How to cite PCNtoolkit

If you use the PCNtoolkit, please consider citing some of the following work:

Marquand, A. F., Wolfers, T., Mennes, M., Buitelaar, J., & Beckmann, C. F. (2016). Beyond Lumping and Splitting: A Review of Computational Approaches for Stratifying Psychiatric Disorders. Biological Psychiatry: Cognitive Neuroscience and Neuroimaging. https://doi.org/10.1016/j.bpsc.2016.04.002

Marquand, A. F., Rezek, I., Buitelaar, J., & Beckmann, C. F. (2016). Understanding Heterogeneity in Clinical Cohorts Using Normative Models: Beyond Case-Control Studies. Biological Psychiatry. https://doi.org/10.1016/j.biopsych.2015.12.023

Marquand, A. F., Kia, S. M., Zabihi, M., Wolfers, T., Buitelaar, J. K., & Beckmann, C. F. (2019). Conceptualizing mental disorders as deviations from normative functioning. Molecular Psychiatry. https://doi.org/10.1038/s41380-019-0441-1

Marquand, A. F., Haak, K. V., & Beckmann, C. F. (2017). Functional corticostriatal connection topographies predict goal directed behaviour in humans. Nature Human Behaviour. https://doi.org/10.1038/s41562-017-0146

Wolfers, T., Beckmann, C. F., Hoogman, M., Buitelaar, J. K., Franke, B., & Marquand, A. F. (2020). Individual differences v. the average patient: Mapping the heterogeneity in ADHD using normative models. Psychological Medicine. https://doi.org/10.1017/S0033291719000084

Wolfers, T., Rokicki, J., Alnæs, D., Berthet, P., Agartz, I., Kia, S. M., Kaufmann, T., Zabihi, M., Moberget, T., Melle, I., Beckmann, C. F., Andreassen, O. A., Marquand, A. F., & Westlye, L. T. (n.d.). Replicating extensive brain structural heterogeneity in individuals with schizophrenia and bipolar disorder. Human Brain Mapping. https://doi.org/10.1002/hbm.25386

Zabihi, M., Floris, D. L., Kia, S. M., Wolfers, T., Tillmann, J., Arenas, A. L., Moessnang, C., Banaschewski, T., Holt, R., Baron-Cohen, S., Loth, E., Charman, T., Bourgeron, T., Murphy, D., Ecker, C., Buitelaar, J. K., Beckmann, C. F., & Marquand, A. (2020). Fractionating autism based on neuroanatomical normative modeling. Translational Psychiatry. https://doi.org/10.1038/s41398-020-01057-0

Zabihi, M., Oldehinkel, M., Wolfers, T., Frouin, V., Goyard, D., Loth, E., Charman, T., Tillmann, J., Banaschewski, T., Dumas, G., Holt, R., Baron-Cohen, S., Durston, S., Bölte, S., Murphy, D., Ecker, C., Buitelaar, J. K., Beckmann, C. F., & Marquand, A. F. (2019). Dissecting the Heterogeneous Cortical Anatomy of Autism Spectrum Disorder Using Normative Models. Biological Psychiatry: Cognitive Neuroscience and Neuroimaging. https://doi.org/10.1016/j.bpsc.2018.11.013

Kia, S. M., & Marquand, A. (2018). Normative Modeling of Neuroimaging Data using Scalable Multi-Task Gaussian Processes. ArXiv. https://arxiv.org/abs/1806.01047

Kia, S. M., Beckmann, C. F., & Marquand, A. F. (2018). Scalable Multi-Task Gaussian Process Tensor Regression for Normative Modeling of Structured Variation in Neuroimaging Data. ArXiv. https://arxiv.org/abs/1808.00036

Kia, S. M., Huijsdens, H., Dinga, R., Wolfers, T., Mennes, M., Andreassen, O. A., Westlye, L. T., Beckmann, C. F., & Marquand, A. F. (2020). Hierarchical Bayesian Regression for Multi-site Normative Modeling of Neuroimaging Data. In A. L. Martel, P. Abolmaesumi, D. Stoyanov, D. Mateus, M. A. Zuluaga, S. K. Zhou, D. Racoceanu, & L. Joskowicz (Eds.), Medical Image Computing and Computer Assisted Intervention – MICCAI 2020. Springer International Publishing. https://doi.org/10.1007/978-3-030-59728-3_68

Huertas, I., Oldehinkel, M., van Oort, E. S. B., Garcia-Solis, D., Mir, P., Beckmann, C. F., & Marquand, A. F. (2017). A Bayesian spatial model for neuroimaging data based on biologically informed basis functions. NeuroImage. https://doi.org/10.1016/j.neuroimage.2017.08.009

Fraza, C. J., Dinga, R., Beckmann, C. F., & Marquand, A. F. (2021). Warped Bayesian Linear Regression for Normative Modelling of Big Data. NeuroImage, https://doi.org/10.1016/j.neuroimage.2021.118715.

Rutherford, S., Kia, S. M., Wolfers, T., … Beckmann, C. F., & Marquand, A. F. (2022). The Normative Modeling Framework for Computational Psychiatry. Nature Protocols. https://www.nature.com/articles/s41596-022-00696-5.

Rutherford, S., Fraza, C., … Beckmann, C. F., & Marquand, A. F. (2022). Charting Brain Growth and Aging at High Spatial Precision. eLife. https://elifesciences.org/articles/72904

de Boer, A., Kia, S., … & Marquand A. F. (2022). Non-Gaussian Normative Modelling With Hierarchical Bayesian Regression. bioRxiv. https://www.biorxiv.org/content/10.1101/2022.10.05.510988v1

Fraza, C., Zabihi, M., Beckmann, C. F., & Marquand, A. F. (2022). The Extremes of Normative Modelling. bioRxiv. https://www.biorxiv.org/content/10.1101/2022.08.23.505049v1