Related Experiment Video
Updated: Mar 7, 2026

E-Patient Counseling Trial E-PACO: Computer Based Education versus Nurse Counseling for Patients to Prepare for Colonoscopy
Published on: August 1, 2019
Patient Preferences for Cancer Care Within Hub-and-Spoke Networks: A Discrete Choice Experiment
Kristy K Broman1,2,3,4, Britany Hollenquest2, Lisa Zubkoff3,4,5
1From the Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX (Broman).
Background:
Hub-and-spoke cancer networks are increasingly used to extend specialty expertise to rural populations; however, patient preferences for how surgical and nonsurgical cancer care should be delivered within these networks are poorly defined. We quantified rural patient preferences and identified distinct preference phenotypes to inform network design.
Study Design:
A cross-sectional discrete choice experiment was administered to adult patients at a rural primary care clinic affiliated with an academic cancer center (November 2023 to May 2024). Respondents completed 30 forced-choice tasks evaluating trade-offs among travel time, provider specialization, visit type (in-person vs telemedicine), expert case review (direct, tumor board, or quality oversight), and surgical team experience. Effects-coded conditional logit models generated preference weights. Latent class analysis segmented respondents into preference phenotypes.
Results:
Among 171 respondents (median age 52 years; 43% Black or people of color), surgical team experience (34%) and surgeon specialization (25%) were most important for surgical care. Fifty-three percent of respondents prioritized a specialist surgeon and a high-volume team and were willing to travel; 39% prioritized in-person visits and accepted indirect case review; and 8% prioritized limiting travel. For nonsurgical care, visit type (35%), travel (27%), and provider type (27%) were the most important factors. Four phenotypes emerged: preference for specialist oncologist (29%), direct expert review (28%), in-person visits (28%), and limiting travel (18%).
Conclusions:
Rural patients exhibit heterogeneous and treatment-specific preference phenotypes within hub-and-spoke cancer networks. Preference elicitation may enable networks to align specialist deployment, telemedicine infrastructure, multidisciplinary case review, and resource allocation with patient priorities.
Related Concept Videos
Patient-centered Care
Specialized Care Centers and Settings-II
Rural health centers are specialized care facilities in remote locations with very few medical personnel. The primary care providers who run the centers are mostly Registered Nurse Practitioners. Here, emergency treatment is provided to critically ill or injured patients before they are transferred to the closest hospital. Fortunately, due to advancement in technology, many rural healthcare facilities and professionals have easy access to diagnostic and treatment...
Cancer Therapies
However, cancer treatments can pose several challenges, as therapies used to kill cancer cells are generally also toxic to normal cells. Moreover, cancer cells mutate rapidly and can develop resistance to chemical agents or radiation therapy. Besides, all types of cancer cells may not respond to the same therapy. Some cancer cells respond to one...
Cancer Survival Analysis
Mouse Models of Cancer Study
The development of transgenic, knockout, and knock-in mice has led to an exponential increase in their use as model organisms in research,...
Targeted Cancer Therapies
There are several types of targeted therapies against...
