MétaCan
Menu
Back to cohort
Record W4403870497 · doi:10.1097/ju.0000000000004305

Long-Term Recurrence Risk, Metastatic Potential, and Length of Cystoscopic Surveillance of Low-Grade Nonmuscle-Invasive Bladder Cancer

2024· article· en· W4403870497 on OpenAlexaff
Eunice Villegas, Katherine Lajkosz, Shayan Din, Cynthia Kuk, Amy Chan, Jethro C.C. Kwong, Christian Vitug, Bruce Gao, Otto Hemminki, Dhiral Kot, Jimmy Misurka, Peter C. Black, Michael A.S. Jewett, Mark S. Soloway, Morgan Roupret, Éva Compérat, Joan Sweet, Thomas Seisen, Neil Fleshner, Jeffrey L. Wrana, Theodorus van der Kwast, Girish S. Kulkarni, Alexandre R. Zlotta

Bibliographic record

VenueThe Journal of Urology · 2024
Typearticle
Languageen
FieldMedicine
TopicBladder and Urothelial Cancer Treatments
Canadian institutionsLunenfeld-Tanenbaum Research InstituteUniversity of British ColumbiaUniversity Health NetworkSinai Health SystemMount Sinai Hospital
Fundersnot available
KeywordsMedicineBladder cancerTerm (time)CancerCystoscopyUrologyOncologyRadiologyInternal medicineUrinary system

Abstract

fetched live from OpenAlex

PURPOSE: Patients with Ta low-grade (LG) nonmuscle-invasive bladder cancer (NMIBC) rarely develop metastases or die of it. Long-term data are scant and length of follow-up poorly defined. MATERIALS AND METHODS: This retrospective study included 521 patients diagnosed with primary TaLG NMIBC (n = 491) or papillary urothelial neoplasm of low malignant potential (n = 30) from 1989 to 2019 at an academic center. Patient data were acquired using patient records chart review and a bladder cancer informatics registry at the center. Risk of recurrence and progression in stage to muscle invasion, metastases, and death due to bladder cancer (BC) were analyzed. RNAseq assessed the transcriptomic profiles of 4 TaLG NMIBCs that metastasized. Interobserver variability in pathological grading (WHO 2004/2022 and 1973, n = 80) was blindly assessed by 3 expert pathologists. RESULTS: The median follow-up was 9.6 (95% CI: 8.6-10.2) years. Among 521 patients (73% men, median age 67.0 years), 350 recurred, 57 progressed in stage, 20 developed metastases, and 15 died of BC (median 9.6 years after diagnosis). Cancer-specific survival probabilities were 0.99, 0.98, and 0.96 at 5, 10, and 15 years, respectively. Fifty patients who were recurrence free for the first 5 years developed late recurrences and 2 of them died of BC. Metastatic TaLG NMIBC had more adverse transcriptomic findings in keeping with higher-grade tumors despite being phenotypically similar to indolent tumors. Grading concordance for the 2004/2022 system and WHO 1973 was 0.78 (95% CI: 0.65-0.90) and 0.41 (95% CI: 0.32-0.50), respectively. CONCLUSIONS: This study with long-term data challenges the assumption that primary TaLG NMIBC nearly never progresses to lethal disease if followed long enough. However, the risk of BC-related mortality is extremely low in patients who are recurrence free for the first 5 years. Minimizing variability in pathological grading remains an unmet need.

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)0.004
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 score0.002
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.018
GPT teacher head0.306
Teacher spread0.288 · 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

Citations6
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueThe Journal of UrologySame topicBladder and Urothelial Cancer TreatmentsFrench-language works237,207