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Record W3216361204 · doi:10.1093/neuonc/noab196.741

QOLP-20. DIETARY, ACTIVITY, AND QUALITY OF LIFE METRICS IN PATIENTS WITH NEWLY DIAGNOSED GLIOBLASTOMA IMPLEMENTING A KETOGENIC DIET: RESULTS OF A PHASE 1 CLINICAL TRIAL

2021· article· en· W3216361204 on OpenAlexaboutno aff
Thomas Nelson, Gillian Gresham, Amelia Welborn, L J Amaral, Brandon Noorvash, Laura Lockshon, Mourad Tighiouart, Sungjin Kim, Alexandra Mack, Jeremy Rudnick, Scott A. Irwin, Stephen J. Freedland, Jethro Hu

Bibliographic record

VenueNeuro-Oncology · 2021
Typearticle
Languageen
FieldMedicine
TopicDiet and metabolism studies
Canadian institutionsnot available
Fundersnot available
KeywordsKetogenic dietMedicineKetosisKetone bodiesQuality of life (healthcare)Internal medicineClinical trialEndocrinologyDiabetes mellitusMetabolismEpilepsy

Abstract

fetched live from OpenAlex

Abstract BACKGROUND Emerging evidence suggests that a ketogenic diet (KD) may limit neoplastic growth, but limited data exist regarding the effect of KD on daily activity, cognition, and health-related quality-of-life (HRQOL) for patients with glioblastoma. METHODS Newly diagnosed GBM patients participating in a single-arm phase 1 trial of a 16-week KD plus standard-of-care measured BID blood glucose and ketone levels (Keto-Mojo), captured continuous activity data (Fitbit), and completed quality-of-life (QLQ30) surveys and Montreal Cognitive Assessments (MoCA) at baseline, Week 8, and study end (up to 16 weeks). NCT03451799. RESULTS All patients (n = 14; 57% female; median age 55 years) maintained blood ketones above 0.3 mM > 50% of study duration (mean per-patient days in ketosis = 87%). Mean glucose (mg/dl) and ketone levels decreased through the study – Weeks 1/2: glucose 94.9 (SD:16.5), ketones 1.44 (SD:5.82); Weeks 3/4: glucose 94.1 (SD:12.9), ketones 1.34 (SD:0.9); Final two weeks: glucose 92.3 (SD:13.3), ketones 1.13 (SD:0.7). On average, patients walked 6,836 steps/day (SD:5,129), spending 14.3 hours sedentary (SD:6.45) and 43.6 minutes (SD:60.4) in high-intensity activity. Sleep duration was 6.8 hours (SD:2.26). Patients (n = 9) with OS > 14.6 mo from diagnosis demonstrated greater minutes of high-intensity activity (58.2 vs 20.7, p = 0.001), downtrending glucose (p = 0.001), and higher ketone levels (1.40 vs 1.11, p = 0.026). Activity data corroborated the tolerability of KD with stable-to-increased activity by study end. MoCA scores were stable from baseline (mean 23.4/30, SD:4.16) to study end (mean 24.8/30, SD:7.12; p = 0.38). When viewed as a composite score, HRQOL was stable-to-improving in 10/14 patients at Week 8 and EOS. CONCLUSION The use of wearable technology and at-home testing allowed for remote monitoring of activity and diet adherence. Good adherence and stable HRQOL and activity levels were observed in this phase 1 trial.

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)0.003
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: Randomized trial · Consensus signal: Randomized trial
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.015

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0020.000
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.002
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 head0.103
GPT teacher head0.417
Teacher spread0.314 · 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 designRandomized trial
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

Citations2
Published2021
Admission routes1
Has abstractyes

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