Julie Tseng’s research while affiliated with SickKids and other places

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Publications (15)


Repairing Myelin After Irradiated Pediatric Brain Tumor: A Magnetization Transfer Imaging Analysis
  • Article

June 2025

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3 Reads

Pediatric Blood & Cancer

Éloïse Baudou

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Jennifer L. Ryan

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Julie Tseng

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[...]

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Donald J. Mabbott

Background While exercise training and metformin treatment have demonstrated preliminary cognitive improvements in pediatric brain tumor (PBT) survivors, the neuronal mechanisms underlying their cognitive improvements are unclear. Diffusion‐weighted metrics (e.g., fractional anisotropy [FA]) are commonly used to evaluate remyelination, but magnetization transfer imaging is thought to be more sensitive to myelin plasticity. Methods We compared white matter changes after exercise and metformin interventions by evaluating magnetization transfer ratio (MTR) and FA changes in irradiated PBT survivors who completed either an exercise (NCT01944761) or metformin pilot trial (NCT02040376) (30 participants: exercise n = 11, metformin n = 12, and control n = 7). Then, we explored correlations between MTR and cognitive outcomes. Results There were significant MTR changes in three brain regions (right forceps minor in both interventions, right inferior and superior longitudinal fasciculi in the exercise group), but no significant FA changes. MTR increases occurred in the right forceps minor in the exercise and metformin groups compared with the control group ( p < 0.033), and in the superior longitudinal fasciculus in the exercise group compared with the control group ( p = 0.016). Preliminary correlations between MTR and cognitive changes were not significant after correcting for multiple comparisons. Conclusions Our results suggest that 12 weeks of exercise or metformin intervention may promote remyelination in PBT survivors in brain regions involved in memory and executive function, and there may be differences in the brain regions affected by each intervention. This work sets the stage for larger clinical trials to identify definitive differences in MTR and validate their association with cognition.



Compensatory mechanisms amidst demyelinating disorders: insights into cognitive preservation

November 2024

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18 Reads

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1 Citation

Brain Communications

Demyelination disrupts the transmission of electrical signals in the brain and affects neurodevelopment in children with disorders such as multiple sclerosis and myelin oligodendrocyte glycoprotein-associated disorders. Although cognitive impairments are prevalent in these conditions, some children maintain cognitive function despite substantial structural injury. These findings raise an important question: in addition to the degenerative process, do compensatory neural mechanisms exist to mitigate the effects of myelin loss? We propose that a multi-dimensional approach integrating multiple neuroimaging modalities, including diffusion tensor imaging, magnetoencephalography and eye-tracking, is key to investigating this question. We examine the structural and functional connectivity of the default mode and executive control networks due to their significant roles in supporting higher-order cognitive processes. As cognitive proxies, we examine saccade reaction times and direction errors during an interleaved pro- (eye movement towards a target) and anti-saccade (eye movement away from a target) task. 28 typically developing children, 18 children with multiple sclerosis and 14 children with myelin oligodendrocyte glycoprotein-associated disorders between 5 and 18.9 years old were scanned at the Hospital for Sick Children. Tractography of diffusion MRI data examined structural connectivity. Intracellular and extracellular microstructural parameters were extracted using a white matter tract integrity model to provide specific inferences on myelin and axon structure. Magnetoencephalography scanning was conducted to examine functional connectivity. Within groups, participants had longer saccade reaction times and greater direction errors on the anti- versus pro-saccade task; there were no group differences on either task. Despite similar behavioural performance, children with demyelinating disorders had significant structural compromise and lower bilateral high gamma, higher left-hemisphere theta and higher right-hemisphere alpha synchrony relative to typically developing children. Children diagnosed with multiple sclerosis had greater structural compromise relative to children with myelin oligodendrocyte glycoprotein-associated disorders; there were no group differences in neural synchrony. For both patient groups, increased disease disability predicted greater structural compromise, which predicted longer saccade reaction times and greater direction errors on both tasks. Structural compromise also predicted increased functional connectivity, highlighting potential adaptive functional reorganisation in response to structural compromise. In turn, increased functional connectivity predicted faster saccade reaction times and fewer direction errors. These findings suggest that increased functional connectivity, indicated by increased alpha and theta synchrony, may be necessary to compensate for structural compromise and preserve cognitive abilities. Further understanding these compensatory neural mechanisms could pave the way for the development of targeted therapeutic interventions aimed at enhancing these mechanisms, ultimately improving cognitive outcomes for affected individuals.


Process of development and usability testing of the Fit ABCS website. Designers denote experts in paediatric healthcare education, and user experience and interface design at the hospital for sick children.
Flowchart of search process for (A) academic literature and (B) publicly and commercially available eHealth resources to support exercise training in children treated for brain tumours and paediatric acquired brain injury more broadly.
Content included in the Instructor Training Module. Descriptions and examples of common (A) cognitive and (B) physical issues experienced by children treated for brain tumours that impact participation in exercise training are shown. Suggestions to alleviate issues during exercise training are also discussed. The video includes a patient and physical therapist with expertise in paediatric neuro-oncology at the Hospital for Sick Children.
Content included in the Activity Library Module. The Activity Library includes 67 exercise activities for instructors to select from to plan exercise sessions (left). Each activity (example right) includes written, photo and video descriptions, modifications, progressions and equipment.
Content included in the Session Planner Module. Prior to exercise sessions instructors create session plans that include the selection of primary and alternative (‘backup’) activities.

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A web-based resource for exercise training in children treated for brain tumours to improve cognitive sequelae: Development and usability
  • Literature Review
  • Full-text available

September 2024

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59 Reads

Improving cognitive sequelae in children treated for brain tumours (CTBT) requires accessible interventions. While instructor-led exercise in a hospital setting is efficacious, it is not extended to communities. Objectives We aimed to (i) develop a website with educational resources/tools for community health and fitness professionals (HFP) to deliver exercise for CTBT in community settings to improve cognition and (ii) assess its usability by community HFP. It was hypothesized that the website would be learnable, clear, satisfactory and efficient to deliver exercise. Methods A scoping review determined the state of eHealth resources to support exercise for CTBT and identified knowledge and resource gaps. Three focus groups with HFP who served cancer survivors in hospital or community settings (n = 13) identified user needs; content analysis identified themes. Gaps from the scoping review and themes from focus groups informed website content. A questionnaire assessed its usability by community HFP (n = 4). Descriptive statistics inferred the website's learnability, clarity, satisfaction and efficiency. Open-ended responses identified issues. Results The scoping review revealed a lack of eHealth resources supporting exercise to improve cognition in CTBT and education for HFP to deliver exercise. Six themes were identified in the focus groups. HFP rated the website as sufficiently learnable, clear, satisfactory and efficient. Two minor issues were reported and addressed. Conclusion The website marks one of the first eHealth resources to increase accessibility of intervention to improve cognitive sequelae and ultimately quality of life in CTBT. HFP also gain access to education and tools to deliver exercise in community settings.

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Fig. 2. Reaction Time is Significantly Slower in Children Treated for Brain Tumors. Information processing speed was assessed during a visual-motor task conducted in the MEG and a CANTAB choice reaction time task conducted outside of the MEG environment. During both tasks (A), participants fixated on a black cross with their dominant hand resting at their side and index finger resting between two buttons on a button box. Every 1.5-3.0 s, the black fixation cross was replaced with a green arrow pointing towards the left or right with a static visual contrast grating presented in the lower-left visual field. In response to the presentation of the green arrow, participants were instructed to press the corresponding left or right button as quickly as possible. Once participants pushed the button, the black fixation cross reappeared within 1 s. There were 100 left/right arrow trials presented pseudo-randomly. During both tasks, information processing speed was slower in children treated for brain tumors compared to healthy controls (B), with no significant group differences on response accuracy (p > 0.05) (C). There were also no significant group differences on mean reaction time or response accuracy between the MEG visual-motor task and CANTAB choice reaction time task (p > 0.05). Note. HC = healthy controls; PBTS = pediatric brain tumor survivors; * = p < 0.05; ** = p < 0.01. Standard errors are shown.
Fig. 3. Group Differences in Network White Matter Connectivity for PBTS Compared to Healthy Controls. Correlation matrices for (A) FA, (B) MD, (C) RD, and (D) AD depict group differences in pairwise correlations among specific regions of the DMN and ECN. Each cell represents the correlation coefficient between two regions, with color intensity indicating the strength and direction of correlations: blue shades denote positive correlations, while red shades indicate negative correlations. Significant correlations (|r| > 0.5, p < 0.05, corrected for multiple comparisons) are marked with asterisks (*). For FA, higher values indicate better outcomes, with the hypothesis that healthy controls exhibit higher values compared to PBTS. Conversely, for MD, RD, and AD, higher values indicate poorer outcomes, with the hypothesis that PBTS exhibit higher values compared to controls. In each matrix, the left hemisphere is represented on the bottom, and the right hemisphere is on the top of each quadrant. Note. PCC = posterior cingulate cortex; mPFC = medial prefrontal cortex; MTL = medial temporal lobe; AG = angular gyrus; DLPFC = dorsolateral prefrontal cortex; ACC = anterior cingulate cortex; PPC = posterior parietal cortex; FA = fractional anisotropy; MD = mean diffusivity; RD = radial diffusivity; AD = axial diffusivity.
Fig. 4. Default Mode and Executive Control Network Connections with Aberrant Neural Synchrony for PBTS Compared to Healthy Controls. Correlation matrices for (A) resting state wPLI, (B) simulated wPLI, and (C) visual-motor task wPLI depicting group differences in pairwise correlations among specific regions of the DMN and ECN. Each cell represents the correlation coefficient between two regions, with color intensity indicating the strength and direction of correlations. Blue shades denote positive correlations, while red shades indicate negative correlations. Significant correlations (|r| > 0.5, p < 0.05) are marked with asterisks (*). For theta wPLI, the left hemisphere is depicted on the bottom of each correlation matrix, and the right hemisphere is shown at the top of each quadrant. Note. PCC = posterior cingulate cortex; mPFC = medial prefrontal cortex; MTL = medial temporal lobe; AG = angular gyrus; DLPFC = dorsolateral prefrontal cortex; ACC = anterior cingulate cortex; PPC = posterior parietal cortex; wPLI = weighted phase lag index; LH = left hemisphere; RH = right hemisphere.
Fig. 5. Default Mode and Executive Control Network Structural Connectivity Directly Influences Network Neural Communication and Information Processing Speed, and White Matter Compromise has an Indirect Adverse Impact on Reaction Time via Perturbed Neural Synchrony. Results from partial least squares (PLS) path modeling to statistically describe the impact of DMN and ECN structure-function coupling on information processing speed using: (A) resting state, (B) simulated, and (C) visual-motor task-evoked neural activity. All three statistical models collectivity indicate that increased MD and RD and decreased FA predicts increased reaction time and decreased wPLI; and in turn decreased wPLI predicts increased reaction time. Note. DMN = default mode network; ECN = executive control network; wPLI = weighted phase lag index; LH = left hemisphere; RH = right hemisphere; FA = fractional anisotropy; MD = mean diffusivity; RD = radial diffusivity; * = p < 0.05.
Analyzing structural and functional connectivity differences between healthy controls and pediatric brain tumor survivors with network-based statistics.
Network connectivity underlying information processing speed in children: Application of a pediatric brain tumor survivor injury model

September 2024

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26 Reads

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1 Citation

NeuroImage Clinical

Elucidating how adaptive and maladaptive changes to the structural connectivity of brain networks influences neural synchrony, and how this structure–function coupling impacts cognition is an important question in human neuroscience. This study assesses these links in the default mode and executive control networks during resting state, a visual-motor task, and through computational modeling in the developing brain and in acquired brain injuries. Pediatric brain tumor survivors were used as an injury model as they are known to exhibit cognitive deficits, structural connectivity compromise, and perturbations in neural communication. Focusing on information processing speed to assess cognitive performance, we demonstrate that during the presence and absence of specific task demands, structural connectivity of these critical brain networks directly influences neural communication and information processing speed, and white matter compromise has an indirect adverse impact on reaction time via perturbed neural synchrony. Further, when our experimentally acquired structural connectomes simulated neural activity, the resulting functional simulations aligned with our empirical results and accurately predicted cognitive group differences. Overall, our synergistic findings further our understanding of the neural underpinnings of cognition and when it is perturbed. Further establishing alterations in structural–functional coupling as biomarkers of cognitive impairments could facilitate early intervention and monitoring of these deficits.


QOL-23. POTENTIAL MYELIN REPAIR AFTER IRRADIATED PEDIATRIC BRAIN TUMOR: A MAGNETIZATION TRANSFER IMAGING ANALYSIS

June 2024

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2 Reads

Neuro-Oncology

BACKGROUND Exercise training and metformin treatment may improve cognition after cranial irradiation in pediatric brain tumors (PBT), but the neuronal mechanisms underlying the effect of these interventions remains unknown. Magnetization transfer imaging (MTI) is an imaging technique that may be sensitive to white matter microstructure – including myelin. METHODS In this work, we analyzed changes in magnetization transfer ratio (MTR) over a 12-week period in irradiated PBT survivors who participated in pilot clinical trials entailing 12 weeks of exercise training (exercise group, n=17), or metformin treatment (n=12). Pre- and post-intervention assessment included MRI scanning and neurocognitive tests. A no intervention control group, (n=7) was also included and seen before and after a 12 week period of time. We used a longitudinal Tract-Based Spatial Statistics (TBSS) approach to analyze differences in MTR across the 12 weeks in the three groups, using as covariates: age at baseline, sex, handedness, age at diagnosis and delay from diagnosis. Then we performed correlations between mean MTR changes and behavioral outcomes. RESULTS Clusters of significant increase in MTR were observed in the right temporal lobe in the exercise group after intervention and in the right minor forceps in the metformin group after treatment. These changes respectively correlated with higher performance in free recall score in exercise group and with higher performances in inhibitory control and attention in metformin group. There was no difference in MTR changes between groups nor within the control group. DISCUSSION This exploratory work suggests either a 12-week period of exercise training or metformin may promote myelination in PBT survivors in brain regions. These changes appear to be associated with improved memory and executive function, two core domains of neurocognitive deficit in this population.


Multi-modal imaging with Magnetization Transfer and Diffusion Tensor Imaging reveals evidence of myelin damage in children and youth treated for a brain tumour

January 2024

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13 Reads

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3 Citations

Neuro-Oncology Practice

Background The microstructural damage underlying compromise of white matter following treatment for paediatric brain tumours is unclear. We use multi-modal imaging employing advanced diffusion (DTI) and magnetization transfer (MTI) MRI methods to examine chronic microstructural damage to white matter in children and adolescents treated for paediatric brain tumour. Notably, MTI may be more sensitive to macromolecular content, including myelin, than DTI. Methods Fifty patients treated for brain tumours (18 treated with surgery +/- chemotherapy and 32 treated with surgery followed by cranial-spinal radiation; time from diagnosis to scan ~ 6 years) and 45 matched healthy children completed both MTI and DTI scans. Voxelwise and region of interest approaches were employed to compare white matter microstructure metrics (Magnetization Transfer Ratio (MTR); DTI - FA, RD, AD, MD) between patients and healthy controls. Results MTR was decreased across multiple white matter tracts in patients when compared to healthy children, p<0.001. These differences were observed for both patients treated with radiation and those treated with only surgery, p<0.001. We also found that children and adolescents treated for brain tumours exhibit decreased FA and increased RD/AD/MD compared to their healthy counterparts in several white matter regions, ps < 0.02. Finally, we observed that MTR and DTI metrics were related in multiple white matter tracts in patients, ps < .01, but not healthy control children. Conclusions Our findings provide evidence that the white matter damage observed in patients years after treatment of pediatric posterior fossa tumors, likely reflects myelin disruption.


C.T.'s autobiographical interview. The dashed line indicates tumor diagnosis and surgery. C.T. was 19 years old at the time of testing. Her results indicate anterograde amnesia with no retrograde amnesia. When asked to provide a memory between the ages of 17–19 years (following her surgery), C.T. was unable to generate a memory unless that event had occurred on the day of testing and was not separated by sleep.
Experimental design and results. (A) Across two subsequent days, participants watched an episode of the TV show Poirot and either took a nap or stayed awake before completing a series of memory tests. Half of the control participants completed the nap condition first, and half completed the wake condition first. Episode order was counterbalanced across conditions. C.T. completed the experiment twice and finished both counterbalancing arrangements (i.e., each individual episode was viewed in both the nap and wake conditions). (B) On the prompted recall test, C.T. recalled fewer details than controls in the nap condition compared with the wake condition. Following a nap, C.T. recalled zero details for each episode. (C) Condition and group did not predict comprehension test scores, although C.T. performed numerically worse than all controls.
Fornix and corpus callosum pre-/post-surgery in C.T. compared with control participant(s). (A) Red line on axial image identifies the midline sagittal slices. White arrows indicate the corpus callosum and fornix on a control participant scan. (B) Percentage decrease in FDC in C.T. relative to control group overlaid on the control-group-derived white matter template. Crosshair indicates slice positions on (cropped) sagittal, coronal, and axial planes.
Differences in fiber bundle density and cross-section (FDC) in fornix. (A) Tractography of fornix in C.T. overlaid on sagittal T1-weighted image, (B) as well as 3-D volume renderings showing fewer streamlines in right versus left fornix. (C) Percentage decrease of FDC in C.T. relative to control group projected onto group-derived template fornix. (D) Fiber bundle differences localized to right fornix from anterior column through body to crus. *Indicates p < .00125.
Visualization of disrupted hippocampal connections to distributed brain regions following fornix damage. These tractograms consist of streamlines that connect bilateral hippocampi to structures in the lateral temporal, inferior frontal, anterior cingulate, and medial prefrontal lobes. The percent decrease of FDC in C.T. relative to the group is projected onto those streamlines to illustrate the potential disruption.
Sleep Differentially and Profoundly Impairs Recall Memory in a Patient with Fornix Damage

October 2023

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24 Reads

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5 Citations

In March 2020, C.T., a kind, bright, and friendly young woman underwent surgery for a midline tumor involving her septum pellucidum and extending down into her fornices bilaterally. Following tumor diagnosis and surgery, C.T. experienced significant memory deficits: C.T.'s family reported that she could remember things throughout the day, but when she woke up in the morning or following a nap, she would expect to be in the hospital, forgetting all the information that she had learned before sleep. The current study aimed to empirically validate C.T.'s pattern of memory loss and explore its neurological underpinnings. On two successive days, C.T. and age-matched controls watched an episode of a TV show and took a nap or stayed awake before completing a memory test. Although C.T. performed numerically worse than controls in both conditions, sleep profoundly exacerbated her memory impairment, such that she could not recall any details following a nap. This effect was replicated in a second testing session. High-resolution MRI scans showed evidence of the trans-callosal surgical approach's impact on the mid-anterior corpus callosum, indicated that C.T. had perturbed white matter particularly in the right fornix column, and demonstrated that C.T.'s hippocampal volumes did not differ from controls. These findings suggest that the fornix is important for processing episodic memories during sleep. As a key output pathway of the hippocampus, the fornix may ensure that specific memories are replayed during sleep, maintain the balance of sleep stages, or allow for the retrieval of memories following sleep.


Network connectivity underlying episodic memory in children: Application of a pediatric brain tumor survivor injury model

May 2023

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23 Reads

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3 Citations

Episodic memory involves personal experiences paired with their context. The Medial Temporal, Posterior Medial, Anterior Temporal, and Medial Prefrontal networks have been found to support the hippocampus in episodic memory in adults. However, there lacks a model that captures how the structural and functional connections of these networks interact to support episodic memory processing in children. Using diffusion‐weighted imaging, magnetoencephalography, and memory tests, we quantified differences in white matter microstructure, neural communication, and episodic memory performance, respectively, of healthy children (n = 23) and children with reduced memory performance. Pediatric brain tumor survivors (PBTS; n = 24) were used as a model, as they exhibit reduced episodic memory and perturbations in white matter and neural communication. We observed that PBTS, compared to healthy controls, showed significantly (p < 0.05) (1) disrupted white matter microstructure between these episodic memory networks through lower fractional anisotropy and higher mean and axial diffusivity, (2) perturbed theta band (4–7 Hz) oscillatory synchronization in these same networks through higher weighted phase lag indices (wPLI), and (3) lower episodic memory performance in the Transverse Patterning and Children's Memory Scale (CMS) tasks. Using partial‐least squares path modeling, we found that brain tumor treatment predicted network white matter damage, which predicted inter‐network theta hypersynchrony and lower verbal learning (directly) and lower verbal recall (indirectly via theta hypersynchrony). Novel to the literature, our findings suggest that white matter modulates episodic memory through effect on oscillatory synchronization within relevant brain networks. Research Highlights Investigates the relationship between structural and functional connectivity of episodic memory networks in healthy children and pediatric brain tumor survivors Pediatric brain tumor survivors demonstrate disrupted episodic memory, white matter microstructure and theta oscillatory synchronization compared to healthy children Findings suggest white matter microstructure modulates episodic memory through effects on oscillatory synchronization within relevant episodic memory networks


Development and usability of a web-based resource for exercise training in children treated for brain tumours to improve cognitive sequelae (Preprint)

April 2023

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15 Reads

BACKGROUND It is crucial to develop effective and accessible interventions to improve cognitive sequelae in children treated for brain tumours (CTBT), as their impact on functional outcomes is significant. Instructor-led exercise training in a hospital setting is safe, feasible and efficacious to promote cognitive improvements in patients, however, most receive their post-treatment rehabilitative care in the community. eHealth is well positioned to support the delivery of community interventions. OBJECTIVE We aimed to i) develop a website that provides educational resources/tools for health and fitness professionals (HFP) to deliver exercise training to CTBT in the community with the goal of improving cognitive outcomes and ii) assess the website’s usability by community HFP. It was hypothesized that the website would be rated as learnable, clear, satisfactory and efficient to train on and deliver exercise training to CTBT in the community. METHODS A scoping review of academic literature, and publicly and commercially available eHealth resources was conducted. The scoping review determined the state of eHealth resources to support exercise training for CTBT and identify knowledge and resource gaps. Three focus groups were conducted with HFP with expertise serving cancer survivors in hospital (n=5) and community (n=8) settings to identify user needs and preferences. Content analysis identified themes. Gaps identified in the scoping review and themes from focus groups informed content that was integrated into the website build. Usability by community HFP (n=4) was assessed using a questionnaire (multiple choice, Likert-type, and open-ended questions). Descriptive statistics inferred elements of the website deemed sufficiently learnable, clear, satisfactory and efficient, and aspects with issues requiring modification. The mode of each multiple choice and Likert-type response was calculated to determine the value that appeared most often. Open ended responses identified issues. RESULTS The scoping review revealed a lack of eHealth resources to support exercise training to improve cognitive sequelae in CTBT and education for professionals to deliver training. Six themes were identified in the focus groups: instructor experience, instructor training, training on the intervention, venue considerations/suitability, exercise session planning and feedback. HFP reported the website to be sufficiently learnable, clear, satisfactory and efficient. Two minor issues were reported and addressed: a desire for discussion of appropriate language when instructing and correspondence between website activities and visual tools. CONCLUSIONS The development and usability testing of the website marks one of the first eHealth resources to increase accessibility of interventions typically delivered in a hospital setting to improve cognitive sequelae in CTBT. It also provides professionals the necessary education/tools for delivery in the community and provision of exercise intervention designed to improve cognitive outcomes. This website would afford an increase in the number of patients with access to interventions that promote cognitive improvement and ultimately enhance quality of life.


Citations (3)


... A full list of these tracts and their projections can be found in Supplementary Material 2. We chose to focus on these specific tracts based on prior literature describing their roles in sleep-wake states and transitions and importance for memory formation and consolidation. 9,36 Statistical analyses All statistical analyses were performed in RStudio Version 1.7. t-tests or Pearson's chi-squared test of proportions were conducted to test for differences in demographic variables between those with a TBI and those without. ...

Reference:

Axonal injury, sleep disturbances, and memory following traumatic brain injury
Sleep Differentially and Profoundly Impairs Recall Memory in a Patient with Fornix Damage

... There is a paucity of research on functional connectivity with pediatric brain tumor survivors and the literature is mixed. Specifically, pediatric brain tumor survivors have shown altered functional connectivity in episodic memory networks such that as treatment intensity increases, there is a stronger influence on functional connectivity in the posterior medial, anterior temporal, medial prefrontal, and default mode networks (Alonso et al., 2024). However, the research is mixed on default mode network and salience network connectivity such that connectivity in pediatric brain tumor survivors was associated with better task performance and better parent-rated executive skills (Seck et al., 2022). ...

Network connectivity underlying episodic memory in children: Application of a pediatric brain tumor survivor injury model

... Due of its functions and neural components, the DMN can (with caution) be placed alongside the personality factors of neuroticism (Perkins et al., 2015;Servaas et al., 2014). People with high neuroticism levels usually experience more rumination and worry, thus predisposing to higher activation of DMN nodes (see Fernandes Coutinho et al., 2016;Hamilton et al., 2011;Servaas et al., 2014;Tichenor and Yaruss, 2020;Tseng and Poppenk, 2020). ...

Brain meta-state transitions demarcate thoughts across task contexts exposing the mental noise of trait neuroticism