Zou, Tingyu

Abstract Background: Digital access, health literacy, and confidence in obtaining cancer information are well-known factors that influence cancer beliefs and behaviors. However, less is understood about whether these information-related factors vary across regions within a cancer center's catchment area and how they collectively relate to cancer beliefs in large community samples. This study investigated regional differences in digital access, health literacy, and confidence in seeking information, and examined the connections between these factors and cancer risk perceptions, fatalistic beliefs, prevention confusion, and willingness to participate in cancer clinical trials. Methods: Data (N=2,334) from the 2023 Mayo Clinic Comprehensive Cancer Center’s Cancer-Focused Needs Assessment, conducted across catchment areas in Arizona, Florida, and the Midwest (Minnesota, Wisconsin, Iowa). Regional differences in digital access (Internet use and device ownership), health literacy, and confidence in obtaining cancer information were analyzed using multivariable ANCOVAs and logistic regressions, adjusting for sociodemographic covariates. Follow-up models examined whether these information precursors are associated with perceived cancer risk, fatalistic beliefs, confusion about recommendations, and willingness to participate in cancer clinical trials, adjusting for the same covariates. Results: Regions showed minimal differences in digital access and health literacy. Health literacy was instead associated with ethnicity, age, gender, and education (all p<.001). Confidence in obtaining cancer information followed similar trends, with significant influences of ethnicity and gender (p<.01). Internet use was strongly associated with sociodemographic factors (all p<.01). Additionally, the information precursors consistently correlated with cancer beliefs across the full sample: Higher health literacy and greater confidence in obtaining cancer information were associated with increased perceived cancer risk, reduced cancer fatalism, and less confusion regarding prevention guidelines (ps < .001). Internet use and device access were significantly related to a greater willingness to participate in clinical trials (ps < .01). These relationships persisted even after controlling for sociodemographic covariates. Conclusions: Regional differences in digital access and health literacy were minimal, indicating a consistent information environment. Within this context, individual sociodemographic and information-related factors played a larger role, strongly shaping cancer beliefs. These findings underscore technology access and information empowerment as key targets for enhancing cancer prevention knowledge and research engagement, and indicate that the effects of information empowerment are primarily driven at the individual rather than the geographic level. Citation Format: Tingyu Zou, Monica L. Albertie, Emelina Asto-Flores, Manisha Salinas, Farhia Omar, Adeline Abbenyi, Noreen Stephenson, Nuwanthi Heendeniya, James R. Cerhan, Kathleen J. Yost, Folakemi T. Odedina. Digital access, health literacy, and cancer beliefs: Findings from a multi-region community survey [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2026; Part 1 (Regular Abstracts); 2026 Apr 17-22; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2026;86(7 Suppl):Abstract nr 7553.

Abstract Background In prostate cancer care, artificial intelligence (AI) models are increasingly used to generate personalized risk predictions by analyzing diverse data inputs, including clinical variables, imaging findings, and genomic indicators such as polygenic risk scores. However, effectively communicating these complex AI-derived risk estimates to patients presents significant challenges. Patients often struggle to understand probabilistic risk information, particularly when advanced algorithms generate it. Traditional cancer risk communication methods might not consider the complexities of AI outputs or differences in patient health literacy and numeracy. We propose a conceptual framework to guide patient-centered communication of AI-driven risk predictions. Methods We reviewed the existing literature on AI-based risk modeling, health risk communication, numeracy, dual-process information processing, and related theories to develop a communication framework designed explicitly for AI-based prostate cancer risk prediction tools. Results The proposed framework emphasizes clear, patient-specific risk communication strategies to enhance understanding and foster trust. It highlights a dual-process approach: offering intuitive visual aids and narrative explanations for quick, instinctive understanding, while also providing accurate statistics and explanations of the AI model’s reasoning for more deliberate processing. By addressing various patient numeracy levels and clearly explaining the AI model’s inputs, assumptions, and uncertainty in plain language, the framework aims to improve understanding and trust in AI-generated risk estimates. Additionally, to promote equity, it includes culturally responsive and accessible communication strategies tailored to patients’ linguistic, literacy, and cultural backgrounds. Conclusion This conceptual framework offers guidance on integrating AI-based risk prediction tools into prostate cancer consultations in a manner that is patient-friendly. By enhancing patients’ understanding of personalized risk information, building greater trust in AI-driven predictions, and addressing various communication needs, the framework helps facilitate more informed decision-making. Ultimately, patient-focused communication can help reduce disparities and promote more equity in prostate cancer care. Citation Format: Tingyu Zou, Folakemi Odedina. A Conceptual Framework for Communicating AI-Based Prostate Cancer Risk Predictions [abstract]. In: Proceedings of the AACR Special Conference in Cancer Research: Innovations in Prostate Cancer Research and Treatment; 2026 Jan 20-22; Philadelphia PA. Philadelphia (PA): AACR; Cancer Res 2026;86(2_Suppl):Abstract nr A083.

Abstract Introduction. Understanding the unique social and environmental contexts of communities is essential for designing effective, locally tailored cancer intervention strategies. This study aimed to identify key findings from a comprehensive, multifaceted, cancer-focused needs assessment conducted across three U.S. regions, offering insights into the social, behavioral, and structural barriers that hinder cancer prevention and control, and informing regionally tailored interventions. Methods. This study focused on adult residents within the Mayo Clinic Comprehensive Cancer Center catchment areas, covering 75 counties across Arizona, Florida, and the Midwest (Minnesota, Wisconsin, and Iowa). Data was collected through collaborations with the University of Florida and Mayo Clinic Survey Research Centers, and the “Boots on the Ground" approach involving community health workers. Methods included phone calls, online submissions, and community outreach for an anonymous survey. Validated measures assessed healthcare access, lifestyle, social networks, neighborhood conditions, and discrimination. Descriptive analyses were conducted using valid responses. Non-responses and selections of “Prefer not to answer” were excluded from percentage calculations to ensure interpretive accuracy. Results. Involving 2,681 respondents, the data reveal consistent yet regionally nuanced barriers to cancer prevention. Health insurance coverage was relatively high across all regions—77.6% in Arizona, 85.5% in Florida, and 89.2% in the Midwest. Despite this, access to care remained limited. In Arizona, 22% of respondents could not afford to see a regular doctor, and 41.3% reported delays due to work or transportation. In Florida, 26.6% reported financial barriers to primary care, and nearly half (49.7%) experienced delays in receiving care. The Midwest showed fewer neighborhood safety concerns but still faced high rates of care delays (46.7%) and housing-related issues (42.6%). Neighborhood-level challenges were common. Housing-related problems were reported by 42.9% of respondents in Arizona, 54% in Florida, and 42.6% in the Midwest. Concerns about drug use were highest in Arizona (40%) but present across all regions. Health behavior risks were also widespread: 72–79% of respondents reported sleep difficulties, and many reported low physical activity, suboptimal sun protection, and routine alcohol use. Psychosocial stressors were prominent, with 51–65% of respondents reporting experiences of disrespect and 42–66% feeling unheard by healthcare providers. Conclusions. Despite relatively high rates of insurance coverage, communities across all regions face persistent challenges in accessing timely, affordable, and respectful healthcare. Coupled with neighborhood instability, adverse health behaviors, and psychosocial stressors, these barriers highlight the urgent need for regionally tailored strategies that strengthen both cancer prevention and care. Addressing these interconnected challenges at the community level is essential for promoting more equitable cancer outcomes. Citation Format: Tingyu Zou, Monica L. Albertie, Emelina Asto-Flores, Manisha Salinas, Farhia Omar, Adeline Abbenyi, Noreen Stephenson-Hubert, Nuwanthi Heendeniya, Kathleen Yost, Folakemi T. Odedina. Place, people, and prevention: Contextual drivers of cancer health equity in three US Regions [abstract]. In: Proceedings of the 18th AACR Conference on the Science of Cancer Health Disparities; 2025 Sep 18-21; Baltimore, MD. Philadelphia (PA): AACR; Cancer Epidemiol Biomarkers Prev 2025;34(9 Suppl):Abstract nr B031.

Abstract Introduction: Understanding how communities access and engage with health information is essential for effective health communication. Health literacy—the ability to read, understand, and use healthcare information—plays a crucial role in making informed health decisions. With the rise of digital technologies, internet access and online engagement have become key tools for obtaining health information. However, variations in health literacy and digital engagement can limit some populations' ability to fully access these resources. This study examined health literacy, cancer information-seeking behaviors, internet access, and digital engagement among adults in the Mayo Clinic Comprehensive Cancer Center catchment areas to inform more effective and region-specific health communication strategies. Methods: This study focused on adult residents within the Mayo Clinic Comprehensive Cancer Center catchment areas, covering 75 counties across Arizona, Florida, and the Midwest (Minnesota, Wisconsin, and Iowa). Data were collected through partnerships with the University of Florida and Mayo Clinic Survey Research Centers, and the "Boots on the Ground" approach involving community health workers. Methods included phone calls, online submissions, and community outreach for an anonymous survey. Validated measures assessed health literacy, information access, and digital engagement. Descriptive analyses were performed using valid responses, excluding non-responses and "Prefer not to answer" options to ensure interpretive accuracy. Results: Data from 2,681 respondents highlighted consistent barriers to cancer prevention with regional differences. In Arizona, 42.6% of respondents need help reading medical materials, but only 3.1% reported lacking confidence in obtaining cancer-related information. In contrast, 63.1% felt very or completely confident in accessing cancer advice. The primary sources of health information were doctors (17.6%), internet searches (11.4%), and family (9.8%). In Florida, 38.4% need assistance, but only 2.7% lack confidence, and 68.2% feel very or completely confident. Doctors (18%) and internet searches (13.1%) were top sources. In the Midwest, 38.5% struggle with medical documents, and 3.1% reported lacking confidence, while 66.4% felt very or completely confident. Internet access is widespread across all regions, with smartphones being the dominant device. Daily internet use for communication, browsing, and engagement with health apps and social networks remains high. Conclusion: Although many respondents face challenges with reading health-related materials, most report high confidence in obtaining cancer information, suggesting a gap between functional health literacy and perceived ability to access information. The widespread use of mobile devices and near-universal internet access offers a valuable opportunity to enhance health communication through digital tools. These findings emphasize the importance of tailored digital outreach to bridge literacy gaps and ensure underserved populations can access reliable health information. Citation Format: Tingyu Zou, Monica L. Albertie, Emelina Asto-Flores, Manisha Salinas, Farhia Omar, Adeline Abbenyi, Noreen Stephenson-Hubert, Nuwanthi Heendeniya, Kathleen Yost, Folakemi T. Odedina. Health literacy and digital engagement across US Regions: Insights from the mayo clinic catchment areas [abstract]. In: Proceedings of the 18th AACR Conference on the Science of Cancer Health Disparities; 2025 Sep 18-21; Baltimore, MD. Philadelphia (PA): AACR; Cancer Epidemiol Biomarkers Prev 2025;34(9 Suppl):Abstract nr B030.