Molecular Imaging Center, National Taiwan University, Taipei, Taiwan; Institute of Medical Device and Imaging, National Taiwan University College of Medicine, Taipei, Taiwan.
Institute of Medical Device and Imaging, National Taiwan University College of Medicine, Taipei, Taiwan.
Neuroimage. 2020 May 15;212:116576. doi: 10.1016/j.neuroimage.2020.116576. Epub 2020 Feb 24.
Fluid intelligence (Gf) is the innate ability of an individual to respond to complex and unexpected situations. Although some studies have considered that the multiple-demand (MD) system of the brain was the biological foundation for Gf, further characterization of their relationships in the context of aging is limited. The present study hypothesized that the structural metrics of the MD system, including cortical thickness, cortical volumes, and white matter (WM) tract integrity, was the brain correlates for Gf across the adult life span. Partial correlation analysis was performed to investigate whether the MD system could still explain Gf independent of the age effect. Moreover, the partial correlations between Gf and left/right structural metrics within the MD regions were compared to test whether the correlations displayed distinct lateralization.
The participants were recruited from the Cambridge Centre for Ageing and Neuroscience (Cam-CAN) databank, comprising the images of 603 healthy participants aged 18-88 years acquired on a 3-T system. The MRI data included high-resolution T1-weighted and diffusion-weighted images, from which gray matter and WM structural metrics of the MD system were analyzed, respectively. The structural metrics of gray matter were quantified in terms of cortical volume/thickness of five pairs of cortical regions, and those of WM were quantified in terms of the mean axial diffusivity (D), radial diffusivity (D), mean diffusivity (D), and generalized fractional anisotropy (GFA) on five pairs of tracts. Partial correlation controlling for age and sex effects, was performed to investigate the associations of Gf scores with the mean D, D, D and GFA of all tracts in the MD system, those of left and right hemispheric tracts, and those of each tract. Fisher's exact test was used to compare the partial correlations between left and right MD regions.
The linear relationship between cortical volumes and Gf was evident across all levels of the MD system even after controlling for age and sex. For the WM integrity, diffusion indices including D, D, D and GFA displayed linear relationships with Gf scores at various levels of the MD system. Among the 10 WM tracts connecting the MD regions, bilateral superior longitudinal fasciculus I and bilateral frontal aslant tracts exhibited the strongest and significant associations. Our results did not show significant inter-hemispheric differences in the associations between structural metrics of the MD system and Gf.
Our results demonstrate significant associations between Gf and both cortical volumes and tract integrity of the MD system across the adult lifespan in a population-based cohort. We found that the association remained significant in the entire adult lifespan despite simultaneous decline of Gf and the MD system. Our results suggest that the MD system might be a structural underpinning of Gf and support the fronto-parietal model of cognitive aging. However, we did not find hemispheric differences in the Gf-MD correlations, not supporting the hemi-aging hypothesis.
流体智力(Gf)是个体应对复杂和意外情况的固有能力。尽管一些研究认为大脑的多需求(MD)系统是 Gf 的生物学基础,但在衰老背景下进一步描述它们之间的关系受到限制。本研究假设 MD 系统的结构指标,包括皮质厚度、皮质体积和白质(WM)束完整性,是整个成年期 Gf 的大脑相关性。进行偏相关分析以研究 MD 系统是否可以在不考虑年龄影响的情况下仍然可以解释 Gf。此外,还比较了 Gf 与 MD 区域内左右结构指标之间的偏相关,以测试相关性是否表现出明显的偏侧化。
参与者从剑桥衰老与神经科学中心(Cam-CAN)数据库中招募,该数据库包含了在 3-T 系统上获得的 603 名年龄在 18-88 岁之间的健康参与者的图像。MRI 数据包括高分辨率 T1 加权和扩散加权图像,从中分别分析 MD 系统的灰质和 WM 结构指标。灰质结构指标以 5 对皮质区域的皮质体积/厚度来量化,WM 结构指标以 5 对束的平均轴向扩散系数(D)、径向扩散系数(D)、平均扩散系数(D)和广义各向异性分数(GFA)来量化。进行偏相关控制年龄和性别效应,以研究 Gf 评分与 MD 系统中所有束的平均 D、D、D 和 GFA、左右半球束以及每个束的关系。Fisher 精确检验用于比较 MD 区域左右偏相关之间的差异。
即使在控制年龄和性别后,皮质体积与 Gf 之间的线性关系在 MD 系统的所有水平上都是明显的。对于 WM 完整性,包括 D、D、D 和 GFA 的扩散指数与 MD 系统各个水平的 Gf 评分呈线性关系。在连接 MD 区域的 10 条 WM 束中,双侧额上纵束 I 和双侧额斜束表现出最强和显著的关联。我们的结果没有显示 MD 系统结构指标与 Gf 之间的关联存在明显的半球间差异。
我们的结果表明,在基于人群的队列中,Gf 与 MD 系统的皮质体积和束完整性之间存在显著关联,跨越整个成年期。我们发现,尽管 Gf 和 MD 系统同时下降,但这种关联在整个成年期仍然显著。我们的结果表明,MD 系统可能是 Gf 的结构基础,并支持认知衰老的额顶模型。然而,我们没有发现 Gf-MD 相关性的半球间差异,这并不支持半球衰老假说。