JP Journal of Biostatistics

The JP Journal of Biostatistics is a highly regarded open-access international journal indexed in the Emerging Sources Citation Index (ESCI). It focuses on the application of statistical theory and methods in resolving problems in biological, biomedical, and agricultural sciences. The journal encourages the submission of experimental papers that employ relevant algorithms and also welcomes survey articles in the fields of biostatistics and epidemiology.

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FEATURE SELECTION FOR THE ATTRIBUTES OF AUTISM SPECTRUM DISORDER AWARENESS IN KARACHI, PAKISTAN

Authors

  • Sidra Ghayas
  • Sobia Iftikhar
  • Sumaira Ahmed
  • Najaf Usman
  • Haleema Moin

Keywords:

autism spectrum disorder, factor analysis, causes, diagnosis, symptoms.

DOI:

https://doi.org/10.17654/0973514322017

Abstract

Autism is a complex neural development behavior specified as pervasive developmental disorder. Autism is observed to be prevalent all over the world as well as in Pakistan. The study assessed the basic awareness regarding autism among the general public in different areas of Karachi to highlight the key factors of autism, its causes and treatment by survey method conducted by health care professionals to record the knowledge about autism in a professional manner. This is to be done by the implementation of factor analysis using thirteen attributes for feature selection for the autism spectrum syndrome awareness which results in three basic components: treatment of autism (27.97%), diagnosis of autism (12.24%) and causes for autism (9.56%). The variation explained by these components can play a vital role to enhance the basic awareness about autism to the next level for any autism spectrum disorder awareness programs and campaigns in general masses.

Received: June 9, 2022 
Accepted: July 9, 2022

References

I. Kolvin, Studies in the childhood psychoses: I. Diagnostic criteria and classification, Brit. J. Psychiatry 118 (1971), 381-384. https://doi.org/10.1192/bjp.118.545.381.

A. Klin, Asperger syndrome: an update, Braz. J. Psychiatry 25 (2003), 103-109.

Muhammad Afsar Khan, Final Report 29th Asia-Pacific International Seminar on Education for Individuals with Special Needs, Mar. 2018.

C. P. Johnson and S. M. Myers, Identification and evaluation of children with autism spectrum disorders, Pediatrics 120(5) (2007), 1183-1215.

P. A. Filipek, P. J. Accardo, S. Ashwal, G. T. Baranek, E. H. Cook, G. Dawson, B. Gordon, J. S. Gravel, C. P. Johnson, R. J. Kallen and S. E. Levy, Practice parameter: screening and diagnosis of autism: report of the Quality Standards Subcommittee of the American Academy of Neurology and the Child Neurology Society, Neurology 55(4) (2000), 468-479.

J. Barbaro and C. Dissanayake, Autism spectrum disorders in infancy and toddlerhood: a review of the evidence on early signs, early identification tools, and early diagnosis, J. Dev. Behav. Pediatr. 30(5) (2009), 447-459.

P. T. Shattuck, M. Durkin, M. Maenner, C. Newschaffer, D. S. Mandell, L. Wiggins, L. C. Lee, C. Rice, E. Giarelli, R. Kirby and J. Baio, Timing of identification among children with an autism spectrum disorder: findings from a population-based surveillance study, Journal of the American Academy of Child and Adolescent Psychiatry 48(5) (2009), 474-483.

A. Bailey, A. Le Couteur, I. Gottesman, P. Bolton, E. Simonoff, E. Yuzda and M. Rutter, Autism as a strongly genetic disorder: evidence from a British twin study, Psychological Medicine 25(1) (1995), 63-77.

M. Rutter, Incidence of autism spectrum disorders: changes over time and their meaning, Acta Paediatrica 94(1) (2005), 2-15.

E. J. Marco and D. H. Skuse, Autism-lessons from the X chromosome, Soc. Cogn. Affect. Neurosci. 1 (2006), 183-193.

K. Kothur, M. Ray and P. Malhi, Correlation of autism with temporal tubers in tuberous sclerosis complex, Neurol. India 56 (2008), 74-76.

R. Muhle, S. Trentacoste and I. Rapin, The genetics of autism, Pediatrics 113 (2004), 472-486.

S. Chakrabarti and E. Fombonne, Pervasive developmental disorders in preschool children, JAMA 285 (2001), 3093-3099.

G. Huguet, E. Ey and T. Bourgeron, The genetic landscapes of autism spectrum disorders, Annual Review of Genomics and Human Genetics 14 (2013), 191-213.

R. E. Rosenberg, J. K. Law, G. Yenokyan, J. McGready, W. E. Kaufmann and P. A. Law, Characteristics and concordance of autism spectrum disorders among 277 twin pairs, Archives of Pediatrics and Adolescent Medicine 163(10) (2009), 907-914.

A. Ronald, F. Happé, P. Bolton, L. M. Butcher, T. S. Price, S. Wheelwright, S. Baron-Cohen and R. Plomin, Genetic heterogeneity between the three components of the autism spectrum: a twin study, Journal of the American Academy of Child and Adolescent Psychiatry 45(6) (2006), 691-699.

C. DiGuiseppi, S. Hepburn, J. M. Davis, D. J. Fidler, S. Hartway, N. R. Lee, L. Miller, M. Ruttenber and C. Robinson, Screening for autism spectrum disorders in children with Down syndrome: population prevalence and screening test characteristics, J. Dev. Behav. Pediatr. 31(3) (2010), 181-191.

D. Cohen, N. Pichard, S. Tordjman, C. Baumann, L. Burglen, E. Excoffier, G. Lazar, P. Mazet, C. Pinquier, A. Verloes and D. Héron, Specific genetic disorders and autism: clinical contribution towards their identification, Journal of Autism and Developmental Disorders 35(1) (2005), 103-116.

J. Christensen, T. K. Grønborg, M. J. Sørensen, D. Schendel, E. T. Parner, L. H. Pedersen and M. Vestergaard, Prenatal valproate exposure and risk of autism spectrum disorders and childhood autism, JAMA 309(16) (2013), 1696-1703.

H. Gardener, D. Spiegelman and S. L. Buka, Perinatal and neonatal risk factors for autism: a comprehensive meta-analysis, Pediatrics 128(2) (2011), 344-355.

M. S. Durkin, M. J. Maenner, C. J. Newschaffer, L. C. Lee, C. M. Cunniff, J. L. Daniels, R. S. Kirby, L. Leavitt, L. Miller, W. Zahorodny and L. A. Schieve, Advanced parental age and the risk of autism spectrum disorder, American Journal of Epidemiology 168(11) (2008), 1268-1276.

S. E. Levy and S. L. Hyman, Complementary and alternative medicine treatments for children with autism spectrum disorders, Child and Adolescent Psychiatric Clinics of North America 17(4) (2008), 803-820.

E. Fombonne, R. Zakarian, A. Bennett, L. Meng and D. McLean-Heywood, Pervasive developmental disorders in Montreal, Quebec, Canada: prevalence and links with immunizations, Pediatrics 118(1) (2006), e139-e150.

J. A. Kaye, M. del Mar Melero-Montes and H. Jick, Mumps, measles, and rubella vaccine and the incidence of autism recorded by general practitioners: a time trend analysis, BMJ 322 (2001), 460-463.

K. M. Madsen, A. Hviid, M. Vestergaard, D. Schendel, J. Wohlfahrt, P. Thorsen, J. Olsen and M. Melbye, A population-based study of measles, mumps and rubella vaccination and autism, N. Engl. J. Med. 347 (2002), 1477-1482.

M. A. Alsehemi, M. M. Abousaadah, R. A. Sairafi and M. M. Jan, Public awareness of autism spectrum disorder, Neurosciences (Riyadh) 22(3) (2017), 213-215. doi: 10.17712/nsj.2017.3.20160525.

J. L. Kitchin and N. J. Karlin, Awareness and stigma of autism spectrum disorders in undergraduate students, Psychol. Rep. (2021), 00332941211014144. https://doi.org/10.1177/00332941211014144.

L. Yu, S. Stronach and A. J. Harrison, Public knowledge and stigma of autism spectrum disorder: comparing China with the United States, Autism 24(6) (2020), 1531-1545. https://doi.org/10.1177/1362361319900839.

C. Lopata, J. P. Donnelly, M. L. Thomeer, J. D. Rodgers, M. A. Volker and A. J. Booth, Exploratory factor analysis of the adapted skillstreaming checklist for children with autism spectrum disorder, Autism 24(2) (2020), 437-446.

https://doi.org/10.1177/1362361319868639.

Sidra Ghayas, Juniad Sagheer Siddiquie, Suboohi Safdar and Asif Mansoor, An application of principal component analysis for the temporal variations in water quality data of Manora channel: Karachi, International Journal of Computer Science and Network Security 19(5) (2019), 1-8.

Sidra Ghayas, Juniad Saghir Siddiquie, Suboohi Safdar and Asif Mansoor, Machine learning implementations on water quality of Manora channel (Pakistan) for the years 1996 to 2014, ARPN Journal of Engineering and Applied Sciences 16(15) (2020), 1601-1608.

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Published

2022-08-03

Issue

Vol. 21 (2022)

Section

Articles

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How to Cite

FEATURE SELECTION FOR THE ATTRIBUTES OF AUTISM SPECTRUM DISORDER AWARENESS IN KARACHI, PAKISTAN. (2022). JP Journal of Biostatistics, 21, 1-10. https://doi.org/10.17654/0973514322017

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