Thanaj Marjola, Basty Nicolas, Whitcher Brandon, Sorokin Elena P, Liu Yi, Srinivasan Ramprakash, Cule Madeleine, Thomas E Louise, Bell Jimmy D
Research Centre for Optimal Health, School of Life Sciences, University of Westminster, London, United Kingdom.
Calico Life Sciences LLC, South San Francisco, CA, United States.
Front Physiol. 2024 Feb 2;15:1288657. doi: 10.3389/fphys.2024.1288657. eCollection 2024.
Magnetic resonance imaging (MRI) enables direct measurements of muscle volume and quality, allowing for an in-depth understanding of their associations with anthropometric traits, and health conditions. However, it is unclear which muscle volume measurements: total muscle volume, regional measurements, measurements of muscle quality: intermuscular adipose tissue (IMAT) or proton density fat fraction (PDFF), are most informative and associate with relevant health conditions such as dynapenia and frailty. We have measured image-derived phenotypes (IDPs) including total and regional muscle volumes and measures of muscle quality, derived from the neck-to-knee Dixon images in 44,520 UK Biobank participants. We further segmented paraspinal muscle from 2D quantitative MRI to quantify muscle PDFF and iron concentration. We defined dynapenia based on grip strength below sex-specific cut-off points and frailty based on five criteria (weight loss, exhaustion, grip strength, low physical activity and slow walking pace). We used logistic regression to investigate the association between muscle volume and quality measurements and dynapenia and frailty. Muscle volumes were significantly higher in male compared with female participants, even after correcting for height while, IMAT (corrected for muscle volume) and paraspinal muscle PDFF were significantly higher in female compared with male participants. From the overall cohort, 7.6% (N = 3,261) were identified with dynapenia, and 1.1% (N = 455) with frailty. Dynapenia and frailty were positively associated with age and negatively associated with physical activity levels. Additionally, reduced muscle volume and quality measurements were associated with both dynapenia and frailty. In dynapenia, muscle volume IDPs were most informative, particularly total muscle exhibiting odds ratios (OR) of 0.392, while for frailty, muscle quality was found to be most informative, in particular thigh IMAT volume indexed to height squared (OR = 1.396), both with -values below the Bonferroni-corrected threshold (). Our fully automated method enables the quantification of muscle volumes and quality suitable for large population-based studies. For dynapenia, muscle volumes particularly those including greater body coverage such as total muscle are the most informative, whilst, for frailty, markers of muscle quality were the most informative IDPs. These results suggest that different measurements may have varying diagnostic values for different health conditions.
磁共振成像(MRI)能够直接测量肌肉体积和质量,从而深入了解它们与人体测量特征及健康状况之间的关联。然而,尚不清楚哪种肌肉体积测量指标:总肌肉体积、局部测量、肌肉质量测量指标:肌间脂肪组织(IMAT)或质子密度脂肪分数(PDFF),最具信息量且与诸如肌肉减少症和衰弱等相关健康状况相关。我们测量了44520名英国生物银行参与者颈部至膝盖的迪克森图像得出的图像衍生表型(IDP),包括总肌肉体积和局部肌肉体积以及肌肉质量测量指标。我们还从二维定量MRI中分割出椎旁肌,以量化肌肉的PDFF和铁浓度。我们根据低于特定性别的临界点的握力定义肌肉减少症,并根据五个标准(体重减轻、疲惫、握力、低体力活动和慢步行速)定义衰弱。我们使用逻辑回归来研究肌肉体积和质量测量指标与肌肉减少症和衰弱之间的关联。男性参与者的肌肉体积显著高于女性参与者,即使在校正身高之后;而女性参与者的IMAT(校正肌肉体积后)和椎旁肌PDFF显著高于男性参与者。在整个队列中,7.6%(N = 3261)被确定患有肌肉减少症,1.1%(N = 455)患有衰弱症。肌肉减少症和衰弱与年龄呈正相关,与体力活动水平呈负相关。此外,肌肉体积和质量测量指标的降低与肌肉减少症和衰弱均相关。在肌肉减少症中,肌肉体积IDP最具信息量,特别是总肌肉的优势比(OR)为0.392;而对于衰弱,发现肌肉质量最具信息量,特别是大腿IMAT体积除以身高平方(OR = 1.396),两者的P值均低于邦费罗尼校正阈值()。我们的全自动方法能够量化适合大规模人群研究的肌肉体积和质量。对于肌肉减少症,肌肉体积尤其是那些覆盖身体范围更大的,如总肌肉,最具信息量;而对于衰弱,肌肉质量标志物是最具信息量的IDP。这些结果表明,不同的测量指标对于不同的健康状况可能具有不同的诊断价值。