Oxytocin receptor gene variations predict neural and behavioral response to oxytocin in autism
Open accessAbstract
Oxytocin appears beneficial for autism spectrum disorder (ASD), and more than 20 single-nucleotide polymorphisms (SNPs) in oxytocin receptor (OXTR) are relevant to ASD. However, neither biological functions of OXTR SNPs in ASD nor critical OXTR SNPs that determine oxytocin's effects on ASD remains known. Here, using a machine-learning algorithm that was designed to evaluate collective effects of multiple SNPs and automatically identify most informative SNPs, we examined relationships between 27 representative OXTR SNPs and six types of behavioral/neural response to oxytocin in ASD individuals. The oxytocin effects were extracted from our previous placebo-controlled within-participant clinical trial administering single-dose intranasal oxytocin to 38 high-functioning adult Japanese ASD males. Consequently, we identified six different SNP sets that could accurately predict the six different oxytocin efficacies, and confirmed the robustness of these SNP selections against variations of the datasets and analysis parameters. Moreover, major alleles of several prominent OXTR SNPs-including rs53576 and rs2254298-were found to have dissociable effects on the oxytocin efficacies. These findings suggest biological functions of the OXTR SNP variants on autistic oxytocin responses, and implied that clinical oxytocin efficacy may be genetically predicted before its actual administration, which would contribute to establishment of future precision medicines for ASD.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Several studies suggest that oxytocin effects on behavior and brain function are modulated by OXTR genotype.
“Several studies indeed suggest that oxytocin effects on behavior54–56 and brain function57–59 are modulated by OXTR genotype.”
From Randomized clinical trial shows no substantial modulation of empathy-related neural activation by intranasal oxytocin in autism (2021) · cites this paper as [59]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Reducing the dimensionality of data with neural networks
Hinton, G. E., & Salakhutdinov, R. R. (2006) · Science · doi:10.1126/science.1127647 · Cited by 20,928 · see citing works
Lord, C., Rutter, M., & Le Couteur, A. (1994) · Journal of Autism and Developmental Disorders · doi:10.1007/bf02172145 · Cited by 9,065 · see citing works
Pattern recognition and machine learning
(2007) · Choice Reviews Online · doi:10.5860/choice.44-5091 · Cited by 2,782 · see citing works
Lai, M.-C., Lombardo, M. V., & Baron-Cohen, S. (2014) · The Lancet · doi:10.1016/s0140-6736(13)61539-1 · Cited by 2,371 · see citing works
Rare-Variant Association Testing for Sequencing Data with the Sequence Kernel Association Test
Wu, M. C., Lee, S., Cai, T., Li, Y., Boehnke, M., & Lin, X. (2011) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2011.05.029 · Cited by 2,317 · see citing works
Lord, C., Rutter, M., Goode, S., Heemsbergen, J., Jordan, H., Mawhood, L., & Schopler, E. (1989) · Journal of Autism and Developmental Disorders · doi:10.1007/bf02211841 · Cited by 2,030 · see citing works
Oxytocin and vasopressin in the human brain: social neuropeptides for translational medicine
Meyer-Lindenberg, A., Domes, G., Kirsch, P., & Heinrichs, M. (2011) · Nature Reviews Neuroscience · doi:10.1038/nrn3044 · Cited by 1,688 · see citing works
Uncovering the roles of rare variants in common disease through whole-genome sequencing
Cirulli, E. T., & Goldstein, D. B. (2010) · Nature Reviews Genetics · doi:10.1038/nrg2779 · Cited by 1,136 · see citing works
Intranasal oxytocin improves emotion recognition for youth with autism spectrum disorders.
Guastella, A. J., Einfeld, S. L., Gray, K. M., Rinehart, N. J., Tonge, B. J., Lambert, T. J., & Hickie, I. B. (2010) · Biological Psychiatry · doi:10.1016/j.biopsych.2009.09.020 · Cited by 962 · see citing works
Oxytocin receptor genetic variation relates to empathy and stress reactivity in humans
Rodrigues, S. M., Saslow, L. R., Garcia, N., John, O. P., & Keltner, D. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0909579106 · Cited by 812 · see citing works
Oxytocin Increases Retention of Social Cognition in Autism
Hollander, E., Bartz, J., Chaplin, W., Phillips, A., Sumner, J., Soorya, L., Anagnostou, E., & Wasserman, S. (2007) · Biological Psychiatry · doi:10.1016/j.biopsych.2006.05.030 · Cited by 693 · see citing works
Book Review: Pattern Recognition and Machine Learning
Nasrabadi, N. M. (2007) · Journal of Electronic Imaging · doi:10.1117/1.2819119 · Cited by 636 · see citing works
Tost, H., Kolachana, B., Hakimi, S., Lemaitre, H., Verchinski, B. A., Mattay, V. S., Weinberger, D. R., & Meyer–Lindenberg, A. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1003296107 · Cited by 564 · see citing works
Positive Association of the Oxytocin Receptor Gene (OXTR) with Autism in the Chinese Han Population
Wu, S., Jia, M., Ruan, Y., Liu, J., Guo, Y., Mei, S., Gong, X., Zhang, Y., Yang, X., & Zhang, D. (2005) · Biological Psychiatry · doi:10.1016/j.biopsych.2005.03.013 · Cited by 553 · see citing works
Genetic architecture in autism spectrum disorder
Devlin, B., & Scherer, S. W. (2012) · Current Opinion in Genetics & Development · doi:10.1016/j.gde.2012.03.002 · Cited by 545 · see citing works
Association of the oxytocin receptor gene (OXTR) in Caucasian children and adolescents with autism
Jacob, S., Brune, C. W., Carter, C. S., Leventhal, B. L., Lord, C., & Cook, E. H. (2007) · Neuroscience Letters · doi:10.1016/j.neulet.2007.02.001 · Cited by 425 · see citing works
Graustella, A. J., & MacLeod, C. (2012) · Hormones and Behavior · doi:10.1016/j.yhbeh.2012.01.002 · Cited by 379 · see citing works
GATES: A Rapid and Powerful Gene-Based Association Test Using Extended Simes Procedure
Li, M., Gui, H., Kwan, J. S. H., & Sham, P. C. (2011) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2011.01.019 · Cited by 378 · see citing works
Comparing support vector machines to PLS for spectral regression applications
Thissen, U., Pepers, M., Üstün, B., Melssen, W. J., & Buydens, L. M. C. (2004) · Chemometrics and Intelligent Laboratory Systems · doi:10.1016/j.chemolab.2004.01.002 · Cited by 375 · see citing works
Guastella, A. J., Howard, A. L., Dadds, M. R., Mitchell, P., & Carson, D. S. (2009) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2009.01.005 · Cited by 366 · see citing works
Anagnostou, E., Soorya, L., Chaplin, W., Bartz, J., Halpern, D., Wasserman, S., Wang, A. T., Pepa, L., Tanel, N., Kushki, A., et al. (2012) · Molecular Autism · doi:10.1186/2040-2392-3-16 · Cited by 350 · see citing works
Lerer, E., Levi, S., Salomon, S., Darvasi, A., Yirmiya, N., & Ebstein, R. P. (2008) · Molecular Psychiatry · doi:10.1038/sj.mp.4002087 · Cited by 349 · see citing works
Yatawara, C. J., Einfeld, S. L., Hickie, I. B., Davenport, T. A., & Guastella, A. J. (2016) · Molecular Psychiatry · doi:10.1038/mp.2015.162 · Cited by 344 · see citing works
The oxytocin receptor gene (OXTR) is associated with autism spectrum disorder: a meta-analysis
LoParo, D., & Waldman, I. D. (2015) · Molecular Psychiatry · doi:10.1038/mp.2014.77 · Cited by 343 · see citing works
Neural mechanisms of social risk for psychiatric disorders
Meyer‐Lindenberg, A., & Tost, H. (2012) · Nature Neuroscience · doi:10.1038/nn.3083 · Cited by 342 · see citing works
Oxytocin enhances brain function in children with autism
Gordon, I., Vander Wyk, B. C., Bennett, R. H., Cordeaux, C., Lucas, M. V., Eilbott, J. A., Zagoory-Sharon, O., Leckman, J. F., Feldman, R., & Pelphrey, K. A. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1312857110 · Cited by 336 · see citing works
Guastella, A. J., Gray, K. M., Rinehart, N. J., Alvares, G. A., Tonge, B. J., Hickie, I. B., Keating, C. M., Cacciotti‐Saija, C., & Einfeld, S. L. (2015) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.12305 · Cited by 299 · see citing works
Oxytocin, stress and social behavior: neurogenetics of the human oxytocin system
Kumsta, R., & Heinrichs, M. (2012) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2012.09.004 · Cited by 265 · see citing works
Recollection, familiarity, and cortical reinstatement: a multivoxel pattern analysis
Johnson, J. D., McDuff, S. G. R., Rugg, M. D., & Norman, K. A. (2009) · Neuron · doi:10.1016/j.neuron.2009.08.011 · Cited by 262 · see citing works
Nasal oxytocin for social deficits in childhood autism: A randomized controlled trial
Dadds, M. R., MacDonald, E., Cauchi, A., Williams, K., Levy, F., & Brennan, J. (2014) · Journal of Autism and Developmental Disorders · doi:10.1007/s10803-013-1899-3 · Cited by 250 · see citing works
Auyeung, B., Lombardo, M. V., Heinrichs, M., Chakrabarti, B., Sule, A., Deakin, J. B., Bethlehem, R. A. I., Dickens, L., Mooney, N., Sipple, J. A. N., et al. (2015) · Translational Psychiatry · doi:10.1038/tp.2014.146 · Cited by 234 · see citing works
Clinical and neural effects of six-week administration of oxytocin on core symptoms of autism
Watanabe, T., Kuroda, M., Kuwabara, H., Aoki, Y., Iwashiro, N., Tatsunobu, N., Takao, H., Nippashi, Y., Kawakubo, Y., Kunimatsu, A., et al. (2015) · Brain · doi:10.1093/brain/awv249 · Cited by 222 · see citing works
Self-citationLiu, X., Kawamura, Y., Shimada, T., Otowa, T., Koishi, S., Sugiyama, T., Nishida, H., Hashimoto, O., Nakagami, R., Tochigi, M., et al. (2010) · Journal of Human Genetics · doi:10.1038/jhg.2009.140 · Cited by 195 · see citing works
Self-citationOxytocin improves behavioural and neural deficits in inferring others’ social emotions in autism
Aoki, Y., Yahata, N., Watanabe, T., Takano, Y., Kawakubo, Y., Kuwabara, H., Iwashiro, N., Natsubori, T., Inoue, H., Suga, M., et al. (2014) · Brain · doi:10.1093/brain/awu231 · Cited by 187 · see citing works
Self-citationWatanabe, T., Abe, O., Kuwabara, H., Yahata, N., Takano, Y., Iwashiro, N., Natsubori, T., Aoki, Y., Takao, H., Kawakubo, Y., et al. (2014) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2013.3181 · Cited by 183 · see citing works
Self-citationGenes Controlling Affiliative Behavior as Candidate Genes for Autism
Yrigollen, C. M., Han, S. S., Kochetkova, A., Babitz, T., Chang, J. T., Volkmar, F. R., Leckman, J. F., & Grigorenko, E. L. (2008) · Biological Psychiatry · doi:10.1016/j.biopsych.2007.11.015 · Cited by 172 · see citing works
Multicollinearity in Regression Analysis
Kumar, T. K. (1975) · The Review of Economics and Statistics · doi:10.2307/1923925 · Cited by 164 · see citing works
Association between the oxytocin receptor gene and amygdalar volume in healthy adults
Inoue, H., Yamasue, H., Tochigi, M., Abe, O., Liu, X., Kawamura, Y., Takei, K., Suga, M., Yamada, H., Rogers, M. A., et al. (2010) · Biological Psychiatry · doi:10.1016/j.biopsych.2010.07.019 · Cited by 164 · see citing works
Self-citationWermter, A., Kamp‐Becker, I., Hesse, P., Schulte‐Körne, G., Strauch, K., & Remschmidt, H. (2010) · American Journal of Medical Genetics Part B: Neuropsychiatric Genetics · doi:10.1002/ajmg.b.31032 · Cited by 163 · see citing works
Domes, G., Kumbier, E., Heinrichs, M., & Herpertz, S. C. (2014) · Neuropsychopharmacology · doi:10.1038/npp.2013.254 · Cited by 160 · see citing works
Anagnostou, E., Soorya, L., Brian, J., Dupuis, A., Mankad, D., Smile, S., & Jacob, S. (2014) · Brain Research · doi:10.1016/j.brainres.2014.01.049 · Cited by 155 · see citing works
Variant in oxytocin receptor gene is associated with amygdala volume
Furman, D. J., Chen, M. C., & Gotlib, I. H. (2011) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2010.12.004 · Cited by 151 · see citing works
Search for autism loci by combined analysis of Autism Genetic Resource Exchange and Finnish families
Ylisaukko‐oja, T., Alarcón, M., Cantor, R. M., Auranen, M., Vanhala, R., Kempas, E., von Wendt, L., Järvelä, I. E., Geschwind, D. H., & Peltonen, L. (2005) · Annals of Neurology · doi:10.1002/ana.20722 · Cited by 136 · see citing works
Oxytocin and the social brain: Neural mechanisms and perspectives in human research
Kanat, M., Heinrichs, M., & Domes, G. (2014) · Brain Research · doi:10.1016/j.brainres.2013.11.003 · Cited by 122 · see citing works
Application of support vector regression to genome-assisted prediction of quantitative traits
Long, N., Daniel Gianola, B., Rosa, G. J. M., & WEIGEL, K. A. (2011) · Theoretical and Applied Genetics · doi:10.1007/s00122-011-1648-y · Cited by 121 · see citing works
Brüne, M. (2012) · BMC Medicine · doi:10.1186/1741-7015-10-38 · Cited by 113 · see citing works
Aoki, Y., Watanabe, T., Abe, O., Kuwabara, H., Yahata, N., Takano, Y., Iwashiro, N., Natsubori, T., Takao, H., Kawakubo, Y., et al. (2015) · Molecular Psychiatry · doi:10.1038/mp.2014.74 · Cited by 95 · see citing works
Self-citationLi, M., Kwan, J. S. H., & Sham, P. C. (2012) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2012.08.004 · Cited by 92 · see citing works
Diminished Medial Prefrontal Activity behind Autistic Social Judgments of Incongruent Information
Watanabe, T., Yahata, N., Abe, O., Kuwabara, H., Inoue, H., Takano, Y., Iwashiro, N., Natsubori, T., Aoki, Y. Y., Takao, H., et al. (2012) · PLoS ONE · doi:10.1371/journal.pone.0039561 · Cited by 84 · see citing works
Self-citationNeuroscience: The hard science of oxytocin
Shen, H. H. (2015) · Nature · doi:10.1038/522410a · Cited by 80 · see citing works
Neurogenetic effects of OXTR rs2254298 in the extended limbic system of healthy Caucasian adults
Tost, H., Kolachana, B., Verchinski, B. A., Bilek, E., Goldman, A. L., Mattay, V. S., Weinberger, D. R., & Meyer-Lindenberg, A. (2011) · Biological Psychiatry · doi:10.1016/j.biopsych.2011.06.034 · Cited by 77 · see citing works
Yamasue, H. (2016) · Psychiatry and Clinical Neurosciences · doi:10.1111/pcn.12364 · Cited by 58 · see citing works
Self-citationYamasue, H. (2012) · Brain and Development · doi:10.1016/j.braindev.2012.08.010 · Cited by 57 · see citing works
Self-citationMontag, C., Sauer, C., Reuter, M., & Kirsch, P. (2013) · European Archives of Psychiatry and Clinical Neuroscience · doi:10.1007/s00406-013-0452-x · Cited by 32 · see citing works
Prediction of subsequent recognition performance using brain activity in the medial temporal lobe
Watanabe, T., Hirose, S., Wada, H., Katsura, M., Chikazoe, J., Jimura, K., Imai, Y., Machida, T., Shirouzu, I., Miyashita, Y., et al. (2010) · NeuroImage · doi:10.1016/j.neuroimage.2010.10.066 · Cited by 30 · see citing works
Self-citationNetwork structure underlying resolution of conflicting non-verbal and verbal social information
Watanabe, T., Yahata, N., Kawakubo, Y., Inoue, H., Takano, Y., Iwashiro, N., Natsubori, T., Takao, H., Sasaki, H., Gonoi, W., et al. (2013) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nst046 · Cited by 25 · see citing works
Self-citationYamasue, H., Suga, M., Yahata, N., Inoue, H., Tochigi, M., Abe, O., Liu, X., Kawamura, Y., Rogers, M. A., Takei, K., et al. (2011) · Biological Psychiatry · doi:10.1016/j.biopsych.2011.07.021 · Cited by 22 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 1
- Drucker H., Burges C.J.C., Kaufman L., Smola A., Vapnik V. 1997. Advances in Neural Information Processing Systems: Proceedings of the 1996 Conference 9, 155–161.
Cited by
Sorted by citations
Brain network dynamics in high-functioning individuals with autism
Watanabe, T., & Rees, G. (2017) · Nature Communications · doi:10.1038/ncomms16048 · Cited by 165 · see citing works
Self-citationKong, X.-J., Liu, J., Liu, K., Koh, M., Sherman, H., Liu, S., Tian, R., Sukijthamapan, P., Wang, J., Fong, M., et al. (2021) · Nutrients · doi:10.3390/nu13051552 · Cited by 150 · see citing works
The oxytocin receptor gene predicts brain activity during an emotion recognition task in autism
Uzefovsky, F., Bethlehem, R. A. I., Shamay-Tsoory, S., Ruigrok, A., Holt, R., Spencer, M., Chura, L., Warrier, V., Chakrabarti, B., Bullmore, E., et al. (2019) · Molecular Autism · doi:10.1186/s13229-019-0258-4 · Cited by 49 · see citing works
Wang, Y., Wang, M.-J., Rong, Y., He, H.-Z., & Yang, C.-J. (2019) · Research in Autism Spectrum Disorders · doi:10.1016/j.rasd.2019.03.007 · Cited by 33 · see citing works
Mayer, A. V., Wermter, A.-K., Stroth, S., Alter, P., Haberhausen, M., Stehr, T., Paulus, F. M., Krach, S., & Kamp-Becker, I. (2021) · Scientific Reports · doi:10.1038/s41598-021-94407-x · Cited by 23 · see citing works
- Authors
- Watanabe, T., Otowa, T., Abe, O., Kuwabara, H., Aoki, Y., Natsubori, T., Takao, H., Kakiuchi, C., Kondo, K., Ikeda, M., Iwata, N., Kasai, K., Sasaki, T., & Yamasue, H.
- Affiliations
- University College London (GB)
- The University of Tokyo (JP)
- Nihon University (JP)
- Disability Services Office
- Fujita Health University (JP)
- Hamamatsu University (JP)
- Corresponding author
- Yamasue, Hidenori
- ORCID
- Venue
- Social Cognitive and Affective Neuroscience
- Publisher
- Oxford University Press (OUP)
- Published
- 2016-10-19
- Volume
- 12
- Issue
- 3
- Pages
- 496-506
- ISSN
- 1749-5016 (ISSN-L)
- 1749-5024
- PMC
- PMC5390696
- OpenAlex
- W2536702549
- Cited by
- 54
- References
- 57
- Citations by year
- 2026: 4 · 2025: 7 · 2024: 2 · 2023: 8 · 2022: 6 · 2021: 4 · 2020: 5 · 2019: 5 · 2018: 8 · 2017: 5
- FWCI
- 9.42
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Social Cognitive and Affective Neuroscience (publishedVersion, cc-by-nc)
- Europe PMC (PubMed Central) (publishedVersion, cc-by-nc)
- PubMed Central (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- UCL Discovery (University College London) (submittedVersion)
- Funders
- Grants-in-Aid for Scientific Research (KAKENHI) from the Japan Society for the Promotion of Science (26670535)
- Adaptable and Seamless Technology Transfer Program; the Centre of Innovation Program
- CREST from Japan Science and Technology Agency; Medicinal-Grant from Takeda Science Foundation
- Strategic Research Program for Brain Sciences by the Ministry of Education, Culture, Sports, Science, and Technology
- Topics
- Social Sciences › Psychology › Social Psychology › Neuroendocrine regulation and behavior
- Life Sciences › Neuroscience › Cognitive Neuroscience › Autism Spectrum Disorder Research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetics and Neurodevelopmental Disorders
- Keywords
- oxytocin receptor, autism spectrum disorder, intranasal oxytocin, rs53576, rs2254298, high-functioning adults, precision medicine
- MeSH terms
- Autism Spectrum Disorder, Machine Learning, Adolescent, Adult, Algorithms, Alleles, Genotype, Humans, Male, Oxytocin, Social Behavior, Genetic Variation, Receptors, Oxytocin, Polymorphism, Single Nucleotide, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review