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A systematic comparison of natural product potential, with an emphasis on RiPPs, by Mining of Bacteria of three large ecosystems 通过对三个大型生态系统的细菌进行挖掘,对天然产品潜力进行系统比较,重点是 RiPPs。
IF 4.4 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-06-08 DOI: 10.1016/j.ygeno.2024.110880
Yunhai Yi , Lifeng Liang , Anne de Jong , Oscar P. Kuipers

The implementation of several global microbiome studies has yielded extensive insights into the biosynthetic potential of natural microbial communities. However, studies on the distribution of several classes of ribosomally synthesized and post-translationally modified peptides (RiPPs), non-ribosomal peptides (NRPs) and polyketides (PKs) in different large microbial ecosystems have been very limited. Here, we collected a large set of metagenome-assembled bacterial genomes from marine, freshwater and terrestrial ecosystems to investigate the biosynthetic potential of these bacteria. We demonstrate the utility of public dataset collections for revealing the different secondary metabolite biosynthetic potentials among these different living environments. We show that there is a higher occurrence of RiPPs in terrestrial systems, while in marine systems, we found relatively more terpene-, NRP-, and PK encoding gene clusters. Among the many new biosynthetic gene clusters (BGCs) identified, we analyzed various Nif-11-like and nitrile hydratase leader peptide (NHLP) containing gene clusters that would merit further study, including promising products, such as mersacidin-, LAP- and proteusin analogs. This research highlights the significance of public datasets in elucidating the biosynthetic potential of microbes in different living environments and underscores the wide bioengineering opportunities within the RiPP family.

通过开展多项全球微生物组研究,人们对天然微生物群落的生物合成潜力有了广泛的了解。然而,关于几类核糖体合成和翻译后修饰肽(RiPPs)、非核糖体肽(NRPs)和多酮类化合物(PKs)在不同大型微生物生态系统中的分布情况的研究却非常有限。在这里,我们从海洋、淡水和陆地生态系统中收集了大量元基因组组装的细菌基因组,以研究这些细菌的生物合成潜力。我们展示了公共数据集收集在揭示这些不同生活环境中不同次生代谢物生物合成潜能方面的效用。我们发现陆地系统中 RiPPs 的出现率较高,而在海洋系统中,我们发现了相对较多的萜烯、NRP 和 PK 编码基因簇。在发现的众多新生物合成基因簇(BGCs)中,我们分析了各种类似 Nif-11 和含有腈水解酶头肽(NHLP)的基因簇,这些基因簇值得进一步研究,其中包括有前景的产品,如 mersacidin-、LAP- 和 proteusin 类似物。这项研究凸显了公共数据集在阐明不同生活环境中微生物生物合成潜力方面的重要意义,并强调了 RiPP 家族中广泛的生物工程机会。
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引用次数: 0
Comparative metabolomics and transcriptomics analyses provide insights into branching changes induced by heterografting in Pinus massoniana seedlings 代谢组学和转录组比较分析深入揭示了异株嫁接诱导的马尾松幼苗分枝变化。
IF 4.4 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-06-08 DOI: 10.1016/j.ygeno.2024.110882
Feng Xiao , Yayan Zhu , Yao Yang , Xiurong Wang , Xueyan Jian , Yang Zhao

The investigation of dwarfing rootstocks for the establishment of high-generation seed orchards is a prospective avenue of research. In this investigation, Pinus massoniana, Pinus yunnanensis var. pygmaea (P. pygmaea), and P. elliottii seedlings were used as rootstocks for grafting with P. massoniana scions. Grafting P. massoniana onto P. pygmaea rootstock resulted in observable phenotypic alterations in lateral branches, apical buds, and needle length. Certain characteristic metabolites of rootstocks, such as fatty acyls, pregnenolones, steroids, and steroid derivatives, were found to be highly expressed in scions after grafting. RNA-seq analysis revealed MYB-related, SBP, and bHLH demonstrating a significant positive correlation, while C2H2 and Orphans exhibited negative correlations with the differential intensity of metabolites related to lipids and lipid-like molecules. This study offers valuable insights for the establishment of rootstock breeding programs.

研究矮化砧木以建立高世代种子果园是一个具有前景的研究方向。在这项研究中,使用了马松(Pinus massoniana)、云南红松(Pinus yunnanensis var. pygmaea,P. pygmaea)和埃利奥特松(P. elliottii)幼苗作为砧木,与马松接穗进行嫁接。将 P. massoniana 嫁接到 P. pygmaea 砧木上可观察到侧枝、顶芽和针叶长度的表型变化。研究发现,砧木的某些特征代谢产物,如脂肪酰、孕烯醇酮、类固醇和类固醇衍生物,在嫁接后的接穗中表达量很高。RNA-seq分析显示,MYB相关、SBP和bHLH表现出显著的正相关性,而C2H2和Orphans与脂质和类脂质分子相关代谢物的不同强度表现出负相关。这项研究为建立砧木育种计划提供了有价值的见解。
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引用次数: 0
Transcriptome and metabolome analyses reveal chlorogenic acid accumulation in pigmented potatoes at different altitudes 转录组和代谢组分析揭示了不同海拔地区色素马铃薯中绿原酸的积累。
IF 3.4 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-06-08 DOI: 10.1016/j.ygeno.2024.110883
Qiu-Ju Dong, Xiao-Yu Xu, Cai-Xia Fan, Ji-Ping Xiao

Pigmented potato tubers are abundant in chlorogenic acids (CGAs), a metabolite with pharmacological activity. This article comprehensively analyzed the transcriptome and metabolome of pigmented potato Huaxingyangyu and Jianchuanhong at four altitudes of 1800 m, 2300 m, 2800 m, and 3300 m. A total of 20 CGAs and intermediate CGA compounds were identified, including 3-o-caffeoylquinic acid, 4-o-caffeoylquinic acid, and 5-o-caffeoylquinic acid. CGA contents in Huaxinyangyu and Jianchuanhong reached its maximum at an altitude of 2800 m and slightly decreased at 3300 m. 48 candidate genes related to the biosynthesis pathway of CGAs were screened through transcriptome analysis. Weighted gene co-expression network analysis (WGCNA) identified that the structural genes of phenylalanine deaminase (PAL), coumarate-3 hydroxylase (C3H), cinnamic acid 4-hydroxylase (C4H) and the transcription factors of MYB and bHLH co-regulate CGA biosynthesis. The results of this study provide valuable information to reveal the changes in CGA components in pigmented potato at different altitudes.

马铃薯块茎中含有丰富的绿原酸(CGAs),绿原酸是一种具有药理活性的代谢物。本文全面分析了1800米、2300米、2800米和3300米四种海拔高度的华兴洋芋和剑川红马铃薯的代谢组和转录组。共鉴定出20种CGA和中间CGA化合物,包括3-邻咖啡酰奎宁酸、4-邻咖啡酰奎宁酸和5-邻咖啡酰奎宁酸。华新烟雨和剑川红的 CGA 含量在海拔 2800 米处达到最高,在海拔 3300 米处略有下降。通过转录组分析,筛选出 48 个与 CGA 生物合成途径相关的候选基因。加权基因共表达网络分析(WGCNA)发现,苯丙氨酸脱氨酶(PAL)、香豆素-3羟化酶(C3H)和肉桂酸4-羟化酶(C4H)基因以及MYB和bHLH转录因子共同调控CGA的生物合成。本研究的结果为揭示不同海拔地区彩色马铃薯中 CGA 成分的变化提供了有价值的信息。
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引用次数: 0
Comprehensive analysis of circRNA-miRNA-mRNA regulatory network and novel potential biomarkers in eutopic endometrium of adenomyosis 子宫腺肌病异位内膜的 circRNA-miRNA-mRNA 调控网络和新型潜在生物标记物的综合分析。
IF 4.4 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-06-07 DOI: 10.1016/j.ygeno.2024.110877
Zhengchen Guo , Qi Lin , Yanan Chang , Yuanyuan An , Hua Duan

Adenomyosis (ADS) is a common gynecological disorder, and its pathogenesis remains unclear. This study explores the functions of circRNAs in the eutopic endometrium of ADS and their diagnostic efficacy for ADS. High-throughput RNA sequencing was performed on 12 eutopic endometrial samples from ADS patients and 3 control endometrial samples. Additionally, circRNAs were analyzed in conjunction with clinical features. A competitive endogenous RNA network was established based on bioinformatics analysis, comprising 3 circRNAs, 1 miRNA, and 13 mRNAs. In the ADS group, the expression levels of hsa_circ_0008959 and SLC15A4 were significantly reduced, while hsa-miR-124-3p expression was increased. SLC15A4 was associated with cell proliferation and invasion. Decreased expression of hsa_circ_0008959 and SLC15A4, along with high VAS scores and elevated hsa-miR-124-3p levels, were identified as risk factors for ADS development. The combination of hsa_circ_0008959 and VAS scores demonstrated the highest diagnostic value for ADS.

子宫腺肌症(ADS)是一种常见的妇科疾病,其发病机制尚不清楚。本研究探讨了circRNAs在ADS异位内膜中的功能及其对ADS的诊断效果。研究人员对 12 份 ADS 患者的异位子宫内膜样本和 3 份对照子宫内膜样本进行了高通量 RNA 测序。此外,还结合临床特征对 circRNAs 进行了分析。根据生物信息学分析建立了一个竞争性内源性 RNA 网络,包括 3 个 circRNA、1 个 miRNA 和 13 个 mRNA。在ADS组中,hsa_circ_0008959和SLC15A4的表达水平显著降低,而hsa-miR-124-3p的表达水平升高。SLC15A4 与细胞增殖和侵袭有关。hsa_circ_0008959和SLC15A4表达的降低,以及高VAS评分和hsa-miR-124-3p水平的升高,被确定为ADS发病的危险因素。hsa_circ_0008959和VAS评分的组合对ADS的诊断价值最高。
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引用次数: 0
Comprehensive analysis of differentially expressed mRNAs, circRNAs, and miRNAs and their ceRNA network in the testis of cattle–yak, yak, and cattle 牛-牦牛、牦牛和牛睾丸中差异表达的 mRNA、circRNA 和 miRNA 及其 ceRNA 网络的综合分析。
IF 4.4 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-06-06 DOI: 10.1016/j.ygeno.2024.110872
Mengli Cao , Lin Xiong , Xingdong Wang , Shaoke Guo , Liyan Hu , Yandong Kang , Xiaoyu Wu , Pengjia Bao , Min Chu , Chunnian Liang , Jie Pei , Xian Guo

Cattle–yak is a hybrid offspring resulting from the crossbreeding of yak and cattle, and it exhibits substantial heterosis in production performance. However, male sterility in cattle–yak remains a concern. Reports suggest that noncoding RNAs are involved in the regulation of spermatogenesis. Therefore, in this study, we comprehensively compared testicular transcription profiles among cattle, yak, and cattle–yak. Numerous differentially expressed genes (DEGs), differentially expressed circRNAs (DECs), and differentially expressed miRNAs (DEMs) were identified in the intersection of two comparison groups, namely cattle versus cattle–yak and yak versus cattle–yak, with the number of DEGs, DECs, and DEMs being 4968, 360, and 59, respectively. The DEGs in cattle–yaks, cattle, and yaks were mainly associated with spermatogenesis, male gamete generation, and sexual reproduction. Concurrently, GO and KEGG analyses indicated that DEC host genes and DEM source genes were involved in the regulation of spermatogenesis. The construction of a potential competing endogenous RNA network revealed that some differentially expressed noncoding RNAs may be involved in regulating the expression of genes related to testicular spermatogenesis, including miR-423-5p, miR-449b, miR-34b/c, and miR-15b, as well as previously unreported miR-6123 and miR-1306, along with various miRNA–circRNA interaction pairs. This study serves as a valuable reference for further investigations into the mechanisms underlying male sterility in cattle–yaks.

牛牦牛是牦牛和牛杂交产生的杂交后代,在生产性能方面表现出很大的异质性。然而,牛牦牛的雄性不育问题仍然令人担忧。有报告表明,非编码 RNA 参与了精子发生的调控。因此,在本研究中,我们全面比较了牛、牦牛和牛-牦牛的睾丸转录谱。在牛与牛-牦牛、牦牛与牛-牦牛两个比较组的交叉点上发现了大量差异表达基因(DEGs)、差异表达循环RNAs(DECs)和差异表达miRNAs(DEMs),DEGs、DECs和DEMs的数量分别为4968个、360个和59个。牛-牦牛、牛和牦牛的 DEGs 主要与精子发生、雄性配子生成和有性生殖有关。同时,GO 和 KEGG 分析表明,DEC 宿主基因和 DEM 源基因参与了精子发生的调控。潜在竞争内源 RNA 网络的构建表明,一些差异表达的非编码 RNA 可能参与调控睾丸精子发生相关基因的表达,包括 miR-423-5p、miR-449b、miR-34b/c 和 miR-15b,以及之前未报道的 miR-6123 和 miR-1306,以及各种 miRNA 与环状 RNA 的相互作用对。这项研究为进一步研究牛牦牛雄性不育的机制提供了有价值的参考。
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引用次数: 0
Transcriptomic responses of peripheral blood leukocytes to cardiac surgery after acute inflammation, and three months recovery 外周血白细胞对心脏手术后急性炎症和三个月恢复期的转录组反应。
IF 4.4 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-06-06 DOI: 10.1016/j.ygeno.2024.110878
Eric A. Lewallen , Da Liu , Jake Karwoski , Wilson Y. Szeto , Andre J. van Wijnen , Krzysztof Laudanski

Traumatic perioperative conditions may trigger early systemic responses, activate leukocytes and reprogram the immune system. We hypothesize that leukocyte activation may not revert to pre-surgical states, and that protracted activation may emerge with increased risks of comorbidities. We tested this concept by examining the transcriptomes of monocytes and T cells in a representative observational cohort of patients (n = 13) admitted for elective cardiac surgery. Transcriptomes in T cells and monocytes were compared from before surgery (t0), and monocytes were analyzed longitudinally after acute (t24hr), and convalescent (t3m) time points. Monocytes and T cells expressed distinct transcriptomes, reflected by statistically significant differential expression of 558 T cell related genes. Monocytes expressed genes related to protein degradation and presented atypical activation of surface markers and cytoplasmic functions over time. Additionally, monocytes exhibited limited transcriptomic heterogeneity prior to surgery, and long-term patterns of gene expression associated with atherosclerosis showed three temporally distinct signatures. These data establish that post-cardiac surgery transcriptomes of monocytes differ even at three months compared to baselines, which may reflect latent (‘smoldering’) inflammation and persistent progression of tissue degenerative processes that should inform clinical care.

创伤性围手术期情况可能会引发早期全身反应,激活白细胞并对免疫系统进行重编程。我们假设,白细胞激活可能不会恢复到手术前的状态,而长期激活可能会增加合并症的风险。我们通过研究接受择期心脏手术的代表性观察组患者(n = 13)中单核细胞和 T 细胞的转录组来验证这一观点。我们比较了手术前(t0)T 细胞和单核细胞的转录组,并在急性期(t24hr)和恢复期(t3m)的时间点后对单核细胞进行了纵向分析。单核细胞和 T 细胞表达了不同的转录组,558 个 T 细胞相关基因的表达差异具有统计学意义。单核细胞表达与蛋白质降解相关的基因,并随着时间的推移出现表面标志物和细胞质功能的非典型激活。此外,单核细胞在手术前表现出有限的转录组异质性,而与动脉粥样硬化相关的基因表达的长期模式则表现出三种不同的时间特征。这些数据表明,心脏手术后单核细胞的转录组即使在三个月后也与基线不同,这可能反映了潜伏的("燃烧的")炎症和组织变性过程的持续进展,应为临床治疗提供参考。
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引用次数: 0
Apoptosis and NETotic cell death affect diabetic nephropathy independently: An study integrative study encompassing bioinformatics, machine learning, and experimental validation 细胞凋亡和NETotic细胞死亡对糖尿病肾病的影响是独立的:一项包含生物信息学、机器学习和实验验证的综合研究。
IF 4.4 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-06-06 DOI: 10.1016/j.ygeno.2024.110879
Huilian Cai , Yi Zeng , Dongqiang Luo , Ying Shao , Manting Liu , Jiayu Wu , Xiaolu Gao , Jiyuan Zheng , Lisi Zhou , Feng Liu

Objective

Although programmed cell death (PCD) and diabetic nephropathy (DN) are intrinsically conneted, the interplay among various PCD forms remains elusive. In this study, We aimed at identifying independently DN-associated PCD pathways and biomarkers relevant to the related pathogenesis.

Methods

We acquired DN-related datasets from the GEO database and identified PCDs independently correlated with DN (DN-PCDs) through single-sample Gene Set Enrichment Analysis (ssGSEA) as well as, univariate and multivariate logistic regression analyses. Subsequently, applying differential expression analysis, weighted gene co-expression network analysis (WGCNA), and Mfuzz cluster analysis, we filtered the DN-PCDs pertinent to DN onset and progression. The convergence of various machine learning techniques ultimately spotlighted hub genes, substantiated through dataset meta-analyses and experimental validations, thereby confirming hub genes and related pathways expression consistencies.

Results

We harmonized four DN-related datasets (GSE1009, GSE142025, GSE30528, and GSE30529) post-batch-effect removal for subsequent analyses. Our differential expression analysis yielded 709 differentially expressed genes (DEGs), comprising 446 upregulated and 263 downregulated DEGs. Based on our ssGSEA as well as univariate and multivariate logistic regressions, apoptosis and NETotic cell death were appraised as independent risk factors for DN (Odds Ratio > 1, p < 0.05). Next, we further refined 588 apoptosis- and NETotic cell death-associated genes through WGCNA and Mfuzz analysis, resulting in the identification of 17 DN-PCDs. Integrating protein-protein interaction (PPI) network analyses, network topology, and machine learning, we pinpointed hub genes (e.g., IL33, RPL11, and CX3CR1) as significant DN risk factors with expression corroborating in subsequent meta-analyses and experimental validations. Our GSEA enrichment analysis discerned differential enrichments between DN and control samples within pathways such as IL2/STAT5, IL6/JAK/STAT3, TNF-α via NF-κB, apoptosis, and oxidative phosphorylation, with related proteins such as IL2, IL6, and TNFα, which we subsequently submitted to experimental verification.

Conclusion

Innovatively stemming from from PCD interactions, in this study, we discerned PCDs with an independent impact on DN: apoptosis and NETotic cell death. We further screened DN evolution- and progression-related biomarkers, i.e. IL33, RPL11, and CX3CR1, all of which we empirically validated. This study not only poroposes a PCD-centric perspective for DN studies but also provides evidence for PCD-mediated immune cell infiltration exploration in DN regulation. Our results could motivate further exploration of DN pathogenesis, such as how the inflammatory microenvironment mediates NETotic cell death in DN regulation, representing a promising direction for fu

目的:尽管程序性细胞死亡(PCD)与糖尿病肾病(DN)有着内在联系,但各种PCD形式之间的相互作用仍然难以捉摸。在这项研究中,我们旨在独立鉴定与 DN 相关的 PCD 通路以及与相关发病机制相关的生物标记物:我们从 GEO 数据库中获取了 DN 相关数据集,并通过单样本基因组富集分析(ssGSEA)以及单变量和多变量逻辑回归分析确定了与 DN 独立相关的 PCDs(DN-PCDs)。随后,我们应用差异表达分析、加权基因共表达网络分析(WGCNA)和 Mfuzz 聚类分析,筛选出了与 DN 发病和进展相关的 DN-PCDs。通过数据集元分析和实验验证,各种机器学习技术的融合最终发现了枢纽基因,从而证实了枢纽基因和相关通路表达的一致性:我们对四个 DN 相关数据集(GSE1009、GSE142025、GSE30528 和 GSE30529)进行了批次效应剔除后的统一,以进行后续分析。我们的差异表达分析得出了 709 个差异表达基因(DEGs),其中包括 446 个上调和 263 个下调的 DEGs。根据我们的 ssGSEA 以及单变量和多变量 logistic 回归,细胞凋亡和 NETotic 细胞死亡被认为是 DN 的独立风险因素(Odds Ratio > 1,p 结论):在本研究中,我们创新性地从 PCD 内部相互作用中发现了对 DN 有独立影响的 PCD:细胞凋亡和 NETotic 细胞死亡。我们进一步筛选了与 DN 演化和进展相关的生物标记物,即 IL33、RPL11 和 CX3CR1,并对所有这些标记物进行了经验验证。这项研究不仅为 DN 研究提供了以 PCD 为中心的视角,还为 DN.regulation 中 PCD 介导的免疫细胞浸润探索提供了证据。我们的研究结果可能会促使人们进一步探索 DN 的发病机制,例如炎症微环境如何在 DN 调节过程中介导 NETotic 细胞死亡,这也是未来研究的一个很有前景的方向。
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引用次数: 0
Identifying MiR-140-3p as a stable internal reference to normalize MicroRNA qRT-PCR levels of plasma small extracellular vesicles in lung cancer patients 确定 MiR-140-3p 作为稳定的内参照物,以归一化肺癌患者血浆小细胞外囊泡中的 MicroRNA qRT-PCR 水平。
IF 4.4 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-06-05 DOI: 10.1016/j.ygeno.2024.110875
Yuan Jiang , Weiwei Wang , Faqing Tang , Wei Zhang , Sheng Chen , Xiumei Gu , Ping Chen , Xiaoya Xu , Baoning Nian , Zhikuan Li , Chunzhu Chen , Hanbing Yin , Linlin Su , Honghou Sun , Wei Chen , Dadong Zhang , Yuejin Li

Exploration of a stably expressed gene as a reference is critical for the accurate evaluation of miRNAs isolated from small extracellular vesicles (sEVs). In this study, we analyzed small RNA sequencing on plasma sEV miRNAs in the training dataset (n = 104) and found that miR-140-3p was the most stably expressed candidate reference for sEV miRNAs. We further demonstrated that miR-140-3p expressed most stably in the validation cohort (n = 46) when compared to two other reference miRNAs, miR-451a and miR-1228-3p, and the commonly-used miRNA reference U6. Finally, we compared the capability of miR-140-3p and U6 as the internal reference for sEV miRNA expression by evaluating key miRNAs expression in lung cancer patients and found that miR-140-3p was more suitable as a sEV miRNA reference gene. Taken together, our data indicated miR-140-3p as a stable internal reference miRNA of plasma sEVs to evaluate miRNA expression profiles in lung cancer patients.

探索一种稳定表达的基因作为参照物对于准确评估从小细胞外囊泡 (sEV) 分离出来的 miRNA 至关重要。在这项研究中,我们分析了训练数据集中血浆 sEV miRNAs 的小 RNA 测序(n = 104),发现 miR-140-3p 是 sEV miRNAs 中表达最稳定的候选参考基因。我们进一步证明,与另外两个参考 miRNA(miR-451a 和 miR-1228-3p)和常用的 miRNA 参考 U6 相比,miR-140-3p 在验证队列(n = 46)中的表达最稳定。最后,我们通过评估肺癌患者体内关键 miRNA 的表达,比较了 miR-140-3p 和 U6 作为 sEV miRNA 表达内参基因的能力,发现 miR-140-3p 更适合作为 sEV miRNA 的参比基因。综上所述,我们的数据表明 miR-140-3p 是评估肺癌患者血浆 sEV 中 miRNA 表达谱的稳定的内参 miRNA。
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引用次数: 0
Early detection and stratification of colorectal cancer using plasma cell-free DNA fragmentomic profiling 利用无血浆细胞 DNA 片段组图谱对结直肠癌进行早期检测和分层。
IF 4.4 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-06-05 DOI: 10.1016/j.ygeno.2024.110876
Jiyuan Zhou , Yuanke Pan , Shubing Wang , Guoqiang Wang , Chengxin Gu , Jinxin Zhu , Zhenlin Tan , Qixian Wu , Weihuang He , Xiaohui Lin , Shu Xu , Kehua Yuan , Ziwen Zheng , Xiaoqing Gong , Chenhao JiangHe , Zhoujian Han , Bingding Huang , Ruyun Ruan , Mingji Feng , Pin Cui , Hui Yang

Timely accurate and cost-efficient detection of colorectal cancer (CRC) is of great clinical importance. This study aims to establish prediction models for detecting CRC using plasma cell-free DNA (cfDNA) fragmentomic features. Whole-genome sequencing (WGS) was performed on cfDNA from 620 participants, including healthy individuals, patients with benign colorectal diseases and CRC patients. Using WGS data, three machine learning methods were compared to build prediction models for the stratification of CRC patients. The optimal model to discriminate CRC patients of all stages from healthy individuals achieved a sensitivity of 92.31% and a specificity of 91.14%, while the model to separate early-stage CRC patients (stage 0-II) from healthy individuals achieved a sensitivity of 88.8% and a specificity of 96.2%. Additionally, the cfDNA fragmentation profiles reflected disease-specific genomic alterations in CRC. Overall, this study suggests that cfDNA fragmentation profiles may potentially become a noninvasive approach for the detection and stratification of CRC.

及时准确、经济高效地检测出结直肠癌(CRC)具有重要的临床意义。本研究旨在利用血浆无细胞 DNA(cfDNA)片段组特征建立检测 CRC 的预测模型。研究人员对620名参与者的cfDNA进行了全基因组测序(WGS),其中包括健康人、良性结直肠疾病患者和CRC患者。利用 WGS 数据,比较了三种机器学习方法,以建立对 CRC 患者进行分层的预测模型。区分各期 CRC 患者与健康人的最佳模型灵敏度为 92.31%,特异度为 91.14%;区分早期 CRC 患者(0-II 期)与健康人的模型灵敏度为 88.8%,特异度为 96.2%。此外,cfDNA 片段图谱还反映了 CRC 中特定疾病的基因组改变。总之,这项研究表明,cfDNA 片段图谱有可能成为检测和分层 CRC 的一种无创方法。
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引用次数: 0
Cost-effective genomic prediction of critical economic traits in sturgeons through low-coverage sequencing 通过低覆盖率测序对鲟鱼关键经济性状进行具有成本效益的基因组预测
IF 4.4 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-06-03 DOI: 10.1016/j.ygeno.2024.110874
Hailiang Song , Tian Dong , Wei Wang , Boyun Jiang , Xiaoyu Yan , Chenfan Geng , Song Bai , Shijian Xu , Hongxia Hu

Low-coverage whole-genome sequencing (LCS) offers a cost-effective alternative for sturgeon breeding, especially given the lack of SNP chips and the high costs associated with whole-genome sequencing. In this study, the efficiency of LCS for genotype imputation and genomic prediction was assessed in 643 sequenced Russian sturgeons (∼13.68×). The results showed that using BaseVar+STITCH at a sequencing depth of 2× with a sample size larger than 300 resulted in the highest genotyping accuracy. In addition, when the sequencing depth reached 0.5× and SNP density was reduced to 50 K through linkage disequilibrium pruning, the prediction accuracy was comparable to that of whole sequencing depth. Furthermore, an incremental feature selection method has the potential to improve prediction accuracy. This study suggests that the combination of LCS and imputation can be a cost-effective strategy, contributing to the genetic improvement of economic traits and promoting genetic gains in aquaculture species.

低覆盖率全基因组测序(LCS)为鲟鱼育种提供了一种具有成本效益的替代方法,特别是考虑到SNP芯片的缺乏和全基因组测序的高成本。本研究评估了 LCS 在 643 条测序后的俄罗斯鲟鱼(∼13.68×)中用于基因型归因和基因组预测的效率。结果表明,在测序深度为 2× 且样本量大于 300 的情况下,使用 BaseVar+STITCH 的基因分型准确率最高。此外,当测序深度达到 0.5× 且通过连接不平衡剪枝将 SNP 密度降低到 50 K 时,预测准确率与全测序深度的预测准确率相当。此外,增量特征选择方法也有可能提高预测准确率。这项研究表明,LCS 与估算相结合是一种经济有效的策略,有助于经济性状的遗传改良,促进水产养殖物种的遗传增殖。
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Genomics
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