geometric morphometrics

几何形态计量学
  • 文章类型: Journal Article
    鉴于面部和大脑的共同外胚层起源和综合发育,面部生物标志物成为评估神经发育受损疾病脆弱性的潜在候选者,如精神分裂症(SZ)和双相情感障碍(BD)。样本包括188名个体(67名SZ患者,46例BD患者和75例健康对照(HC))。使用基于地标的3D面部重建方法,我们使用几何形态计量学量化了SZ/BD患者和HC之间的整体和局部面部形状差异.我们还评估了面部和大脑皮层测量之间的相关性。所有分析均按性别分别进行。诊断解释了男性和女性SZ的整体面部形状变异的4.1%-5.9%,BD为4.5%-4.1%。关于局部面部形状,与HC相比,我们在SZ的男性中检测到43.2%的显着不同距离,在女性中检测到47.4%,而BD的百分比下降到35.8%和26.8%,分别。我们发现,在男性SZ-HC样本中,大脑面积和体积显着解释了2.2%和2%的面部形状变化。我们的结果支持面部形状作为SZ和BD的神经发育标记,并揭示了特定性别的病理生理机制,可调节大脑与面部之间的相互作用。
    Given the shared ectodermal origin and integrated development of the face and the brain, facial biomarkers emerge as potential candidates to assess vulnerability for disorders in which neurodevelopment is compromised, such as schizophrenia (SZ) and bipolar disorder (BD). The sample comprised 188 individuals (67 SZ patients, 46 BD patients and 75 healthy controls (HC)). Using a landmark-based approach on 3D facial reconstructions, we quantified global and local facial shape differences between SZ/BD patients and HC using geometric morphometrics. We also assessed correlations between facial and brain cortical measures. All analyses were performed separately by sex. Diagnosis explained 4.1 % - 5.9 % of global facial shape variance in males and females with SZ, and 4.5 % - 4.1 % in BD. Regarding local facial shape, we detected 43.2 % of significantly different distances in males and 47.4 % in females with SZ as compared to HC, whereas in BD the percentages decreased to 35.8 % and 26.8 %, respectively. We detected that brain area and volume significantly explained 2.2 % and 2 % of facial shape variance in the male SZ - HC sample. Our results support facial shape as a neurodevelopmental marker for SZ and BD and reveal sex-specific pathophysiological mechanisms modulating the interplay between the brain and the face.
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  • 文章类型: Journal Article
    目的:面部裂痕是复杂的先天性异常,需要在彻底评估解剖结构的基础上进行综合治疗。本研究旨在使用几何形态计量学检查裂隙类型对颅面形态的影响。
    方法:我们评估了75例双侧唇腭裂患者的侧位头颅造影,63例单侧唇腭裂患者,和76例孤立性腭裂患者。在16个硬组织界标坐标上进行了广义Procrustes分析。用主成分分析研究了形状变异性。在风险模型方法中,前9个主成分(PC)用于检查裂隙类型的影响。
    结果:我们发现裂隙类型之间的平均形状存在统计学上的显着差异。双侧唇腭裂和孤立性腭裂之间的差异最大(平均0.026,P=0.0011)。裂隙类型之间的差异在PC4和PC5中最为明显(P=0.0001),它们一起占总形状变化的10%。PC4和PC5在上下表面的比例上显示出形状差异,下颌后高度,和下颌角。
    结论:裂隙型对非综合征性口面部裂隙患者颅面形态变异性有统计学意义,但影响较弱,主要是在垂直维度。
    结论:了解裂隙对颅面形态的影响对于为患者提供适合其特定需求的治疗至关重要。这项研究对文献有贡献,特别是由于我们的风险模型方法代替了预测模型。
    OBJECTIVE: Orofacial clefts are complex congenital anomalies that call for comprehensive treatment based on a thorough assessment of the anatomy. This study aims to examine the effect of cleft type on craniofacial morphology using geometric morphometrics.
    METHODS: We evaluated lateral cephalograms of 75 patients with bilateral cleft lip and palate, 63 patients with unilateral cleft lip and palate, and 76 patients with isolated cleft palate. Generalized Procrustes analysis was performed on 16 hard tissue landmark coordinates. Shape variability was studied with principal component analysis. In a risk model approach, the first nine principal components (PC) were used to examine the effect of cleft type.
    RESULTS: We found statistically significant differences in the mean shape between cleft types. The difference is greatest between bilateral cleft lip and palate and isolated cleft palate (distance of means 0.026, P = 0.0011). Differences between cleft types are most pronounced for PC4 and PC5 (P = 0.0001), which together account for 10% of the total shape variation. PC4 and PC5 show shape differences in the ratio of the upper to the lower face, the posterior mandibular height, and the mandibular angle.
    CONCLUSIONS: Cleft type has a statistically significant but weak effect on craniofacial morphological variability in patients with non-syndromic orofacial clefts, mainly in the vertical dimension.
    CONCLUSIONS: Understanding the effects of clefts on craniofacial morphology is essential to providing patients with treatment tailored to their specific needs. This study contributes to the literature particularly due to our risk model approach in lieu of a prediction model.
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  • 文章类型: Journal Article
    颅骨的共同功能被认为导致哺乳动物颅骨形状的共同进化模式。颅面进化异形术(CREA)是一种特别突出的模式,其中较大的物种显示出按比例拉长的面部骨骼和较小的脑箱。最近提出,当饮食相似时,CREA源于颅骨鳞屑的生物力学影响。因此,与CREA的偏差应随着颅骨生物力学的变化而发生,例如由于饮食变化。这里,我们在澳大利亚鼠类颅骨的数据集中使用3D几何形态分析进行测试,高度异形。我们通过比较进化模式来对比颅骨的异速和非异速变异,异形,条例,以及测速,一体化,功能模块的模块化。我们发现了在含有异速生长和无尺寸的形状中稳定选择的证据,和大量的非异速变异与饮食专业化平行,与CREA。颅骨模块之间的集成度更高,和模块化较低,包括尺寸,但是讲台和颅骨拱顶之间的整合,它们参与了CREA模式,尺寸去除后急剧下降。因此,我们的结果支持这样的假设,即CREA是由颅骨功能选择产生的复合物,与CREA一起发生大量的非异形形状变化,其中饮食专业化会影响对咀嚼功能的选择。这强调了在生物力学功能的异速和非异速选择的背景下研究哺乳动物颅骨进化的必要性。
    The shared functions of the skull are thought to result in common evolutionary patterns in mammalian cranial shape. Craniofacial evolutionary allometry (CREA) is a particularly prominent pattern where larger species display proportionally elongate facial skeletons and smaller braincases. It was recently proposed that CREA arises from biomechanical effects of cranial scaling when diets are similar. Thus, deviations from CREA should occur with changes in cranial biomechanics, for example due to dietary change. Here, we test this using 3D geometric morphometric analysis in a dataset of Australian murine crania, which are highly allometric. We contrast allometric and non-allometric variation in the cranium by comparing evolutionary mode, allometry, ordinations, as well as allometry, integration, and modularity in functional modules. We found evidence of stabilising selection in allometry-containing and size-free shape, and substantial non-allometric variation aligned with dietary specialisation in parallel with CREA. Integration among cranial modules was higher, and modularity lower, with size included, but integration between rostrum and cranial vault, which are involved in the CREA pattern, dropped dramatically after size removal. Our results thus support the hypothesis that CREA is a composite arising from selection on cranial function, with substantial non-allometric shape variation occurring alongside CREA where dietary specialisation impacts selection on gnawing function. This emphasises the need to research mammalian cranial evolution in the context of allometric and non-allometric selection on biomechanical function.
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  • 文章类型: Journal Article
    到目前为止,通过分析肢体长度的差异,艾伦和伯格曼的规则在现代人类中得到了研究,高度,或体重。然而,没有出版物研究纬度对胸腔3D结构的影响。为了评估这个问题,我们以数字方式重建了109个全球分布的成年个体的平衡样本。使用几何形态计量学量化胸腔的形状和大小。我们的结果表明,与生活在高纬度地区的其他人相比,属于热带个体的胸腔更小,更苗条。这符合艾伦和伯格曼的规则,并表明大小和形状之间的异速关系。尽管在整个样本中都观察到了性二态,仅在热带种群中发现了显着差异。我们的建议是,除了潜在的性选择,避免热量损失可能是冷适应人群性二态性的限制因素。
    Up to now, Allen and Bergmann\'s rules have been studied in modern humans by analyzing differences in limb length, height, or body mass. However, there are no publications studying the effects of latitude in the 3D configuration of the ribcage. To assess this issue, we digitally reconstructed the ribcages of a balanced sample of 109 adult individuals of global distribution. Shape and size of the ribcage was quantified using geometric morphometrics. Our results show that the ribcage belonging to tropical individuals is smaller and slenderer compared to others living in higher latitudes, which is in line with Allen and Bergmann\'s rules and suggests an allometric relationship between size and shape. Although sexual dimorphism was observed in the whole sample, significant differences were only found in tropical populations. Our proposal is that, apart from potential sexual selection, avoiding heat loss might be the limiting factor for sexual dimorphism in cold-adapted populations.
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  • 文章类型: Journal Article
    患有颅面畸形的遗传性疾病可能与颅颈关节(CCJ)异常有关。因此,CCJ的功能受到损害,因为活动可能受到异常骨融合导致头痛的限制,或者在过度行动的情况下被夸大了,这可能会对脊髓造成不可挽回的损害。恢复机动性和稳定性之间的平衡需要对儿童进行手术矫正。CCJ的解剖学和生物力学非常独特,然而在过去的几十年里却被忽视了。儿科证据太稀少了,调查成年CCJ是我们解开该解剖区域的形态与功能关系的最佳选择。本研究的动机是了解CCJ中运动的形态和功能基础,希望从医学成像中找到能够预测移动性的形态学特征。要做到这一点,我们已经量化了9名无症状成人中CCJ的体外运动学,并估计了涵盖脊柱运动复杂性的各种移动性变量。我们将这些变量与枕骨的形状进行了比较,地图集和轴,使用密集的几何形态计量法获得。还量化了形态关节一致性。我们的结果表明骨骼形状和运动之间有很强的关系,整体几何形状最好地预测主要运动,关节面最好地预测二次运动。我们提出了一个功能假设,指出肌肉零散系统决定了大幅度的运动,而关节小平面的形状和一致性决定了二次运动和耦合运动,特别是通过改变骨挡块的几何形状和韧带的张紧方式。我们相信这项工作将为理解CCJ的生物力学提供有价值的见解。此外,它应帮助外科医生治疗CCJ异常,使他们能够将功能和临床结局的目标转化为明确的形态学结局目标.
    Genetic diseases with craniofacial malformations can be associated with anomalies of the craniocervical joint (CCJ). The functions of the CCJ are thus impaired, as mobility may be either limited by abnormal bone fusion causing headaches, or exaggerated in the case of hypermobility, which may cause irreparable damage to the spinal cord. Restoring the balance between mobility and stability requires surgical correction in children. The anatomy and biomechanics of the CCJ are quite unique, yet have been overlooked in the past decades. Pediatric evidence is so scarce, that investigating the adult CCJ is our best shot to disentangle the form-function relationships of this anatomical region. The motivation of the present study was to understand the morphological and functional basis of motion in the CCJ, in the hope to find morphological features accessible from medical imaging able to predict mobility. To do so, we have quantified the in-vitro kinematics of the CCJ in nine cadaveric asymptomatic adults, and estimated a wide range of mobility variables covering the complexity of spinal motion. We compared these variables with the shape of the occipital, the atlas and the axis, obtained using a dense geometric morphometric approach. Morphological joint congruence was also quantified. Our results suggest a strong relationship between bone shape and motion, with the overall geometry predicting best the primary movements, and the joint facets predicting best the secondary movements. We propose a functional hypothesis stating that the musculoligamental system determines movements of great amplitude, while the shape and congruence of joint facets determine the secondary and coupled movements, especially by varying the geometry of bone stops and the way ligaments are tensioned. We believe this work will provide valuable insights in understanding the biomechanics of the CCJ. Furthermore, it should help surgeons treating CCJ anomalies by enabling them to translate objectives of functional and clinical outcome into clear objectives of morphological outcome.
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  • 文章类型: Journal Article
    目前有关面部生长和发育的研究主要基于欧洲人群。研究较少的是非洲人口,由于他们独特的基因组成和环境条件,为面部发育模式提供更深入的见解。非洲人口的面部形状发育模式仍然没有很大的特征。我们的研究旨在基于来自坦桑尼亚的2874名6-18岁的班图族非洲人,建立面部生长和发育轨迹,特别关注于确定导致观察到的发育形状变化的形态发生过程。ProcrustesANCOVA提出了面部形状发育的性别二态模式(p=0.0036)。两性的前额在发育过程中相对收缩。由于眼睛上方区域的扩张,女性的glabella区域向前移位更多。鼻突随着发育而增加,发现这是由于鼻翼和小柱的局部扩张所致。上下唇区域的局部扩张导致两性的嘴唇向前移位,在男性中效果更明显。由于发育过程中的心理区域相对扩大,女性的心理移位更多。与下颌骨的下颌骨对应的侧面区域在发育上扩张,但由于周围结构的突出生长而向后定位。Procrustes方差的广义加性模型表明,面部变异随年龄非线性降低(p<0.05)。相对主成分分析表明,面部轮廓形状的变化受到发育限制,而鼻唇和精神区域,在发育变化显著的地方,随着发展,形态变得多样化。与面部形状发展的简单描述性说明相反,通过分析形态发生过程和变化特性,我们获得了对面部形状发育模式的变革性见解。我们的分析框架广泛适用于个体发育形态变化的形态计量学研究。
    Current studies on facial growth and development have been largely based on European populations. Less studied are African populations, who because of their distinct genetic makeup and environmental conditions, provide deeper insights into patterns of facial development. Patterns of facial shape development in African populations remain largely uncharacterised. Our study aimed to establish facial growth and development trajectories based on a cohort of 2874 Bantu Africans from Tanzania aged 6-18 years, with particular focus on identifying morphogenetic processes that lead to observed developmental shape changes. Procrustes ANCOVA suggested sexually dimorphic patterns of facial shape development (p = 0.0036). The forehead was relatively contracted during development in both sexes. The glabella region was more anteriorly displaced in females due to expansion in the region laterosuperior to the eyes. Nasal protrusion increased with development, which was found to arise from local expansion in the nasal alae and columella. Local expansion in the upper and lower labial regions resulted in forward displaced lips in both sexes, with the effect more pronounced in males. The mentum was displaced more anteriorly in females due to comparatively more expanded mental regions with development. The lateral facial region corresponding to the underlying body of the mandible were developmentally expanded but were posteriorly positioned due to protrusive growth of surrounding structures. Generalised additive modelling of Procrustes variance suggested that facial variation decreased non-linearly with age (p < 0.05). Relative principal component analysis suggested that variations in facial outline shape were developmentally constrained, whereas nasolabial and mental regions, where developmental changes were significant, became morphologically diversified with development. In contrast to simple descriptive illustration of facial shape development, we gained transformative insights into patterns of facial shape development by analysing morphogenetic processes and variational properties. Our analytical framework is broadly applicable to morphometric studies on ontogenetic shape changes.
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  • 文章类型: Journal Article
    基底是未成熟的basicranium的中心组成部分,并且由于其对死后和结语变化的抵抗力,在进化中具有重要意义,临床,和法医背景。虽然已经研究了基底的大小和形状参数,关于生长过程中潜在的骨矿物质密度对该骨形态的影响知之甚少。本研究旨在研究基底骨的发育和生长,具体参考骨密度模式的变化和骨学特征的发展。在出生前和出生后早期。总共有109个巴西拉人来自约翰内斯堡法医儿科收藏中心,威特沃特斯兰德大学,南非。研究样本被细分为早期产前(<30孕周),产前(30-40孕周)和产后(出生至7.5个月)组,并进行micro-CT扫描以评估七个感兴趣区域的骨矿物质密度模式。使用11个数字化地标和几何形态计量学分析了尺寸和形状变化。当比较不同年龄组时,评估的尺寸随着生长而增加,表现为大孔前缘的加深,侧角的发展和骨在侧突和蝶枕神经复合体处的扩张。然而,骨密度分布无明显变化。在分析未知来源的遗骸以在灾难受害者环境中进行识别时,必须了解基底中特定生长部位的形态变化和骨骼质量。
    The pars basilaris forms a central component of the immature basicranium and owing to its resilience to post-mortem and taphonomic changes, holds significance across evolutionary, clinical, and forensic contexts. While size and shape parameters of the pars basilaris have been investigated, little is known about the influence of the underlying bone mineral density on the morphometry of this bone during growth. This study aimed to investigate the development and growth of the pars basilaris with specific reference to changes in bone density patterning and development of osteological features, during the prenatal and early postnatal periods of life. A total of 109 pars basilari were sourced from the Johannesburg Forensic Paediatric Collection, University of the Witwatersrand, South Africa. The study sample was subdivided into early prenatal (<30 gestational weeks), prenatal (30-40 gestational weeks) and postnatal (birth to 7.5 months) groups and micro-CT scanned to assess bone mineral density patterns across seven regions of interest. Size and shape changes were analysed using 11 digitized landmarks and geometric morphometrics. When comparing across age groups, the assessed dimensions increased with growth manifesting as a deepening at the anterior border of the foramen magnum, development of the lateral angles and widening of the bone at the lateral projections and spheno-occipital synchondrosis. However, no significant changes in the distribution of bone mineral density were observed. An appreciation of morphological changes and bone quality at specific growth sites in the pars basilaris is essential when analyzing remains of unknown provenance for the purposes of identification in disaster victim settings.
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  • 文章类型: Journal Article
    附肢骨骼的形态演变可能反映了特定于不同环境的选择压力,系统发育遗传,或异形。骨骼形状的共变增强了对生态专业化的形态整合。与以前使用经典线性形态计量学的多变量研究相比,我们使用几何形态计量学方法来探索长骨的形态多样性,并研究了物种丰富且生态形态多样的啮齿动物群体中生态类别与形态特征之间的关系。我们检查了肱骨,尺骨,股骨,和具有不同运动类型的19种sigmodontine物种的胫腓骨(动态,四足盐,natorial,半sorial和scansorial),以研究运动类型和系统发育对四肢骨骼形状和阑尾骨骼形态整合的影响。这项研究代表了对sigmodontines长骨形态多样性的最详细检查,在生态形态学框架内采用几何形态计量学。我们的结果表明,功能需求和进化史共同影响前肢和后肢骨骼的形状。骨骼形状的主要变化与在所有生态类别中观察到的细长鲁棒性梯度有关。四足盐物种,他们对敏捷性的需求,拥有细长的四肢,虽然自然和半生物物种表现出更短和更健壮的骨骼形状,适合各自的环境。这种梯度也会影响四肢内的骨骼共变,展示元素之间的相互联系。我们发现尺骨-胫腓骨和肱骨-胫腓骨之间的功能共变,可能对推进很重要,肱骨-尺骨和股骨-胫腓骨之间的解剖协变,可能反映整体肢体结构。这项研究表明,sigmodontines中长骨的通用形态在其显着的生态和系统发育多样化中起着关键作用。
    The morphological evolution of the appendicular skeleton may reflect the selective pressures specific to different environments, phylogenetic inheritance, or allometry. Covariation in bone shapes enhances morphological integration in response to ecological specializations. In contrast to previous multivariate studies using classical linear morphometry, we use a geometric morphometric approach to explore the morphological diversity of long bones and examine relationships between ecological categories and morphological characters in a species-rich and ecomorphologically diverse group of rodents. We examined the humerus, ulna, femur, and tibiofibula of 19 sigmodontine species with different locomotor types (ambulatory, quadrupedal-saltatorial, natatorial, semifossorial and scansorial) to investigate the influence of locomotor type and phylogeny on limb bone shape and morphological integration of the appendicular skeleton. This study represents the most detailed examination of the morphological diversity of long bones in sigmodontines, employing geometric morphometrics within an ecomorphological framework. Our results indicate that functional demands and evolutionary history jointly influence the shape of forelimb and hindlimb bones. The main variation in bone shape is associated with a slenderness-robustness gradient observed across all ecological categories. Quadrupedal-saltatorial species, with their need for agility, possess slender and elongated limbs, while natatorial and semifossorial species exhibit shorter and more robust bone shapes, suited for their respective environments. This gradient also influences bone covariation within limbs, demonstrating interconnectedness between elements. We found functional covariation between the ulna-tibiofibula and humerus-tibiofibula, likely important for propulsion, and anatomical covariation between the humerus-ulna and femur-tibiofibula, potentially reflecting overall limb structure. This study demonstrates that the versatile morphology of long bones in sigmodontines plays a critical role in their remarkable ecological and phylogenetic diversification.
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  • 文章类型: Journal Article
    这项研究的重点是Merodon属中的avidus-nigritarsis谱系,探索形态学,遗传,以及该谱系中两个相关组件的分布方面:克拉维普斯和普鲁尼物种组。遵循综合分类学方法,以确保全面的物种识别和验证,使用成人形态学,机翼几何形态计量学,和mtDNACOI基因的遗传分析。在Clavipes小组中,确定了七个物种,包括三个新物种:M.aenigmaticusVujić,Radenković&Likov,sp.11月。,M.latensVujić,Radenković&Likov,sp.11月。,和M.rufofemeorisVujić,Radenković&Likov,sp.11月。在普鲁尼集团,我们的修订揭示了一个新物种,M.aequalisVujić,Radenković&Likov,sp.11月。,以及对MerodonobcurusGilCollado的重新验证,1929年,统计。rev.MerodonpallidusMacquart,1842年被重新描述。诊断,物种识别键,并提供分布图,和SyrphusclavipesFabricius的新类型,1781年和Merodonquadrinotatus(麻袋,1931)被指定。此外,提出了以下新的同义词:M.clavipesalbussyn.11月。,M.clavipesatersyn.11月。,M.clavipesnigersyn.11月。,还有M.splendenssyn.11月。是M.clavipes和M.veloxarmeniacussyn的初级同义词。11月。和M.veloxanathemasyn。11月。是M.veloxx的初级同义词。
    This study focuses on the avidus-nigritarsis lineage within the genus Merodon, exploring morphological, genetic, and distributional aspects of two related assemblies within this lineage: the clavipes and pruni species groups. An integrative taxonomic approach was followed to ensure comprehensive species identification and validation, using adult morphology, wing geometric morphometrics, and genetic analysis of the mtDNA COI gene. In the clavipes group, seven species were identified, including three new species: M.aenigmaticus Vujić, Radenković & Likov, sp. nov., M.latens Vujić, Radenković & Likov, sp. nov., and M.rufofemoris Vujić, Radenković & Likov, sp. nov. In the pruni group, our revision revealed a new species, M.aequalis Vujić, Radenković & Likov, sp. nov., and the revalidation of Merodonobscurus Gil Collado, 1929, stat. rev. Merodonpallidus Macquart, 1842 is redescribed. Diagnoses, identification keys to species, and distribution maps are provided, and neotypes for Syrphusclavipes Fabricius, 1781 and Merodonquadrinotatus (Sack, 1931) are designated. Additionally, the following new synonyms are proposed: M.clavipesalbus syn. nov., M.clavipesater syn. nov., M.clavipesniger syn. nov., and M.splendens syn. nov. are junior synonyms of M.clavipes; and M.veloxarmeniacus syn. nov. and M.veloxanathema syn. nov. are junior synonyms of M.velox.
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  • 文章类型: Journal Article
    在哺乳动物陆地运动期间,脊柱促进的身体灵活性预计与观察到的运动模式相关,称为步态(例如,蔓延,小跑,跳,绑定,疾驰)。在中小型哺乳动物中(平均体重达5公斤),机车模式和椎体形态之间的关系在很大程度上还没有被探索。在这里,我们研究了46种中小型哺乳动物的脊柱。穿过颈椎的九个椎骨,胸廓,选择腰椎区域代表整个脊柱。使用系统发育比较方法,使用三维几何形态计量学分析了椎骨形状。我们还应用了多块法,可以将所有椎骨视为单个结构进行分析。我们计算了形态差异,系统发育信号,并评估了异速和步态对椎体形状的影响。我们还研究了列中的集成模式。我们发现颈椎表现出最高程度的形态差异,第一个胸椎显示出最高的系统发育信号。发现步态类型对椎骨形状有显著影响,腰椎具有最强的相关性;但是考虑到系统发育后,这种影响并不明显。另一方面,无论系统发育的贡献如何,异速测速对所有椎骨都有显着影响。这些地区表现出不同程度的整合,与颈椎的相关性最强。有了这些结果,我们揭示了无法从单独研究单个椎骨中捕获的新信息:尽管腰椎与步态最相关,颈椎在形态上更加多样化,并且在考虑整个圆柱形状时驱动物种之间的多样性。
    During mammalian terrestrial locomotion, body flexibility facilitated by the vertebral column is expected to be correlated with observed modes of locomotion, known as gait (e.g., sprawl, trot, hop, bound, gallop). In small- to medium-sized mammals (average weight up to 5 kg), the relationship between locomotive mode and vertebral morphology is largely unexplored. Here we studied the vertebral column from 46 small- to medium-sized mammals. Nine vertebrae across cervical, thoracic, and lumbar regions were chosen to represent the whole vertebral column. Vertebra shape was analysed using three-dimensional geometric morphometrics with the phylogenetic comparative method. We also applied the multi-block method, which can consider all vertebrae as a single structure for analysis. We calculated morphological disparity, phylogenetic signal, and evaluated the effects of allometry and gait on vertebral shape. We also investigated the pattern of integration in the column. We found the cervical vertebrae show the highest degree of morphological disparity, and the first thoracic vertebra shows the highest phylogenetic signal. A significant effect of gait type on vertebrae shape was found, with the lumbar vertebrae having the strongest correlation; but this effect was not significant after taking phylogeny into account. On the other hand, allometry has a significant effect on all vertebrae regardless of the contribution from phylogeny. The regions showed differing degrees of integration, with cervical vertebrae most strongly correlated. With these results, we have revealed novel information that cannot be captured from study of a single vertebra alone: although the lumbar vertebrae are the most correlated with gait, the cervical vertebrae are more morphologically diverse and drive the diversity among species when considering whole column shape.
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