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Record W4412166571 · doi:10.1017/cjn.2025.10165

C.6 Efficacy and safety of mTOR inhibitor therapy in a Canadian paediatric tuberous sclerosis complex cohort

2025· article· en· W4412166571 on OpenAlexaffvenueabout
Rawan Abu‐Omar, Mira Valcic, Maria Zak, Atheer Alsulami, Nidhya Lakshmi Thulasiraj, Elizabeth Donner, Lauren Sham

Bibliographic record

VenueCanadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques · 2025
Typearticle
Languageen
FieldMedicine
TopicTuberous Sclerosis Complex Research
Canadian institutionsToronto Public Health
Fundersnot available
KeywordsTuberous sclerosisCohortMedicineDiscovery and development of mTOR inhibitorsPI3K/AKT/mTOR pathwayInternal medicinePediatricsOncologyPsychiatryGeneticsBiology

Abstract

fetched live from OpenAlex

Background: Tuberous Sclerosis Complex (TSC) is a genetic condition marked by multisystem benign tumours. mTOR inhibitor (mTORi) therapy is indicated for subependymal giant cell astrocytomas (SEGA), renal angiomyolipomas (AML), and drug-resistant epilepsy. This study aimed to evaluate the efficacy and safety of mTORi in our paediatric TSC cohort. Methods: Data on patient demographics, clinical outcomes, and adverse events (AEs) were obtained from SickKids’ prospective observational TSC Database (n=107). Results: 19 children (median age at diagnosis 0.6 years, range 0-8.3; F:M 10:9) received mTORi. Indications were SEGA (n=6), AML (n=4), seizures (n=4), prophylactic (n=2), AML/SEGA (n=1), seizures/AML (n=1), and seizures/SEGA (n=1). Median age at mTORi initiation was 8.4 years (range 2.1-15.4). 68.4% (n=13/19) received sirolimus and 31.6% (n=6/19) received everolimus. 24 months post-mTORi initiation, 50% showed stable SEGA (n=4/8), 50% reduced SEGA (n=4/8), 66.7% stable AML (n=8/12), 25% reduced AML (n=3/12), and 8.3% larger AML (n=1/12). Variability in reporting seizure frequency rendered mTORi effects on epilepsy inconclusive. mTORi was overall well tolerated, yet 100% (n=19/19) reported AEs, majority Grade 1-2. Conclusions: This study describes the efficacy and tolerability of mTORi in a Canadian paediatric TSC cohort, which demonstrates beneficial effects on SEGA and AML, with mild to moderate AEs reported.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.132
Threshold uncertainty score0.266

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.062
GPT teacher head0.303
Teacher spread0.241 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes3
Has abstractyes

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