Developmental Neurosciences and Biomedical Research Centre, UCL Great Ormond Street Institute of Child Health, London, United Kingdom.
Department of Paediatrics, North Middlesex University Hospital NHS Trust, London, United Kingdom.
Blood Adv. 2023 Jun 13;7(11):2297-2308. doi: 10.1182/bloodadvances.2021006751.
In sickle cell disease, the relative importance of reduced hemoglobin (Hb) and peripheral oxygen saturation on brain structure remains uncertain. We applied graph-theoretical analysis to diffusion magnetic resonance imaging data to investigate the effect of structural brain connectivity on cognitive function, alongside the presence or absence, number, and volume of silent cerebral infarction. In patients, we investigated the relationships between network properties, blood oxygenation, and cognition (working memory and processing speed indices). Based on streamline counts and fractional anisotropy, we identified a subnetwork with weakened connectivity in 92 patients with sickle cell disease (91 homozygous for HbS [HbSS], 1 heterozygote with HbSβ0 thalassemia; 49 males; aged 8.0 to 38.8 y), compared with 54 control subjects (22 males; aged 6.7 to 30.6 y). Multiple regression analyses showed a significant effect of Hb on full-network edge density (P < .05) and of peripheral oxygen saturation on streamline-weighted subnetwork efficiency (P < .01). There were effects of fractional anisotropy-weighted full-network and subnetwork efficiency on working memory index (both P < .05), and of streamline-weighted subnetwork efficiency on processing speed index (P = .05). However, there were no effects of presence, number or volume of silent cerebral infarcts. Streamline-weighted efficiency was progressively lower with lower oxygen saturation, with a downstream effect on the processing speed index. In path analysis, indirect relationships between blood oxygenation and cognition, mediated by network properties, were better supported than direct alternatives, with an indirect relationship between low oxygen saturation and processing speed index in patients, mediated by structural connectivity efficiency in a subnetwork of the brain differing from control subjects. Our findings are consistent with the notion that cognitive impairment is primarily mediated by hypoxic-ischemic effects on normal-appearing white matter and highlight the utility of network-based methods in providing biomarkers of cognitive dysfunction in patients with sickle cell disease.
在镰状细胞病中,血红蛋白(Hb)减少和外周血氧饱和度对脑结构的相对重要性仍不确定。我们应用图论分析方法对弥散磁共振成像数据进行分析,以研究结构脑连接对认知功能的影响,同时还研究了无症状性脑梗死的存在、数量和体积。在患者中,我们研究了网络特性、血氧与认知(工作记忆和处理速度指标)之间的关系。基于束流计数和各向异性分数,我们在 92 名镰状细胞病患者(91 名纯合子 HbS [HbSS],1 名 HbSβ0 地中海贫血杂合子;49 名男性;年龄 8.0 至 38.8 岁)中识别出一个连接较弱的子网,与 54 名对照受试者(22 名男性;年龄 6.7 至 30.6 岁)相比。多元回归分析显示,Hb 对全网络边缘密度有显著影响(P<.05),外周血氧饱和度对束流加权子网效率有显著影响(P<.01)。各向异性分数加权全网络和子网效率对工作记忆指数有影响(均 P<.05),束流加权子网效率对处理速度指数有影响(P=.05)。然而,无症状性脑梗死的存在、数量或体积均无影响。随着血氧饱和度的降低,束流加权效率逐渐降低,对处理速度指数产生下游影响。在路径分析中,血氧与认知之间的间接关系,通过网络特性来介导,比直接替代物更受支持,在患者中血氧饱和度低与处理速度指数之间存在间接关系,该关系由大脑中不同于对照受试者的子网结构连接效率介导。我们的研究结果与认知障碍主要由正常外观的白质缺氧缺血作用介导的观点一致,并强调了基于网络的方法在提供镰状细胞病患者认知功能障碍生物标志物方面的效用。