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Machine learning identification of NK cell immune characteristics in hepatocellular carcinoma based on single-cell sequencing and bulk RNA sequencing. 基于单细胞测序和大容量 RNA 测序的肝细胞癌 NK 细胞免疫特征的机器学习识别。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-01-01 Epub Date: 2024-10-21 DOI: 10.1007/s13258-024-01581-z
Fang Liu, Baohua Mei, Jianfeng Xu, Yong Zou, Gang Luo, Haiyu Liu

Background: Hepatocellular carcinoma (HCC) is a highly malignant tumor; however, its immune microenvironment and mechanisms remain elusive. Single-cell sequencing allows for the exploration of immune characteristics within tumor at the cellular level. However, current knowledge regarding the roles of different immune cell populations in liver cancer progression is limited.

Objective: The main objective of this study is to identify molecular markers with NK cell immune characteristics in hepatocellular carcinoma using various machine learning methods based on Single-Cell Sequencing and Bulk RNA Sequencing.

Methods: We collected samples from eight normal liver tissues and eight HCC tumor tissues and performed single-cell RNA sequencing for immune cell clustering and expression profile analysis. Using various bioinformatic approaches, we investigated the immune phenotype associated with natural killer (NK) cells expressing high CD7 level. In addition, we verified the role of CD7 in the growth of HCC after NK cell and HCC cells cocultured by RT-qPCR, MTS and Flow cytometer experiments. Finally, we constructed a machine learning model to develop a prognostic prediction system for HCC based on NK cell-related genes.

Results: Through single-cell typing, we found that the proportions of hepatocytes and NK cells were significantly elevated in the tumor samples. Moreover, we found that the expression of CD7 was high in HCC and correlated with prognosis. More importantly, Overexpression of CD7 in NK cells significantly inhibited the activity of MHCC97 cells and increased the number of apoptosis of HCC cells (p < 0.05). Furthermore, we observed that NK cells with high CD7 expression were associated with an activated immune phenotype.

Conclusion: Our study found that CD7 is an important biomarker for assessing immune status and predicting survival of HCC patients; hence, it is a potential target for immune therapy against HCC.

背景:肝细胞癌(HCC)是一种高度恶性的肿瘤;然而,其免疫微环境和机制仍然难以捉摸。单细胞测序可在细胞水平上探索肿瘤内的免疫特征。然而,目前有关不同免疫细胞群在肝癌进展中的作用的知识还很有限:本研究的主要目的是利用基于单细胞测序和大容量 RNA 测序的各种机器学习方法,识别肝细胞癌中具有 NK 细胞免疫特征的分子标记物:我们采集了8个正常肝组织和8个HCC肿瘤组织样本,并进行了单细胞RNA测序,用于免疫细胞聚类和表达谱分析。利用各种生物信息学方法,我们研究了与高水平表达 CD7 的自然杀伤(NK)细胞相关的免疫表型。此外,我们还通过 RT-qPCR、MTS 和流式细胞仪实验验证了 CD7 在 NK 细胞和 HCC 细胞共培养后对 HCC 生长的作用。最后,我们构建了一个机器学习模型,开发了基于NK细胞相关基因的HCC预后预测系统:通过单细胞分型,我们发现肿瘤样本中肝细胞和 NK 细胞的比例明显升高。此外,我们还发现 CD7 在 HCC 中的高表达与预后相关。更重要的是,CD7 在 NK 细胞中的过表达能明显抑制 MHCC97 细胞的活性,并增加 HCC 细胞的凋亡数量(p 结论:CD7 在 HCC 中的表达与预后相关:我们的研究发现,CD7 是评估免疫状态和预测 HCC 患者生存期的重要生物标志物;因此,它是针对 HCC 的免疫疗法的潜在靶点。
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引用次数: 0
A novel ATP2A2 mutation in Darier and genotype phenotype: correlation analysis. 达里尔的一种新型 ATP2A2 突变与基因型表型:相关性分析。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-01-01 Epub Date: 2024-11-11 DOI: 10.1007/s13258-024-01592-w
Xiaofen Guo, Juan Du, Mingwei Lv, Yi Hu, Qi Zhen, Weiwei Chen, Yirui Wang, Zhuo Li, Chunmeng Liu, Xinyu Feng, Wanli Niu, Yu Zhang, Yang Han, Liangdan Sun

Background: Darier's disease (DD) is a skin disorder caused by mutations in the ATP2A2 gene. Researchers have been investigating the correlation between genotype and phenotype in DD. Understanding the genotype-phenotype relationship in DD can enhance our comprehension of the genetic background and phenotypic characteristics of the condition, as well as the relationship between its systemic and localized manifestations.

Objectives: This study aimed to investigate the molecular pathogenesis of DD in a Chinese family, and to elucidate the genotype-phenotype correlation in DD by summarizing relevant literature.

Methods: Gene mutations associated with DD were screened by whole-exome sequencing and verified using Sanger sequencing. Genetic analysis assessed the potential impact of these mutations. Genotype-phenotype correlation was obtained by chi-square analysis using literature search test.

Results: (1) A novel ATP2A2 Missense mutation, c.2560T>C (p.W854R), was identified and confirmed by Sanger sequencing. Annotation analysis with the ANNOVAR tool indicated that this mutation disrupts normal protein function and is linked to DD clinical manifestations. (2) Genotype-phenotype analysis showed a significant correlation between the prevalence of DD-related mental disorders and geographic regions (P = 0.00), but no association between mutation type and mental disorder prevalence (P = 0.324). The age of onset varied between sporadic and familial cases (P = 0.032), averaging 33 years in sporadic cases and 16 years in familial cases.

Conclusion: By analyzing the genotype-phenotype correlation, we aim to enhance our understanding of the genetic basis of DD. This research could improve early diagnosis, intervention, and the development of personalized long-term health management plans.

背景:达里尔病(DD)是一种由 ATP2A2 基因突变引起的皮肤疾病。研究人员一直在研究达里尔病基因型与表型之间的相关性。了解 DD 的基因型与表型之间的关系有助于我们更好地理解该病的遗传背景和表型特征,以及其全身表现与局部表现之间的关系:本研究旨在调查一个中国家族中DD的分子发病机制,并通过总结相关文献阐明DD基因型与表型的相关性:方法:通过全外显子组测序筛选与DD相关的基因突变,并通过桑格测序进行验证。遗传分析评估了这些突变的潜在影响。结果:(1) 发现了一个新的 ATP2A2 缺义突变,c.2560T>C (p.W854R),并通过 Sanger 测序得到证实。利用 ANNOVAR 工具进行的注释分析表明,该突变破坏了正常的蛋白质功能,并与 DD 临床表现有关。(2)基因型-表型分析表明,DD相关精神障碍的发病率与地理区域之间存在显著相关性(P = 0.00),但突变类型与精神障碍发病率之间没有关联(P = 0.324)。散发性病例和家族性病例的发病年龄存在差异(P = 0.032),散发性病例的平均发病年龄为 33 岁,家族性病例的平均发病年龄为 16 岁:通过分析基因型与表型的相关性,我们希望加深对 DD 遗传基础的了解。这项研究可以改善早期诊断、干预和个性化长期健康管理计划的制定。
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引用次数: 0
Genetic diversity and structure of Persicaria amphibia (Polygonaceae) in South Korea using genotyping by sequencing. 利用基因分型测序技术研究韩国蓼科柿树属(Persicaria amphibia)的遗传多样性和结构。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-01-01 Epub Date: 2024-10-19 DOI: 10.1007/s13258-024-01571-1
KyoungSu Choi, Yong Hwang, Jeong-Ki Hong, So Young Park

Background: Persicaria amphibia, a member of the Polygonaceae family, exists both aquatic and terrestrial forms. It is native to North America, Asia, Europe, and some parts of Africa.

Objective: This study aimed to determine the genetic diversity within and among populations of P. amphibia and the distribution characteristics of each population to investigate insights into the genetic structure and conservation of P. amphibia.

Methods: In this study, the genetic diversity and structure of 84 P. amphibia individuals from 7 populations in South Korea were analyzed using genotyping-by-sequencing (GBS). We used 2,469 single nucleotide polymorphisms (SNPs) to analyze genetic diversity, principal components, structure, and phylogeny.

Results: Our results showed a mean observed heterozygosity and mean expected heterozygosity of 0.34409 and 0.34082, respectively. Genetic diversity analysis indicated that the variation among populations (60.08%) was greater than that within populations (39.92%). Fixation index values, principal components analysis, structure, and phylogeny analyses showed that the population in Gyodongdo, Ganghwa Island was highly different.

Conclusion: These results provide important insights for better understand the population history and genetic structure of P. amphibia.

背景介绍柿树是蓼科植物,有水生和陆生两种形态。它原产于北美洲、亚洲、欧洲和非洲的一些地区:本研究旨在确定两栖凤尾竹种群内部和种群之间的遗传多样性以及各种群的分布特征,以深入研究两栖凤尾竹的遗传结构和保护问题:本研究采用基因分型测序法(GBS)分析了来自韩国 7 个种群的 84 个两栖蛙个体的遗传多样性和遗传结构。我们使用了 2469 个单核苷酸多态性(SNPs)来分析遗传多样性、主成分、结构和系统发育:结果表明,平均观察杂合度和平均预期杂合度分别为 0.34409 和 0.34082。遗传多样性分析表明,种群间的变异(60.08%)大于种群内的变异(39.92%)。固定指数值、主成分分析、结构和系统进化分析表明,江华岛行洞岛的种群差异很大:这些结果为更好地了解两栖类的种群历史和遗传结构提供了重要的启示。
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引用次数: 0
Impact of potential biomarkers, SNRPE, COX7C, and RPS27, on idiopathic Parkinson's disease. 潜在生物标志物 SNRPE、COX7C 和 RPS27 对特发性帕金森病的影响。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-01-01 Epub Date: 2024-10-28 DOI: 10.1007/s13258-024-01591-x
Jaehwan Cheon, Haejin Jung, Byung Yong Kang, Mikyung Kim

Background: Parkinson's disease (PD) is a progressive neuro-degenerative disorder most common in older adults which is associated with impairments in movement and other body functions. Most PD cases are classified as idiopathic PD (IPD), meaning that the etiology remains unidentified.

Objective: To identify key genes and molecular mechanisms to identify biomarkers applicable to IPD.

Methods: We applied a bioinformatics approach using a gene expression in whole blood dataset to pinpoint differentially expressed genes (DEGs) and pathways involved in IPD. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses of DEGs were subsequently performed. A protein-protein interaction (PPI) network was then constructed to select hub genes that may influence IPD. We further investigated the levels of differentially methylated regions (DMRs) and differentially expressed microRNA (DEMs) of whole blood of patients with IPD to validate hub genes. Additionally, we examined the hub gene expression patterns in the substantia nigra (STN) using single-cell RNA sequencing datasets.

Results: In total, we identified 124 DEGs in the blood samples of patients with IPD, with GO and KEGG analyses highlighting their significant enrichment. Analysis of PPI networks revealed three major clusters and hub genes: small nuclear ribonucleoprotein polypeptide E (SNRPE), cytochrome C oxidase subunit 7 C (COX7C), and ribosomal protein S27 (RPS27). DMRs and DEMs analyses revealed hub gene regulation via epigenetic and RNA interference. In particular, SNRPE and RPS27 showed identically regulated gene expression in the STN.

Conclusion: This study suggests that SNRPE, COX7C, and RPS27 in whole-blood samples derived from patients may be useful biomarkers for IPD.

背景:帕金森病(Parkinson's disease,PD)是一种进行性神经退行性疾病,最常见于老年人,并伴有运动和其他身体功能障碍。大多数帕金森病病例被归类为特发性帕金森病(IPD),这意味着病因仍未确定:确定关键基因和分子机制,以确定适用于 IPD 的生物标志物:方法:我们采用生物信息学方法,利用全血数据集中的基因表达,找出与 IPD 相关的差异表达基因(DEG)和通路。随后对 DEGs 进行了基因本体(GO)和京都基因组百科全书(KEGG)通路分析。然后构建了一个蛋白-蛋白相互作用(PPI)网络,以筛选出可能影响 IPD 的枢纽基因。我们进一步研究了IPD患者全血中差异甲基化区域(DMR)和差异表达微RNA(DEM)的水平,以验证枢纽基因。此外,我们还利用单细胞 RNA 测序数据集研究了黑质(STN)中的枢纽基因表达模式:结果:我们在 IPD 患者的血液样本中总共发现了 124 个 DEGs,GO 和 KEGG 分析突出显示了这些 DEGs 的显著富集。PPI网络分析发现了三个主要集群和枢纽基因:小核糖核蛋白多肽E(SNRPE)、细胞色素C氧化酶亚基7 C(COX7C)和核糖体蛋白S27(RPS27)。DMRs 和 DEMs 分析显示,枢纽基因通过表观遗传和 RNA 干扰进行调控。特别是,SNRPE和RPS27在STN中显示出相同的调控基因表达:本研究表明,患者全血样本中的 SNRPE、COX7C 和 RPS27 可能是 IPD 的有用生物标志物。
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引用次数: 0
Striate palmoplantar keratoderma: a novel DSG1 mutation, combined with an LDLR mutation. 流纹掌跖角化症:一种新型 DSG1 基因突变,并伴有 LDLR 基因突变。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-01-01 Epub Date: 2024-11-06 DOI: 10.1007/s13258-024-01587-7
Li He, Guannan Zhu

Background: Palmoplantar keratoderma (PPK) is a heterogeneous group of disorders characterized by abnormal thickening of the skin on the palms and soles. Striate palmoplantar keratoderma (SPPK) is commonly caused by heterozygous mutations in the desmoglein-1 (DSG1) gene.

Objective: This study aimed to report a case of a 36-year-old Chinese female patient with SPPK caused by a novel DSG1 gene mutation, along with her family history, and explore its potential relationship with other genetic variants.

Methods: Whole-exome sequencing was performed on the patient and their family members to identify the pathogenic mutation, which was validated by Sanger sequencing. Histological and electron microscopy analyses were conducted to examine the pathological characteristics of skin tissue.of skin tissue.

Results: A frameshift mutation, c.1285del, in exon 10 of the DSG1 gene was identified, leading to a loss of protein function and resulting in SPPK. This mutation was also detected in two other family members with similar phenotypes. Additionally, a classical splicing variant, c.313+2dup, in the low-density lipoprotein receptor (LDLR) gene associated with hypercholesterolemia was identified in the patient; however, no direct association with SPPK was observed.

Conclusion: This study was the first to report a novel mutation in the DSG1 gene associated with SPPK and suggested a potential role of the LDLR gene variant in SPPK patients, providing new insights for further research into the genetic mechanisms underlying SPPK.

背景:掌跖角化症(PPK)是一类以手掌和足底皮肤异常增厚为特征的异质性疾病。纹状掌跖角化症(SPPK)通常是由desmoglein-1(DSG1)基因的杂合突变引起的:本研究旨在报告一例由新型 DSG1 基因突变引起的 36 岁中国女性 SPPK 患者及其家族史,并探讨其与其他基因变异的潜在关系:方法: 对该患者及其家庭成员进行了全外显子组测序,以确定致病基因突变,并通过桑格测序进行了验证。组织学和电子显微镜分析检查了皮肤组织的病理特征:结果:在 DSG1 基因的第 10 号外显子上发现了一个 c.1285del 框移位突变,导致蛋白质功能缺失,引起 SPPK。该基因突变也在另外两个具有类似表型的家族成员中被检测到。此外,在该患者体内还发现了与高胆固醇血症相关的低密度脂蛋白受体(LDLR)基因的经典剪接变异 c.313+2dup,但未观察到与 SPPK 的直接关联:该研究首次报告了与SPPK相关的DSG1基因突变,并提示了低密度脂蛋白受体基因变异在SPPK患者中的潜在作用,为进一步研究SPPK的遗传机制提供了新的见解。
{"title":"Striate palmoplantar keratoderma: a novel DSG1 mutation, combined with an LDLR mutation.","authors":"Li He, Guannan Zhu","doi":"10.1007/s13258-024-01587-7","DOIUrl":"10.1007/s13258-024-01587-7","url":null,"abstract":"<p><strong>Background: </strong>Palmoplantar keratoderma (PPK) is a heterogeneous group of disorders characterized by abnormal thickening of the skin on the palms and soles. Striate palmoplantar keratoderma (SPPK) is commonly caused by heterozygous mutations in the desmoglein-1 (DSG1) gene.</p><p><strong>Objective: </strong>This study aimed to report a case of a 36-year-old Chinese female patient with SPPK caused by a novel DSG1 gene mutation, along with her family history, and explore its potential relationship with other genetic variants.</p><p><strong>Methods: </strong>Whole-exome sequencing was performed on the patient and their family members to identify the pathogenic mutation, which was validated by Sanger sequencing. Histological and electron microscopy analyses were conducted to examine the pathological characteristics of skin tissue.of skin tissue.</p><p><strong>Results: </strong>A frameshift mutation, c.1285del, in exon 10 of the DSG1 gene was identified, leading to a loss of protein function and resulting in SPPK. This mutation was also detected in two other family members with similar phenotypes. Additionally, a classical splicing variant, c.313+2dup, in the low-density lipoprotein receptor (LDLR) gene associated with hypercholesterolemia was identified in the patient; however, no direct association with SPPK was observed.</p><p><strong>Conclusion: </strong>This study was the first to report a novel mutation in the DSG1 gene associated with SPPK and suggested a potential role of the LDLR gene variant in SPPK patients, providing new insights for further research into the genetic mechanisms underlying SPPK.</p>","PeriodicalId":12675,"journal":{"name":"Genes & genomics","volume":" ","pages":"1-10"},"PeriodicalIF":1.6,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142582776","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
Transcriptome analysis of tilapia streptococcus agalactiae in response to baicalin. 罗非鱼链球菌对黄芩苷反应的转录组分析。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-01-01 Epub Date: 2024-10-22 DOI: 10.1007/s13258-024-01541-7
Qing-Qin Huang, Shao-Long Liu, Ji-Hui Huang, Fei Wang, Zi-Chen Zhao, Heng-Wei Deng, Chuan Lin, Wei-Liang Guo, Zhi-Hong Zhong, Jian-Long Li, Dong-Dong Zhang, Shi-Feng Wang, Yong-Can Zhou

Streptococcus agalactiae (S. agalactiae) is a highly pathogenic bacterial pathogen in aquatic animals. Our previous study has demonstrated the significant inhibitory effect of baicalin on β-hemolytic/cytolytic activity, which is a key virulence factor of S. agalactiae. In this study, we aimed to elucidate the mechanism underlying baicalin's inhibition of S. agalactiae β-hemolytic/cytolytic activity by transcriptomic analysis. Bacteria were exposed to 39.06 µg/mL baicalin for 6 h, and their β-hemolytic/cytolytic activities were assessed using blood plates. Then, the differentially expressed genes (DEGs) were identified and characterized by RNA sequencing (RNA-Seq), and further confirmed using the qRT-PCR. A total of 10 DEGs with 7 significantly up-regulated and 3 significantly down-regulated, were found to be affected significantly under baicalin treatment. These DEGs were associated with 5 biological processes, 5 cellular components, and 3 molecular functions. They were primarily enriched in 3 pathways: lacD and lacC in galactose metabolism, lrgA and lrgB in the two-component system, and ribH/rib4 in riboflavin metabolism. These suggested that baicalin might inhibit the conversion of pyruvate to acetyl-CoA and malonyl-CoA, which are crucial precursors for β-hemolysin/cytolysin synthesis, and result in the accumulation of pyruvate, suppress the expressions of pyruvate cell membrane channel protein genes lrgA and lrgB. Baicalin could compensatory up-regulate the expressions of tryptophan/tyrosine ABC transporter family genes, ABC.X4.A, ABC.X4.P, and ABC.X4.S by inhibiting the expression of cyl A/B in cyl operons. Moreover, it hinders the conversion of D-glucose 1-phosphate to the dTDP-L-rhamnose pathway and leads to a deficiency of L-rhamnose, an important precursor for β-hemolysin/cytolysin synthesis.

无乳链球菌(S. agalactiae)是水生动物的一种高致病性细菌病原体。黄芩苷的β-溶血/溶胞活性是无乳链球菌的一个关键毒力因子,而黄芩苷对β-溶血/溶胞活性有显著的抑制作用。本研究旨在通过转录组分析阐明黄芩苷抑制 S. agalactiae β-溶血/溶胞活性的机制。将细菌暴露于 39.06 µg/mL 黄芩苷中 6 小时,并使用血平板评估其 β-溶血/溶胞活性。然后,通过 RNA 测序(RNA-Seq)鉴定和表征差异表达基因(DEGs),并通过 qRT-PCR 进一步确认。结果发现,共有 10 个 DEGs 在黄芩苷处理下受到显著影响,其中 7 个显著上调,3 个显著下调。这些 DEGs 与 5 个生物过程、5 个细胞组分和 3 个分子功能相关。它们主要富集在3个通路中:半乳糖代谢中的lacD和lacC,双组分系统中的lrgA和lrgB,核黄素代谢中的ribH/rib4。这表明黄芩苷可能会抑制丙酮酸向乙酰-CoA和丙二酰-CoA的转化,而乙酰-CoA和丙二酰-CoA是合成β-溶血素/溶胞素的重要前体,从而导致丙酮酸的积累,抑制丙酮酸细胞膜通道蛋白基因lrgA和lrgB的表达。黄芩苷可通过抑制cyl操作子中cyl A/B的表达,代偿性地上调色氨酸/酪氨酸ABC转运体家族基因ABC.X4.A、ABC.X4.P和ABC.X4.S的表达。此外,它还会阻碍 D-葡萄糖-1-磷酸向 dTDP-L 鼠李糖途径的转化,导致 L-鼠李糖的缺乏,而 L-鼠李糖是合成 β 溶血素/溶胞素的重要前体。
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引用次数: 0
Analysis of key pathways and genes in nodal structure on rat skin surface using gene ontology and KEGG pathway. 利用基因本体论和 KEGG 通路分析大鼠皮肤表面结节结构的关键通路和基因。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-01-01 Epub Date: 2024-11-06 DOI: 10.1007/s13258-024-01582-y
Joonyoung Shin, A Yeong Park, Suk Ju, Hyorin Lee, Hyung Won Kang, Dongwoon Han, Sungchul Kim

Background: We have previously reported anatomical, histological, and gene expression characteristics of the nodal structure of rat skin surface and suggested its potential as an acupuncture point. However, the specific characteristics of the interactions among the genes expressed in this structure remain unclear.

Objective: We aimed to determine gene expression changes by analyzing interaction networks of genes up-regulated in nodal structures and to explore relationships with acupuncture points.

Methods: We investigated the relationship between the nodal structures and acupuncture points by analyzing the interactions of up-regulated genes, their Gene Ontology biological functions, and the characteristics of Kyoto Encyclopedia of Genes and Genomes pathways. RNA-seq and STRING analysis provided comprehensive information on these gene groups.

Results: Interactions between up-regulated genes in nodal structures were classified into three groups. The first group, which includes Wnt7b, Wnt3, and Wnt16, showed significant interactions in pathways such as Wnt signaling, Alzheimer's disease, and regulation of stem cell pluripotency. The second group, composed of Fos, Dusp1, Pla2g4e, Pla2g4f, and Fgfr3, demonstrated a notable association with the MAPK signaling pathway. Lastly, the third group, consisting of Adcy1, Pla2g4e, Pla2g4f, and Dusp1 exhibited effective interactions with the inflammatory mediator regulation of TRP channels and serotonergic synapse.

Conclusion: Continued research on nodal structures where these genes are expressed is needed to improve our understanding of skin anatomy and physiology as well as their potential clinical utility as acupuncture points.

背景:我们以前曾报道过大鼠皮肤表面结节结构的解剖学、组织学和基因表达特征,并提出了其作为穴位的潜力。然而,在该结构中表达的基因之间相互作用的具体特征仍不清楚:我们旨在通过分析结节结构中上调基因的相互作用网络来确定基因表达的变化,并探讨其与穴位的关系:方法:我们通过分析上调基因的相互作用、基因本体的生物学功能以及京都基因组百科全书的通路特征,研究了结节结构与穴位之间的关系。RNA-seq和STRING分析为这些基因组提供了全面的信息:结果:结节结构中上调基因之间的相互作用分为三组。第一组包括 Wnt7b、Wnt3 和 Wnt16,在 Wnt 信号转导、阿尔茨海默病和干细胞多能性调控等通路中显示出显著的相互作用。第二组由 Fos、Dusp1、Pla2g4e、Pla2g4f 和 Fgfr3 组成,与 MAPK 信号通路有显著关联。最后,由 Adcy1、Pla2g4e、Pla2g4f 和 Dusp1 组成的第三组显示出与 TRP 通道和血清素能突触的炎症介质调节的有效相互作用:结论:需要继续对这些基因表达的结节结构进行研究,以提高我们对皮肤解剖学和生理学的认识,并了解它们作为穴位的潜在临床用途。
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引用次数: 0
Enhanced adaptive permutation test with negative binomial distribution in genome-wide omics datasets. 在全基因组 omics 数据集中使用负二项分布的增强型自适应 permutation 检验。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-01-01 Epub Date: 2024-11-06 DOI: 10.1007/s13258-024-01584-w
Iksoo Huh, Taesung Park

Background: The permutation test has been widely used to provide the p-values of statistical tests when the standard test statistics do not follow parametric null distributions. However, the permutation test may require huge numbers of iterations, especially when the detection of very small p-values is required for multiple testing adjustments in the analysis of datasets with a large number of features.

Objective: To overcome this computational burden, we suggest a novel enhanced adaptive permutation test that estimates p-values using the negative binomial (NB) distribution. By the method, the number of permutations are differently determined for individual features according to their potential significance.

Methods: In detail, the permutation procedure stops, when test statistics from the permuted dataset exceed the observed statistics from the original dataset by a predefined number of times. We showed that this procedure reduced the number of permutations especially when there were many insignificant features. For significant features, we enhanced the reduction with Stouffer's method after splitting datasets.

Results: From the simulation study, we found that the enhanced adaptive permutation test dramatically reduced the number of permutations while keeping the precision of the permutation p-value within a small range, when compared to the ordinary permutation test. In real data analysis, we applied the enhanced adaptive permutation test to a genome-wide single nucleotide polymorphism (SNP) dataset of 327,872 features.

Conclusion: We found the analysis with the enhanced adaptive permutation took a feasible time for genome-wide omics datasets, and successfully identified features of highly significant p-values with reasonable confidence intervals.

背景:当标准检验统计量不服从参数空分布时,置换检验被广泛用于提供统计检验的 p 值。然而,置换检验可能需要大量的迭代,尤其是在分析具有大量特征的数据集时,需要检测非常小的 p 值以进行多重检验调整:为了克服这种计算负担,我们提出了一种新的增强型自适应 permutation 检验方法,该方法利用负二项分布(NB)估计 p 值。通过这种方法,我们可以根据各个特征的潜在重要性来确定不同的置换次数:具体来说,当被置换数据集的测试统计量超过原始数据集观测统计量的预定次数时,置换程序就会停止。我们的研究表明,这一程序减少了置换次数,尤其是在有很多不重要特征的情况下。对于重要特征,我们在拆分数据集后使用 Stouffer 方法加强了减少的效果:通过模拟研究,我们发现与普通的置换检验相比,增强型自适应置换检验大大减少了置换次数,同时将置换 p 值的精度保持在较小的范围内。在实际数据分析中,我们将增强型自适应置换检验应用于包含 327 872 个特征的全基因组单核苷酸多态性(SNP)数据集:我们发现,使用增强型自适应置换法分析全基因组 Omics 数据集所需的时间是可行的,而且能成功识别出具有合理置信区间的高显著 p 值特征。
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引用次数: 0
Bacterial profile-based body fluid identification using a machine learning approach. 利用机器学习方法进行基于细菌特征的体液识别。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-01-01 Epub Date: 2024-11-06 DOI: 10.1007/s13258-024-01594-8
Sungmin Kim, Han Chul Lee, Jeong Eun Sim, Su Jeong Park, Hye Hyun Oh

Background: Identifying the origins of biological traces is critical for the reconstruction of crime scenes in forensic investigations. Traditional methods for body fluid identification rely on chemical, enzymatic, immunological, and spectroscopic techniques, which can be sample-consuming and depend on simple color-change reactions. However, these methods have limitations when residual samples are insufficient after DNA extraction.

Objective: This study aimed to develop a method for body fluid identification by leveraging bacterial DNA profiling to overcome the limitations of the conventional approaches.

Methods: Bacterial profiles were determined by sequencing the hypervariable region of the 16 S rRNA gene, using DNA metabarcoding of evidence collected from criminal cases. Amplicon sequence variants (ASVs) were analyzed to identify significant microbial patterns in different body fluid samples.

Results: The bacterial profile-based method demonstrated high discriminatory power with a machine learning model trained using the naïve Bayes algorithm, achieving an accuracy of over 98% in classifying samples into one of four body fluid types: blood, saliva, vaginal secretion, and mixture traces of vaginal secretions and semen.

Conclusion: Bacterial profiling enhances the accuracy and robustness of body fluid identification in forensic analysis, providing a valuable alternative to traditional methods by utilizing DNA and microbial community data despite the uncontrollable conditions. This approach offers significant improvements in the classification accuracy and practical applicability in forensic investigations.

背景:在法医调查中,确定生物痕迹的来源对于重建犯罪现场至关重要。传统的体液鉴定方法依赖于化学、酶、免疫学和光谱学技术,这些方法可能会消耗样本并依赖于简单的颜色变化反应。然而,当 DNA 提取后残留样本不足时,这些方法就会受到限制:本研究旨在开发一种利用细菌 DNA 图谱进行体液鉴定的方法,以克服传统方法的局限性:方法:通过对从刑事案件中收集的证据进行 DNA 代谢编码,对 16 S rRNA 基因的超变异区进行测序,从而确定细菌特征。对扩增子序列变异(ASV)进行分析,以确定不同体液样本中重要的微生物模式:使用天真贝叶斯算法训练的机器学习模型显示,基于细菌图谱的方法具有很高的判别能力,在将样本分为血液、唾液、阴道分泌物以及阴道分泌物和精液混合痕迹四种体液类型中的一种时,准确率超过 98%:细菌图谱分析提高了法医分析中体液鉴定的准确性和稳健性,在不可控的条件下利用 DNA 和微生物群落数据,为传统方法提供了宝贵的替代方案。这种方法大大提高了分类的准确性和在法医调查中的实际应用性。
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引用次数: 0
Complete chloroplast genomes of three Polygala species and indel marker development for identification of authentic polygalae radix (Polygala tenuifolia). 三个远志物种的完整叶绿体基因组以及用于鉴定正宗远志(远志tenuifolia)的吲哚标记开发。
IF 1.6 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-01-01 Epub Date: 2024-11-14 DOI: 10.1007/s13258-024-01573-z
Sumin Jeong, Jong Won Han, Yeseul Kim, Eunjeong Bak, Kyung Ho Ma, Jeong Hoon Lee, Jin Tae Jung, Inkyu Park

Background: In Korea, only Polygala tenuifolia is registered as Polygalae Radix in the pharmacopoeia, while in China, both P. tenuifolia and P. sibirica are used equally. Accurate identification of herbal medicines is crucial for their safety and efficacy, but commercial products are typically sold in dried form, making morphological distinction difficult. Therefore, a quick and accurate method to distinguish P. tenuifolia is necessary for proper utilization of medicinal herb.

Objective: We aimed to identify specific molecular markers for P. tenuifolia to avoid confusion regarding its pharmacological efficacy and to evaluate the classification of Polygala using plastid phylogenetic data.

Methods: We analyzed the sequences of three species distributed in Korea, P. tenuifolia, P. japonica, and P. sibirica, and assembled their chloroplast genome sequences. Comparative analysis revealed regions of local divergence, and six molecular markers were developed from these hotspots. Additionally, a phylogenetic tree was constructed to determine the phylogenetic positions of the three Polygala species.

Results: The marker successfully identified the three Polygala species, and all commercial products and breeding lines tested were confirmed to be P. tenuifolia and recognized as authentic. Phylogenetic analysis revealed that P. tenuifolia forms a distinct cluster from P. sibirica and P. japonica.

Conclusions: We determined the chloroplast genomes of the three Polygala species and performed phylogenetic tree analysis and marker development. Indel markers were developed to identify the critical herbal species, P. tenuifolia. This comprehensive study of the Polygala chloroplast genome provides useful information for P. tenuifolia identification.

背景:在韩国,只有远志(Polygala tenuifolia)在药典中注册为远志,而在中国,远志(P. tenuifolia)和西洋参(P. sibirica)被同等使用。中药材的准确鉴别对其安全性和有效性至关重要,但商业产品通常以干品形式出售,因此很难进行形态学区分。因此,需要一种快速准确的方法来区分 P. tenuifolia,以正确使用药材:我们旨在为 P. tenuifolia 找出特定的分子标记,以避免其药效方面的混淆,并利用质粒系统发育数据评估远志的分类:方法:我们分析了分布在韩国的三个物种 P. tenuifolia、P. japonica 和 P. sibirica 的序列,并组装了它们的叶绿体基因组序列。比较分析揭示了局部分歧区域,并从这些热点区域开发出六个分子标记。此外,还构建了一棵系统发生树,以确定这三个远志属物种的系统发生位置:结果:标记物成功鉴定了三个远志品种,所有测试的商业产品和育种品系均被确认为 P. tenuifolia,并被认定为正宗品种。系统进化分析表明,P. tenuifolia 与 P. sibirica 和 P. japonica 形成了一个独特的群:我们测定了三个远志属物种的叶绿体基因组,并进行了系统发生树分析和标记开发。开发的 Indel 标记可鉴定出关键的草本物种 P. tenuifolia。这项对远志叶绿体基因组的全面研究为鉴定 P. tenuifolia 提供了有用的信息。
{"title":"Complete chloroplast genomes of three Polygala species and indel marker development for identification of authentic polygalae radix (Polygala tenuifolia).","authors":"Sumin Jeong, Jong Won Han, Yeseul Kim, Eunjeong Bak, Kyung Ho Ma, Jeong Hoon Lee, Jin Tae Jung, Inkyu Park","doi":"10.1007/s13258-024-01573-z","DOIUrl":"10.1007/s13258-024-01573-z","url":null,"abstract":"<p><strong>Background: </strong>In Korea, only Polygala tenuifolia is registered as Polygalae Radix in the pharmacopoeia, while in China, both P. tenuifolia and P. sibirica are used equally. Accurate identification of herbal medicines is crucial for their safety and efficacy, but commercial products are typically sold in dried form, making morphological distinction difficult. Therefore, a quick and accurate method to distinguish P. tenuifolia is necessary for proper utilization of medicinal herb.</p><p><strong>Objective: </strong>We aimed to identify specific molecular markers for P. tenuifolia to avoid confusion regarding its pharmacological efficacy and to evaluate the classification of Polygala using plastid phylogenetic data.</p><p><strong>Methods: </strong>We analyzed the sequences of three species distributed in Korea, P. tenuifolia, P. japonica, and P. sibirica, and assembled their chloroplast genome sequences. Comparative analysis revealed regions of local divergence, and six molecular markers were developed from these hotspots. Additionally, a phylogenetic tree was constructed to determine the phylogenetic positions of the three Polygala species.</p><p><strong>Results: </strong>The marker successfully identified the three Polygala species, and all commercial products and breeding lines tested were confirmed to be P. tenuifolia and recognized as authentic. Phylogenetic analysis revealed that P. tenuifolia forms a distinct cluster from P. sibirica and P. japonica.</p><p><strong>Conclusions: </strong>We determined the chloroplast genomes of the three Polygala species and performed phylogenetic tree analysis and marker development. Indel markers were developed to identify the critical herbal species, P. tenuifolia. This comprehensive study of the Polygala chloroplast genome provides useful information for P. tenuifolia identification.</p>","PeriodicalId":12675,"journal":{"name":"Genes & genomics","volume":" ","pages":"99-112"},"PeriodicalIF":1.6,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142618651","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
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