The NeuroWES project: lessons learned from comprehensive phenotyping and genetic analysis of neurodevelopmental disorders over a decade.

Publication date: Jul 08, 2026

Exome sequencing (ES) has become a primary tool for diagnosing neurodevelopmental disorders (NDDs), yet the interpretation of genetic variants in large, heterogeneous cohorts presents significant challenges that automated pipelines often fail to resolve. This study showcases the complexities and novel findings derived from a decade-long analysis of 419 Italian NDD patient-parent trios. While ES established a molecular diagnosis in 36. 5% of cases (53. 8% in syndromic presentations), our investigation moves beyond diagnostic yield to highlight the critical value of manual curation integrated with deep phenotyping. We demonstrate how this rigorous approach uncovers complex disease mechanisms, revealing that variants initially misclassified as missense or stop-gain are, in fact, pathogenic splicing defects confirmed by functional analysis. Furthermore, we resolve the paradox of pathogenic truncating PPM1D variants in control databases by demonstrating their somatic mosaic nature, a crucial insight for population data interpretation. Our work also refines gene-disease correlations by challenging the established role of MID2 in NDDs, providing further evidence for DSCAM as a high-confidence risk gene, and expanding the known phenotypic spectrum of disorders, such as a novel GNAI2-related syndrome lacking expected immune dysfunction. This study underscores that navigating the complexities of large NDD cohorts requires a detailed, expert-driven approach to not only enhance diagnostic yield but also to advance our fundamental understanding of rare disease genetics.

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Concepts Keywords
Decade Cohorts
Expert Complexities
Genetics Decade
Italian Diagnostic
Neurodevelopmental Disorders
Established
Genetic
Interpretation
Large
Ndd
Ndds
Neurodevelopmental
Phenotyping
Resolve
Variants

Semantics

Type Source Name
disease MESH neurodevelopmental disorders
disease MESH syndrome
disease MESH rare disease
disease MESH intellectual disability
disease MESH autism spectrum disorder
disease MESH ADHD
disease MESH epilepsy
disease MESH motor disorders
disease MESH dis
drug DRUGBANK Ethionamide
disease MESH ics
drug DRUGBANK Trestolone
disease MESH Autism
drug DRUGBANK N-acetylsulfanilyl chloride
disease MESH intrauterine growth retardation
disease MESH dysostosis
disease MESH birth defects
disease MESH Ham
disease MESH car
drug DRUGBANK Rasagiline
disease MESH Down Syndrome
pathway REACTOME Axon guidance
disease MESH Autosomal dominant
disease MESH macrocephaly
drug DRUGBANK Pentaerythritol tetranitrate
pathway REACTOME mRNA Splicing
drug DRUGBANK Zinc
disease MESH ger
disease MESH hypotonia
disease MESH seizures
disease MESH sleep apnea
disease MESH atrial septal defect
disease MESH ATRX
disease MESH JDVS
disease MESH image
drug DRUGBANK Albendazole
drug DRUGBANK Coenzyme M
disease MESH CHARGE syndrome
drug DRUGBANK Sulodexide
disease MESH Hypertension
disease MESH Brain hemorrhage
disease MESH Head Trauma
disease MESH Rubinstein Taybi syndrome
disease MESH Tumors
drug DRUGBANK Gamolenic acid
drug DRUGBANK Migalastat
drug DRUGBANK Quinidine
disease MESH Leukemia
disease MESH NF1
disease MESH Neurofibromatosis
disease MESH Malignant peripheral nerve sheath tumors
disease MESH Plexiform neurofibromas
drug DRUGBANK Aminohippuric acid
disease MESH Phenylketonuria
pathway REACTOME Phenylketonuria
drug DRUGBANK L-Phenylalanine
drug DRUGBANK Pegvaliase
disease MESH PTEN
disease MESH breast tumors
disease MESH Noonan syndrome
disease MESH speech delay
disease MESH febrile seizures
disease MESH Retinal Dystrophy
disease MESH visual impairment
drug DRUGBANK Carbamazepine
drug DRUGBANK Phenytoin
drug DRUGBANK Creatine
disease MESH creatine transporter deficiency
drug DRUGBANK L-Arginine
drug DRUGBANK Glycine
disease MESH LRS
drug DRUGBANK Indoleacetic acid
drug DRUGBANK Eszopiclone
pathway REACTOME Reproduction
disease MESH included
disease MESH Park
disease MESH Glass
disease MESH strain
disease MESH ARB
disease MESH leukoencephalopathy
drug DRUGBANK Carboxyamidotriazole
disease MESH DDD
disease MESH Cam
disease MESH X linked intellectual disability
drug DRUGBANK Methyprylon
drug DRUGBANK Ferrous sulfate anhydrous
disease MESH CAP
disease MESH Lord
disease MESH cleft palate
disease MESH Dys
drug DRUGBANK Ketamine
disease MESH cysts
disease MESH MLC1
disease MESH FXS
disease MESH genetic diseases
disease MESH TARP syndrome
disease MESH congenital heart defects
disease MESH Schizophrenia
disease MESH mental disorders
drug DRUGBANK Iron
pathway REACTOME Methylation
drug DRUGBANK Guanosine
disease MESH hematologic malignancies
disease MESH Thalassemia

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