Related Experiment Video
Updated: Sep 28, 2026

Optimization of Breast Biopsy and Mastectomy Sample Collection Procedures for Biobanking, Personalized Medicine, and Research Applications
Published on: September 2, 2025
Public-data territorial prioritization of oncology access inequity in Colombia
Jorge Iván Romero-Gelvez1, Mariana Angélica Contreras2
1Jorge Tadeo Lozano University, Faculty of Natural Sciences and Engineering, Bogotá, Colombia.
Background:
Subnational cancer planning often proceeds without comparable public measures of potential access to diagnosis and treatment. We developed a reproducible public-data approach to identify Colombian municipalities for oncology-access review.
Methods:
We conducted an observational study using public administrative and geospatial data mapped to a minimum common model. The 2023 file covered 1122 municipalities. The Territorial Oncology Access Priority Index (TOAPI) was defined as a municipality-level prioritization score combining expected need, geographic barriers, social vulnerability, service supply, installed capacity, and workforce availability, supported by service-registry subgroups, DIRAC radiotherapy records, oncology-specific workforce profiles, and road-network routing.
Results:
TOAPI classified 225 municipalities as high priority, 449 as medium priority, and 448 as low priority. High-priority municipalities had longer routed travel times to the nearest oncology service (149.0 vs 43.3 min) and greater distance to the nearest public radiotherapy center (82.0 vs 44.3 km). Rankings were stable in sensitivity analyses, and the transferable core closely matched the Colombia-enriched version. Mortality and department-level incidence did not align positively with TOAPI; access-oriented checks were more consistent with its intended review role.
Conclusion:
TOAPI is best read as a territorial oncology-access review tool, not as an incidence estimator, mortality-prediction tool, or direct measure of clinical quality.
Policy Summary:
Health systems can use this approach to prioritize where referral-network review, diagnostic expansion, workforce planning, transport support, and local access audits should begin.
Related Concept Videos
Treatment Resistent Cancers
Treatment Resistant Cancers
Secondary Healthcare System
Healthcare Agencies II
Parish nursing is a growing specialty nursing profession that focuses on holistic healthcare, health promotion, and illness prevention. It blends professional nursing practice with a health ministry, focusing on health and healing within the context of a Christian community. Parish nurses serve as health educators, referral sources, and lay...
Healthcare Agencies I
Targeted Cancer Therapies
There are several types of targeted therapies against specific...
