RTID-01. A RANDOMIZED STUDY OF LOW-INTENSITY FOCUSED ULTRASOUND FOR BLOOD-BRAIN BARRIER DISRUPTION FOR BRAIN METASTASIS FROM NON-SMALL CELL LUNG CANCER (LIMITLESS)
Bibliographic record
Abstract
Abstract BACKGROUND Blood-brain barrier disruption (BBBD) has been demonstrated, in preclinical models, to improve systemic drug delivery for BM. Low-intensity focused ultrasound (LIFU) with intravenously (IV) administered microbubble oscillators results in non-invasive BBBD, potentially permitting drug delivery. This randomized controlled trial (RCT) aims to determine the safety and efficacy of LIFU-mediated BBBD for NSCLC BM with immunotherapy. METHODS LIMITLESS is an ongoing prospective, multicenter, parallel-arm, open-label RCT that randomizes patients with NSCLC-BM on pembrolizumab monotherapy prescribed as per standard-of-care to LIFU plus pembrolizumab (arm 1) or pembrolizumab alone (arm 2) in 2:1 ratio. Included patients have age ≥18 years, normal organ function, KPS≥70, EGFR- and ALK-negative primary tumor, and ≤3 BM, with ≥1 BM meeting measurable disease RANO-BM criteria. Patients on both arms receive standard-of-care therapy, while those on arm 1 also undergo LIFU before each dose of pembrolizumab (200 mg IV every 3 weeks). These patients undergo pre-treatment MRI brain, followed by IV administration of oscillating microbubbles for enhanced sonication. MR-guided BBBD is then performed using 220 kHz LIFU device with real-time acoustic feedback. Pembrolizumab is infused immediately thereafter, and repeat MRI done confirming BBB closure each cycle. Primary study endpoint is overall objective response rate (ORR) at 6 months as per RANO-BM criteria. Using a Bayesian design, a superior ORR of 60% is assumed for the LIFU arm versus 30% in the control arm for N = 96, 64 subjects in LIFU and 32 in control arm, for 80% power, with alpha = 0.05. For upper-bound estimate ORR of 45% in LIFU arm and 30% in control arm, the study needs N = 369 subjects; 246 in the LIFU arm and 123 in the control arm. Secondary outcomes are the best overall response rate and median time-to-response. Exploratory outcomes are median PFS, OS, intracranial PFS, extracranial PFS, and quality of life. Clinical trial information: NCT05317858.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".