Evidence map›Paper›PMID 39658754›Full record

ArticleJournal of cancer survivorship : research and practice2026

Household income and county income inequality are associated with financial hardship among cancer survivors in New Jersey.

Irina B Grafova, Katie A Devine, Shawna V Hudson, Denalee O'Malley, Lisa E Paddock, Elisa V Bandera, Adana A M Llanos, Angela J Fong, Andrew M Evens, Sharon Manne

Abstract read
In one paragraph

Article in Journal of cancer survivorship : research and practice, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

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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

10 authors.

Irina B GrafovaEdward J. Bloustein School of Planning and Public Policy, Rutgers University, New Brunswick, NJ, USA. irina.grafova@rutgers.edu.
Katie A DevineRutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA.
Shawna V HudsonRutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA.
Denalee O'MalleyRutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA.
Lisa E PaddockRutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA.
Elisa V BanderaRutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA.
Adana A M LlanosDepartment of Epidemiology, Mailman School of Public Health and Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY, USA.
Angela J FongSchool of Kinesiology and Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA.
Andrew M EvensRutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA.
Sharon ManneRutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA.

Funding

Translational Research Support CoreP30ES005022 · NIEHS · UNIV OF MED/DENT NJ-R W JOHNSON MED SCH · PI BRIAN T BUCKLEY · 1988 to 2026
$47.4M
6 · The paper itself

Abstract

purposeTo examine how household income and county income inequality are linked to financial hardship among cancer survivors.

methodsCancer survivors (n = 864) identified through the New Jersey State Cancer Registry were surveyed from August 2018 to January 2022. Local area income inequality was reflected by the Gini index a measure of income inequality at the county level. Multivariable logistic regression analyses were performed, and the average marginal effect (AME) was calculated.

resultsCompared to survivors residing in households with income of $90,000 or more (higher income), those with household incomes between $50,000 and $89,999 (middle income) had a significantly higher risk of ever being unable to cover their share of the cost of cancer-related medical care (AME = .104, p = .001), higher risk of foregoing care in the past 12 months because of cost, including dental care (AME = .124, p < .001), eye care (AME = .082, p = .005), and mental health care or counseling (AME = .067, p = .002). An increase in the Gini index from the 25th to 75th percentile was associated with an increased risk of unmet needs in paying for follow-up care or medications related to cancer (AME = .021, p = .014) and an increased risk of foregoing doctor visits (AME = .017, p = .02) and eye care (AME = .03, p = .002) because of cost in the past 12 months.

conclusionsLocal area income inequality was associated with certain aspects of cancer survivors' experience of financial hardship. IMPLICATIONS FOR CANCER SURVIVORS: It is important to consider refining and extending financial navigation programs to survivors residing in areas with high income inequality.

Indexed as

Cancer SurvivorsFinancial StressIncomeNeoplasmsAdultAgedFamily CharacteristicsFemaleHumansMaleMiddle AgedNew JerseySocioeconomic FactorsFinancial burdenFinancial hardshipForegoing careIncomeIncome inequality

Identifiers

PMID39658754
PMCPMC13144246

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Registered trials

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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.