Background: Autism is a multifactorial condition in which a single risk factor can unlikely provide comprehensive explanation for the disease origin. Moreover, due to the complexity of risk factors interplay, traditional statistics is often unable to explain the core of the problem due to the strong inherent nonlinearity of relationships. The aim of this study was to assess the frequency of 27 potential risk factors related to pregnancy and peri-postnatal period. Methods: The mothers of 45 autistic children and of 68 typical developing children completed a careful interview. Twentyfour siblings of 19 autistic children formed an internal control group. results: A higher prevalence of potential risk factors was observed in 22 and 15 factors in external control and internal control groups, respectively. For six of them, the difference in prevalence was statistically significant. Specialized artificial neural networks (ANNs) discriminated between autism and control subjects with 80.19% global accuracy when the dataset was preprocessed with TWIST (training with input selection and testing) system selecting 16 out of 27 variables. Logistic regression applied to 27 variables gave unsatisfactory results with global accuracy of 46%. conclusion: Pregnancy factors play an important role in autism development. ANNs are able to build up a predictive model, which could represent the basis for a diagnostic screening tool.a utism is a specific neurodevelopmental condition that typically displays qualitative socio-communicative impairment and restricted, stereotyped interests and activities (1). Although a large proportion of children with autism manifests abnormal development during the first year of life, 15-62% of them show a regression between 18 and 24 mo of age after a period of apparently typical development (2,3).Approximately 70% of individuals with autism present a variable degree of intellectual disability (4) and expressive/ receptive language can be absent or very insufficient (5). Other problems, not exclusive of autism, are attention-deficit and disturbed behaviors as etero-autolesivity. Thirty percent of children manifest epileptic seizures by late childhood or adolescence and 10% of cases are associated with several genetic disorders such as tuberous sclerosis, Angelman syndrome, phenylketonuria, and fragile X syndrome (6).The etiopathogenesis of autism is not yet understood; the prevalence is undoubtedly rising, and it is not clear if this increase is linked to the diagnostic improvement or to a greater susceptibility of the population to the disease. Many twins and family studies point out the importance of inherited predisposition to the disorder even though epidemiologic research suggest the strong contribution of prenatal and early postnatal environmental factors. In fact, genetic factors alone account for no more than 20-30% of all cases, whereas other 70-80% are the result of a complex interaction between environmental risk factors and inherited or de novo genetic susceptibility (7).Many pregnancies and o...