Comparative transcriptomics

比较转录组学
  • 文章类型: Journal Article
    基因组测序已成为生物学家的常规任务,但是基因结构注释的挑战仍然存在,阻碍准确的基因组和遗传研究。这里,我们提出了一个生物信息学工具包,SynGAP(基于Synteny的基因结构注释抛光剂),它利用基因同步信息完成基因组基因结构注释的精确和自动化抛光。SynGAP在改善基因结构注释质量和物种之间整合基因同合的分析方面提供了出色的功能。此外,表达变异指数设计用于比较转录组学分析,以探索在系统发育相关物种中观察到的不同性状发育的候选基因。
    Genome sequencing has become a routine task for biologists, but the challenge of gene structure annotation persists, impeding accurate genomic and genetic research. Here, we present a bioinformatics toolkit, SynGAP (Synteny-based Gene structure Annotation Polisher), which uses gene synteny information to accomplish precise and automated polishing of gene structure annotation of genomes. SynGAP offers exceptional capabilities in the improvement of gene structure annotation quality and the profiling of integrative gene synteny between species. Furthermore, an expression variation index is designed for comparative transcriptomics analysis to explore candidate genes responsible for the development of distinct traits observed in phylogenetically related species.
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  • 文章类型: Journal Article
    背景:近年来,RNA核苷酸上的共价修饰已成为影响结构的关键部分,函数,和RNA聚合酶II转录物的调节过程,如mRNA和lncRNA。然而,我们对它们的生物学作用以及这些作用在真核生物中是否保守的理解仍然有限.
    结果:在这项研究中,我们利用标准的聚腺苷酸化富集RNA测序数据来鉴定和表征在cDNA读段中引入碱基配对错误的RNA修饰.我们的调查结合了来自三个禾本科(玉米,双色高粱,和Setariaitalica),以及来自高粱和拟南芥一系列压力和遗传环境的公开数据。我们发现了RNA共价修饰(RCM)的强烈富集,其沉积在涉及这些物种的光合作用和翻译的保守核心核核mRNAs上。然而,修改后的转录本队列根据环境背景和发展计划而改变,一种在开花植物中也保守的模式。我们确定RCM可以部分解释高粱耐旱性的加入水平差异,与胁迫相关的基因在耐旱性中接受更高水平的RCM。要寻址函数,我们确定RCM在编码区内外显子连接附近显著富集,暗示与剪接有关。有趣的是,我们发现这些破坏RCM的碱基对与稳定的mRNA相关,与蛋白质丰度高度相关,因此可能与促进翻译有关。
    结论:我们的数据表明RCM在开花植物谱系的mRNA稳定性和翻译中的保守作用。
    BACKGROUND: In recent years, covalent modifications on RNA nucleotides have emerged as pivotal moieties influencing the structure, function, and regulatory processes of RNA Polymerase II transcripts such as mRNAs and lncRNAs. However, our understanding of their biological roles and whether these roles are conserved across eukaryotes remains limited.
    RESULTS: In this study, we leveraged standard polyadenylation-enriched RNA-sequencing data to identify and characterize RNA modifications that introduce base-pairing errors into cDNA reads. Our investigation incorporated data from three Poaceae (Zea mays, Sorghum bicolor, and Setaria italica), as well as publicly available data from a range of stress and genetic contexts in Sorghum and Arabidopsis thaliana. We uncovered a strong enrichment of RNA covalent modifications (RCMs) deposited on a conserved core set of nuclear mRNAs involved in photosynthesis and translation across these species. However, the cohort of modified transcripts changed based on environmental context and developmental program, a pattern that was also conserved across flowering plants. We determined that RCMs can partly explain accession-level differences in drought tolerance in Sorghum, with stress-associated genes receiving a higher level of RCMs in a drought tolerant accession. To address function, we determined that RCMs are significantly enriched near exon junctions within coding regions, suggesting an association with splicing. Intriguingly, we found that these base-pair disrupting RCMs are associated with stable mRNAs, are highly correlated with protein abundance, and thus likely associated with facilitating translation.
    CONCLUSIONS: Our data point to a conserved role for RCMs in mRNA stability and translation across the flowering plant lineage.
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  • 文章类型: Journal Article
    基因的差异表达是介导发育和胁迫相关植物反应的关键。这里,我们研究了曼陀罗属四个物种中植物对生物胁迫的代谢反应的调节以及防御相关基因的发育变异,这些物种具有不同的代谢物积累和发育模式。我们将转录组分析与系统基因组技术相结合,以分析遭受特殊folivore昆虫破坏的植物中的基因表达和共表达。我们发现(1)在相似化学谱的物种中共同的整体基因表达,(2)参与特殊代谢的蛋白质的物种特异性反应,以恒定水平的基因表达和转录重排为特征,(3)草食动物诱导主要萜烯和托烷生物碱基因的转录重排。我们的结果表明,与茉莉酸信号和特定转录因子相关的萜烯和托烷代谢的差异调节,以调节发育变异和应激程序,并建议塑料适应性反应来应对食草动物。此处显示的专门代谢的转录谱揭示了植物代谢的复杂遗传控制,并有助于理解适应的分子基础和重要生态性状的生理变异。
    Differential expression of genes is key to mediating developmental and stress-related plant responses. Here, we addressed the regulation of plant metabolic responses to biotic stress and the developmental variation of defense-related genes in four species of the genus Datura with variable patterns of metabolite accumulation and development. We combine transcriptome profiling with phylogenomic techniques to analyze gene expression and coexpression in plants subjected to damage by a specialist folivore insect. We found (1) common overall gene expression in species of similar chemical profiles, (2) species-specific responses of proteins involved in specialized metabolism, characterized by constant levels of gene expression coupled with transcriptional rearrangement, and (3) induction of transcriptional rearrangement of major terpene and tropane alkaloid genes upon herbivory. Our results indicate differential modulation of terpene and tropane metabolism linked to jasmonate signaling and specific transcription factors to regulate developmental variation and stress programs, and suggest plastic adaptive responses to cope with herbivory. The transcriptional profiles of specialized metabolism shown here reveal complex genetic control of plant metabolism and contribute to understanding the molecular basis of adaptations and the physiological variation of significant ecological traits.
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  • 文章类型: Journal Article
    背景:早疫病和褐色叶斑病通常被认为是许多农业地区番茄中最成问题的病原体。它们的致病因子是链格孢菌属。,子囊属的一个属,含有许多坏死性病原体。育种计划已经产生了定量抗性的商业品种,但杀菌剂的应用仍然是必要的,以减轻产量损失。抗性育种的主要障碍是抗性和易感性的遗传决定因素的复杂性。在缺乏足够抗性的种质的情况下,我们对亨氏1706番茄的转录组进行了测序,这些番茄用链格孢菌的强毒力和弱毒力分离株处理。感染后3小时。我们扩展了番茄中现有的功能基因注释,并使用网络统计,我们分析了与防御和易感性相关的转录模块.
    结果:诱导的反应非常不同。弱毒力分离株诱导了钙信号的防御反应,激素反应,和转录因子。这些与防御相关的过程与次级代谢产物生物合成基因一起存在于单个转录模块中,和其他防御反应。共表达和基因调控网络独立预测了几个D进化枝乙烯反应因子是防御转录模块的早期调节因子,以及在病原体防御中已知和新颖的其他转录因子,包括几个JA相关基因。相比之下,强毒力分离株引起的反应要弱得多,和一个单独的转录模块失去了激素信号传导。
    结论:我们的发现预测了主要的国防监管机构和下游功能分析的几个目标。结合我们改进的基因功能注释,他们认为防御是通过诱导链格孢菌特异性免疫途径来实现的,易感性是通过调节激素反应介导的。多个特定进化枝D乙烯反应因子和JA相关基因的上调的含义表明,该病理系统中的宿主防御涉及乙烯反应因子来调节茉莉酸信号传导。
    BACKGROUND: Early blight and brown leaf spot are often cited as the most problematic pathogens of tomato in many agricultural regions. Their causal agents are Alternaria spp., a genus of Ascomycota containing numerous necrotrophic pathogens. Breeding programs have yielded quantitatively resistant commercial cultivars, but fungicide application remains necessary to mitigate the yield losses. A major hindrance to resistance breeding is the complexity of the genetic determinants of resistance and susceptibility. In the absence of sufficiently resistant germplasm, we sequenced the transcriptomes of Heinz 1706 tomatoes treated with strongly virulent and weakly virulent isolates of Alternaria spp. 3 h post infection. We expanded existing functional gene annotations in tomato and using network statistics, we analyzed the transcriptional modules associated with defense and susceptibility.
    RESULTS: The induced responses are very distinct. The weakly virulent isolate induced a defense response of calcium-signaling, hormone responses, and transcription factors. These defense-associated processes were found in a single transcriptional module alongside secondary metabolite biosynthesis genes, and other defense responses. Co-expression and gene regulatory networks independently predicted several D clade ethylene response factors to be early regulators of the defense transcriptional module, as well as other transcription factors both known and novel in pathogen defense, including several JA-associated genes. In contrast, the strongly virulent isolate elicited a much weaker response, and a separate transcriptional module bereft of hormone signaling.
    CONCLUSIONS: Our findings have predicted major defense regulators and several targets for downstream functional analyses. Combined with our improved gene functional annotation, they suggest that defense is achieved through induction of Alternaria-specific immune pathways, and susceptibility is mediated by modulating hormone responses. The implication of multiple specific clade D ethylene response factors and upregulation of JA-associated genes suggests that host defense in this pathosystem involves ethylene response factors to modulate jasmonic acid signaling.
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  • 文章类型: Journal Article
    背景:炭疽病真菌感染多种单子叶植物和双子叶植物宿主,在全世界几乎所有经济上重要的植物上引起疾病。炭疽病也是一个合适的模型,用于在精细尺度上研究基因家族进化,以揭示基因组中与生物学变化相关的事件。
    结果:在这里,我们介绍了30种炭疽病属物种的基因组序列,涵盖了该属内的多样性。进化分析表明,白垩纪晚期的炭疽病祖先与开花植物的多样化同时发生了分歧。我们提供了在Colletotrichum进化过程中从双子叶植物到单子叶植物的独立宿主跳跃的证据,与植物细胞壁降解武器库的逐渐缩小和谱系特异性基因家族的扩展相吻合。适应不同宿主的4个物种的比较转录组学显示,基因含量相似,但在不同植物底物上调节其转录谱的高度多样性。结合基因组学和转录组学,我们确定了一组核心基因,如特定的转录因子,推测参与植物细胞壁降解。
    结论:这些结果表明,祖先炭疽病与双子叶植物有关,某些分支逐渐适应不同的单子叶植物寄主,重塑基因含量及其调控。
    Colletotrichum fungi infect a wide diversity of monocot and dicot hosts, causing diseases on almost all economically important plants worldwide. Colletotrichum is also a suitable model for studying gene family evolution on a fine scale to uncover events in the genome associated with biological changes.
    Here we present the genome sequences of 30 Colletotrichum species covering the diversity within the genus. Evolutionary analyses revealed that the Colletotrichum ancestor diverged in the late Cretaceous in parallel with the diversification of flowering plants. We provide evidence of independent host jumps from dicots to monocots during the evolution of Colletotrichum, coinciding with a progressive shrinking of the plant cell wall degradative arsenal and expansions in lineage-specific gene families. Comparative transcriptomics of 4 species adapted to different hosts revealed similarity in gene content but high diversity in the modulation of their transcription profiles on different plant substrates. Combining genomics and transcriptomics, we identified a set of core genes such as specific transcription factors, putatively involved in plant cell wall degradation.
    These results indicate that the ancestral Colletotrichum were associated with dicot plants and certain branches progressively adapted to different monocot hosts, reshaping the gene content and its regulation.
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  • 文章类型: Journal Article
    背景:葡萄(Vitis)是世界上最有价值的水果作物之一,但是食草动物会降低产量。了解昆虫的食草抗性对于减轻这些损失至关重要。Vitislabrusca,一种北美野生葡萄品种,已被用于育种计划,以产生具有增强的非生物和生物胁迫抗性的杂种葡萄,使其成为可持续葡萄栽培的宝贵遗传资源。本研究评估了V.labruscaacc的抗性。\'GREM4\'和葡萄cv。\'PN40024\'葡萄对Popilliajaponica(日本甲虫)食草,并鉴定了这种推定抗性的形态和遗传适应。
    结果:\'GREM4\'与\'PN40024\'相比,在30分钟至19小时的选择和非选择草食性试验中,对甲虫草食性具有更大的抵抗力。当甲虫以毛状体密度没有差异的每种物种的叶子为食时,与“PN40024”(9.80mm2)相比,“GREM4”(3.29mm2)中的叶面积明显减少,表明毛状体以外的其他因素有助于\'GREM4\'中的昆虫食草抗性。比较转录组学分析显示,“GREM4”与“PN40024”相比,防御反应和次级代谢产物生物合成基因的组成型(0h)表达更高,表明了增强的构成防御。在食草动物身上,与“PN40024”(502)相比,“GREM4”显示出更多的差异表达基因(690),提出更广泛的回应。在“GREM4”中上调的基因在萜烯生物合成中富集,类黄酮生物合成,植物激素信号,和疾病防御相关的功能,可能有助于增强昆虫的食草动物防御,而在草食性下在“PN40024”中差异表达的基因富含木葡聚糖,细胞壁形成,和钙离子结合。与昆虫草食性防御有关的大多数基因是直系同源物,在\'GREM4\'和\'PN40024\'中具有特定的表达模式,但是一些旁系同源和基因组特异性基因也可能有助于赋予抗性。
    结论:我们的研究结果表明,\'GREM4\'昆虫食草抗性归因于多种因素,包括毛状体和与萜烯有关的基因的独特组成型和诱导型表达,类黄酮,和苯丙素生物合成,以及病原体防御。
    BACKGROUND: Grapevine (Vitis) is one of the world\'s most valuable fruit crops, but insect herbivory can decrease yields. Understanding insect herbivory resistance is critical to mitigating these losses. Vitis labrusca, a wild North American grapevine species, has been leveraged in breeding programs to generate hybrid grapevines with enhanced abiotic and biotic stress resistance, rendering it a valuable genetic resource for sustainable viticulture. This study assessed the resistance of V. labrusca acc. \'GREM4\' and Vitis vinifera cv. \'PN40024\' grapevines to Popillia japonica (Japanese beetle) herbivory and identified morphological and genetic adaptations underlying this putative resistance.
    RESULTS: \'GREM4\' displayed greater resistance to beetle herbivory compared to \'PN40024\' in both choice and no-choice herbivory assays spanning periods of 30 min to 19 h. \'GREM4\' had significantly higher average leaf trichome densities than \'PN40024\' and beetles preferred to feed on the side of leaves with fewer trichomes. When leaves from each species that specifically did not differ in trichome densities were fed on by beetles, significantly less leaf area was damaged in \'GREM4\' (3.29mm2) compared to \'PN40024\' (9.80mm2), suggesting additional factors beyond trichomes contributed to insect herbivory resistance in \'GREM4\'. Comparative transcriptomic analyses revealed \'GREM4\' exhibited greater constitutive (0 h) expression of defense response and secondary metabolite biosynthesis genes compared to \'PN40024\', indicative of heightened constitutive defenses. Upon herbivory, \'GREM4\' displayed a greater number of differentially expressed genes (690) compared to \'PN40024\' (502), suggesting a broader response. Genes up-regulated in \'GREM4\' were enriched in terpene biosynthesis, flavonoid biosynthesis, phytohormone signaling, and disease defense-related functions, likely contributing to heighted insect herbivory defense, while genes differentially expressed in \'PN40024\' under herbivory were enriched in xyloglucan, cell wall formation, and calcium ion binding. The majority of genes implicated in insect herbivory defense were orthologs with specific expression patterns in \'GREM4\' and \'PN40024\', but some paralogous and genome-specific genes also likely contributed to conferring resistance.
    CONCLUSIONS: Our findings suggest that \'GREM4\' insect herbivory resistance was attributed to a combination of factors, including trichomes and unique constitutive and inducible expression of genes implicated in terpene, flavonoid, and phenylpropanoid biosynthesis, as well as pathogen defense.
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  • 文章类型: Journal Article
    Cleptoparasitism,也被称为寄生寄生,是蜜蜂物种中的一种普遍策略,其中寄生虫将卵产入宿主物种的巢中。尽管这种行为对几种物种的动态具有重大的生态意义,关于与交寄生虫症相关的分子途径知之甚少。为了阐明这个问题,我们使用基因表达数据对两种孤生新热带蜜蜂进行了比较分析:Coelioxoideswaltheriae,一种专性寄生虫,以及他们的特定宿主四角字。我们发现直系同源基因参与信号转导,感官知觉,学习,和记忆形成在cleptoparasite和宿主之间差异表达。我们假设这些基因及其相关的分子途径参与了与化学寄生虫相关的过程,因此,有吸引力的研究对象进一步研究蜜蜂的盲寄生症的功能和进化方面。
    Cleptoparasitism, also known as brood parasitism, is a widespread strategy among bee species in which the parasite lays eggs into the nests of the host species. Even though this behavior has significant ecological implications for the dynamics of several species, little is known about the molecular pathways associated with cleptoparasitism. To shed some light on this issue, we used gene expression data to perform a comparative analysis between two solitary neotropical bees: Coelioxoides waltheriae, an obligate parasite, and their specific host Tetrapedia diversipes. We found that ortholog genes involved in signal transduction, sensory perception, learning, and memory formation were differentially expressed between the cleptoparasite and the host. We hypothesize that these genes and their associated molecular pathways are engaged in cleptoparasitism-related processes and, hence, are appealing subjects for further investigation into functional and evolutionary aspects of cleptoparasitism in bees.
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  • 文章类型: Journal Article
    广玉兰,一种原产于中国的雌雄异株树,不仅因为其作为危险物种的地位,而且因为其生物活性化合物在治疗应用中的潜力而得到认可。然而,其叶片发育和化合物生物合成的遗传基础没有得到很好的记录。我们的研究旨在通过比较转录组学弥合这一知识差距,分析不同叶片成熟期的基因表达。我们通过在幼体上应用RNA测序研究了广山叶片的转录组,tender,成熟的阶段。我们确定了差异表达基因(DEGs)以探索伴随发育轨迹的转录变化。我们的分析描绘了超过20,000个基因的转录景观,超过6000个DEGs突出了整个叶片成熟的显着转录变化。成熟的叶子在与光合作用相关的途径中表现出上调,细胞壁形成,和多糖生产,确认其结构完整性和专门的代谢功能。我们的GO和KEGG富集分析支持了这些发现。此外,我们揭示了协调的基因活性,将发育与合成治疗相关的多糖相关联。我们鉴定了四种在这种协同机制中潜在关键的新型糖基转移酶。我们的研究揭示了同时塑造结构和化学防御的互补进化力量。这些遗传机制校准叶片组织恢复力和生化功效。
    Magnolia kwangsiensis, a dioecious tree native to China, is recognized not only for its status as an at-risk species but also for its potential in therapeutic applications courtesy of its bioactive compounds. However, the genetic underpinnings of its leaf development and compound biosynthesis are not well documented. Our study aims to bridge this knowledge gap through comparative transcriptomics, analyzing gene expression through different leaf maturation stages. We studied the transcriptome of M. kwangsiensis leaves by applying RNA sequencing at juvenile, tender, and mature phases. We identified differentially expressed genes (DEGs) to explore transcriptional changes accompanying the developmental trajectory. Our analysis delineates the transcriptional landscape of over 20,000 genes with over 6000 DEGs highlighting significant transcriptional shifts throughout leaf maturation. Mature leaves demonstrated upregulation in pathways related to photosynthesis, cell wall formation, and polysaccharide production, affirming their structural integrity and specialized metabolic functions. Our GO and KEGG enrichment analyses underpin these findings. Furthermore, we unveiled coordinated gene activity correlating development with synthesizing therapeutically relevant polysaccharides. We identified four novel glycosyltransferases potentially pivotal in this synergistic mechanism. Our study uncovers the complementary evolutionary forces that concurrently sculpt structural and chemical defenses. These genetic mechanisms calibrate leaf tissue resilience and biochemical efficacy.
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  • 文章类型: Journal Article
    Understanding gene expression variations between species is pivotal for deciphering the evolutionary diversity in phenotypes. Rhesus macaques ( Macaca mulatta, MMU) and crab-eating macaques ( M. fascicularis, MFA) serve as crucial nonhuman primate biomedical models with different phenotypes. To date, however, large-scale comparative transcriptome research between these two species has not yet been fully explored. Here, we conducted systematic comparisons utilizing newly sequenced RNA-seq data from 84 samples (41 MFA samples and 43 MMU samples) encompassing 14 common tissues. Our findings revealed a small fraction of genes (3.7%) with differential expression between the two species, as well as 36.5% of genes with tissue-specific expression in both macaques. Comparison of gene expression between macaques and humans indicated that 22.6% of orthologous genes displayed differential expression in at least two tissues. Moreover, 19.41% of genes that overlapped with macaque-specific structural variants showed differential expression between humans and macaques. Of these, the FAM220A gene exhibited elevated expression in humans compared to macaques due to lineage-specific duplication. In summary, this study presents a large-scale transcriptomic comparison between MMU and MFA and between macaques and humans. The discovery of gene expression variations not only enhances the biomedical utility of macaque models but also contributes to the wider field of primate genomics.
    了解物种间基因表达差异对于揭示物种表型进化及其多样性至关重要。恒河猴( Macaca mulatta)和食蟹猴( M. fascicularis)作为生物医学研究中关键的非人灵长类动物模型,具有不同的表型特征。然而,两个物种之间的大规模转录组比较研究仍有待开展。本研究利用新测序的RNA-seq数据,对包括14种常见组织在内的84个样本(41个食蟹猴样本和43个恒河猴样本)进行了系统分析。我们的研究发现,只有少数基因(约3.7%)在两个猕猴物种之间显示出差异性表达,而约36.5%的基因在两种猕猴中均呈现出组织特异性表达。我们还对猕猴和人类的基因表达进行了比较,发现约有22.6%的同源基因在至少两种组织中存在表达差异。此外,约19.41%的猕猴谱系特有结构变异位点基因更可能在人类与猕猴之间展现出表达差异。其中, FAM220A基因在人类基因中表达水平较高,这一现象可归因于谱系特异性的重复事件。综上,该研究提供了恒河猴和食蟹猴之间,以及猕猴与人类之间转录组差异的大规模分析,为提升猕猴模型在生物医学领域的应用价值和其在灵长类基因组学中的研究提供了新见解。.
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  • 文章类型: Journal Article
    适应潮汐滩涂的热条件总是需要容忍频繁的波动和极端的环境温度。基因表达的调节在这些热适应的进化中起着基本作用。为了确定与热适应相关的关键基因调控网络,我们研究了耐寒能力,以及两个具有相反纬度亲和力的泥滩居民(Odontamblyopuslacepedii和O.rebecca)在冷胁迫下的转录组变化。我们的结果表明,耐寒性具有显着的差异能力(CTmin:0.61°C与9.57°C)在两个虾虎鱼之间。冷胁迫下转录组变化的分析揭示了193个差异表达基因在所有组织和物种中表现出相似的表达谱,包括几种经典的代谢和昼夜节律分子,如ACOD和CIART,可能代表鳗鱼的核心冷反应机制。同时,一些基因在耐寒性更强的O.lacepedii中显示出独特的表达谱,表明它们在增强的耐寒性和极端的热适应中的作用。此外,加权基因共表达网络分析(WGCNA)揭示了代谢中心基因的子集,包括MYH11和LIPT2,当暴露于冷胁迫时,在O.lacepi中显示出明显的下调,这突出了减少能量消耗在增强鳗鱼耐寒性中的作用。这些发现不仅为泥滩硬骨鱼如何应对寒冷压力以及它们适应热环境的潜在进化策略提供了新的见解,而且在海洋领域全球气候变暖的情况下,对其渔业资源的合理管理和保护也具有重要意义。
    Adaptation to thermal conditions in tidal mudflats always involves tolerating frequent fluctuations and often extreme environmental temperatures. Regulation of gene expression plays a fundamental role in the evolution of these thermal adaptations. To identify the key gene regulatory networks associated with the thermal adaptation, we investigated the capability of cold tolerance, as well as the transcriptomic changes under cold stress in two mudflat inhabitants (Odontamblyopus lacepedii and O. rebecca) with contrasting latitude affinity. Our results revealed a remarkable divergent capacity of cold tolerance (CTmin: 0.61 °C vs. 9.57 °C) between the two gobies. Analysis of transcriptomic changes under cold stress unveiled 193 differentially expressed genes exhibiting similar expression profiles across all tissues and species, including several classic metabolic and circadian rhythm molecules such as ACOD and CIART that may represent the core cold response machinery in eel gobies. Meanwhile, some genes show a unique expression spectrum in the more cold-tolerant O. lacepedii suggesting their roles in the enhanced cold tolerance and hence the extreme thermal adaptations. In addition, a weighted gene co-expression network analysis (WGCNA) revealed a subset of metabolic hub genes including MYH11 and LIPT2 showing distinct down-regulation in O. lacepedii when exposed to cold stress which highlights the role of reduced energy consumption in the enhanced cold tolerance of eel gobies. These findings not only provide new insights into how mudflat teleosts could cope with cold stress and their potential evolutionary strategies for adapting to their thermal environment, but also have important implications for sound management and conservation of their fishery resources in a scenario of global climate warming in the marine realm.
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