Background: Pancreatic ductal adenocarcinoma (PDAC) is a highly aggressive malignancy characterized by a dismal prognosis. Treatment outcomes exhibit substantial variability across patients, underscoring the urgent need for robust predictive models to effectively estimate survival probabilities and therapeutic responses in PDAC.
Methods: Metabolic and immune-related genes exhibiting differential expression were identified using the TCGA-PDAC and GTEx datasets. A genetic prognostic model was developed via univariable Cox regression analysis on a training cohort. Predictive accuracy was assessed using Kaplan-Meier (K-M) curves, calibration plots, and ROC curves. Additional analyses, including GSAE and immune cell infiltration studies, were conducted to explore relevant biological mechanisms and predict therapeutic efficacy.
Results: An 8-gene prognostic model (AK2, CXCL11, TYK2, ANGPT4, IL20RA, MET, ENPP6, and CA12) was established. Three genes (AK2, ENPP6, and CA12) were associated with metabolism, while the others were immune-related. Most genes correlated with poor prognosis. Validation in TCGA-PDAC and GSE57495 datasets demonstrated robust performance, with AUC values for 1-, 3-, and 5-year OS exceeding 0.7. The model also effectively predicted responses to adjuvant therapy.
Conclusion: This 8-gene signature enhances prognostic accuracy and therapeutic decision-making in PDAC, offering valuable insights for clinical applications and personalized treatment strategies.
{"title":"The value of a metabolic and immune-related gene signature and adjuvant therapeutic response in pancreatic cancer.","authors":"Danlei Ni, Jiayi Wu, Jingjing Pan, Yajing Liang, Zihui Xu, Zhiying Yan, Kequn Xu, Feifei Wei","doi":"10.3389/fgene.2024.1475378","DOIUrl":"10.3389/fgene.2024.1475378","url":null,"abstract":"<p><strong>Background: </strong>Pancreatic ductal adenocarcinoma (PDAC) is a highly aggressive malignancy characterized by a dismal prognosis. Treatment outcomes exhibit substantial variability across patients, underscoring the urgent need for robust predictive models to effectively estimate survival probabilities and therapeutic responses in PDAC.</p><p><strong>Methods: </strong>Metabolic and immune-related genes exhibiting differential expression were identified using the TCGA-PDAC and GTEx datasets. A genetic prognostic model was developed via univariable Cox regression analysis on a training cohort. Predictive accuracy was assessed using Kaplan-Meier (K-M) curves, calibration plots, and ROC curves. Additional analyses, including GSAE and immune cell infiltration studies, were conducted to explore relevant biological mechanisms and predict therapeutic efficacy.</p><p><strong>Results: </strong>An 8-gene prognostic model (AK2, CXCL11, TYK2, ANGPT4, IL20RA, MET, ENPP6, and CA12) was established. Three genes (AK2, ENPP6, and CA12) were associated with metabolism, while the others were immune-related. Most genes correlated with poor prognosis. Validation in TCGA-PDAC and GSE57495 datasets demonstrated robust performance, with AUC values for 1-, 3-, and 5-year OS exceeding 0.7. The model also effectively predicted responses to adjuvant therapy.</p><p><strong>Conclusion: </strong>This 8-gene signature enhances prognostic accuracy and therapeutic decision-making in PDAC, offering valuable insights for clinical applications and personalized treatment strategies.</p>","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"15 ","pages":"1475378"},"PeriodicalIF":2.8,"publicationDate":"2025-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11758928/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143046396","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-03eCollection Date: 2024-01-01DOI: 10.3389/fgene.2024.1487807
Munusamy Ajithkumar, Jonathan D'Ambrosio, Marie-Agnès Travers, Romain Morvezen, Lionel Degremont
Introduction: The blue mussel is one of the major aquaculture species worldwide. In France, this species faces a significant threat from infectious disease outbreaks in both mussel farms and the natural environment over the past decade. Diseases caused by various pathogens, particularly Vibrio spp., have posed a significant challenge to the mussel industry. Genetic improvement of disease resistance can be an effective approach to overcoming this issue.
Methods: In this work, we tested genomic selection in the blue mussel (Mytilus edulis) to understand the genetic basis of resistance to one pathogenic strain of Vibrio splendidus (strain 14/053 2T1) and to predict the accuracy of selection using both pedigree and genomic information. Additionally, we performed a genome-wide association study (GWAS) to identify putative QTLs underlying disease resistance. We conducted an experimental infection involving 2,280 mussels sampled from 24 half-sib families containing each two full-sib families which were injected with V. splendidus. Dead and survivor mussels were all sampled, and among them, 348 dead and 348 surviving mussels were genotyped using a recently published multi-species medium-density 60K SNP array.
Results: From potentially 23.5K SNPs for M. edulis present on the array, we identified 3,406 high-quality SNPs, out of which 2,204 SNPs were successfully mapped onto the recently published reference genome. Heritability for resistance to V. splendidus was moderate ranging from 0.22 to 0.31 for a pedigree-based model and from 0.28 to 0.36 for a genomic-based model.
Discussion: GWAS revealed the polygenic architecture of the resistance trait in the blue mussel. The genomic selection models studied showed overall better performance than the pedigree-based model in terms of accuracy of breeding values prediction. This work provides insights into the genetic basis of resistance to V. splendidus and exemplifies the potential of genomic selection in family-based breeding programs in M. edulis.
{"title":"Genomic selection for resistance to one pathogenic strain of <i>Vibrio splendidus</i> in blue mussel <i>Mytilus edulis</i>.","authors":"Munusamy Ajithkumar, Jonathan D'Ambrosio, Marie-Agnès Travers, Romain Morvezen, Lionel Degremont","doi":"10.3389/fgene.2024.1487807","DOIUrl":"10.3389/fgene.2024.1487807","url":null,"abstract":"<p><strong>Introduction: </strong>The blue mussel is one of the major aquaculture species worldwide. In France, this species faces a significant threat from infectious disease outbreaks in both mussel farms and the natural environment over the past decade. Diseases caused by various pathogens, particularly <i>Vibrio</i> spp., have posed a significant challenge to the mussel industry. Genetic improvement of disease resistance can be an effective approach to overcoming this issue.</p><p><strong>Methods: </strong>In this work, we tested genomic selection in the blue mussel (<i>Mytilus edulis</i>) to understand the genetic basis of resistance to one pathogenic strain of <i>Vibrio splendidus</i> (strain 14/053 2T1) and to predict the accuracy of selection using both pedigree and genomic information. Additionally, we performed a genome-wide association study (GWAS) to identify putative QTLs underlying disease resistance. We conducted an experimental infection involving 2,280 mussels sampled from 24 half-sib families containing each two full-sib families which were injected with <i>V. splendidus</i>. Dead and survivor mussels were all sampled, and among them, 348 dead and 348 surviving mussels were genotyped using a recently published multi-species medium-density 60K SNP array.</p><p><strong>Results: </strong>From potentially 23.5K SNPs for <i>M. edulis</i> present on the array, we identified 3,406 high-quality SNPs, out of which 2,204 SNPs were successfully mapped onto the recently published reference genome. Heritability for resistance to V. splendidus was moderate ranging from 0.22 to 0.31 for a pedigree-based model and from 0.28 to 0.36 for a genomic-based model.</p><p><strong>Discussion: </strong>GWAS revealed the polygenic architecture of the resistance trait in the blue mussel. The genomic selection models studied showed overall better performance than the pedigree-based model in terms of accuracy of breeding values prediction. This work provides insights into the genetic basis of resistance to <i>V. splendidus</i> and exemplifies the potential of genomic selection in family-based breeding programs in <i>M. edulis</i>.</p>","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"15 ","pages":"1487807"},"PeriodicalIF":2.8,"publicationDate":"2025-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11739312/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143004035","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-03eCollection Date: 2024-01-01DOI: 10.3389/fgene.2024.1461404
Zhao-Zhe Liu, Fa-He Ji, Ying Piao
Relationships between cellular senescence and gastrointestinal cancers have gained prominence in recent years. The currently accepted theory suggests that cellular senescence and cancer occurrence exhibit "double-edged sword" effects. Cellular senescence is related to cancer via four "meta-hallmarks" i.e., genomic instability, epigenetic alterations, chronic inflammation, and dysbiosis, along with two "antagonistic hallmarks" i.e., telomere attrition and stem cell exhaustion. These relationships are characterized by both agonistic and antagonistic elements, but the existence of an intricate dynamic balance remains unknown. Non-coding RNAs (ncRNAs) have vital roles in post-transcriptional regulation, but how they participate in agonistic and antagonistic relationships between cellular senescence and gastrointestinal cancers remains to be fully investigated. In this article, we systematically review how ncRNAs (including microRNAs (miRNAs), long ncRNAs (lncRNAs), and circularRNAs (circRNAs)) participate in interactions between cellular senescence and gastrointestinal cancers. Our aim is to elucidate a triangular relationship between "ncRNAs-senescence-gastrointestinal cancers" which considered these three elements as an equal important standing. We are keen to identify prognostic or therapeutic targets for gastrointestinal cancers from, i.e., aging-related ncRNAs, or discover novel strategies to treat and manage in the elderly. We seek to clarify complex relationships where ncRNAs participate in "senescence-gastrointestinal cancers" interactions.
近年来,细胞衰老与胃肠道癌症之间的关系日益突出。目前公认的理论认为,细胞衰老和癌症的发生表现出“双刃剑”效应。细胞衰老通过四个“元标志”(基因组不稳定、表观遗传改变、慢性炎症和生态失调)以及两个“拮抗标志”(端粒损耗和干细胞衰竭)与癌症相关。这些关系的特点是既激动又对抗的因素,但一个复杂的动态平衡的存在仍然未知。非编码rna (ncRNAs)在转录后调控中发挥着重要作用,但它们如何参与细胞衰老和胃肠道癌症之间的激动和拮抗关系仍有待充分研究。在本文中,我们系统地回顾了ncRNAs(包括microRNAs (miRNAs), long ncRNAs (lncRNAs)和circular arrnas (circRNAs))如何参与细胞衰老和胃肠道癌症之间的相互作用。我们的目的是阐明“ncrna -衰老-胃肠道癌症”之间的三角关系,认为这三个因素具有同等重要的地位。我们热衷于从衰老相关的ncrna中确定胃肠道癌症的预后或治疗靶点,或发现治疗和管理老年人的新策略。我们试图澄清ncrna参与“衰老-胃肠道癌症”相互作用的复杂关系。
{"title":"Non-coding RNAs participate in interactions between senescence and gastrointestinal cancers.","authors":"Zhao-Zhe Liu, Fa-He Ji, Ying Piao","doi":"10.3389/fgene.2024.1461404","DOIUrl":"10.3389/fgene.2024.1461404","url":null,"abstract":"<p><p>Relationships between cellular senescence and gastrointestinal cancers have gained prominence in recent years. The currently accepted theory suggests that cellular senescence and cancer occurrence exhibit \"double-edged sword\" effects. Cellular senescence is related to cancer via four \"meta-hallmarks\" i.e., genomic instability, epigenetic alterations, chronic inflammation, and dysbiosis, along with two \"antagonistic hallmarks\" i.e., telomere attrition and stem cell exhaustion. These relationships are characterized by both agonistic and antagonistic elements, but the existence of an intricate dynamic balance remains unknown. Non-coding RNAs (ncRNAs) have vital roles in post-transcriptional regulation, but how they participate in agonistic and antagonistic relationships between cellular senescence and gastrointestinal cancers remains to be fully investigated. In this article, we systematically review how ncRNAs (including microRNAs (miRNAs), long ncRNAs (lncRNAs), and circularRNAs (circRNAs)) participate in interactions between cellular senescence and gastrointestinal cancers. Our aim is to elucidate a triangular relationship between \"ncRNAs-senescence-gastrointestinal cancers\" which considered these three elements as an equal important standing. We are keen to identify prognostic or therapeutic targets for gastrointestinal cancers from, i.e., aging-related ncRNAs, or discover novel strategies to treat and manage in the elderly. We seek to clarify complex relationships where ncRNAs participate in \"senescence-gastrointestinal cancers\" interactions.</p>","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"15 ","pages":"1461404"},"PeriodicalIF":2.8,"publicationDate":"2025-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11739115/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143004206","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-12-24eCollection Date: 2024-01-01DOI: 10.3389/fgene.2024.1491577
Xiaoqing Li, Cheng Wu, Xiang Lu, Li Wang
Background: Sarcopenia is a prevalent condition associated with aging. Inflammation and pyroptosis significantly contribute to sarcopenia.
Methods: Two sarcopenia-related datasets (GSE111016 and GSE167186) were obtained from the Gene Expression Omnibus (GEO), followed by batch effect removal post-merger. The "limma" R package was utilized to identify differentially expressed genes (DEGs). Subsequently, LASSO analysis was conducted on inflammation and pyroptosis-related genes (IPRGs), resulting in the identification of six hub IPRGs. A novel skeletal muscle aging model was developed and validated using an independent dataset. Additionally, Gene Ontology (GO) enrichment analysis was performed on DEGs, along with Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis and gene set enrichment analysis (GSEA). ssGSEA was employed to assess differences in immune cell proportions between healthy muscle groups in older versus younger adults. The expression levels of the six core IPRGs were quantified via qRT-PCR.
Results: A total of 44 elderly samples and 68 young healthy samples were analyzed for DEGs. Compared to young healthy muscle tissue, T cell infiltration levels in aged muscle tissue were significantly reduced, while mast cell and monocyte infiltration levels were relatively elevated. A new diagnostic screening model for sarcopenia based on the six IPRGs demonstrated high predictive efficiency (AUC = 0.871). qRT-PCR results indicated that the expression trends of these six IPRGs aligned with those observed in the database.
Conclusion: Six biomarkers-BTG2, FOXO3, AQP9, GPC3, CYCS, and SCN1B-were identified alongside a diagnostic model that offers a novel approach for early diagnosis of sarcopenia.
背景:肌肉减少症是一种与衰老相关的普遍疾病。炎症和焦亡是引起肌肉减少症的重要原因。方法:从Gene Expression Omnibus (GEO)中获取两个骨骼肌减少症相关数据集(GSE111016和GSE167186),合并后进行批量效应去除。利用“limma”R包鉴定差异表达基因(DEGs)。随后,我们对炎症和热噬相关基因(IPRGs)进行LASSO分析,鉴定出6个hub IPRGs。建立了一种新的骨骼肌衰老模型,并使用独立数据集进行了验证。此外,对DEGs进行了基因本体(GO)富集分析,以及京都基因与基因组百科全书(KEGG)途径分析和基因集富集分析(GSEA)。ssGSEA被用来评估老年人和年轻人健康肌肉群之间免疫细胞比例的差异。通过qRT-PCR方法定量检测6个核心IPRGs的表达水平。结果:共对44例老年样本和68例年轻健康样本进行了DEGs分析。与年轻健康肌肉组织相比,老年肌肉组织中T细胞浸润水平明显降低,肥大细胞和单核细胞浸润水平相对升高。基于6种IPRGs的肌少症诊断筛选模型预测效率高(AUC = 0.871)。qRT-PCR结果表明,这6个IPRGs的表达趋势与数据库中观察到的一致。结论:6个生物标志物- btg2、FOXO3、AQP9、GPC3、CYCS和scn1b -与一个诊断模型一起被鉴定出来,为肌少症的早期诊断提供了一种新的方法。
{"title":"Predictive models of sarcopenia based on inflammation and pyroptosis-related genes.","authors":"Xiaoqing Li, Cheng Wu, Xiang Lu, Li Wang","doi":"10.3389/fgene.2024.1491577","DOIUrl":"https://doi.org/10.3389/fgene.2024.1491577","url":null,"abstract":"<p><strong>Background: </strong>Sarcopenia is a prevalent condition associated with aging. Inflammation and pyroptosis significantly contribute to sarcopenia.</p><p><strong>Methods: </strong>Two sarcopenia-related datasets (GSE111016 and GSE167186) were obtained from the Gene Expression Omnibus (GEO), followed by batch effect removal post-merger. The \"limma\" R package was utilized to identify differentially expressed genes (DEGs). Subsequently, LASSO analysis was conducted on inflammation and pyroptosis-related genes (IPRGs), resulting in the identification of six hub IPRGs. A novel skeletal muscle aging model was developed and validated using an independent dataset. Additionally, Gene Ontology (GO) enrichment analysis was performed on DEGs, along with Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis and gene set enrichment analysis (GSEA). ssGSEA was employed to assess differences in immune cell proportions between healthy muscle groups in older versus younger adults. The expression levels of the six core IPRGs were quantified via qRT-PCR.</p><p><strong>Results: </strong>A total of 44 elderly samples and 68 young healthy samples were analyzed for DEGs. Compared to young healthy muscle tissue, T cell infiltration levels in aged muscle tissue were significantly reduced, while mast cell and monocyte infiltration levels were relatively elevated. A new diagnostic screening model for sarcopenia based on the six IPRGs demonstrated high predictive efficiency (AUC = 0.871). qRT-PCR results indicated that the expression trends of these six IPRGs aligned with those observed in the database.</p><p><strong>Conclusion: </strong>Six biomarkers-BTG2, FOXO3, AQP9, GPC3, CYCS, and SCN1B-were identified alongside a diagnostic model that offers a novel approach for early diagnosis of sarcopenia.</p>","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"15 ","pages":"1491577"},"PeriodicalIF":2.8,"publicationDate":"2024-12-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11703911/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142947756","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-12-24eCollection Date: 2024-01-01DOI: 10.3389/fgene.2024.1495891
Chong Sun, Huamin Liu, Yuan Guo, Xueqian Fu, Xinxin Zhu, Han Liu, Ning Tang, Zexiong Chen, Yiqing Liu, Xia Liu
Background: Zanthoxylum L., an important genus in the Rutaceae family, has great edible and medical values. However, the high degree of morphological similarity among Zanthoxylum species and the lack of sufficient chloroplast (cp) genomic resources have greatly impeded germplasm identification and phylogenetic analyses of Zanthoxylum.
Methods: Here we assembled cp genomes of five widespread species (Zanthoxylum bungeanum, Z. armatum, Z. nitidum, Z. ailanthoides and Z. piasezkii) in China as a case study, comparative analysis of these assembled cp genomes.
Results: Each of them, ranging from 157,231 to 158,728 bp, has a quadripartite structure. Except for one extra gene in Z. piasezkii, 132 genes were identified in each species, including 87 encode protein genes, 37 transfer ribose nucleic acid (tRNA) genes, and eight ribosomal RNA (rRNA) genes. Substantial variation was observed among these five cp genome sequences in the IR/SC boundary regions. Variation in insertions and deletions were observed in the cp genomes of the five species over three different intervals, and a large number of single-nucleotide polymorphism variants were detected in the rps3-rpl22-rps19 region. Phylogenetic analysis of complete cp genome sequences revealed the evolutionary relationships among 23 Zanthoxylum species (29 samples).
Conclusion: Comparative analysis revealed that rps3-rpl22-rps19 is a highly variable divergent region in Zanthoxylum that could be developed as candidate markers for phylogenetic studies and species identification. This study identified a pair of molecular markers from hypervariable regions that can be used to distinguish between the five Zanthoxylum species and validated their utility. Overall, the results of this study provide new insights into the genetic breeding, germplasm exploration, and phylogeny of Zanthoxylum species.
背景:花椒属(Zanthoxylum L.)是芸香科的重要属,具有很高的食用和药用价值。然而,花椒属植物形态高度相似,叶绿体基因组资源缺乏,极大地阻碍了花椒属植物的种质鉴定和系统发育分析。方法:以中国5种广泛分布的花椒(Zanthoxylum bungeanum, Z. armatum, Z. nitidum, Z. ailanthoides, Z. piasezkii)为研究对象,对其组装的cp基因组进行比较分析。结果:每条基因长度在157,231 ~ 158,728 bp之间,具有四部结构。除1个额外基因外,各物种共鉴定出132个基因,其中编码蛋白基因87个,tRNA基因37个,rRNA基因8个。这5个cp基因组序列在IR/SC边界区存在显著差异。5个物种的cp基因组在3个不同的时间间隔内存在插入和缺失的变异,在rps3-rpl22-rps19区域检测到大量的单核苷酸多态性变异。系统发育分析揭示了花椒属23个种(29个样本)的进化关系。结论:rps3-rpl22-rps19是花椒属一个高度可变的分化区,可作为花椒属植物系统发育和物种鉴定的候选标记。本研究从高变区鉴定了一对分子标记,可用于区分五种花椒属植物,并验证了它们的实用性。本研究结果为花椒属植物的遗传育种、种质资源开发和系统发育研究提供了新的思路。
{"title":"Comparative chloroplast genome analysis of five widespread species (<i>Zanthoxylum</i> L.) and development of molecular markers for their discrimination.","authors":"Chong Sun, Huamin Liu, Yuan Guo, Xueqian Fu, Xinxin Zhu, Han Liu, Ning Tang, Zexiong Chen, Yiqing Liu, Xia Liu","doi":"10.3389/fgene.2024.1495891","DOIUrl":"https://doi.org/10.3389/fgene.2024.1495891","url":null,"abstract":"<p><strong>Background: </strong>Zanthoxylum L., an important genus in the Rutaceae family, has great edible and medical values. However, the high degree of morphological similarity among <i>Zanthoxylum</i> species and the lack of sufficient chloroplast (cp) genomic resources have greatly impeded germplasm identification and phylogenetic analyses of <i>Zanthoxylum.</i></p><p><strong>Methods: </strong>Here we assembled cp genomes of five widespread species (<i>Zanthoxylum bungeanum</i>, <i>Z. armatum</i>, <i>Z. nitidum</i>, <i>Z. ailanthoides</i> and <i>Z. piasezkii</i>) in China as a case study, comparative analysis of these assembled cp genomes.</p><p><strong>Results: </strong>Each of them, ranging from 157,231 to 158,728 bp, has a quadripartite structure. Except for one extra gene in <i>Z. piasezkii</i>, 132 genes were identified in each species, including 87 encode protein genes, 37 transfer ribose nucleic acid (tRNA) genes, and eight ribosomal RNA (rRNA) genes. Substantial variation was observed among these five cp genome sequences in the IR/SC boundary regions. Variation in insertions and deletions were observed in the cp genomes of the five species over three different intervals, and a large number of single-nucleotide polymorphism variants were detected in the <i>rps3</i>-<i>rpl22</i>-<i>rps19</i> region. Phylogenetic analysis of complete cp genome sequences revealed the evolutionary relationships among 23 <i>Zanthoxylum</i> species (29 samples).</p><p><strong>Conclusion: </strong>Comparative analysis revealed that <i>rps3</i>-<i>rpl22</i>-<i>rps19</i> is a highly variable divergent region in <i>Zanthoxylum</i> that could be developed as candidate markers for phylogenetic studies and species identification. This study identified a pair of molecular markers from hypervariable regions that can be used to distinguish between the five <i>Zanthoxylum</i> species and validated their utility. Overall, the results of this study provide new insights into the genetic breeding, germplasm exploration, and phylogeny of <i>Zanthoxylum</i> species.</p>","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"15 ","pages":"1495891"},"PeriodicalIF":2.8,"publicationDate":"2024-12-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11703814/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142947755","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Background: IgA nephropathy (IgAN) is a leading cause of renal failure, but its pathogenesis remains unclear, complicating diagnosis and treatment. The invasive nature of renal biopsy highlights the need for non-invasive diagnostic biomarkers. Bulk RNA sequencing (RNA-seq) of urine offers a promising approach for identifying molecular changes relevant to IgAN.
Methods: We performed bulk RNA-seq on 53 urine samples from 11 untreated IgAN patients and 11 healthy controls, integrating these data with public renal RNA-seq, microarray, and scRNA-seq datasets. Machine learning was used to identify key differentially expressed genes, with protein expression validated by immunohistochemistry (IHC) and drug-target interactions explored via molecular docking.
Results: Urine RNA-seq analysis revealed differential expression profiles, from which TYROBP and HCK were identified as key biomarkers using machine learning. These biomarkers were validated in both a test cohort and an external validation cohort, demonstrating strong predictive accuracy. scRNA-seq confirmed their cell-specific expression patterns, correlating with renal function metrics such as GFR and serum creatinine. IHC further validated protein expression, and molecular docking suggested potential therapeutic interactions with IgAN treatments.
Conclusion: TYROBP and HCK are promising non-invasive urinary biomarkers for IgAN. Their predictive accuracy, validated through machine learning, along with IHC confirmation and molecular docking insights, supports their potential for both diagnostic and therapeutic applications in IgAN.
{"title":"Urinary TYROBP and HCK as genetic biomarkers for non-invasive diagnosis and therapeutic targeting in IgA nephropathy.","authors":"Boji Xie, Shuting Pang, Yuli Xie, Qiuyan Tan, Shanshan Li, Mujia Jili, Yian Huang, Binran Zhao, Hao Yuan, Junhao Mi, Xuesong Chen, Liangping Ruan, Hong Chen, Xiaolai Li, Boning Hu, Jing Huang, Rirong Yang, Wei Li","doi":"10.3389/fgene.2024.1516513","DOIUrl":"https://doi.org/10.3389/fgene.2024.1516513","url":null,"abstract":"<p><strong>Background: </strong>IgA nephropathy (IgAN) is a leading cause of renal failure, but its pathogenesis remains unclear, complicating diagnosis and treatment. The invasive nature of renal biopsy highlights the need for non-invasive diagnostic biomarkers. Bulk RNA sequencing (RNA-seq) of urine offers a promising approach for identifying molecular changes relevant to IgAN.</p><p><strong>Methods: </strong>We performed bulk RNA-seq on 53 urine samples from 11 untreated IgAN patients and 11 healthy controls, integrating these data with public renal RNA-seq, microarray, and scRNA-seq datasets. Machine learning was used to identify key differentially expressed genes, with protein expression validated by immunohistochemistry (IHC) and drug-target interactions explored via molecular docking.</p><p><strong>Results: </strong>Urine RNA-seq analysis revealed differential expression profiles, from which <i>TYROBP</i> and <i>HCK</i> were identified as key biomarkers using machine learning. These biomarkers were validated in both a test cohort and an external validation cohort, demonstrating strong predictive accuracy. scRNA-seq confirmed their cell-specific expression patterns, correlating with renal function metrics such as GFR and serum creatinine. IHC further validated protein expression, and molecular docking suggested potential therapeutic interactions with IgAN treatments.</p><p><strong>Conclusion: </strong><i>TYROBP</i> and <i>HCK</i> are promising non-invasive urinary biomarkers for IgAN. Their predictive accuracy, validated through machine learning, along with IHC confirmation and molecular docking insights, supports their potential for both diagnostic and therapeutic applications in IgAN.</p>","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"15 ","pages":"1516513"},"PeriodicalIF":2.8,"publicationDate":"2024-12-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11703869/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142947759","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-12-19eCollection Date: 2024-01-01DOI: 10.3389/fgene.2024.1437715
Jingyun Wang, Rong Gao, Jian Qi, Yingru Xing, Bo Hong, Hongzhi Wang, Jinfu Nie
Objectives: Investigate the predictive value of Vasculogenic mimicry (VM) related genes for the survival and prognosis of Hepatocellular carcinoma (HCC) patients and its role in the tumor microenvironment (TME).
Methods: VM-related genes were obtained from previous literature, the expression profiles, single-cell data and clinical information of HCC patients were downloaded from public databases. The HCC patients were divided into different clusters by unsupervised clustering, the differences in prognosis and immune characteristics of VM-related clusters were analyzed. A prognostic model related to VM (VM Score) was constructed based on LASSO regression and univariate and multivariate Cox regression, the correlation between this model and chemotherapy drugs and immunotherapy was studied. Seurat package was used to standardize single-cell data for single-cell level analysis. The expression of risk factors in VM Score was verified by RT-qPCR.
Results: VM Score composed of SPP1, ADAMTS5 and ZBP1 was constructed and validated. VM Score was an independent prognostic factor for HCC. Through the analysis of single cell data further reveals the VM Score influence on TME. In addition, VM Score could provide ideas for the selection of immunotherapy and chemotherapy drugs. RT-qPCR showed that the expression of risk factors was different in HCC cell lines.
Conclusion: Our results suggest that VM Score may serve as a promising prognostic biomarker for HCC and provide new ideas for immunotherapy in HCC patients.
研究目的研究血管生成模仿(VM)相关基因对肝细胞癌(HCC)患者生存和预后的预测价值及其在肿瘤微环境(TME)中的作用:方法:从以前的文献中获取 VM 相关基因,从公共数据库中下载 HCC 患者的表达谱、单细胞数据和临床信息。通过无监督聚类将 HCC 患者分为不同的群组,分析 VM 相关群组的预后差异和免疫特征。基于 LASSO 回归、单变量和多变量 Cox 回归,构建了与 VM 相关的预后模型(VM 评分),并研究了该模型与化疗药物和免疫疗法之间的相关性。采用Seurat软件包对单细胞数据进行标准化处理,以进行单细胞水平分析。通过 RT-qPCR 验证了 VM Score 中危险因素的表达:结果:构建并验证了由 SPP1、ADAMTS5 和 ZBP1 组成的 VM 评分。VM Score是HCC的一个独立预后因素。通过对单细胞数据的分析,进一步揭示了 VM Score 对 TME 的影响。此外,VM Score 还能为免疫疗法和化疗药物的选择提供思路。RT-qPCR显示,危险因素在HCC细胞系中的表达存在差异:我们的研究结果表明,VM 评分可作为一种有前景的 HCC 预后生物标志物,并为 HCC 患者的免疫治疗提供新思路。
{"title":"A comprehensive analysis of vasculogenic mimicry related genes to predict the survival rate of HCC and its influence on the tumor microenvironment.","authors":"Jingyun Wang, Rong Gao, Jian Qi, Yingru Xing, Bo Hong, Hongzhi Wang, Jinfu Nie","doi":"10.3389/fgene.2024.1437715","DOIUrl":"10.3389/fgene.2024.1437715","url":null,"abstract":"<p><strong>Objectives: </strong>Investigate the predictive value of Vasculogenic mimicry (VM) related genes for the survival and prognosis of Hepatocellular carcinoma (HCC) patients and its role in the tumor microenvironment (TME).</p><p><strong>Methods: </strong>VM-related genes were obtained from previous literature, the expression profiles, single-cell data and clinical information of HCC patients were downloaded from public databases. The HCC patients were divided into different clusters by unsupervised clustering, the differences in prognosis and immune characteristics of VM-related clusters were analyzed. A prognostic model related to VM (VM Score) was constructed based on LASSO regression and univariate and multivariate Cox regression, the correlation between this model and chemotherapy drugs and immunotherapy was studied. Seurat package was used to standardize single-cell data for single-cell level analysis. The expression of risk factors in VM Score was verified by RT-qPCR.</p><p><strong>Results: </strong>VM Score composed of SPP1, ADAMTS5 and ZBP1 was constructed and validated. VM Score was an independent prognostic factor for HCC. Through the analysis of single cell data further reveals the VM Score influence on TME. In addition, VM Score could provide ideas for the selection of immunotherapy and chemotherapy drugs. RT-qPCR showed that the expression of risk factors was different in HCC cell lines.</p><p><strong>Conclusion: </strong>Our results suggest that VM Score may serve as a promising prognostic biomarker for HCC and provide new ideas for immunotherapy in HCC patients.</p>","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"15 ","pages":"1437715"},"PeriodicalIF":2.8,"publicationDate":"2024-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11693674/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142921549","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-12-19eCollection Date: 2024-01-01DOI: 10.3389/fgene.2024.1488109
Luis Cabrera-Sosa, Mahdi Safarpour, Johanna Helena Kattenberg, Roberson Ramirez, Joseph M Vinetz, Anna Rosanas-Urgell, Dionicia Gamboa, Christopher Delgado-Ratto
Introduction: Malaria molecular surveillance (MMS) can provide insights into transmission dynamics, guiding national control programs. We previously designed AmpliSeq assays for MMS, which include different traits of interest (resistance markers and pfhrp2/3 deletions), and SNP barcodes to provide population genetics estimates of Plasmodium vivax and Plasmodium falciparum parasites in the Peruvian Amazon. The present study compares the genetic resolution of the barcodes in the AmpliSeq assays with widely used microsatellite (MS) panels to investigate population genetics of Amazonian malaria parasites.
Methods: We analyzed 51 P. vivax and 80 P. falciparum samples from three distinct areas in the Loreto region of the Peruvian Amazon: Nueva Jerusalén (NJ), Mazan (MZ), and Santa Emilia (SE). Population genetics estimates and costs were compared using the SNP barcodes (P. vivax: 40 SNPs and P. falciparum: 28 SNPs) and MS panels (P. vivax: 16 MS and P. falciparum: 7 MS).
Results: The P. vivax genetic diversity (expected heterozygosity, He) trends were similar for both markers: HeMS = 0.68-0.78 (p > 0.05) and HeSNP = 0.36-0.38 (p > 0.05). P. vivax pairwise genetic differentiation (fixation index, FST) was also comparable: FST-MS = 0.04-0.14 and FST-SNP = 0.03-0.12 (pairwise p > 0.05). In addition, P. falciparum genetic diversity trends (HeMS = 0-0.48, p < 0.05; HeSNP = 0-0.09, p < 0.05) and pairwise FST comparisons (FST-MS = 0.14-0.65, FST-SNP = 0.19-0.61, pairwise p > 0.05) were concordant between both panels. For P. vivax, no geographic clustering was observed with any panel, whereas for P. falciparum, similar population structure clustering was observed with both markers, assigning most parasites from NJ to a distinct subpopulation from MZ and SE. We found significant differences in detecting polyclonal infections: for P. vivax, MS identified a higher proportion of polyclonal infections than SNP (69% vs. 33%, p = 3.3 × 10-5), while for P. falciparum, SNP and MS detected similar rates (46% vs. 31%, p = 0.21). The AmpliSeq assay had a higher estimated per-sample cost compared to MS ($183 vs. $27-49).
Discussion: The SNP barcodes in the AmpliSeq assays offered comparable results to MS for investigating population genetics in P. vivax and P. falciparum populations, despite some discrepancies in determining polyclonality. Given both panels have their respective advantages and limitations, the choice between both should be guided by research objectives, costs, and resource availability.
导言:疟疾分子监测(MMS)可深入了解传播动态,为国家控制计划提供指导。我们之前为 MMS 设计了 AmpliSeq 检测方法,其中包括不同的相关性状(抗药性标记和 pfhrp2/3 缺失)和 SNP 条形码,以提供秘鲁亚马逊地区间日疟原虫和恶性疟原虫寄生虫的种群遗传学估计。本研究比较了 AmpliSeq 检测中条形码的遗传分辨率和广泛使用的微卫星(MS)面板,以研究亚马逊地区疟疾寄生虫的种群遗传学:我们分析了来自秘鲁亚马逊洛雷托地区三个不同地区的 51 个间日疟原虫样本和 80 个恶性疟原虫样本:方法:我们分析了来自秘鲁亚马逊洛雷托地区三个不同地区的 51 份活疟原虫样本和 80 份恶性疟原虫样本,这三个地区分别是:新耶路撒冷(NJ)、马赞(MZ)和圣艾米利亚(SE)。利用 SNP 条形码(间日疟原虫:40 个 SNPs,恶性疟原虫:28 个 SNPs)和 MS 面板(间日疟原虫:16 个 MS,恶性疟原虫:7 个 MS)对种群遗传学估计值和成本进行了比较:两种标记的间日疟原虫遗传多样性(预期杂合度,He)趋势相似:He MS = 0.68-0.78(p > 0.05),He SNP = 0.36-0.38(p > 0.05)。间日疟原虫配对遗传分化(固定指数,FST)也相当:FST-MS = 0.04-0.14 和 FST-SNP = 0.03-0.12 (配对 p > 0.05)。此外,恶性疟原虫遗传多样性趋势(He MS = 0-0.48,p < 0.05;He SNP = 0-0.09,p < 0.05)和成对 FST 比较(FST-MS = 0.14-0.65,FST-SNP = 0.19-0.61,成对 p > 0.05)在两个研究小组之间是一致的。对于间日疟原虫来说,任何标记都没有观察到地理聚类,而对于恶性疟原虫来说,两种标记都观察到了类似的种群结构聚类,将新泽西州的大多数寄生虫归入一个不同于 MZ 和 SE 的亚群。我们发现在检测多克隆感染方面存在明显差异:对于间日疟原虫,MS 检测到的多克隆感染比例高于 SNP(69% 对 33%,p = 3.3 × 10-5),而对于恶性疟原虫,SNP 和 MS 检测到的多克隆感染比例相似(46% 对 31%,p = 0.21)。与 MS 相比,AmpliSeq 分析法的估计单位样本成本更高(183 美元对 27-49 美元):讨论:在研究间日疟原虫和恶性疟原虫种群遗传学方面,尽管在确定多克隆性方面存在一些差异,但 AmpliSeq 检测方法中的 SNP 条形码可提供与 MS 相似的结果。鉴于两种检测板都有各自的优势和局限性,应根据研究目标、成本和资源可用性在两种检测板之间做出选择。
{"title":"Comparing newly developed SNP barcode panels with microsatellites to explore population genetics of malaria parasites in the Peruvian Amazon.","authors":"Luis Cabrera-Sosa, Mahdi Safarpour, Johanna Helena Kattenberg, Roberson Ramirez, Joseph M Vinetz, Anna Rosanas-Urgell, Dionicia Gamboa, Christopher Delgado-Ratto","doi":"10.3389/fgene.2024.1488109","DOIUrl":"10.3389/fgene.2024.1488109","url":null,"abstract":"<p><strong>Introduction: </strong>Malaria molecular surveillance (MMS) can provide insights into transmission dynamics, guiding national control programs. We previously designed AmpliSeq assays for MMS, which include different traits of interest (resistance markers and <i>pfhrp2/3</i> deletions), and SNP barcodes to provide population genetics estimates of <i>Plasmodium vivax</i> and <i>Plasmodium falciparum</i> parasites in the Peruvian Amazon. The present study compares the genetic resolution of the barcodes in the AmpliSeq assays with widely used microsatellite (MS) panels to investigate population genetics of Amazonian malaria parasites.</p><p><strong>Methods: </strong>We analyzed 51 <i>P. vivax</i> and 80 <i>P. falciparum</i> samples from three distinct areas in the Loreto region of the Peruvian Amazon: Nueva Jerusalén (NJ), Mazan (MZ), and Santa Emilia (SE). Population genetics estimates and costs were compared using the SNP barcodes (<i>P. vivax</i>: 40 SNPs and <i>P. falciparum:</i> 28 SNPs) and MS panels (<i>P. vivax</i>: 16 MS and <i>P. falciparum</i>: 7 MS).</p><p><strong>Results: </strong>The <i>P. vivax</i> genetic diversity (expected heterozygosity, <i>He</i>) trends were similar for both markers: <i>He</i> <sub>MS</sub> = 0.68-0.78 (<i>p</i> > 0.05) and <i>He</i> <sub>SNP</sub> = 0.36-0.38 (<i>p</i> > 0.05). <i>P. vivax</i> pairwise genetic differentiation (fixation index, F<sub>ST</sub>) was also comparable: F<sub>ST-MS</sub> = 0.04-0.14 and F<sub>ST-SNP</sub> = 0.03-0.12 (pairwise <i>p</i> > 0.05). In addition, <i>P. falciparum</i> genetic diversity trends (<i>He</i> <sub>MS</sub> = 0-0.48, <i>p</i> < 0.05; <i>He</i> <sub>SNP</sub> = 0-0.09, <i>p</i> < 0.05) and pairwise F<sub>ST</sub> comparisons (F<sub>ST-MS</sub> = 0.14-0.65, F<sub>ST-SNP</sub> = 0.19-0.61, pairwise <i>p</i> > 0.05) were concordant between both panels. For <i>P. vivax</i>, no geographic clustering was observed with any panel, whereas for <i>P. falciparum</i>, similar population structure clustering was observed with both markers, assigning most parasites from NJ to a distinct subpopulation from MZ and SE. We found significant differences in detecting polyclonal infections: for <i>P. vivax</i>, MS identified a higher proportion of polyclonal infections than SNP (69% vs. 33%, <i>p</i> = 3.3 × 10<sup>-5</sup>), while for <i>P. falciparum</i>, SNP and MS detected similar rates (46% vs. 31%, <i>p</i> = 0.21). The AmpliSeq assay had a higher estimated per-sample cost compared to MS ($183 vs. $27-49).</p><p><strong>Discussion: </strong>The SNP barcodes in the AmpliSeq assays offered comparable results to MS for investigating population genetics in <i>P. vivax</i> and <i>P. falciparum</i> populations, despite some discrepancies in determining polyclonality. Given both panels have their respective advantages and limitations, the choice between both should be guided by research objectives, costs, and resource availability.</p>","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"15 ","pages":"1488109"},"PeriodicalIF":2.8,"publicationDate":"2024-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11693692/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142921562","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Acylation represents a pivotal biochemical process that is instrumental in the modification of secondary metabolites throughout the growth and developmental stages of plants. The BAHD acyltransferase family within the plant kingdom predominantly utilizes coenzyme A thioester as the acyl donor, while employing alcohol or amine compounds as the acceptor substrates to facilitate acylation reactions. Using bioinformatics approaches, the LjBAHD gene family members in the genome of Leonurus japonicus (L. japonicus) were identified and characterized including gene structure, conserved motifs, cis-acting elements, and potential gene functions. To elucidate the roles of BAHD genes in various tissues of L. japonicus, the expression profiles of LjBAHD family members across different organs were scrutinized. Under drought stress treatment, some LjBAHDs were upregulation, suggesting their potential involvement in drought response. Notably, a detailed study was conducted on a specific HCT gene (i.e., LjBAHD25) within the BAHD gene family. Analysis of its expression patterns suggested a role for LjBAHD25 in the phenylpropanoid metabolism pathway in L. japonicus, contributing to the biosynthesis of secondary metabolites with unique bioactivity. The findings of this study have established a scientific foundation for the subsequent development and functional validation of the BAHD gene family in L. japonicus.
{"title":"Genome-wide identification and expression analysis of the BAHD gene family in <i>Leonurus japonicus</i>.","authors":"Qing Wang, Tongtong Guo, Yuxiao Yi, Jiaxin Zhang, Wenhan Lv, Fengtang Yang, Jianing Xu","doi":"10.3389/fgene.2024.1512692","DOIUrl":"10.3389/fgene.2024.1512692","url":null,"abstract":"<p><p>Acylation represents a pivotal biochemical process that is instrumental in the modification of secondary metabolites throughout the growth and developmental stages of plants. The BAHD acyltransferase family within the plant kingdom predominantly utilizes coenzyme A thioester as the acyl donor, while employing alcohol or amine compounds as the acceptor substrates to facilitate acylation reactions. Using bioinformatics approaches, the <i>LjBAHD</i> gene family members in the genome of <i>Leonurus japonicus</i> (<i>L. japonicus</i>) were identified and characterized including gene structure, conserved motifs, <i>cis</i>-acting elements, and potential gene functions. To elucidate the roles of BAHD genes in various tissues of <i>L. japonicus</i>, the expression profiles of <i>LjBAHD</i> family members across different organs were scrutinized. Under drought stress treatment, some <i>LjBAHDs</i> were upregulation, suggesting their potential involvement in drought response. Notably, a detailed study was conducted on a specific HCT gene (i.e., <i>LjBAHD</i>25) within the BAHD gene family. Analysis of its expression patterns suggested a role for <i>LjBAHD</i>25 in the phenylpropanoid metabolism pathway in <i>L. japonicus</i>, contributing to the biosynthesis of secondary metabolites with unique bioactivity. The findings of this study have established a scientific foundation for the subsequent development and functional validation of the BAHD gene family in <i>L. japonicus.</i></p>","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"15 ","pages":"1512692"},"PeriodicalIF":2.8,"publicationDate":"2024-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11693612/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142920639","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}