Pathway Network Analyses for Autism Reveal Multisystem Involvement, Major Overlaps with Other Diseases and Convergence upon MAPK and Calcium Signaling
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We used established databases in standard ways to systematically characterize gene ontologies, pathways and functional linkages in the large set of genes now associated with autism spectrum disorders (ASDs). These conditions are particularly challenging--they lack clear pathognomonic biological markers, they involve great heterogeneity across multiple levels (genes, systemic biological and brain characteristics, and nuances of behavioral manifestations)-and yet everyone with this diagnosis meets the same defining behavioral criteria. Using the human gene list from Simons Foundation Autism Research Initiative (SFARI) we performed gene set enrichment analysis with the Kyoto Encyclopedia of Genes and Genomes (KEGG) Pathway Database, and then derived a pathway network from pathway-pathway functional interactions again in reference to KEGG. Through identifying the GO (Gene Ontology) groups in which SFARI genes were enriched, mapping the coherence between pathways and GO groups, and ranking the relative strengths of representation of pathway network components, we 1) identified 10 disease-associated and 30 function-associated pathways 2) revealed calcium signaling pathway and neuroactive ligand-receptor interaction as the most enriched, statistically significant pathways from the enrichment analysis, 3) showed calcium signaling pathways and MAPK signaling pathway to be interactive hubs with other pathways and also to be involved with pervasively present biological processes, 4) found convergent indications that the process "calcium-PRC (protein kinase C)-Ras-Raf-MAPK/ERK" is likely a major contributor to ASD pathophysiology, and 5) noted that perturbations associated with KEGG's category of environmental information processing were common. These findings support the idea that ASD-associated genes may contribute not only to core features of ASD themselves but also to vulnerability to other chronic and systemic problems potentially including cancer, metabolic conditions and heart diseases. ASDs may thus arise, or emerge, from underlying vulnerabilities related to pleiotropic genes associated with pervasively important molecular mechanisms, vulnerability to environmental input and multiple systemic co-morbidities.
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Studies on hcASD genes and iPSC-derived ASD neurons highlight signaling pathways that are commonly disrupted, such as PI3K/AKT, RAS/ERK, WNT and β-catenin.
“Consistently, studies on hcASD genes and iPSC-derived ASD neurons highlight signaling pathways that are commonly disrupted, such as PI3K/AKT [79, 80], RAS/ERK [79, 80, 82, 83], WNT and β-catenin [57, 83, 84].”
From The ASD Living Biology: from cell proliferation to clinical phenotype (2019) · cites this paper as [82]
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Subramanian, A., Tamayo, P., Mootha, V. K., Mukherjee, S., Ebert, B. L., Gillette, M. A., Paulovich, A., Pomeroy, S. L., Golub, T. R., Lander, E. S., et al. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0506580102 · Cited by 53,625 · see citing works
Down-Regulation of Na+/K+ATPase Activity by Human Parvovirus B19 Capsid Protein VP1
Almilaji, A., Szteyn, K., Fein, E., Pakladok, T., Muñoz, C., Elvira, B., Towhid, S. T., Alesutan, I., Shumilina, E. V., Bock, C. –., et al. (2013) · Cellular Physiology and Biochemistry · doi:10.1159/000350083 · Cited by 8,675 · see citing works
The versatility and universality of calcium signalling
Berridge, M. J., Lipp, P., & Bootman, M. D. (2000) · Nature Reviews Molecular Cell Biology · doi:10.1038/35036035 · Cited by 5,701 · see citing works
MAP kinase signalling pathways in cancer
Dhillon, A. S., Hagan, S., Rath, O., & Kolch, W. (2007) · Oncogene · doi:10.1038/sj.onc.1210421 · Cited by 2,995 · see citing works
Synaptic, transcriptional and chromatin genes disrupted in autism
Study, T. D., De Rubeis, S., Autism, H. M. C. F., UK10K Consortium, The Autism Sequencing Consortium, He, X., Goldberg, A. P., Poultney, C. S., Samocha, K., Ercument Cicek, A., et al. (2014) · Nature · doi:10.1038/nature13772 · Cited by 2,746 · see citing works
Roles of the Raf/MEK/ERK pathway in cell growth, malignant transformation and drug resistance
McCubrey, J. A., Steelman, L. S., Chappell, W. H., Abrams, S. L., Wong, E. W. T., Chang, F., Lehmann, B. D., Terrian, D. M., Milella, M., Tafuri, A., et al. (2006) · Biochimica et Biophysica Acta (BBA) - Molecular Cell Research · doi:10.1016/j.bbamcr.2006.10.001 · Cited by 2,285 · see citing works
Voltage-Gated Calcium Channels
Catterall, W. A. (2011) · Cold Spring Harbor Perspectives in Biology · doi:10.1101/cshperspect.a003947 · Cited by 1,628 · see citing works
CaV1.2 Calcium Channel Dysfunction Causes a Multisystem Disorder Including Arrhythmia and Autism
Splawski, I., Timothy, K. W., Sharpe, L. M., Decher, N., Kumar, P., Bloise, R., Napolitano, C., Schwartz, P. J., Joseph, R. M., Condouris, K., et al. (2004) · Cell · doi:10.1016/j.cell.2004.09.011 · Cited by 1,586 · see citing works
Sandin, S., Lichtenstein, P., Kuja-Halkola, R., Larsson, H., Hultman, C. M., & Reichenberg, A. (2014) · JAMA · doi:10.1001/jama.2014.4144 · Cited by 1,073 · see citing works
Integrative functional genomic analyses implicate specific molecular pathways and circuits in autism
Parikshak, N. N., Luo, R., Zhang, A., Won, H., Lowe, J. K., Chandran, V., Horvath, S., & Geschwind, D. H. (2013) · Cell · doi:10.1016/j.cell.2013.10.031 · Cited by 1,039 · see citing works
Protein kinase C and other diacylglycerol effectors in cancer
Griner, E. M., & Kazanietz, M. G. (2007) · Nature Reviews Cancer · doi:10.1038/nrc2110 · Cited by 978 · see citing works
SFARI Gene 2.0: a community-driven knowledgebase for the autism spectrum disorders (ASDs)
Abrahams, B. S., Arking, D. E., Campbell, D. B., Mefford, H. C., Morrow, E. M., Weiss, L. A., Menashe, I., Wadkins, T., Banerjee-Basu, S., & Packer, A. (2013) · Molecular Autism · doi:10.1186/2040-2392-4-36 · Cited by 873 · cited 1× · see citing works
“strength of evidence for inclusion, the Gene Scoring module presently under development for this database that would correct for this [54] is not yet completed, with many genes still unscored, so that there is not yet a systematic, consensual way to correct for this problem.”
BackgroundPrenatal risk factors for autism: comprehensive meta-analysis
Gardener, H., Spiegelman, D., & Buka, S. L. (2009) · British Journal of Psychiatry · doi:10.1192/bjp.bp.108.051672 · Cited by 736 · see citing works
Maternal metabolic conditions and risk for autism and other neurodevelopmental disorders
Krakowiak, P., Walker, C. K., Bremer, A. A., Baker, A. S., Ozonoff, S., Hansen, R. L., & Hertz-Picciotto, I. (2012) · PEDIATRICS · doi:10.1542/peds.2011-2583 · Cited by 675 · see citing works
Activity-dependent neuronal signalling and autism spectrum disorder
Ebert, D. H., & Greenberg, M. E. (2013) · Nature · doi:10.1038/nature11860 · Cited by 666 · see citing works
The Co-Morbidity Burden of Children and Young Adults with Autism Spectrum Disorders
Kohane, I. S., McMurry, A., Weber, G., MacFadden, D., Rappaport, L., Kunkel, L., Bickel, J., Wattanasin, N., Spence, S., Murphy, S., et al. (2012) · PLoS ONE · doi:10.1371/journal.pone.0033224 · Cited by 562 · see citing works
From neural development to cognition: unexpected roles for chromatin
Ronan, J. L., Wu, W., & Crabtree, G. R. (2013) · Nature Reviews Genetics · doi:10.1038/nrg3413 · Cited by 544 · see citing works
The Rise in Autism and the Role of Age at Diagnosis
Hertz-Picciotto, I., & Delwiche, L. (2009) · Epidemiology · doi:10.1097/ede.0b013e3181902d15 · Cited by 522 · see citing works
Germline gain-of-function mutations in RAF1 cause Noonan syndrome
Razzaque, A. M., Nishizawa, T., Komoike, Y., Yagi, H., Furutani, M., Amo, R., Kamisago, M., Momma, K., Katayama, H., Nakagawa, M., et al. (2007) · Nature Genetics · doi:10.1038/ng2078 · Cited by 501 · see citing works
Diagnostic change and the increased prevalence of autism
King, M., & Bearman, P. (2009) · International Journal of Epidemiology · doi:10.1093/ije/dyp261 · Cited by 481 · see citing works
Environmental toxicants and autism spectrum disorders: a systematic review
Rossignol, D. A., Genuis, S. J., & Frye, R. E. (2014) · Translational Psychiatry · doi:10.1038/tp.2014.4 · Cited by 458 · see citing works
The role of MAPK signalling pathways in the response to endoplasmic reticulum stress
Darling, N. J., & Cook, S. J. (2014) · Biochimica et Biophysica Acta (BBA) - Molecular Cell Research · doi:10.1016/j.bbamcr.2014.01.009 · Cited by 401 · see citing works
SFARI Gene: an evolving database for the autism research community
Banerjee-Basu, S., & Packer, A. (2010) · Disease Models & Mechanisms · doi:10.1242/dmm.005439 · Cited by 357 · see citing works
MAPK signalling in cellular metabolism: stress or wellness?
Gehart, H., Kumpf, S., Ittner, A., & Ricci, R. (2010) · EMBO Reports · doi:10.1038/embor.2010.160 · Cited by 327 · see citing works
Neurochemical correlates of autistic disorder: a review of the literature
Lam, K. S. L., Aman, M. G., & Arnold, L. E. (2006) · Research in Developmental Disabilities · doi:10.1016/j.ridd.2005.03.003 · Cited by 318 · see citing works
Regulation of MAP kinase activity by peptide receptor signalling pathway: Paradigms of multiplicity
Liebmann, C. (2001) · Cellular Signalling · doi:10.1016/s0898-6568(01)00192-9 · Cited by 291 · see citing works
IDRIS, I. R., Gray, S., & Donnelly, R. (2001) · Diabetologia · doi:10.1007/s001250051675 · Cited by 285 · see citing works
Reduced cardiac parasympathetic activity in children with autism
Ming, X., Julu, P. O. O., Brimacombe, M., Connor, S., & Daniels, M. L. (2005) · Brain and Development · doi:10.1016/j.braindev.2005.01.003 · Cited by 245 · see citing works
Protein interactome reveals converging molecular pathways among autism disorders
Sakai, Y., Shaw, C. A., Dawson, B. C., Dugas, D. V., Al-Mohtaseb, Z., Hill, D. E., & Zoghbi, H. Y. (2011) · Science Translational Medicine · doi:10.1126/scitranslmed.3002166 · Cited by 226 · see citing works
Neurodevelopmental and neuropsychiatric disorders represent an interconnected molecular system
Cristino, A. S., Williams, S. M., Hawi, Z., An, J., Bellgrove, M. A., Schwartz, C. E., Costa, L. D. F., & Claudianos, C. (2013) · Molecular Psychiatry · doi:10.1038/mp.2013.16 · Cited by 224 · see citing works
Is cancer a disease of abnormal cellular metabolism? New angles on an old idea
DeBerardinis, R. J. (2008) · Genetics in Medicine · doi:10.1097/gim.0b013e31818b0d9b · Cited by 217 · see citing works
Pucilowska, J., Vithayathil, J., Tavares, E. J., Kelly, C., Karlo, J. C., & Landreth, G. E. (2015) · The Journal of Neuroscience · doi:10.1523/jneurosci.4864-13.2015 · Cited by 207 · see citing works
Autism traits in the RASopathies
Adviento, B., Corbin, I. L., Widjaja, F., Desachy, G., Enrique, N., Rosser, T., Risi, S., Marco, E. J., Hendren, R. L., Bearden, C. E., et al. (2014) · Journal of Medical Genetics · doi:10.1136/jmedgenet-2013-101951 · Cited by 174 · see citing works
Prioritization of neurodevelopmental disease genes by discovery of new mutations
Hoischen, A., Krumm, N., & Eichler, E. E. (2014) · Nature Neuroscience · doi:10.1038/nn.3703 · Cited by 149 · see citing works
Obesity in Young Children with Autism Spectrum Disorders: Prevalence and Associated Factors
Egan, A. M., Dreyer, M. L., Odar, C. C., Beckwith, A. M., & Garrison, C. B. (2013) · Childhood Obesity · doi:10.1089/chi.2012.0028 · Cited by 147 · see citing works
Chronic Disease Risks in Young Adults With Autism Spectrum Disorder: Forewarned Is Forearmed
Tyler, C. V., Schramm, S., Karafa, M., Tang, A., & Jain, A. (2011) · American Journal on Intellectual and Developmental Disabilities · doi:10.1352/1944-7558-116.5.371 · Cited by 145 · see citing works
Predicting the diagnosis of autism spectrum disorder using gene pathway analysis
Skafidas, E. S., Testa, R., Zantomio, D., Chana, G., Everall, I., & Pantelis, C. (2012) · Molecular Psychiatry · doi:10.1038/mp.2012.126 · Cited by 143 · see citing works
Kranias, E. G., & Bers, D. M. (2007) · Springer eBooks · doi:10.1007/978-1-4020-6191-2_20 · Cited by 118 · see citing works
Maternal Prenatal Weight Gain and Autism Spectrum Disorders
Bilder, D. A., Bakian, A. V., Viskochil, J., Clark, E., Botts, E. L., Smith, K. R., Pimentel, R., McMahon, W. M., & Coon, H. H. (2013) · PEDIATRICS · doi:10.1542/peds.2013-1188 · Cited by 107 · see citing works
Role of BRCA1 in brain development
Pao, G. M., Zhu, Q., Pérez‐García, C. G., Chou, S., Suh, H., Gage, F. H., O’Leary, D. D. M., & Verma, I. M. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1400783111 · Cited by 95 · see citing works
Support for calcium channel gene defects in autism spectrum disorders
Lu, A. T.-H., Dai, X., Martínez-Agosto, J. A., & Cantor, R. M. (2012) · Molecular Autism · doi:10.1186/2040-2392-3-18 · Cited by 94 · see citing works
Li, Q., Park, K., Li, C.-Z., Rask‐Madsen, C., Mima, A., Qi, W., Mizutani, K., Huang, P. L., & King, G. L. (2013) · Circulation Research · doi:10.1161/circresaha.113.301074 · Cited by 91 · see citing works
Hyperglycaemia promotes cerebral barrier dysfunction through activation of protein kinase C‐β
Shao, B., & Bayraktutan, U. (2013) · Diabetes, obesity and metabolism · doi:10.1111/dom.12120 · Cited by 86 · see citing works
RAF1 mutations in childhood-onset dilated cardiomyopathy
Dhandapany, P. S., Razzaque, A. M., Muthusami, U., et al. (2014) · Nature Genetics · doi:10.1038/ng.2963 · Cited by 84 · see citing works
Mapk/Erk activation in an animal model of social deficits shows a possible link to autism
Faridar, A., Jones-Davis, D., Rider, E., Li, J., Gobius, I., Morcom, L., Richards, L. J., Sen, S., & Sherr, E. H. (2014) · Molecular Autism · doi:10.1186/2040-2392-5-57 · Cited by 63 · see citing works
Kalkman, H. O. (2012) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2012.07.008 · Cited by 57 · see citing works
Vivar, J. C., Pemu, P., McPherson, R., & Ghosh, S. (2013) · OMICS: A Journal of Integrative Biology · doi:10.1089/omi.2012.0083 · Cited by 44 · see citing works
Chibber, R., Ben-Mahmud, B. M., Mann, G. E., et al. (2003) · Diabetes · doi:10.2337/diabetes.52.6.1519 · Cited by 41 · see citing works
Araki, S., Ng, D., Krolewski, B., et al. (2003) · Journal of the American Society of Nephrology · doi:10.1097/01.asn.0000077347.27669.5c · Cited by 32 · see citing works
The Black Box Illuminated: Signals and Signaling
Mascia, F., Denning, M. F., Kopan, R., & Yuspa, S. H. (2011) · Journal of Investigative Dermatology · doi:10.1038/jid.2011.406 · Cited by 31 · see citing works
Ouwenga, R., & Dougherty, J. D. (2015) · Molecular Autism · doi:10.1186/s13229-015-0008-1 · Cited by 31 · see citing works
Protein Kinase C Beta in the Tumor Microenvironment Promotes Mammary Tumorigenesis
Wallace, J. A., Pitarresi, J. R., Sharma, N., Palettas, M. S., Cuitiño, M. C., Sizemore, S. T., Yu, L., Sanderlin, A. G., Rosol, T. J., Mehta, K. D., et al. (2014) · Frontiers in Oncology · doi:10.3389/fonc.2014.00087 · Cited by 28 · see citing works
Wittkowski, K. M., Sonakya, V., Bigio, B., Tonn, M. K., Shic, F., Ascano, M., Nasca, C., & Simson, G. G. (2014) · Translational Psychiatry · doi:10.1038/tp.2013.124 · Cited by 27 · see citing works
Calcium signaling dysfunction in heart disease
Cartwright, E. J., Mohamed, T., Oceandy, D., & Neyses, L. (2011) · BioFactors · doi:10.1002/biof.149 · Cited by 15 · see citing works
Autism and Environmental Genomics: Synergistic Systems Approaches to Autism Complexity
Corrales, M. A., & Herbert, M. R. (2011) · Autism Spectrum Disorders · doi:10.1093/med/9780195371826.003.0056 · Cited by 14 · see citing works
Self-citationErratum: From neural development to cognition: unexpected roles for chromatin
Ronan, J. L., Wu, W., & Crabtree, G. R. (2013) · Nature Reviews Genetics · doi:10.1038/nrg3508 · Cited by 9 · see citing works
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- Authors
- Wen, Y., Alshikho, M. J., & Herbert, M. R.
- Affiliations
- Harvard University (US)
- Corresponding author
- Wen, Ya
- Herbert, Martha R.
- Venue
- PLOS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2016-04-07
- Volume
- 11
- Issue
- 4
- Pages
- e0153329
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC4824422
- OpenAlex
- W2330196942
- Cited by
- 150
- References
- 56
- Citations by year
- 2026: 3 · 2025: 11 · 2024: 13 · 2023: 17 · 2022: 13 · 2021: 18 · 2020: 17 · 2019: 12 · 2018: 19 · 2017: 24 · 2016: 3
- FWCI
- 12.30
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- PLoS ONE (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Digital Access to Scholarship at Harvard (DASH) (Harvard University) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Figshare (submittedVersion, cc-by)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Autism Spectrum Disorder Research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Bioinformatics and Genomic Networks
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetics and Neurodevelopmental Disorders
- Keywords
- autism spectrum disorder, MAPK signaling, calcium signaling, protein kinase C, neuroactive ligand-receptor interaction, pleiotropic genes, environmental information processing, comorbidities, gene set enrichment analysis
- MeSH terms
- Autistic Disorder, Gene Expression Regulation, Humans, Biomarkers, Computational Biology, Calcium Signaling, Gene Expression Profiling, MAP Kinase Signaling System, Gene Regulatory Networks, Gene Ontology
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