Evidence map›Paper›PMID 30972645›Full record

ArticleSupportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer2019

Rural-urban differences in financial burden among cancer survivors: an analysis of a nationally representative survey.

Whitney E Zahnd, Melinda M Davis, Jason S Rotter, Robin C Vanderpool, Cynthia K Perry, Jackilen Shannon, Linda K Ko, Stephanie B Wheeler, Cassie L Odahowski, Paige E Farris and 1 more

3 registry-linked trialsOpen access · greenAbstract read
In one paragraph

Article in Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 3 registered trials, which are not on this map. Cited by 76 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
76citing papers in PubMed, 3 pooled it
27.9field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT07032584 narecruitingnot on this mapstarted 2025, after this paper: background citation

Impact of Multimodal Telerehabilitation on Reducing Disparities in Rural Survivors of Metastatic Prostate Cancer

TypeinterventionalSponsorUniversity of UtahRan2025 to 2029Enrolled74ConditionsProstate Cancer, Metastatic Prostate Cancer, Androgen Deprivation TherapyArmsTelerehabilitation Intervention
NCT07093177 narecruitingnot on this mapstarted 2026, after this paper: background citation

Multimodal Telerehabilitation of Rural Patients With Advanced Prostate Cancer

TypeinterventionalSponsorUniversity of UtahRan2026 to 2028Enrolled30ConditionsProstate CancerArmsTelerehabilitation Unit
NCT07410689 nanot yet recruitingnot on this mapstarted 2026, after this paper: background citation

SAFE.AI: Developing and Testing an AI-based Hybrid Chatbot for Financial Empowerment in Rural Cancer Care

TypeinterventionalSponsorUniversity of UtahRan2026 to 2027Enrolled60ConditionsCancer, Financial ToxicityArmsRule-Based Chatbot, Hybrid Chatbot
3 · Its place in the literature

Who cites it

76 citing papers in PubMed, 3 syntheses or guidelines pooled it, 90 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. Psychosocial well-being and supportive care needs of cancer patients and survivors living in rural or regional areas: a systematic review from 2010 to 2021.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2022
    Pooled it
  4. Feasibility of a Remote Patient Video Education Intervention to Improve Care Coordination for Rural Cancer Patients.Journal of cancer education : the official journal of the American Association for Cancer Education · 2025
    Trial
  5. Trial
  6. Trial
  7. Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Association between time to treatment and financial toxicity among women with breast cancer in Ethiopia: a multicentre study in a low-resource setting.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2026
    Article
  13. Increasing Diversity in Head and Neck Cancer Clinical Trials.Current treatment options in oncology · 2026
    Review
  14. Article
  15. Advancing rural cancer control: A portfolio analysis of research funded by the National Cancer Institute, 2016-2024.The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2026
    Article
  16. Article
  17. Article
  18. Review
  19. Rural cancer financial toxicity screening.Advances in radiation oncology · 2025
    Article
  20. Article

16 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors at 5 institutions in 1 country.

Whitney E ZahndRural and Minority Health Research Center, Arnold School of Public Health, University of South Carolina, 220 Stoneridge Suite 204, Columbia, SC, 29210, USA. zahnd@mailbox.sc.edu.ORCID http://orcid.org/0000-0001-5174-8666
Melinda M DavisOregon Rural Practice-based Research Network, School of Medicine, Oregon Health & Science University, Portland, OR, USA.
Jason S RotterDepartment of Health Policy and Management, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Robin C VanderpoolDepartment of Health, Behavior & Society, College of Public Health, University of Kentucky, Lexington, KY, USA.
Cynthia K PerrySchool of Nursing, Oregon Health & Science University, Portland, OR, USA.
Jackilen ShannonOHSU-PSU School of Public Health, Oregon Health & Science University, Portland, OR, USA.
Linda K KoDivision of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.
Stephanie B WheelerDepartment of Health Policy and Management, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Cassie L OdahowskiRural and Minority Health Research Center, Arnold School of Public Health, University of South Carolina, 220 Stoneridge Suite 204, Columbia, SC, 29210, USA.
Paige E FarrisOHSU-PSU School of Public Health, Oregon Health & Science University, Portland, OR, USA.
Jan M EberthRural and Minority Health Research Center, Arnold School of Public Health, University of South Carolina, 220 Stoneridge Suite 204, Columbia, SC, 29210, USA.
Oregon Health & Science University · USUniversity of South Carolina · USUniversity of North Carolina at Chapel Hill · USUniversity of Kentucky · USUniversity of Washington · US

Funding

Transform Dissemination and Implementation Science in CTSA ProgramsUL1TR002319 · NCATS · UNIVERSITY OF WASHINGTON · PI John K. Amory · 2017 to 2026
$100.0M
Health Promotion and Disease Prevention Research CenterU48DP005013 · DP · UNIVERSITY OF WASHINGTON · PI HANNON, MARGARET A · 2014 to 2018
$13.3M
Center for Health Promotion and Disease PreventionU48DP005017 · DP · UNIV OF NORTH CAROLINA CHAPEL HILL · PI AMMERMAN, ALICE S, WHEELER, STEPHANIE BROOKE · 2014 to 2018
$10.9M
Rural Cancer Prevention Center __ Early Detection of Colorectal Cancer and PolypsU48DP005014 · DP · UNIVERSITY OF KENTUCKY · PI CROSBY, RICHARD A · 2014 to 2018
$6.3M
Dissemination, Implementation, and Evaluation of Native STAND in AI CommunitiesU48DP005006 · DP · OREGON HEALTH & SCIENCE UNIVERSITY · PI BECKER, THOMAS MARK · 2014 to 2018
$6.3M
Faith, Activity, and Nutrition: Dissemination in Underserved CommunitiesU48DP005000 · DP · UNIVERSITY OF SOUTH CAROLINA AT COLUMBIA · PI WILCOX, SARA · 2014 to 2019
$5.9M
THE RURAL CANCER PREVENTION CENTER: CATEGORY 1 PROPOSALU48DP001932 · DP · UNIVERSITY OF KENTUCKY · PI CROSBY, RICHARD A · 2009 to 2013
$5.2M
Using Context to Improve Implementation of Evidenced-based Interventions for Colorectal Cancer Screening in Rural Primary Care (Precise CRC)K07CA211971 · NCI · OREGON HEALTH & SCIENCE UNIVERSITY · PI DAVIS, MELINDA MARIE · 2017 to 2020
$683k
CDC HHS N/ANCATS NIH HHS UL1 TR002319NCCDPHP CDC HHS U48 DP001932NCCDPHP CDC HHS U48 DP005000NCCDPHP CDC HHS U48 DP005006NCCDPHP CDC HHS U48 DP005013NCCDPHP CDC HHS U48 DP005014NCCDPHP CDC HHS U48 DP005017NCI NIH HHS K07 CA211971NCI NIH HHS N/A
6 · The paper itself

Abstract

purposeRural cancer survivors may disproportionately experience financial problems due to their cancer because of greater travel costs, higher uninsured/underinsured rates, and other factors compared to their urban counterparts. Our objective was to examine rural-urban differences in reported financial problems due to cancer using a nationally representative survey.

methodsWe used data from three iterations of the National Cancer Institute's Health Information and National Trends Survey (2012, 2014, and 2017) to identify participants who had a previous or current cancer diagnosis. Our outcome of interest was self-reported financial problems associated with cancer diagnosis and treatment. Rural-urban status was defined using 2003 Rural-Urban Continuum Codes. We calculated weighted percentages and Wald chi-square statistics to assess rural-urban differences in demographic and cancer characteristics. In multivariable logistic regression models, we examined the association between rural-urban status and other factors and financial problems, reporting the corresponding adjusted predicted probabilities.

findingsOur sample included 1359 cancer survivors. Rural cancer survivors were more likely to be married, retired, and live in the Midwest or South. Over half (50.5%) of rural cancer survivors reported financial problems due to cancer compared to 38.8% of urban survivors (p = 0.02). This difference was attenuated in multivariable models, 49.3 and 38.7% in rural and urban survivors, respectively (p = 0.06).

conclusionsA higher proportion of rural survivors reported financial problems associated with their cancer diagnosis and treatment compared to urban survivors. Future research should aim to elucidate these disparities and interventions should be tested to address the cancer-related financial problems experienced by rural survivors.

Indexed as

AdolescentAdultAgedCancer SurvivorsFemaleHumansLogistic ModelsMaleMiddle AgedNeoplasmsRural PopulationSelf ReportUnited StatesUrban PopulationYoung AdultCancer survivorshipFinancial toxicityHealth disparitiesRural healthSurvey research

Identifiers

PMID30972645
PMCPMC6786922
OpenAlexW2939915843

What OpenQuestion holds

Textmetadata
LicenceTDM
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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.