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    <loc>http://dynamic-brains.com/projects</loc>
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    <lastmod>2026-06-19</lastmod>
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      <image:title>Projects</image:title>
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      <image:title>Projects</image:title>
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      <image:title>Projects</image:title>
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      <image:title>Projects</image:title>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/11e60531-95c4-4f17-8f9d-4a298364b184/Screenshot+2026-06-19+at+12.25.34.png</image:loc>
      <image:title>Projects - Modelling anti-LGI1 related seizures, behavioral changes and brain MRI abnormalities in rodent models [paper]</image:title>
      <image:caption>Anti-LG1 autoimmune encephalitis causes seizures and cognitive deficits in humans and has now been effectively modelled in a rodent model. Upadhya et al. 2025 Brain Behav Immun 10.1016/j.bbi.2025.02.019</image:caption>
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      <image:title>Projects - Persistent sodium currents in an SCN1A degenerative encephalopathy [paper]</image:title>
      <image:caption>In this work we characterise a novel gain of function variant in SCN1A associated with a severe neurodegenerative phenotype. Gorman, Peters et al. 2021 Brain Comms doi.org/10.1093/braincomms/fcab235 Twitter Thread</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/1634125025474-6I3VG6W7E7Q4ZP2XB771/Screenshot+2021-10-13+at+12.36.33.png</image:loc>
      <image:title>Projects - Reduced excitatory neurotransmission causing seizures in NMDAR-Ab encephalitis [paper]</image:title>
      <image:caption>Here we show through detailed in vitro, in vivo and in silico work that counterintuitively reduced excitation underlies seizures in a rat model of NMDAR-Ab encephalitis. Wright et al 2021 Comms Biol: doi.org/10.1038/s42003-021-02635-8 Twitter Thread</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/50ff209b-a836-4106-a2e6-e7f716686c06/Screenshot+2026-06-19+at+12.32.07.png</image:loc>
      <image:title>Projects - Functional genomics in simple animal models [review]</image:title>
      <image:caption>Our review on how to assess functional consequences of genomic alterations at scale in simple animal models. Rosch et al. Front Cell Neuroscie 2019 doi.org/10.3389/fncel.2019.00556</image:caption>
    </image:image>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/1524426581962-M5ONKT7Y06VWQ25P818V/Screen+Shot+2018-04-22+at+20.49.09.png</image:loc>
      <image:title>Projects - NMDA-receptor antibodies alter microcircuit dynamics [paper]</image:title>
      <image:caption>Here we apply computational models across mice and men to infer cortical circuitry in the presence of pathological NMDAR antibodies. Rosch et al (2018) PNAS: 10.1073/pnas.1804846115</image:caption>
    </image:image>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/1524423098037-U3O57MY42CHZV1X039QU/SCN1A+channel+structure</image:loc>
      <image:title>Projects - A deep dive into an SCN1A mutation [paper]</image:title>
      <image:caption>Characterising the effects of individual mutations can yield insights about how an SCN1A mutations can lead to epilepsy. Peters et al. 2016 Sci Rep 10.1038/srep31879</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/1524423867975-84N7ZXP4TMCEUPRL3Y4U/Screen+Shot+2018-04-22+at+20.04.00.png</image:loc>
      <image:title>Projects - Simulating the effects of channel abnormalities on neuron dynamics [code]</image:title>
      <image:caption>This code implements the patch-clamp recordings made above in a Hodgkin-Huxley model to simulate its effects on neuronal function. Github: SCN1A Hodgkin Huxley Model</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/08ec5517-c9f3-41ac-95c2-6b01d79e8ad3/NG2015001099TT1.jpg</image:loc>
      <image:title>Projects - Rare copy number variants in absence epilepsy [paper]</image:title>
      <image:caption>This is an analysis of high density SNP arrays to evaluate the contribution of rare copy number variants to common generalised epilepsy phenotypes. Addis et al 2016 Neurol Genet doi.org/10.1212/NXG.0000000000000056</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/1554260805910-6PEKV2VJ3TTLQE6E57G8/Screenshot+2019-04-02+at+23.04.44.png</image:loc>
      <image:title>Projects - Oscillatory brain markers of network function in adults with Down Syndrome [paper]</image:title>
      <image:caption>In this paper we use EEG and Dynamic Causal Modelling to link brain oscillations, cognitive ability, and synaptic function in people living with Down Syndrome. Hamburg et al (2019) Cerebr Cort: 10.1093/cercor/bhz043</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/1524479812513-HWWDKGL1U7UHEISTOOO3/Capture.PNG</image:loc>
      <image:title>Projects - Network dynamics in epileptic encephalopathies [paper]</image:title>
      <image:caption>In this paper we illustrate how summary measures of network dynamics can separate subgroups of epilepsies in early infancy. Rosch et al (2017) Net Neurosci: 10.1162/netn_a_00026</image:caption>
    </image:image>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/c6a0d539-5058-4989-94fb-c20ed9f47feb/key_image.png</image:loc>
      <image:title>Projects - Spontaneous brain activity emerges from pairwise interactions in the larval zebrafish brain [paper]</image:title>
      <image:caption>A maximum entropy model shows simple pairwise interactions are sufficient to explain whole-brain activity. Rosch et al. 2024 Phys Rev X doi.org/10.1103/PhysRevX.14.031050</image:caption>
    </image:image>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/a1960e65-4c40-4709-8a35-3fde10d1d064/Screenshot+2023-04-16+at+13.43.46.png</image:loc>
      <image:title>Projects - Microscale neuronal activity collectively drives chaotic and inflexible dynamics at the macroscale in seizures [paper]</image:title>
      <image:caption>Single-cell recordings reveal how collective microscale activity produces the rigid, chaotic dynamics of seiuzres. Burrows et al. 2023 J Neurosci doi.org/10.1523/JNEUROSCI.0171-22.2023</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/1617456214855-69QT785Z87IUVQTCXJZV/Screenshot+2021-04-03+at+15.12.48.png</image:loc>
      <image:title>Projects - Transparent graphene microelectrodes illuminate spatiotemporal seiuzre dynamics at the microscale [paper]</image:title>
      <image:caption>Multimodal recordings capture how seizure activity organises across scales in space and time. Driscoll et al. 2020 Comms Biol doi.org/10.1038/s42003-021-01670-9</image:caption>
    </image:image>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/1617443066286-A18OC4OE9HI4XZ0YR6PN/Screenshot+2021-04-03+at+11.38.11.png</image:loc>
      <image:title>Projects - Imaging epilepsy in larval zebrafish [review]</image:title>
      <image:caption>A review of how whole-brain imaging lets us watch seizure dynamics emerge at celluular resolution. Burrows et al. 2020 Eur J Paediatr Neurol doi.org/10.1016/j.ejpn.2020.01.006</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/1524433030221-K0B1HD0ZMRYEJGT95OG1/Screen+Shot+2018-04-22+at+22.35.30.png</image:loc>
      <image:title>Projects - Brain-wide changes in effective connectivity during seizures in zebrafish [paper]</image:title>
      <image:caption>Whole-brain imaging combined with dynamic causal modelling traces how seiuzre dynamics emerge across the zebrafish brain. Rosch et al. 2018 PLoS Comp Biol doi.org/10.1371/journal.pcbi.1006375</image:caption>
    </image:image>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/dfcf6778-549b-4527-b916-3fc7257178aa/Screenshot+2026-06-19+at+15.02.29.png</image:loc>
      <image:title>Projects - Dynamic causal modelling of seiuzre activity in a rat model [paper]</image:title>
      <image:caption>Inferring the circuit changes underlying emergent seiuzre dynamics. Papadopoulou et al. 2016 NeuroImage doi.org/10.1016/j.neuroimage.2016.08.062</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/4fa74166-5ead-4bad-8de8-1b833084d6a3/HBM-46-e70393-g001.jpg</image:loc>
      <image:title>Projects - Receptor-density topography shapes intracranial EEG spectra [paper]</image:title>
      <image:caption>Usingy dynamic causal modelling, regional differecnes in iEEG activity are explained in part by the local distribution of neurotransmitter recpetors. Stoof et al 2025 Hum Brain Mapp doi.org/10.1002/hbm.70393</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/5515059b-7781-4e88-bb7e-c977dd9a70b7/Screenshot+2026-06-19+at+12.53.03.png</image:loc>
      <image:title>Projects - Corticocortical evoked potentials for localising the epileptogenic zone [review]</image:title>
      <image:caption>A review of analytical techniques and emerging paradigms that use stimulation-resoponse mapping to probe network architectures. Qiang et al 2025 Epilepsia doi.org/10.1111/epi.18467</image:caption>
    </image:image>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/e0ce2849-251e-4a5b-ae13-4838016b4c71/Screenshot+2026-06-19+at+12.59.05.png</image:loc>
      <image:title>Projects - Interictal discharges spread along local recurrent networks between tubers and cortex [paper]</image:title>
      <image:caption>DCM reveals the recurrent network structure underlying the local spread of interictal discharges in tuberous sclerosis. Tumpa et al. 2025 J Physiol doi.org/10.1101/691170</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/f8151dc4-458e-43b2-a91f-cbd921491066/Screenshot+2026-06-19+at+13.02.29.png</image:loc>
      <image:title>Projects - Modelling cortical networks [paper]</image:title>
      <image:caption>How the coupling of neuronal models shapes the dynamics we can observe in them. Cooray et al. 2023 Disc Appl Scie doi.org/10.1007/s42452-024-05624-8</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/f798352a-134f-405a-afed-60c74cd99a2e/journal.pcbi.1010915.g006.PNG</image:loc>
      <image:title>Projects - Global dynamics of neural mass models [paper]</image:title>
      <image:caption>A formal analysis of how the structure of population models shapes their global dynamical repertoire Cooray et al. 2023 PLoS Comp Biol doi.org/10.1371/journal.pcbi.1010915</image:caption>
    </image:image>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/afb2821b-f948-4496-bb22-2052236ac053/Screenshot+2026-06-19+at+13.11.29.png</image:loc>
      <image:title>Projects - Increased modal controllability in drug-resistant focal epilepsy [paper]</image:title>
      <image:caption>Structural brain networks in paediatric focal epilepsy show altered controllability of the whole brain and of epileptogenic regions. Chari et al 2021 Comm Biol doi.org/10.1038/s42003-022-03342-8</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/4adb6f70-43f6-4f16-85c3-8c4feebddb8c/Screenshot+2026-06-19+at+14.26.30.png</image:loc>
      <image:title>Projects - Hierarchical disruption in the Bayesian brain [paper]</image:title>
      <image:caption>Focal epilepsy is associated with disruption of the hierarhical network structure underlying inference. Omidvarnia et al. 2017 NeuroImage Clin doi.org/10.1016/j.nicl.2017.05.019</image:caption>
    </image:image>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/21bd87af-ca14-468d-aa1e-8aed38e773bf/epi70158-fig-0004-m.png</image:loc>
      <image:title>Projects - Are seizure forecasts and cycles better than chance? What chance? [paper]</image:title>
      <image:caption>A critical look at how seizure cycles and forecasts should be evaluated against the right baseline. Github: Zebrafish seizure modelling</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/29af57aa-0f74-4fc4-a33e-fa0203636519/Screenshot+2024-10-04+at+12.48.10.png</image:loc>
      <image:title>Projects - Epileptiform activity and seizure risk follow long-term non-linear attractor dynamics [paper]</image:title>
      <image:caption>Long-term recordings reveal that seizure risk drifts along the geometry of a nonlinear attractor.</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/d61d26f6-7476-4a88-b85f-492f66d5affd/Screenshot+2026-06-19+at+15.14.13.png</image:loc>
      <image:title>Projects - Rotationally stable dynamics over long timescales emerge in neuronal development [preprint]</image:title>
      <image:caption>Developmentally networks support both stability and change mediated through regionally different dynamics.</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/f63b0503-282e-408c-8aed-9e66d7800a1b/Screenshot+2026-06-19+at+15.29.05.png</image:loc>
      <image:title>Projects - Chloride dynamics predict optimal strategies for terminating status epilepticus [paper]</image:title>
      <image:caption>Modelling how chloride shifts over the course of prolonged seizures points to better-timed treatment strategies.</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/3a65d68d-6422-4098-9716-c2b71684d72e/Screenshot+2023-09-26+at+12.13.10.png</image:loc>
      <image:title>Projects - Dynamic changes in synaptic inhibition underlie benzodiazepine resistance in paediatric status epilepticus</image:title>
      <image:caption>Synaptic inhibition is dynamically disrupted during prolonged status epilepticus.</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/d8ced55a-aabc-4e08-a0c2-b5edc5906e20/Screenshot+2026-06-19+at+15.22.27.png</image:loc>
      <image:title>Projects - Scalp high-frequency oscillation rates depend on sleep stage and decrease with time spent in sleep</image:title>
      <image:caption>A clinical biomarker shown to vary systematically with state and time.</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/56c4541ff699bb8d36e8a8d7/642297f2-922e-4a42-a1d6-8b60f6b50823/Screenshot+2026-06-19+at+15.30.14.png</image:loc>
      <image:title>Projects - Why won't it stop? The dynamics of benzodiazepine resistance in status epilepticus</image:title>
      <image:caption>A review of how the dynamics of prolonged seizures drive treatment resistance over time</image:caption>
    </image:image>
  </url>
  <url>
    <loc>http://dynamic-brains.com/about</loc>
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    <lastmod>2026-04-21</lastmod>
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      <image:title>About - Dynamic Brains</image:title>
      <image:caption>Insights into childhood epilepsies as dynamic disorders of the brain</image:caption>
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      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
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      <image:title>About - Teaching</image:title>
      <image:caption>Teaching practical neuroscience through data, code, and real research questions. Information for specific modules below.</image:caption>
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  <url>
    <loc>http://dynamic-brains.com/richard</loc>
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      <image:title>Richard Rosch</image:title>
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    <image:image>
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      <image:title>Richard Rosch - Richard Rosch Interests and Bio</image:title>
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      <image:title>Richard Rosch - Richard Rosch Curriculum Vitae</image:title>
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    <lastmod>2024-04-18</lastmod>
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    <lastmod>2024-04-18</lastmod>
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  <url>
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