ArticleEuropean urology open science2021
Prediction of Metastatic Patterns in Bladder Cancer: Spatiotemporal Progression and Development of a Novel, Web-based Platform for Clinical Utility.
Article in European urology open science, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers, 1 of them a synthesis that pooled it.
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Who cites it
8 citing papers in PubMed, 1 synthesis or guideline pooled it, 14 citations in OpenAlex.
- A systematic review and comparative evaluation to develop and validate a comprehensive framework for cancer surveillance systems.Archives of public health = Archives belges de sante publique · 2025Pooled it
- Clinical and genomic characterization of brain metastasis in bladder cancer.Journal of neuro-oncology · 2026Article
- Gastric Outlet Obstruction as a First Symptom of a Non-Muscle Invasive Bladder Cancer (NMIBC) Progression-A Case Report.Cancer reports (Hoboken, N.J.) · 2024Article
- Review
- Do Histology and Primary Tumor Location Influence Metastatic Patterns in Bladder Cancer?Current oncology (Toronto, Ont.) · 2023Article
- Small bowel obstruction secondary to metastatic urothelial bladder cancer.SAGE open medical case reports · 2023Article
- Distant metastasis without regional progression in non-muscle invasive bladder cancer: case report and pooled analysis of literature.World journal of surgical oncology · 2022Article
- Article
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Authors and funding
9 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundBladder cancer (BCa), the sixth commonest cancer in the USA, is highly lethal when metastatic. Spatial and temporal patterns of patient-specific metastatic spread are deemed random and unpredictable. Whether BCa metastatic patterns can be quantified and predicted more accurately is unknown.
objectiveTo develop a web-based calculator for forecasting metastatic progression in individual BCa patients. DESIGN SETTING AND
participantsWe used a prospectively collected longitudinal dataset of 3503 BCa patients who underwent a radical cystectomy following diagnosis and were enrolled continuously. We subdivided patients by their pathologic subgroup stages of organ confined (OC), extravesical (EV), and node positive (N+). We illustrated metastatic pathway progression using color-coded, circular, tree ring diagrams. We created a dynamical, data-visualization, web-based platform that displays temporal, spatial, and Markov modeling figures with predictive capability. OUTCOME MEASUREMENTS AND STATISTICAL ANALYSIS: Patients underwent history and physical examination, serum studies, and liver function tests. Surveillance follow-up included computed tomography scans, chest x-rays, and radiographic evaluation of the reservoir and upper tracts, with bone scans performed only if clinically indicated. Outcomes were measured by time to clinical recurrence and overall or progression-free survival. RESULTS AND LIMITATIONS: Metastases developed in 29% of patients (
conclusionsOur web-based calculator allows real-time analyses in the clinic based on individual patient-specific demographic and cancer data elements. For contrasting subgroups, the models indicated differences in Markov transition probabilities. Spatiotemporal patterns of BCa metastasis and sites of spread indicated underlying organotropic mechanisms in the prediction of response. This recognition opens the possibility of organ site-specific therapeutic targeting in the oligometastatic BCa setting. In the precision medicine era, visualization of complex, time-resolved clinical data will enhance management of postoperative metastatic BCa patients. PATIENT SUMMARY: We developed a web-based calculator to forecast metastatic progression for individual bladder cancer (BCa) patients, based on the clinical and demographic information obtained at diagnosis. This can help in predicting disease status and survival, and improving management in postoperative metastatic BCa patients. TAKE HOME MESSAGE: Future pathways of metastatic progression for individual bladder cancer patients can be determined based on currently available clinical and demographic information obtained at diagnosis. In focused subgroups of patients, these metastatic spread patterns can also portend disease status and survival.
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