The relevance of Spearman's g for epilepsy.
Aaron F StruckCamille Garcia-RamosVeena A NairVivek PrabhakaranKevin DabbsLisa L ConantJeffrey R BinderDavid W LoringMary MeyerandBruce P HermannPublished in: Brain communications (2024)
Whilst the concept of a general mental factor known as ' g ' has been of longstanding interest, for unknown reasons, it has never been interrogated in epilepsy despite the 100+ year empirical history of the neuropsychology of epilepsy. This investigation seeks to identify g within a comprehensive neuropsychological data set and compare participants with temporal lobe epilepsy to controls, characterize the discriminatory power of g compared with domain-specific cognitive metrics, explore the association of g with clinical epilepsy and sociodemographic variables and identify the structural and network properties associated with g in epilepsy. Participants included 110 temporal lobe epilepsy patients and 79 healthy controls between the ages of 19 and 60. Participants underwent neuropsychological assessment, clinical interview and structural and functional imaging. Cognitive data were subjected to factor analysis to identify g and compare the group of patients with control participants. The relative power of g compared with domain-specific tests was interrogated, clinical and sociodemographic variables were examined for their relationship with g , and structural and functional images were assessed using traditional regional volumetrics, cortical surface features and network analytics. Findings indicate (i) significantly ( P < 0.005) lower g in patients compared with controls; (ii) g is at least as powerful as individual cognitive domain-specific metrics and other analytic approaches to discriminating patients from control participants; (iii) lower g was associated with earlier age of onset and medication use, greater number of antiseizure medications and longer epilepsy duration ( P s < 0.04); and lower parental and personal education and greater neighbourhood deprivation ( P s < 0.012); and (iv) amongst patients, lower g was linked to decreased total intracranial volume ( P = 0.019), age and intracranial volume adjusted total tissue volume ( P = 0.019) and age and intracranial volume adjusted total corpus callosum volume ( P = 0.012)-particularly posterior, mid-posterior and anterior ( P s < 0.022) regions. Cortical vertex analyses showed lower g to be associated specifically with decreased gyrification in bilateral medial orbitofrontal regions. Network analysis of resting-state data with focus on the participation coefficient showed g to be associated with the superior parietal network. Spearman's g is reduced in patients, has considerable discriminatory power compared with domain-specific metrics and is linked to a multiplex of factors related to brain (size, connectivity and frontoparietal networks), environment (familial and personal education and neighbourhood disadvantage) and disease (epilepsy onset, treatment and duration). Greater attention to contemporary models of human cognition is warranted in order to advance the neuropsychology of epilepsy.
Keyphrases
- end stage renal disease
- ejection fraction
- newly diagnosed
- chronic kidney disease
- peritoneal dialysis
- prognostic factors
- healthcare
- temporal lobe epilepsy
- resting state
- endothelial cells
- machine learning
- early onset
- high resolution
- physical activity
- electronic health record
- functional connectivity
- big data
- magnetic resonance
- working memory
- blood brain barrier
- mild cognitive impairment
- mass spectrometry
- quality improvement
- network analysis