Back

Neonatal EEG network activity associates with 2-year neurodevelopment after perinatal asphyxia

Syvalahti, T.; Tokariev, M.; Nevalainen, P.; Tuiskula, A.; Metsaranta, M.; Haataja, L.; Vanhatalo, S.; Tokariev, A.

2026-05-27 pediatrics
10.64898/2026.05.26.26354098 medRxiv
Show abstract

Abstract Background Prediction of long-term neurodevelopmental outcomes remains challenging after perinatal asphyxia. Here, we studied whether computational metrics of brain function derived from neonatal EEG are associated with long-term neurodevelopment in infants with perinatal asphyxia. Methods Total of 36 term-born infants with perinatal asphyxia with or without hypoxic-ischemic encephalopathy were studied with neonatal multichannel electroencephalography (EEG). We computed local EEG amplitudes and phase-amplitude coupling (PAC), as well as large-scale functional cortical networks estimated using amplitude-amplitude correlations (AAC) and phase-phase correlations (PPC). These EEG-derived markers were tested for associations with neurodevelopmental outcomes at two years, assessed using the Griffiths Scales of Child Development, 3rd edition (GMDS-III). Results EEG amplitudes showed positive associations with GMDS-III Foundations of Learning and General Development scores across most electrodes during quiet sleep, with the strongest effects observed at frontal and central regions (r = 0.44-0.66). PAC showed negative associations with the same scores mainly over parietal and temporal regions (r = -0.45 to -0.55). Cortical AAC networks demonstrated the most robust and widespread negative associations in all frequency bands during quiet sleep (r = -0.47 to -0.54), with 70-72% of connections significant in high delta frequency. In turn, PPC networks showed frequency-selective and more spatially constrained negative associations during quiet sleep (r = -0.48 to -0.53), involving 5-12% of the network. Conclusions Both local and network-based metrics in the newborn brain show significant association with neurodevelopmental outcome at 2 years after perinatal asphyxia.

Matching journals

The top 5 journals account for 50% of the predicted probability mass.

1
SLEEP
28 papers in training set
Top 0.1%
18.7%
2
Scientific Reports
3102 papers in training set
Top 6%
10.2%
3
Annals of Neurology
57 papers in training set
Top 0.1%
10.2%
4
Sleep Medicine
18 papers in training set
Top 0.1%
7.2%
5
Neurology
44 papers in training set
Top 0.3%
4.0%
50% of probability mass above
6
Translational Psychiatry
219 papers in training set
Top 2%
3.6%
7
PLOS ONE
4510 papers in training set
Top 38%
3.6%
8
NeuroImage: Clinical
132 papers in training set
Top 1%
3.1%
9
IEEE Journal of Biomedical and Health Informatics
34 papers in training set
Top 0.8%
2.1%
10
Developmental Cognitive Neuroscience
81 papers in training set
Top 0.3%
2.1%
11
Epilepsy & Behavior
12 papers in training set
Top 0.2%
2.1%
12
Clinical Neurophysiology
50 papers in training set
Top 0.3%
2.1%
13
Imaging Neuroscience
242 papers in training set
Top 2%
1.8%
14
NeuroImage
813 papers in training set
Top 4%
1.7%
15
Brain Stimulation
112 papers in training set
Top 0.9%
1.7%
16
Frontiers in Neuroscience
223 papers in training set
Top 4%
1.7%
17
The Journal of Pediatrics
15 papers in training set
Top 0.4%
1.3%
18
Journal of Proteome Research
215 papers in training set
Top 2%
1.2%
19
Proceedings of the National Academy of Sciences
2130 papers in training set
Top 39%
1.1%
20
Sleep
26 papers in training set
Top 0.4%
0.9%
21
Physiological Measurement
12 papers in training set
Top 0.4%
0.8%
22
eBioMedicine
130 papers in training set
Top 4%
0.8%
23
Annals of Clinical and Translational Neurology
29 papers in training set
Top 1%
0.8%
24
Pediatric Research
18 papers in training set
Top 0.4%
0.8%
25
Communications Biology
886 papers in training set
Top 23%
0.8%
26
Psychiatry Research
35 papers in training set
Top 2%
0.7%
27
The Journal of Neuroscience
928 papers in training set
Top 9%
0.7%
28
BMC Medicine
163 papers in training set
Top 7%
0.7%
29
eLife
5422 papers in training set
Top 61%
0.6%
30
Network Neuroscience
116 papers in training set
Top 1%
0.6%