artificial selection

人工选择
  • 文章类型: Journal Article
    黑人士兵飞(BSF)Hermetiaillucens,能够有效地将有机废物生物转化为可用的生物化合物。因此,了解驯化和大规模饲养对健康和生产性状的影响对于可持续生产很重要。这项研究旨在评估两种选择策略下早期大规模饲养的基因组多样性模式及其与表型发展的关联:选择更大的幼虫质量(SEL系)和无直接人工选择(NS系)。使用2bRAD测序生成全基因组单核苷酸多态性(SNP)数据,同时测量了与生产和种群适应性有关的表型特征。在圈养繁殖的三代中观察到基因组多样性的下降模式,对于两个选择线的F3代记录的多样性最低,很可能是由于创始人的影响。SEL队列显示出统计学上显着更大的幼虫体重,即NS系具有明显的遗传和表型方向变化。此外,较低的遗传和表型多样性,特别是对于健身特征,对于SEL线很明显,说明了选择质量和由此导致的人口适应性下降之间的权衡。基于SNP的遗传力对生长很重要,但适应性特征较低或不显着。观察到性状的基因型-表型相关性,但是单个基因座效应大小,其中这些基因座中的一小部分和极少数显示出选择的特征。明显的遗传漂移,由于有效人口规模较小,可能掩盖了选择对基因组多样性和表型发育的影响。该结果对于将来BSF的遗传管理和选择性育种具有特别的相关性。
    The black soldier fly (BSF), Hermetia illucens, has the ability to efficiently bioremediate organic waste into usable bio-compounds. Understanding the impact of domestication and mass rearing on fitness and production traits is therefore important for sustainable production. This study aimed to assess patterns of genomic diversity and its association to phenotypic development across early generations of mass rearing under two selection strategies: selection for greater larval mass (SEL lines) and no direct artificial selection (NS lines). Genome-wide single nucleotide polymorphism (SNP) data were generated using 2bRAD sequencing, while phenotypic traits relating to production and population fitness were measured. Declining patterns of genomic diversity were observed across three generations of captive breeding, with the lowest diversity recorded for the F3 generation of both selection lines, most likely due to founder effects. The SEL cohort displayed statistically significantly greater larval weight com the NS lines with pronounced genetic and phenotypic directional changes across generations. Furthermore, lower genetic and phenotypic diversity, particularly for fitness traits, were evident for SEL lines, illustrating the trade-off between selecting for mass and the resulting decline in population fitness. SNP-based heritability was significant for growth, but was low or non-significant for fitness traits. Genotype-phenotype correlations were observed for traits, but individual locus effect sizes where small and very few of these loci demonstrated a signature for selection. Pronounced genetic drift, due to small effective population sizes, is likely overshadowing the impacts of selection on genomic diversity and consequently phenotypic development. The results hold particular relevance for genetic management and selective breeding for BSF in future.
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  • 文章类型: Journal Article
    自人格生活节奏综合症(POLS)假设首次提出以来,已有十多年的研究,在物种内部几乎没有支持它。缺乏实验控制,面对高度不稳定的行为和代谢特征,采样不足,和特质相关性的上下文依赖性被认为是原因。这里,我认为,人为选择和/或使用现有的选定线代表了一种强大但未充分利用的方法,可以促进我们对POLS的理解。为了说明这种潜力,我对比较行为的研究进行了重点审查,新陈代谢,人工选择的快速生长的虹鳟鱼相对于野生未选择的菌株的生长和存活,在实验室和现场的不同食物和风险条件下。静息代谢率,食物摄入量,以及增强进食但增加能量消耗的行为(活动,侵略,大胆),在成对的对比中,快速应变都更高,在所有食物和风险条件下,在实验室和现场。在几乎所有食物和风险情况下,快速鱼的生长速度都更快,除非食物高度有限(或不存在),在低或零捕食风险下有更高的生存率,但在高风险下生存率较低。在POLS研究中很少考虑的其他几个性状在快速品系中也较高,包括最大游泳速度,和激素(生长激素(GH),甲状腺激素(T3)和胰岛素样生长因子(IGF-1)。我的结论是:(I)POLS假设的假设和预测得到了很好的支持,和(Ii)上下文依赖性基本上不存在,但当存在时,揭示了食物获取和捕食风险之间的权衡。这篇重点综述强调了人工选择在测试POLS想法中的潜力,并有望激发使用其他动物的进一步研究。
    More than a decade of study since the personality pace-of-life syndrome (POLS) hypotheses were first proposed, there is little support for it within species. Lack of experimental control, insufficient sampling in the face of highly labile behavioural and metabolic traits, and context dependency of trait correlations are suggested as reasons. Here, I argue that artificial selection and/or use of existing selected lines represents a powerful but under-used approach to furthering our understanding of the POLS. To illustrate this potential, I conducted a focussed review of studies that compared the behaviour, metabolism, growth and survival of an artificially selected fast-growing rainbow trout relative to wild unselected strains, under varying food and risk conditions in the laboratory and field. Resting metabolic rate, food intake, and behaviours that enhance feeding but increase energy expenditure (activity, aggression, boldness), were all higher in the fast strain in paired contrasts, under all food and risk conditions, both in the laboratory and the field. Fast-strain fish grew faster in almost every food and risk situation except where food was highly limited (or absent), had higher survival under low or zero predation risk, but had lower survival under high risk. Several other traits rarely considered in POLS studies were also higher in the fast strain, including maximum swimming speed, and hormones (growth hormone (GH), thyroid hormone (T3) and insulin-like growth factor (IGF-1)). I conclude: (i) assumptions and predictions of the POLS hypothesis are well supported, and (ii) context-dependency was largely absent, but when present revealed trade-offs between food acquisition and predation risk. This focused review highlights the potential of artificial selection in testing POLS ideas, and will hopefully motivate further studies using other animals.
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  • 文章类型: Journal Article
    Stebbins假设自交谱系是进化的死胡同,因为它们缺乏适应潜力。虽然与密切相关的异类相比,自交群体通常具有有限的核苷酸变异性,数量性状遗传变异的减少仍不清楚,特别是对于决定自交率的关键性状。黄猴花(Mimulusguttatus)种群通常异交,并在花性状上保持广泛的数量遗传变异。这里,我们研究欢乐路的人口(博德加湾,CA,美国)M.guttatus,其中个体表现出主要自交猴花的典型柱头-花药距离(SAD)。我们表明,该种群与太平洋海岸附近的物种密切相关,与更高的异型种群相比,全基因组变异减少了33%。五代人工选择实验挑战了JoyRoad种群在柱头-花药距离上具有相对较低的进化潜力的假设,Mimulus中自交率的关键决定因素。人工选择产生了微弱的表型反应,实现的遗传力较低(0.020-0.028),比高度异交的M.guttatus的花性状测得的遗传力低84%。这些结果表明,随着向自交的过渡,进化潜力大幅下降。这些发现是否可以解释不经常逆转到异型或自适应性的一般限制,还需要进一步调查。
    Stebbins hypothesized that selfing lineages are evolutionary dead ends because they lack adaptive potential. While selfing populations often possess limited nucleotide variability compared with closely related outcrossers, reductions in the genetic variability of quantitative characters remain unclear, especially for key traits determining selfing rates. Yellow monkeyflower (Mimulus guttatus) populations generally outcross and maintain extensive quantitative genetic variation in floral traits. Here, we study the Joy Road population (Bodega Bay, CA, USA) of M. guttatus, where individuals exhibit stigma-anther distances (SAD) typical of primarily selfing monkeyflowers. We show that this population is closely related to nearby conspecifics on the Pacific Coast with a modest 33% reduction in genome-wide variation compared with a more highly outcrossing population. A five-generation artificial selection experiment challenged the hypothesis that the Joy Road population harbours comparatively low evolutionary potential in stigma-anther distance, a critical determinant of selfing rate in Mimulus. Artificial selection generated a weak phenotypic response, with low realized heritabilities (0.020-0.028) falling 84% below those measured for floral characters in more highly outcrossing M. guttatus. These results demonstrate substantial declines in evolutionary potential with a transition toward selfing. Whether these findings explain infrequent reversals to outcrossing or general limits on adaptation in selfers requires further investigation.
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  • 文章类型: Journal Article
    驯化的过程,尽管与自然进化过程的时间尺度相比持续时间短,引起了家畜物种表型的快速和实质性变化。尽管如此,这些变化背后的遗传机制仍然知之甚少。本研究涉及对灰色大鼠(Rattusnorvegicus)的四个大脑区域的转录组的分析,作为驯化的实验模型对象。我们比较了下丘脑的基因表达谱,海马体,导水管周围灰质,以及驯服和侵略性灰色大鼠之间的中脑被盖区,并通过主成分分析揭示了差异表达基因的细分,解释了差异基因表达变异的主要部分。功能分析(在DAVID(注释数据库,可视化和综合发现)生物信息学差异表达基因的资源数据库)使我们能够识别和描述关键的生物过程,这些过程可以参与在两组灰色大鼠中看到的不同行为模式的形成。使用STRING-DB(搜索工具,用于搜索相邻基因的重复实例)Web服务,我们建立了一个基因关联网络。已经鉴定了参与广泛网络相互作用的基因。我们的研究提供了有关基因的数据,这些基因的表达水平因动物驯化过程中的人为行为选择而发生变化。
    The process of domestication, despite its short duration as it compared with the time scale of the natural evolutionary process, has caused rapid and substantial changes in the phenotype of domestic animal species. Nonetheless, the genetic mechanisms underlying these changes remain poorly understood. The present study deals with an analysis of the transcriptomes from four brain regions of gray rats (Rattus norvegicus), serving as an experimental model object of domestication. We compared gene expression profiles in the hypothalamus, hippocampus, periaqueductal gray matter, and the midbrain tegmental region between tame domesticated and aggressive gray rats and revealed subdivisions of differentially expressed genes by principal components analysis that explain the main part of differentially gene expression variance. Functional analysis (in the DAVID (Database for Annotation, Visualization and Integrated Discovery) Bioinformatics Resources database) of the differentially expressed genes allowed us to identify and describe the key biological processes that can participate in the formation of the different behavioral patterns seen in the two groups of gray rats. Using the STRING- DB (search tool for recurring instances of neighboring genes) web service, we built a gene association network. The genes engaged in broad network interactions have been identified. Our study offers data on the genes whose expression levels change in response to artificial selection for behavior during animal domestication.
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  • 文章类型: Journal Article
    摘要生物组织的多个水平的特征如何响应于定向选择而以相关方式进化的方法知之甚少,但是两个流行的模型是非常普遍的“行为优先发展”(BEF)假设和更具体的“形态-性能-行为-适合度”(MPBF)范式。两者都承认,选择通常相对直接作用于行为,当行为演变时,其他特征也会如此,但大多数都有一些滞后。然而,这个命题本质上很难检验。因此,我们研究了高跑步者(HR)小鼠选择实验中的相关反应,其中已繁殖了四个重复品系以进行自愿的车轮运转行为,并与四个未选择的对照(C)品系进行了比较。我们分析了20-24代测量的各种性状(重点是22代的新数据),与所有HR线达到选择极限(平台)的点重合。通过方差分析比较不同性状类型的显著性水平(226个P值),我们使用阳性错误发现率来控制多重比较。这项荟萃分析表明,令人惊讶的是,性能测量(包括强迫运动期间的最大耗氧量)没有证据表明HR和C线之间存在差异,也没有任何生活史特征(例如,垃圾大小),而体重的反应(减少)至少与车轮行驶一样强烈。总的来说,结果表明,小鼠的HR系主要通过动机的变化而进化,而不是在达到选择极限时的表现能力.此外,分级进化的BEF模型和MPBF模型都不能很好地适应HR小鼠选择实验。
    AbstractHow traits at multiple levels of biological organization evolve in a correlated fashion in response to directional selection is poorly understood, but two popular models are the very general \"behavior evolves first\" (BEF) hypothesis and the more specific \"morphology-performance-behavior-fitness\" (MPBF) paradigm. Both acknowledge that selection often acts relatively directly on behavior and that when behavior evolves, other traits will as well but most with some lag. However, this proposition is exceedingly difficult to test in nature. Therefore, we studied correlated responses in the high-runner (HR) mouse selection experiment, in which four replicate lines have been bred for voluntary wheel-running behavior and compared with four nonselected control (C) lines. We analyzed a wide range of traits measured at generations 20-24 (with a focus on new data from generation 22), coinciding with the point at which all HR lines were reaching selection limits (plateaus). Significance levels (226 P values) were compared across trait types by ANOVA, and we used the positive false discovery rate to control for multiple comparisons. This meta-analysis showed that, surprisingly, the measures of performance (including maximal oxygen consumption during forced exercise) showed no evidence of having diverged between the HR and C lines, nor did any of the life history traits (e.g., litter size), whereas body mass had responded (decreased) at least as strongly as wheel running. Overall, results suggest that the HR lines of mice had evolved primarily by changes in motivation rather than performance ability at the time they were reaching selection limits. In addition, neither the BEF model nor the MPBF model of hierarchical evolution provides a particularly good fit to the HR mouse selection experiment.
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  • 文章类型: Journal Article
    性别通常有不同的健身最佳状态,可能会产生场所内的性冲突,因为每个性别都有一个对另一个性别有益的等位基因的遗传“负荷”。评估基因组冲突的一种策略是不协调地人为选择种群,反对既定的性二态,重新引入减弱的冲突。我们研究了一项长期的人工选择实验,该实验在约350代性不一致的选择过程中逆转了果蝇的性别大小二态性。我们探索形态和基因组变化,以在不一致和一致大小的选择治疗中确定性别之间选择的基因座。尽管整体尺寸发生了重大变化,一致的选择保持了祖先的性二态。然而,不一致的选择以性状特异性的方式改变了大小二态性。我们观察到多个,可能在基因组中进行软选择性扫描,与大小相关的基因显示出选择的迹象。谱系内性别之间的基因组分化模式确定了由性冲突维持的潜在位点。一个不一致的选择谱系显示了男性和女性之间基因组分化的模式,在3L染色体上,与性冲突的维持相一致。我们的结果表明,由于选择不一致,性别之间存在明显的冲突和差异分离等位基因的迹象。
    Sexes often have differing fitness optima, potentially generating intra-locus sexual conflict, as each sex bears a genetic \'load\' of alleles beneficial to the other sex. One strategy to evaluate conflict in the genome is to artificially select populations discordantly, against established sexual dimorphism, reintroducing attenuated conflict. We investigate a long-term artificial selection experiment reversing sexual size dimorphism in Drosophila melanogaster during ~350 generations of sexually discordant selection. We explore morphological and genomic changes to identify loci under selection between the sexes in discordantly and concordantly size selected treatments. Despite substantial changes to overall size, concordant selection maintained ancestral sexual dimorphism. However, discordant selection altered size dimorphism in a trait-specific manner. We observe multiple, possible soft selective sweeps in the genome, with size related genes showing signs of selection. Patterns of genomic differentiation between the sexes within lineages identified potential sites maintained by sexual conflict. One discordant selected lineage shows a pattern of elevated genomic differentiation between males and females, on chromosome 3L, consistent with the maintenance of sexual conflict. Our results suggest visible signs of conflict and differentially segregating alleles between the sexes due to discordant selection.
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  • 文章类型: Journal Article
    远缘哺乳动物(例如,tarsiers,袋鼠)相对于身体大小已收敛地进化出细长的后肢。假设肢体伸长通过增加其动能输出(通过更大的力或加速距离)来使这些物种更有效的跳线,从而增加起飞速度和跳跃距离。这个假设,然而,很少在人口层面进行测试,自然选择在哪里运作。我们检查了肢体长度之间的关系,肌肉特征,和使用长腿老鼠的动力学,它们被选择性地繁殖超过22代,用于更长的胫骨。与具有相同遗传背景的随机繁殖的对照小鼠相比,长腿小鼠的胫骨长约15%,股骨长约10%。我们收集了运动运动学和力量产生的体内测量,结合行为数据和肌肉形态,研究长腿中观察到的骨骼和肌肉结构的变化如何影响跳跃和攀爬过程中小鼠的后肢动力学。长腿小鼠的平均和最大弓步跳跃高度高于对照小鼠。在标准高度(14厘米),长腿老鼠的最大地面反作用力较低,接触时间延长,和更大的冲动,而平均力没有显着差异,电源,或全身速度。虽然长腿小鼠的足底屈肌肌体和肌腱比对照小鼠长,肌肉横截面积或总肌肉体积没有一致的差异;长腿小鼠的弓步跳跃性能的改善并不能通过简单地拥有更大的肌肉来实现。独立于其他形态或行为变化,我们的研究结果表明,较长的后肢有利于进行动态运动。
    Distantly related mammals (e.g. jerboa, tarsiers, kangaroos) have convergently evolved elongated hindlimbs relative to body size. Limb elongation is hypothesized to make these species more effective jumpers by increasing their kinetic energy output (through greater forces or acceleration distances), thereby increasing take-off velocity and jump distance. This hypothesis, however, has rarely been tested at the population level, where natural selection operates. We examined the relationship between limb length, muscular traits and dynamics using Longshanks mice, which were selectively bred over 22 generations for longer tibiae. Longshanks mice have approximately 15% longer tibiae and 10% longer femora compared with random-bred Control mice from the same genetic background. We collected in vivo measures of locomotor kinematics and force production, in combination with behavioral data and muscle morphology, to examine how changes in bone and muscle structure observed in Longshanks mice affect their hindlimb dynamics during jumping and clambering. Longshanks mice achieved higher mean and maximum lunge-jump heights than Control mice. When jumping to a standardized height (14 cm), Longshanks mice had lower maximum ground reaction forces, prolonged contact times and greater impulses, without significant differences in average force, power or whole-body velocity. While Longshanks mice have longer plantarflexor muscle bodies and tendons than Control mice, there were no consistent differences in muscular cross-sectional area or overall muscle volume; improved lunge-jumping performance in Longshanks mice is not accomplished by simply possessing larger muscles. Independent of other morphological or behavioral changes, our results point to the benefit of longer hindlimbs for performing dynamic locomotion.
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  • 文章类型: Journal Article
    黄萎病(VW)是一种影响各种植物的毁灭性疾病,包括陆地棉,一种重要的纤维作物。尽管有影响,棉花对大众的易感性或防御力的遗传基础仍不清楚。这里,我们对陆地棉的VW表型进行了全基因组关联研究,并确定了A13上与VW抗性显着相关的基因座。然后,我们在A13基因座上鉴定了一个胱硫醚β合酶结构域基因,GhCBSX3A,是由大丽花黄萎病菌诱导的。功能分析,包括棉花中的表达沉默和拟南芥中的过表达,证实GhCBSX3A是A13基因座的因果基因,增强SAR-RBOHs介导的质外生氧化爆发。我们发现GhCBSX3A启动子的TATA-box上的等位基因变异减弱了其在陆地棉中的表达,从而削弱VW阻力。有趣的是,我们发现,在驯化和其他改进过程中,在不同的VW压力下,GhCBSX3A_R(VW的精英等位基因)的人工选择改变可以满足特定的人类需求。我们的发现强调了GhCBSX3A在回应大众方面的重要性,我们提出了一个模型,根据病原体的压力选择防御相关基因。鉴定的基因座和基因是通过基因工程增强棉花VW抗性的有希望的靶标。
    Verticillium wilt (VW) is a devasting disease affecting various plants, including upland cotton, a crucial fiber crop. Despite its impact, the genetic basis underlying cotton\'s susceptibility or defense against VW remains unclear. Here, we conducted a genome-wide association study on VW phenotyping in upland cotton and identified a locus on A13 that is significantly associated with VW resistance. We then identified a cystathionine β-synthase domain gene at A13 locus, GhCBSX3A, which was induced by Verticillium dahliae. Functional analysis, including expression silencing in cotton and overexpression in Arabidopsis thaliana, confirmed that GhCBSX3A is a causal gene at the A13 locus, enhancing SAR-RBOHs-mediated apoplastic oxidative burst. We found allelic variation on the TATA-box of GhCBSX3A promoter attenuated its expression in upland cotton, thereby weakening VW resistance. Interestingly, we discovered that altered artificial selection of GhCBSX3A_R (an elite allele for VW) under different VW pressures during domestication and other improved processes allows specific human needs to be met. Our findings underscore the importance of GhCBSX3A in response to VW, and we propose a model for defense-associated genes being selected depending on the pathogen\'s pressure. The identified locus and gene serve as promising targets for VW resistance enhancement in cotton through genetic engineering.
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  • 文章类型: Journal Article
    背景:苦荞麦,苦参,是一种全球分布且营养价值高的假作物。然而,这种作物的起源和驯化历史仍有待阐明。
    结果:这里,通过分析全球收集的567种种质的人口基因组学,并回顾历史文献,我们发现苦荞麦起源于喜马拉雅地区,然后可能随着彝族的迁徙向西南传播,中国西南部的一个少数民族,种植苦荞麦历史悠久。随着蒙古帝国的扩张,苦荞麦散布到欧洲,并最终散布到世界其他地区。不同的自然生长环境导致适应,尤其是中国北部和南部苦荞麦群体的耐盐性差异显着。通过扫描选择性扫描并使用全基因组关联研究,我们确定了负责苦荞麦驯化和分化的基因,然后我们通过实验验证。比较基因组学和QTL分析进一步揭示了Wa人人工选择的特定品种中易脱壳性状的遗传基础,中国西南部的一个少数民族,以种植苦荞麦而闻名,专门用于作为主食以防止赖氨酸缺乏。
    结论:这项研究提供了对起源和驯化的全面见解,和分子育种的基础,苦荞麦.
    Tartary buckwheat, Fagopyrum tataricum, is a pseudocereal crop with worldwide distribution and high nutritional value. However, the origin and domestication history of this crop remain to be elucidated.
    Here, by analyzing the population genomics of 567 accessions collected worldwide and reviewing historical documents, we find that Tartary buckwheat originated in the Himalayan region and then spread southwest possibly along with the migration of the Yi people, a minority in Southwestern China that has a long history of planting Tartary buckwheat. Along with the expansion of the Mongol Empire, Tartary buckwheat dispersed to Europe and ultimately to the rest of the world. The different natural growth environments resulted in adaptation, especially significant differences in salt tolerance between northern and southern Chinese Tartary buckwheat populations. By scanning for selective sweeps and using a genome-wide association study, we identify genes responsible for Tartary buckwheat domestication and differentiation, which we then experimentally validate. Comparative genomics and QTL analysis further shed light on the genetic foundation of the easily dehulled trait in a particular variety that was artificially selected by the Wa people, a minority group in Southwestern China known for cultivating Tartary buckwheat specifically for steaming as a staple food to prevent lysine deficiency.
    This study provides both comprehensive insights into the origin and domestication of, and a foundation for molecular breeding for, Tartary buckwheat.
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  • 文章类型: Journal Article
    哈瓦那胡椒(Capsicumchinense)是历史上不可或缺的重要辛辣水果,社会,文化,以及墨西哥尤卡坦半岛的经济结构。这项研究利用1HNMR光谱的力量与机器学习算法相结合,剖析了11个C.chinense品种的代谢组学概况,包括INIFAP(Habanero-Jaguar,Antillano-HRA1-1,Antillano-HRA7-1,Habanero-HAm-18A,Habanero-HC-23C,和Jolokia-NJolokia-22)和商业混合动力车(Habanero-ReyVotán,Habanero-Kabal,Balam,USAPR10117和ReyPakal)。总共50种代谢物,包括糖,氨基酸,短链有机酸,和核苷,从1HNMR光谱中鉴定。优化的机器学习模型熟练地预测了INIFAP种植品种和商业杂种之间的相似性百分比,从而促进全面比较。描绘了每个品种独特的生物标志物,揭示Habanero-ReyVotán品种的特征是糖的最高浓度。相比之下,巴拉姆品种富含氨基酸和短链有机酸,与Jolokia-NJolokia-22品种具有相似的代谢组学特征。这项研究的结果强调了基于NMR的代谢组学作为根据其复杂的化学特征区分C.chinense品种的强大工具的有效性和可靠性。这种方法不仅有助于对哈瓦那辣椒代谢组学多样性的科学理解,而且对食品科学具有潜在的意义。农业,和烹饪艺术。
    The habanero pepper (Capsicum chinense) is a prominent spicy fruit integral to the historical, social, cultural, and economic fabric of the Yucatan peninsula in Mexico. This study leverages the power of 1H NMR spectroscopy coupled with machine learning algorithms to dissect the metabolomic profile of eleven C. chinense cultivars, including those grown by INIFAP (Habanero-Jaguar, Antillano-HRA 1-1, Antillano-HRA 7-1, Habanero-HAm-18A, Habanero-HC-23C, and Jolokia-NJolokia-22) and commercial hybrids (Habanero-Rey Votán, Habanero-Kabal, Balam, USAPR10117, and Rey Pakal). A total of fifty metabolites, encompassing sugars, amino acids, short-chain organic acids, and nucleosides, were identified from the 1H NMR spectra. The optimized machine learning model proficiently predicted the similarity percentage between the INIFAP-grown cultivars and commercial hybrids, thereby facilitating a comprehensive comparison. Biomarkers unique to each cultivar were delineated, revealing that the Habanero-Rey Votán cultivar is characterized by the highest concentration of sugars. In contrast, the Balam cultivar is rich in amino acids and short-chain organic acids, sharing a similar metabolomic profile with the Jolokia-NJolokia-22 cultivar. The findings of this study underscore the efficacy and reliability of NMR-based metabolomics as a robust tool for differentiating C. chinense cultivars based on their intricate chemical profiles. This approach not only contributes to the scientific understanding of the metabolomic diversity among habanero peppers but also holds potential implications for food science, agriculture, and the culinary arts.
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