Jigang Lu , Yihao Zhu , Shicen Wei , Siqi Huang , Yao Zu , Liangbiao Chen
{"title":"全面的转录组分析揭示了高温胁迫下罗非鱼心血管相关分子机制的紊乱","authors":"Jigang Lu , Yihao Zhu , Shicen Wei , Siqi Huang , Yao Zu , Liangbiao Chen","doi":"10.1016/j.cbd.2024.101324","DOIUrl":null,"url":null,"abstract":"<div><p>With the ongoing intensification of global warming, thermal stress poses significant challenges to tilapia aquaculture. However, the molecular mechanisms underlying the cardiac response of tilapia to high temperatures remain largely unexplored. To address this knowledge gap, we investigated the effects of high-temperature stress on the transcriptomic landscape of the tilapia heart. RNA sequencing was performed on the hearts of <em>Oreochromis aureus</em> (AR), <em>Oreochromis niloticus</em> (NL), and hybrids (<em>O. niloticus</em> ♀ × <em>O. aureus</em> ♂, AN) under treatments of 28 °C, 36 °C, and 39 °C. Using a multi-method approach, including Differentially Expressed Genes analysis, Weighted Gene Co-expression Network Analysis, Fuzzy C-Means, Self-Organizing Map, and Support Vector Machine-Recursive Feature Elimination, we identified six marker genes at 39 °C (AR: <em>ptges3</em>, <em>tuba1a</em>; NL: <em>ran</em>, <em>tcima</em>; AN: <em>slc16a1</em>, <em>fam184b</em>). These genes exhibited strong positive correlations and increased expression under high-temperature conditions. Gene Set Enrichment Analysis and GENIE3 revealed that these marker genes closely regulate three cardiovascular-related pathways: adrenergic signaling in cardiomyocytes, vascular smooth muscle contraction, and cardiac muscle contraction. We hypothesize that the synergistic inhibition of these pathways by marker genes leads to the deterioration of cardiovascular function. In summary, thermal stress activates marker genes, which in turn inhibit cardiovascular pathways, impairing cardiac performance. We propose that these marker genes could serve as dynamic thermal indicators of cardiac performance in tilapia. Additionally, our findings provide theoretical support for improving the management of tilapia farming under high-temperature stress.</p></div>","PeriodicalId":2,"journal":{"name":"ACS Applied Bio Materials","volume":null,"pages":null},"PeriodicalIF":4.6000,"publicationDate":"2024-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Comprehensive transcriptome analysis unravels the perturbated cardiovascular-related molecular mechanisms of tilapia under high-temperature stress\",\"authors\":\"Jigang Lu , Yihao Zhu , Shicen Wei , Siqi Huang , Yao Zu , Liangbiao Chen\",\"doi\":\"10.1016/j.cbd.2024.101324\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>With the ongoing intensification of global warming, thermal stress poses significant challenges to tilapia aquaculture. However, the molecular mechanisms underlying the cardiac response of tilapia to high temperatures remain largely unexplored. To address this knowledge gap, we investigated the effects of high-temperature stress on the transcriptomic landscape of the tilapia heart. RNA sequencing was performed on the hearts of <em>Oreochromis aureus</em> (AR), <em>Oreochromis niloticus</em> (NL), and hybrids (<em>O. niloticus</em> ♀ × <em>O. aureus</em> ♂, AN) under treatments of 28 °C, 36 °C, and 39 °C. Using a multi-method approach, including Differentially Expressed Genes analysis, Weighted Gene Co-expression Network Analysis, Fuzzy C-Means, Self-Organizing Map, and Support Vector Machine-Recursive Feature Elimination, we identified six marker genes at 39 °C (AR: <em>ptges3</em>, <em>tuba1a</em>; NL: <em>ran</em>, <em>tcima</em>; AN: <em>slc16a1</em>, <em>fam184b</em>). These genes exhibited strong positive correlations and increased expression under high-temperature conditions. Gene Set Enrichment Analysis and GENIE3 revealed that these marker genes closely regulate three cardiovascular-related pathways: adrenergic signaling in cardiomyocytes, vascular smooth muscle contraction, and cardiac muscle contraction. We hypothesize that the synergistic inhibition of these pathways by marker genes leads to the deterioration of cardiovascular function. In summary, thermal stress activates marker genes, which in turn inhibit cardiovascular pathways, impairing cardiac performance. We propose that these marker genes could serve as dynamic thermal indicators of cardiac performance in tilapia. Additionally, our findings provide theoretical support for improving the management of tilapia farming under high-temperature stress.</p></div>\",\"PeriodicalId\":2,\"journal\":{\"name\":\"ACS Applied Bio Materials\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":4.6000,\"publicationDate\":\"2024-09-16\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"ACS Applied Bio Materials\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1744117X24001370\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"MATERIALS SCIENCE, BIOMATERIALS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"ACS Applied Bio Materials","FirstCategoryId":"99","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1744117X24001370","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"MATERIALS SCIENCE, BIOMATERIALS","Score":null,"Total":0}
引用次数: 0
摘要
随着全球变暖的不断加剧,热应力给罗非鱼养殖带来了巨大挑战。然而,罗非鱼心脏对高温反应的分子机制在很大程度上仍未得到探索。为了填补这一知识空白,我们研究了高温胁迫对罗非鱼心脏转录组的影响。在28 °C、36 °C和39 °C的温度条件下,对金黄裸颊罗非鱼(Oreochromis aureus,AR)、尼罗罗非鱼(Oreochromis niloticus,NL)和杂交种(O. niloticus ♀ × O. aureus ♂,AN)的心脏进行了RNA测序。我们采用多种方法,包括差异表达基因分析、加权基因共表达网络分析、模糊C-Means、自组织图和支持向量机-递归特征消除,确定了6个39 °C时的标记基因(AR:ptges3、tuba1a;NL:ran、tcima;AN:slc16a1、fam184b)。这些基因在高温条件下表现出很强的正相关性,并且表达量增加。基因组富集分析(Gene Set Enrichment Analysis)和 GENIE3 发现,这些标记基因密切调控三个心血管相关通路:心肌细胞的肾上腺素能信号传导、血管平滑肌收缩和心肌收缩。我们推测,标记基因对这些通路的协同抑制导致了心血管功能的恶化。总之,热应力会激活标记基因,进而抑制心血管通路,损害心脏功能。我们提出,这些标记基因可作为罗非鱼心脏性能的动态热指标。此外,我们的研究结果还为改善高温胁迫下罗非鱼养殖管理提供了理论支持。
Comprehensive transcriptome analysis unravels the perturbated cardiovascular-related molecular mechanisms of tilapia under high-temperature stress
With the ongoing intensification of global warming, thermal stress poses significant challenges to tilapia aquaculture. However, the molecular mechanisms underlying the cardiac response of tilapia to high temperatures remain largely unexplored. To address this knowledge gap, we investigated the effects of high-temperature stress on the transcriptomic landscape of the tilapia heart. RNA sequencing was performed on the hearts of Oreochromis aureus (AR), Oreochromis niloticus (NL), and hybrids (O. niloticus ♀ × O. aureus ♂, AN) under treatments of 28 °C, 36 °C, and 39 °C. Using a multi-method approach, including Differentially Expressed Genes analysis, Weighted Gene Co-expression Network Analysis, Fuzzy C-Means, Self-Organizing Map, and Support Vector Machine-Recursive Feature Elimination, we identified six marker genes at 39 °C (AR: ptges3, tuba1a; NL: ran, tcima; AN: slc16a1, fam184b). These genes exhibited strong positive correlations and increased expression under high-temperature conditions. Gene Set Enrichment Analysis and GENIE3 revealed that these marker genes closely regulate three cardiovascular-related pathways: adrenergic signaling in cardiomyocytes, vascular smooth muscle contraction, and cardiac muscle contraction. We hypothesize that the synergistic inhibition of these pathways by marker genes leads to the deterioration of cardiovascular function. In summary, thermal stress activates marker genes, which in turn inhibit cardiovascular pathways, impairing cardiac performance. We propose that these marker genes could serve as dynamic thermal indicators of cardiac performance in tilapia. Additionally, our findings provide theoretical support for improving the management of tilapia farming under high-temperature stress.