, PDGFD, PPP1R12B, SYNE2, and TAF15). Regression analyses demonstrated the model's robust diagnostic performance. PPI analysis identified 10 hub genes associated with asthma, with AKR1C3 showing high diagnostic accuracy for different molecular subtypes. Immune infiltration analysis indicated significant correlations between hub genes and eight immune cell types, including B cells, effector T cells, cytotoxic T cells, regulatory T cells (Tregs), monocytes, mast cells, eosinophils, and neutrophils.</p><p><strong>Conclusions: </strong>In this study, a hypoxia-related gene signature associated with childhood asthma was identified. These findings not only highlight potential therapeutic targets for asthma but also offer new insights into its pathogenesis.</p>","PeriodicalId":12675,"journal":{"name":"Genes & genomics","volume":" ","pages":"1199-1215"},"PeriodicalIF":1.7,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144872874","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
NPR1 modulates DNA replication in vascular endothelial cells via the transcription factor E2F2. NPR1通过转录因子E2F2调控血管内皮细胞的DNA复制。
IF 1.7 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-10-10 DOI: 10.1007/s13258-025-01682-3
Fengqing Zhang, Hong Tang, Xiaocheng Mao, Simin Xiong, Yiqi Wan, Wei Yuan, Hongfei Liu

Background: Natriuretic peptide receptor 1 (NPR1) plays a crucial role in maintaining the functionality of vascular endothelial cells. However, its role in regulating DNA replication and genome stability in endothelial cells remains unexplored.

Objective: This study aimed to investigate whether NPR1 deficiency disrupts DNA replication and induces DNA damage in human umbilical vein endothelial cells (HUVECs), and to explore the mechanistic role of the E2F transcription factor 2 (E2F2) in this process.

Methods: RNA-sequencing analysis was performed in NPR1-deficient HUVECs. EdU incorporation assay quantified DNA replication activity. qPCR or RNA-seq evaluated expression of DNA replication-related genes. DNA damage levels were assessed via phosphorylated histone H2AX (γH2AX). The proteins of NPR1, E2F2 and γH2AX were examined by Western blot. E2F2 was knocked down or overexpressed in NPR1-deficient HUVECs to validate its regulatory role.

Results: DNA replication related genes were downregulated in NPR1-knockdown HUVECs. This result was supported by a decrease of EdU positive rate of HUVECs upon NPR1 deficiency. Downregulation of DNA replication genes (DSCC1, EXO1, MCM4, MCM6, TREX1 and CCNE2) was observed in NPR1-deficient cells. NPR1 knockdown increased γH2AX, particularly in EdU-positive cells. NPR1 silencing reduced the expression of E2F2. E2F2 knockdown mimicked NPR1 deficiency, suppressing DNA replication genes and increasing DNA damage. Additionally, overexpression of E2F2 recovered the DNA replication and mitigated DNA damage in NPR1-knockdown HUVECs.

Conclusions: NPR1 deficiency declines DNA replication activity and induces DNA damage in vascular endothelial cell by inhibiting E2F2 expression. This provides further insights into the underlying mechanism on NPR1 in the regulation of the functionality of vascular endothelial cells.

背景:利钠肽受体1 (NPR1)在维持血管内皮细胞的功能中起着至关重要的作用。然而,其在调节内皮细胞DNA复制和基因组稳定性中的作用仍未被探索。目的:本研究旨在探讨NPR1缺失是否会破坏人脐静脉内皮细胞(HUVECs)的DNA复制并诱导DNA损伤,并探讨E2F转录因子2 (E2F2)在这一过程中的机制作用。方法:对npr1缺陷huvec进行rna测序分析。EdU掺入试验定量DNA复制活性。qPCR或RNA-seq评估DNA复制相关基因的表达。通过磷酸化组蛋白H2AX (γH2AX)评估DNA损伤水平。Western blot检测NPR1、E2F2、γ - h2ax蛋白表达。E2F2在npr1缺失的huvec中被敲低或过表达,以验证其调节作用。结果:DNA复制相关基因在npr1敲低的huvec中表达下调。NPR1缺失后,HUVECs的EdU阳性率降低,也支持了这一结果。在npr1缺失的细胞中,DNA复制基因(DSCC1、EXO1、MCM4、MCM6、TREX1和CCNE2)下调。NPR1敲除增加了γ - h2ax,特别是在edu阳性细胞中。NPR1沉默降低了E2F2的表达。E2F2敲低模拟NPR1缺陷,抑制DNA复制基因,增加DNA损伤。此外,在npr1敲低的huvec中,过表达E2F2恢复了DNA复制并减轻了DNA损伤。结论:NPR1缺乏通过抑制E2F2表达,降低血管内皮细胞DNA复制活性,诱导DNA损伤。这为NPR1调控血管内皮细胞功能的潜在机制提供了进一步的见解。
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引用次数: 0
The influences of genetic polymorphisms in three candidate genes on the athletic performance of Korean athletes. 三个候选基因的遗传多态性对韩国运动员运动成绩的影响。
IF 1.7 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-10-16 DOI: 10.1007/s13258-025-01678-z
Jae Koo Lee, Byung Yong Kang

Backgound: It is known that in addition to environmental factors such as the athlete's own efforts or the qualities of the coach, genetic predisposition can also have a significant impact on achievements in the sports field.

Objective: For this reason, this study tried to analyze whether single nucleotide polymorphisms (SNPs) in the myostatin, hemochromatosis(HFE) and estrogen receptor 1 (ESR1) genes, which are known to affect muscular strength, cardiorespiratory endurance and flexibility, respectively, could significantly affect the athletic performance of endurance or power/sprint events in Korean population.

Methods: A total of 192 Korean unrelated participants were recruited in this study. They were divided into two groups: controls (n = 72) and track-field athletes (n = 120), which included throwing athletes (n = 39) and distance runners (n = 81). Also, the determination of the genotypes constituting the SNP markers in the three kinds of candidate genes mentioned above was performed using TaqMan method.

Results: Among the three kinds of SNP markers studied, only the rs1799945 polymorphism in the HFE gene was observed to be significantly associated with endurance performance in Korean athletes (p < 0.05).

Conclusion: Therefore, our results suggest that the rs1799945 polymorphism in the HFE gene may be one of useful genetic markers for endurance performance in Korean athletes. Further studies using larger sample sizes and various sports events are needed to replicate our results.

背景:众所周知,除了环境因素,如运动员自身的努力或教练的素质,遗传易感性也会对运动领域的成就产生重大影响。目的:为此,本研究试图分析分别影响肌肉力量、心肺耐力和柔韧性的肌肉生长抑制素、血色素沉着症(HFE)和雌激素受体1 (ESR1)基因的单核苷酸多态性(snp)是否会显著影响韩国人群耐力或力量/短跑项目的运动表现。方法:本研究共招募192名无血缘关系的韩国人。他们被分为两组:对照组(n = 72)和田径运动员(n = 120),其中包括投掷运动员(n = 39)和长跑运动员(n = 81)。采用TaqMan法测定上述3种候选基因SNP标记的基因型。结果:在研究的三种SNP标记中,只有HFE基因的rs1799945多态性与韩国运动员耐力表现显著相关(p)。结论:因此,我们的研究结果表明,HFE基因的rs1799945多态性可能是韩国运动员耐力表现的有用遗传标记之一。进一步的研究需要使用更大的样本量和各种体育赛事来复制我们的结果。
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引用次数: 0
PSM-SMOTE: propensity score matching and synthetic minority oversampling for handling unbalanced microbiome data. PSM-SMOTE:倾向得分匹配和合成少数过采样处理不平衡的微生物组数据。
IF 1.7 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-10-04 DOI: 10.1007/s13258-025-01688-x
Jeongsup Moon, Zhe Liu, Taesung Park

Background: Predictive models using microbiome data often suffer from covariate imbalance and class imbalance, biasing results. Propensity Score Matching (PSM) balances covariates but reduces sample size, while borderline synthetic minority oversampling technique (borderline-SMOTE) oversamples minority classes but can generate uninformative examples.

Objective: To develop and evaluate PSM-SMOTE, a novel hybrid sampling method that integrates PSM and borderline-SMOTE to handle both covariate and class imbalance in microbiome data.

Methods: We developed PSM-SMOTE, a three-step hybrid sampling algorithm for microbiome data: (1) PSM at four caliper levels to balance covariates, (2) selection of at least ten robust differential markers via seven statistical tests with false discovery rate correction, and (3) application of borderline-SMOTE on the marker-based distance matrix to oversample minority classes. We evaluated PSM-SMOTE on three publicly available microbiome case-control datasets: pancreatic ductal adenocarcinoma (PDAC), colorectal cancer (CRC), and obesity, using logistic regression (LR), random forest (RF), and support vector machine (SVM) classifiers. Performance was assessed via area under the ROC curve (AUC).

Results: PSM-SMOTE improved test AUCs in multiple model-dataset combinations compared with using PSM alone. Notably, for the RF model, PSM-SMOTE consistently enhanced AUC across nearly all oversampling settings in the PDAC and obesity cohorts. For the SVM model, PSM-SMOTE also achieved a significant AUC increase in the CRC cohort. For the LR model, PSM-SMOTE showed modest improvement under strict matching.

Conclusion: PSM-SMOTE effectively addresses dual imbalance in microbiome data and consistently enhances performance, providing a practical solution for imbalanced data analyses.

背景:利用微生物组数据建立的预测模型往往存在协变量不平衡和类不平衡,导致结果偏倚。倾向得分匹配(PSM)平衡了协变量,但减少了样本量,而边界合成少数过采样技术(borderline- smote)对少数类进行了过采样,但可能产生信息不足的样本。目的:开发并评价PSM- smote,一种结合PSM和borderline-SMOTE的新型混合采样方法,以处理微生物组数据的协变量和类不平衡。方法:我们开发了PSM- smote,这是一种微生物组数据的三步混合采样算法:(1)PSM在四个卡尺水平上平衡协变量,(2)通过七次统计检验选择至少十个鲁棒差异标记,并校正错误发现率,(3)在基于标记的距离矩阵上应用borderline-SMOTE对少数类进行过采样。我们使用逻辑回归(LR)、随机森林(RF)和支持向量机(SVM)分类器,在三个公开的微生物组病例对照数据集上评估了PSM-SMOTE:胰腺导管腺癌(PDAC)、结直肠癌(CRC)和肥胖。通过ROC曲线下面积(AUC)评估疗效。结果:与单独使用PSM相比,PSM- smote在多个模型-数据集组合中提高了测试auc。值得注意的是,对于RF模型,PSM-SMOTE在PDAC和肥胖队列中几乎所有过采样设置中都持续提高了AUC。对于SVM模型,PSM-SMOTE在CRC队列中也实现了显著的AUC增加。对于LR模型,PSM-SMOTE在严格匹配下表现出适度的改善。结论:PSM-SMOTE有效解决了微生物组数据的双重不平衡,并持续提高了性能,为不平衡数据分析提供了实用的解决方案。
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引用次数: 0
Identification of microbiome markers for ordered groups. 有序群微生物标记物的鉴定。
IF 1.7 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-09-16 DOI: 10.1007/s13258-025-01673-4
Jaehong Yu, Md Mozaffar Hosain, Taesung Park

Background: Identifying microbiome markers associated with ordered phenotypes, such as disease stages or severity levels, is crucial for understanding disease progression and advancing precision medicine. Despite this importance, most existing methods for differential abundance analysis are designed for binary group comparisons and do not incorporate ordinal information, limiting their ability to capture trends across ordered categories.

Objective: To develop and evaluate statistical methods that explicitly account for ordinal phenotype structure in microbiome data, addressing challenges such as sparsity and zero inflation, and improving the detection of meaningful microbial associations.

Methods: In this study, we propose and evaluate three novel approaches specifically tailored for microbiome association analysis with ordered groups: the binary optimal test, the linear trend test, and the proportional odds model-based permutation test (POMp). These methods explicitly account for the ordinal structure of phenotypes and address the sparsity and zero-inflation commonly observed in microbiome data through permutation-based inference. We applied the proposed methods to three publicly available gut microbiome datasets, including two related to obesity and one concerning colorectal cancer.

Results: All three proposed methods successfully identified differentially abundant features (DAFs) that exhibited stronger ordinal associations compared to those identified by existing methods. In particular, POMp consistently outperformed other approaches in terms of correlation with phenotype order, demonstrating its potential to identify biologically relevant markers.

Conclusion: The findings of this study highlight the importance of incorporating ordinal information in microbiome studies and provide robust statistical tools for advancing microbial biomarker discovery in complex disease contexts.

背景:识别与有序表型(如疾病分期或严重程度)相关的微生物组标记对于了解疾病进展和推进精准医学至关重要。尽管这很重要,但大多数现有的差分丰度分析方法都是为二元组比较而设计的,不包含有序信息,限制了它们捕捉有序类别趋势的能力。目的:开发和评估明确解释微生物组数据中有序表型结构的统计方法,解决诸如稀疏性和零膨胀等挑战,并改进有意义的微生物关联的检测。方法:在本研究中,我们提出并评估了三种专门针对有序群体微生物组关联分析的新方法:二元最优检验、线性趋势检验和基于比例优势模型的排列检验(POMp)。这些方法明确解释了表型的有序结构,并通过基于排列的推理解决了微生物组数据中常见的稀疏性和零膨胀。我们将提出的方法应用于三个公开可用的肠道微生物组数据集,包括两个与肥胖相关的数据集和一个与结直肠癌相关的数据集。结果:与现有方法相比,这三种方法都成功地识别出了表现出更强序数关联的差异丰富特征(daf)。特别是,在与表型顺序的相关性方面,POMp一直优于其他方法,证明了其识别生物学相关标记的潜力。结论:本研究的发现强调了在微生物组研究中纳入有序信息的重要性,并为在复杂疾病背景下推进微生物生物标志物的发现提供了强大的统计工具。
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引用次数: 0
Assembly of a high-quality Polypterus senegalus diploid genome. 高质量塞内加尔多倍体基因组的组装。
IF 1.7 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-10-02 DOI: 10.1007/s13258-025-01685-0
Jeong Woen Shin, Bo-Mi Kim, Jun Kim, Jae-Sung Rhee

Background: Polypterus senegalus is a major actinopterygian fish that provides vital insights into vertebrate terrestrial adaptation. Advances in sequencing technologies have enabled improvements to the reference genome of P. senegalus, highlighting the need to expand research on this species.

Objective: In this study, we sought to construct high-quality, partially-phased, assemblies of the P. senegalus genome using high-fidelity long-read sequencing data.

Methods: First, partially-phased assemblies of P. senegalus genome using PacBio HiFi data. And then, our assemblies were compared with a previously published genome in terms of total length, contiguity, base-level accuracy, and Benchmarking Universal Single-Copy Orthologs (BUSCO) completeness, including resolution of repetitive regions and identification of telomere-telomere chromosomes.

Results: Compared with a previously published genome, our assemblies exhibit improved quality in overall quality. A total of 20,940 genes were annotated employing integrated short-read and long-read RNA sequencing data. Transcriptomics revealed the gene-expression relationships between 12 tissue types and the distinct expression patterns of genes associated with key evolutionary traits, such as aerial respiration, angiogenesis, and limb flexibility. Notably, several genes including Tcf21, Foxf1, and Tbx3a were coordinately expressed in the lungs and swim bladder, supporting shared origins and developmental patterns. Analyses of the correlations among tissues revealed physiological similarities between the lungs, kidneys, and spleen.

Conclusion: Our results provide a valuable genomic resource for P. senegalus and offer novel insights into the molecular basis of vertebrate organ evolution and adaptation.

背景:塞内加尔多翼鱼是一种主要的放光翼鱼,对脊椎动物的陆地适应提供了重要的见解。测序技术的进步使塞内加尔稻的参考基因组得以改进,这突出了扩大对该物种研究的必要性。目的:在本研究中,我们试图利用高保真的长读测序数据构建高质量的,部分分期的塞内加尔p.s enegalus基因组组装。方法:首先,利用PacBio HiFi数据对塞内加尔稻进行部分阶段基因组组装。然后,将我们的序列与先前发表的基因组在总长度、连续度、基本水平准确性和基准通用单拷贝Orthologs (BUSCO)完整性(包括重复区域的分辨率和端粒-端粒染色体的鉴定)方面进行比较。结果:与先前发表的基因组相比,我们的基因组在整体质量上有所提高。利用整合的短读和长读RNA测序数据,共对20,940个基因进行了注释。转录组学揭示了12种组织类型之间的基因表达关系,以及与空气呼吸、血管生成和肢体柔韧性等关键进化特征相关的基因的不同表达模式。值得注意的是,包括Tcf21、Foxf1和Tbx3a在内的几个基因在肺和鱼鳔中协调表达,支持共同的起源和发育模式。对组织间相关性的分析揭示了肺、肾和脾在生理上的相似性。结论:我们的研究结果为塞内加尔棘猴提供了宝贵的基因组资源,并对脊椎动物器官进化和适应的分子基础提供了新的见解。
{"title":"Assembly of a high-quality Polypterus senegalus diploid genome.","authors":"Jeong Woen Shin, Bo-Mi Kim, Jun Kim, Jae-Sung Rhee","doi":"10.1007/s13258-025-01685-0","DOIUrl":"10.1007/s13258-025-01685-0","url":null,"abstract":"<p><strong>Background: </strong>Polypterus senegalus is a major actinopterygian fish that provides vital insights into vertebrate terrestrial adaptation. Advances in sequencing technologies have enabled improvements to the reference genome of P. senegalus, highlighting the need to expand research on this species.</p><p><strong>Objective: </strong>In this study, we sought to construct high-quality, partially-phased, assemblies of the P. senegalus genome using high-fidelity long-read sequencing data.</p><p><strong>Methods: </strong>First, partially-phased assemblies of P. senegalus genome using PacBio HiFi data. And then, our assemblies were compared with a previously published genome in terms of total length, contiguity, base-level accuracy, and Benchmarking Universal Single-Copy Orthologs (BUSCO) completeness, including resolution of repetitive regions and identification of telomere-telomere chromosomes.</p><p><strong>Results: </strong>Compared with a previously published genome, our assemblies exhibit improved quality in overall quality. A total of 20,940 genes were annotated employing integrated short-read and long-read RNA sequencing data. Transcriptomics revealed the gene-expression relationships between 12 tissue types and the distinct expression patterns of genes associated with key evolutionary traits, such as aerial respiration, angiogenesis, and limb flexibility. Notably, several genes including Tcf21, Foxf1, and Tbx3a were coordinately expressed in the lungs and swim bladder, supporting shared origins and developmental patterns. Analyses of the correlations among tissues revealed physiological similarities between the lungs, kidneys, and spleen.</p><p><strong>Conclusion: </strong>Our results provide a valuable genomic resource for P. senegalus and offer novel insights into the molecular basis of vertebrate organ evolution and adaptation.</p>","PeriodicalId":12675,"journal":{"name":"Genes & genomics","volume":" ","pages":"1187-1197"},"PeriodicalIF":1.7,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145206211","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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