@nasiametoki.bsky.social
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nasiametoki.bsky.social
Is resting-state functional connectivity (rsFC), cortical thickness (CT), or cortical volume more effective at capturing sex and gender differences in the brains of preadolescents?

Check out our new article (doi.org/10.1016/j.dc...) now out in Developmental Cognitive Neuroscience.
nasiametoki.bsky.social
Overall, there were significantly more aligned males than females in the sample (1,172 vs. 873), and unaligned females showed lower Youth Self-Report Gender Questionnaire scores than unaligned males — both patterns also observed in the full ABCD dataset (Potter et al., 2022, Developmental Cog Neuro)
nasiametoki.bsky.social
Here is the frequency distribution of the (A) Youth Self-Report and (B) Parent-Report Gender Questionnaires from the Supplementary Materials.
nasiametoki.bsky.social
This categorization was used for the SVM sex classification analyses. In contrast, the SVR analyses, which aimed to predict continuous sex/gender alignment scores, did not involve any categorization.
nasiametoki.bsky.social
Just to clarify — I prefer “unaligned” since it simply describes a lack of alignment, without implying that something went wrong.

In my study, 46% of girls scored below the highest possible score on the Youth Self-Report Gender Questionnaire, placing them in the unaligned category.
nasiametoki.bsky.social
I am grateful to everyone who contributed to this effort, for their hard work and the thoughtful discussions we shared throughout the process.
@roselynechauvin.bsky.social @gordonneuro.bsky.social @benjaminkay.bsky.social Babatunde Adeyemo Aristeidis Sotiras @ndosenbach.bsky.social
nasiametoki.bsky.social
We show that rsFC captures the relationship between sex and gender more effectively that cortical thickness or cortical volume and challenge binary models of brain-sex differences, advocating for more inclusive and nuanced approaches to studying the relationship between gender and neurobiology.
nasiametoki.bsky.social
Lastly, rsFC, cortical thickness, and cortical volume did not predict sex/gender alignment. While rsFC effectively captured the sex/gender relationship, the inability to predict sex/gender alignment suggests that gender is a complex construct harder to discern in brain function or structure.
nasiametoki.bsky.social
One explanation is that males may face lower social tolerance for gender nonconformity, leading boys to feel pressured to answer gender-related questions less truthfully, resulting in high sex/gender alignment scores despite rsFC patterns less similar to the typical male profile.
nasiametoki.bsky.social
In males, however, there was an unexpected negative correlation: Those with higher rsFC sex SVM scores showed lower sex/gender alignment.
nasiametoki.bsky.social
In females, the extent to which their brain rsFC matched a female or male sex profile was positively associated with the degree of sex/gender alignment, with higher rsFC sex SVM scores corresponding to greater sex/gender alignment.
nasiametoki.bsky.social
The rsFC sex classifier, trained solely on youth with sex/gender alignment, was significantly better at classifying individuals with sex/gender alignment than unalignment. This suggests that gender may have a greater influence on functional connectivity patterns than neuroanatomy.
nasiametoki.bsky.social
Key brain networks involved in predicting sex include association networks (default mode, dorsal attention, and parietal memory) and visual networks (visual and medial visual).
nasiametoki.bsky.social
We found that rsFC significantly outperforms cortical thickness and cortical volume in predicting sex. This suggests that even in a young cohort, resting neural activity patterns capture subtle, sex-specific functional dynamics that structural measures like cortical thickness/volume may not reveal.
nasiametoki.bsky.social
We leveraged data from ~3,200 youth in the Adolescent Brain Cognitive Development Study (ABCD) in the USA and Support Vector Machine learning to predict both sex (assigned at birth) and sex/gender alignment (the congruence between sex and gender) from rsFC, cortical thickness, and cortical volume.
nasiametoki.bsky.social
In this study we moved beyond previous work by evaluating whether rsFC, cortical thickness or cortical volume is more effective in predicting sex and gender, while also exploring the extent of their interrelationship within the brain of preadolescents.
nasiametoki.bsky.social
Although many neurological and psychiatric conditions vary by sex in prevalence, onset, and symptomatology, possibly due to differences in brain structure or function, evidence on brain differences related to sex and gender remains inconclusive.
nasiametoki.bsky.social
Is resting-state functional connectivity (rsFC), cortical thickness (CT), or cortical volume more effective at capturing sex and gender differences in the brains of preadolescents?

Check out our new article (doi.org/10.1016/j.dc...) now out in Developmental Cognitive Neuroscience.
Reposted
benjaminkay.bsky.social
Ever wondered if your interesting brain-behavior correlation was over- or under-estimated due to head motion, but were afraid to ask? We’ve created a motion impact score for detecting spurious brain-behavior associations, now available in Nature Communications!
doi.org/10.1038/s414...
Reposted
benjaminkay.bsky.social
My med school textbook says stimulants like Ritalin treat hyperactivity by “stimulating” the brain’s attention and cognitive control systems. We studied children taking stimulants in the ABCD Study, and the largest differences were actually in arousal and reward networks! Check out our preprint!
Reposted
thetransmitter.bsky.social
The brainstem’s red nucleus is an evolutionarily old structure that emerged as animals began to use limbs for walking, but its function in humans reaches beyond motor control, a new study suggests.

By @sydneywyatt.bsky.social

#neuroskyence

www.thetransmitter.org/brain-imagin...
‘Old’ brainstem structure evolved beyond basic motor control
The human red nucleus may also help coordinate action, reward and motivated behavior, a new study suggests.
www.thetransmitter.org
Reposted
samkrimmelneuro.bsky.social
Had a great time speaking with Sydney about our most recent paper out now in @natcomms.nature.com @macwoodburn.bsky.social . Paper link here: rdcu.be/ehbOy
Reposted
roselynechauvin.bsky.social
It turns out the brain🧠is silently🤫working when your arm is in a cast. 🩼 🚧
Plastic changes occur, and revert again when the cast is removed … not just in cortex.
Reposted
samkrimmelneuro.bsky.social
It's shocking how little is known about the brainstem red nucleus. In our new paper “The human brainstem’s red nucleus was upgraded to support goal-directed action” out now in @naturecomms.bsky.social we show that current thinking on the red nucleus is in need of a serious upgrade. rdcu.be/ehbOy
nasiametoki.bsky.social
Happening now! Don’t miss out - Come find me at Poster Session E (#E127) at #CNS2025 to discuss how brain functional connectivity, but not neuroanatomy, captures the interrelationship between sex and gender in preadolescents.
@cnsmtg.bsky.social
nasiametoki.bsky.social
At #CNS2025? Come visit my poster (#E127) Mon afternoon (2:30-4:30pm) to learn how brain functional connectivity, but not neuroanatomy, captures the interrelationship between sex and gender in preadolescents
@cnsmtg.bsky.social @ndosenbach.bsky.social

Preprint here: www.biorxiv.org/content/10.1...