Observational studyPLoS medicine2018
Neurodevelopmental disorders in children aged 2-9 years: Population-based burden estimates across five regions in India.
Observational study in PLoS medicine, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 120 papers, 11 of them syntheses that pooled it.
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Who cites it
120 citing papers in PubMed, 11 syntheses or guidelines pooled it, 324 citations in OpenAlex.
- Artificial intelligence support for diagnosis of neurodevelopmental disorders during childhood: an umbrella review.Frontiers in psychiatry · 2026Pooled it
- Prevalence of attention-deficit hyperactivity disorder (ADHD): systematic review and meta-analysis.European psychiatry : the journal of the Association of European Psychiatrists · 2024Pooled it
- Pharmacological intervention for irritability, aggression, and self-injury in autism spectrum disorder (ASD).The Cochrane database of systematic reviews · 2023Pooled it
- Global prevalence of developmental disabilities in children and adolescents: A systematic umbrella review.Frontiers in public health · 2023Pooled it
- Burden of Attention Deficit Hyperactivity Disorder (ADHD) in Indian Children: A Systematic Review and Meta-Analysis.Indian journal of pediatrics · 2022Pooled it
- Graph Ricci curvatures reveal atypical functional connectivity in autism spectrum disorder.Scientific reports · 2022Pooled it
- Global prevalence of autism: A systematic review update.Autism research : official journal of the International Society for Autism Research · 2022Pooled it
- Oral Manifestations of Rett Syndrome-A Systematic Review.International journal of environmental research and public health · 2021Pooled it
- Pooled it
- Association between pesticide exposure and paraoxonase-1 (PON1) polymorphisms, and neurobehavioural outcomes in children: a systematic review.Systematic reviews · 2020Pooled it
- Prevalence of Cerebral Palsy in Indian Children: A Systematic Review and Meta-Analysis.Indian journal of pediatrics · 2019Pooled it
- Implementing an early childhood development intervention with routine immunization visits in India: a feasibility trial.European journal of pediatrics · 2022Trial
- The neurodevelopmental spectrum: phenotypic architecture, etiology, predictive utility, and specificity across development.Molecular psychiatry · 2026Article
- Update on pharmacogenomic approaches in the treatment of autism spectrum disorders.Psychopharmacology · 2026Review
- Gut microbiota-derived 5-HTP penetrates the host blood-brain barrier and ameliorates autism symptoms.Acta pharmaceutica Sinica. B · 2026Article
- Gender-Based Differences in Autism Spectrum Disorder: Evidence From an Indian Clinical Cohort.Journal of autism and developmental disorders · 2026Article
- Autism spectrum disorder identification using machine learning models on MRI data.Scientific reports · 2026Article
- Behavioral Adverse Effects During Initial Six Weeks of Levetiracetam Therapy in Children with Epilepsy: A Prospective Cohort Study.Indian pediatrics · 2026Article
- Understanding barriers to rehabilitation: child and family determinants of service utilisation in the Enabling Inclusion programme in rural South India.BMJ paediatrics open · 2026Article
- Plasma metabolomic signatures in children with autism spectrum disorder and their modulation following a gluten-free modified ketogenic diet.BMC psychiatry · 2026Article
60 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
68 authors at 20 institutions in 3 countries.
Funding
Abstract
backgroundNeurodevelopmental disorders (NDDs) compromise the development and attainment of full social and economic potential at individual, family, community, and country levels. Paucity of data on NDDs slows down policy and programmatic action in most developing countries despite perceived high burden. METHODS AND
findingsWe assessed 3,964 children (with almost equal number of boys and girls distributed in 2-<6 and 6-9 year age categories) identified from five geographically diverse populations in India using cluster sampling technique (probability proportionate to population size). These were from the North-Central, i.e., Palwal (N = 998; all rural, 16.4% non-Hindu, 25.3% from scheduled caste/tribe [SC-ST] [these are considered underserved communities who are eligible for affirmative action]); North, i.e., Kangra (N = 997; 91.6% rural, 3.7% non-Hindu, 25.3% SC-ST); East, i.e., Dhenkanal (N = 981; 89.8% rural, 1.2% non-Hindu, 38.0% SC-ST); South, i.e., Hyderabad (N = 495; all urban, 25.7% non-Hindu, 27.3% SC-ST) and West, i.e., North Goa (N = 493; 68.0% rural, 11.4% non-Hindu, 18.5% SC-ST). All children were assessed for vision impairment (VI), epilepsy (Epi), neuromotor impairments including cerebral palsy (NMI-CP), hearing impairment (HI), speech and language disorders, autism spectrum disorders (ASDs), and intellectual disability (ID). Furthermore, 6-9-year-old children were also assessed for attention deficit hyperactivity disorder (ADHD) and learning disorders (LDs). We standardized sample characteristics as per Census of India 2011 to arrive at district level and all-sites-pooled estimates. Site-specific prevalence of any of seven NDDs in 2-<6 year olds ranged from 2.9% (95% CI 1.6-5.5) to 18.7% (95% CI 14.7-23.6), and for any of nine NDDs in the 6-9-year-old children, from 6.5% (95% CI 4.6-9.1) to 18.5% (95% CI 15.3-22.3). Two or more NDDs were present in 0.4% (95% CI 0.1-1.7) to 4.3% (95% CI 2.2-8.2) in the younger age category and 0.7% (95% CI 0.2-2.0) to 5.3% (95% CI 3.3-8.2) in the older age category. All-site-pooled estimates for NDDs were 9.2% (95% CI 7.5-11.2) and 13.6% (95% CI 11.3-16.2) in children of 2-<6 and 6-9 year age categories, respectively, without significant difference according to gender, rural/urban residence, or religion; almost one-fifth of these children had more than one NDD. The pooled estimates for prevalence increased by up to three percentage points when these were adjusted for national rates of stunting or low birth weight (LBW). HI, ID, speech and language disorders, Epi, and LDs were the common NDDs across sites. Upon risk modelling, noninstitutional delivery, history of perinatal asphyxia, neonatal illness, postnatal neurological/brain infections, stunting, LBW/prematurity, and older age category (6-9 year) were significantly associated with NDDs. The study sample was underrepresentative of stunting and LBW and had a 15.6% refusal. These factors could be contributing to underestimation of the true NDD burden in our population.
conclusionsThe study identifies NDDs in children aged 2-9 years as a significant public health burden for India. HI was higher than and ASD prevalence comparable to the published global literature. Most risk factors of NDDs were modifiable and amenable to public health interventions.
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