{"doi":"10.1101/2023.06.12.544595","title":"Typical and disrupted small-world architecture and regional communication in full-term and preterm infants","abstract":"Abstract One fundamental property of conscious experiences is that they are both differentiated and integrated. Adult functional brain networks exhibit an elegant “small-world” architecture. This optimal architecture enables efficient and cost-effective localized information processing and information integration between long-distance regions across the brain. It remains unclear whether the functional small-world architecture is developed in neonates at birth and how this development may be altered by premature birth. To address this gap, we investigated the development of small-world architecture in neonates. To understand the effect of early neonate age on small-world architecture, we also assessed neonates born prematurely or before term-equivalent age (TEA). We used the Developing Human Connectome Project (dHCP), a large neonatal functional magnetic resonance imaging (MRI) dataset with high temporal and spatial resolution. Resting-state functional MRI data for full- term neonates (N = 278, age 41.2 weeks ± 12.2 days) and preterm neonates scanned at TEA (N = 72, 40.9 weeks ± 14.6 days), or before TEA (N = 70, 34.7 weeks ± 12.7 days), were obtained from the dHCP, and for a reference adult group (N = 176, 22–36 years), from the Human Connectome Project. Whole-brain functional network properties were evaluated with comprehensive spatial resolution using graph theoretical analyses. Although different from the adults’, small-world architecture was developed in full-term born neonates at birth. Premature neonates before TEA showed dramatic underdevelopment of small-world architecture and regional communication in 9/11 brain networks, with disruption in 32% of nodes primarily distributed within the somatomotor, dorsal attention, cingulo-opercular, and frontoparietal control network. By TEA, premature neonates showed large-scale recuperation of regional communication, with 1.4% of nodes, distributed in the frontoparietal, salience, and visual networks remaining significantly underdeveloped. Our results suggest that, at full- term birth or by term-equivalent age, infants possess well-developed small-world architecture, which facilitates differentiated and integrated neural processes that give rise to conscious experiences. Conversely, they suggest that this brain infrastructure is significantly underdeveloped before infants reach term-equivalent age. These findings improve understanding of the ontogeny of functional small-world architecture and efficiency of neural communication across distinct brain networks in infants at birth.","journal":"bioRxiv (Cold Spring Harbor Laboratory)","year":2023,"id":393373,"datarank":0.24141568686511508,"base_score":1.6094379124341003,"endowment":1.6094379124341003,"self_citation_contribution":0.24141568686511508,"citation_network_contribution":0.0,"self_endowment_contribution":0.24141568686511508,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":4,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9405,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2023-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":1167444,"name":"Peter Coppola","orcid":"0000-0002-8658-7409","position":1,"is_corresponding":false},{"id":551764,"name":"Emmanuel A. Stamatakis","orcid":"0000-0001-6955-9601","position":2,"is_corresponding":false},{"id":551762,"name":"Lorina Naçi","orcid":"0000-0001-9630-3978","position":3,"is_corresponding":false},{"id":447263,"name":"Huiqing Hu","orcid":"0000-0001-5652-9606","position":0,"is_corresponding":true}],"reference_count":78,"raw_metadata":{"citation_network_status":"fetched"},"created_at":"2026-07-19T01:19:05.913428Z","pmid":null,"pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}