AGCT1531: Evaluating the utility of circulating microRNA in the management of children, adolescents, and adults with malignant germ cell tumors.
Bibliographic record
Abstract
TPS5104 Background: Conventional serum tumor markers for malignant germ cell tumors (MGCTs) have limited performance characteristics, especially in non-secreting histologies such as embryonal carcinoma or seminoma. Growing evidence has shown circulating microRNAs (miRNA), particularly miR-371a-3p, to be a more sensitive biomarker, elevated across all MGCT subtypes except teratoma. However, studies to date have been retrospective or non-randomized. If confirmed in prospective clinical trials, circulating miRNA may have the potential to become a universal MGCT biomarker, aiding in diagnosis, prognostication, relapse detection, and prediction of viable disease after chemotherapy. One of the key objectives of AGCT1531 is to test the performance characteristics of circulating miRNA in children, adolescents, and young adults (AYAs) with low-risk and standard-risk MGCTs. AGCT1531 is unique among MGCT trials for including patients across all ages, genders, sites, histologies, and treatments. Methods: AGCT1531 is a prospective clinical trial sponsored by the Children’s Oncology Group (COG), co-designed with United Kingdom, Japan, and India, and supported by all NCTN groups. It has three strata for low-risk tumors, defined as stage I tumors treated with surgery followed by active surveillance: non-seminomatous tumors of any site; testis seminomas; and ovarian immature teratomas. Patients of any age are eligible. Target accruals are 432, 277, and 212 patients, respectively. Key endpoints include overall and event-free survival and longitudinal measurements of circulating miRNA. Serum is collected at intervals aligned with NCCN follow-up guidelines to minimize testing burden. For patients over 11 years old with stage I non-seminomatous tumors, serum is collected at enrollment, months 4, 8, 12, 18, and 24; and (if applicable) at relapse. The trial also has two strata for standard-risk MGCTs: SR1 for children under age 11 years and SR2 for AYAs age 11-25 years. Target accruals are 518 and 595 patients, respectively. Both strata are randomized trials of cisplatin-based versus carboplatin-based regimens, with carboplatin used at doses higher than those previously tested in adult MGCTs. Serum collection is recommended at enrollment, months 6, 12, 18, 24, and (if applicable) at relapse. AGCT1531 was activated in August 2017. The low-risk seminoma stratum was added on November 2021. The trial is currently open at 466 sites across seven countries. For adults with testicular GCTs, data from AGCT1531 can contribute to joint analyses of parallel trials evaluating circulating miR-371a-3p in this population: SWOG1823, ANZUP1906 (CLIMATE), and ANZUP P3BEP. Together, this suite of trials will help validate the utility of circulating miRNA and set the stage for future investigations where miRNA is used to influence real-time management decisions for patients with MGCTs. Clinical trial information: NCT03067181 .
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".