BackgroundHigh cognitive ability is an almost universally positive prognostic indicator in the context of neurodevelopmental, neuropsychiatric, and neurodegenerative conditions. However, “twice-exceptional” individuals, those who demonstrate high cognitive ability (gifted) and also exhibit profound cognitive, behavioral, and mental health challenges, are a striking exception to this rule.MethodsWe digitized the clinical records of N=1,074 clients from a US-based specialty clinic serving gifted students. This included a broad array of diagnostic, cognitive, achievement, and behavioral data, including self, teacher, and parent reported items. We conducted both hypothesis-driven and unsupervised learning analyses to 1) identify characteristics whose association with full-scale IQ (FSIQ) was dependent on autism diagnosis and 2) identify cognitive archetypes associated with autism diagnosis and related behaviors. We tested the generalization of our findings using data from the ABCD study (N=10,602).ResultsSelf-reported sense of inadequacy was most strongly associated with increasing FSIQ specifically among autistic clients (beta=0.3, 95% CI:[0.15,0.45], p=7.1×10−5). Similarly, self, parent, and teacher reports of anxiety increased with FSIQ (all p<0.05) in autistic individuals, in striking opposition to the ameliorating effect of FSIQ seen in non-autistic individuals. We uncovered a pattern of decreased processing speed (PS) coupled with very high verbal comprehension (VC), a PS/VC discrepancy, that was associated with autism, attention, and internalizing problems. These cognitive-behavioral links were also observed in the ABCD study. Finally, we found a significant association between the PS/VC discrepancy and polygenic risk for autism in the ABCD sample (t=2.9, p=0.004).ConclusionsOur results suggest that highly elevated IQ with a significant PS/VC discrepancy is a clinically and genetically meaningful biotype linked to autism.