Evidence map›Paper›PMID 40333789›Full record

ArticlePloS one2025

The impact of socioeconomic factors on pancreatic cancer care utilization.

Masoud Khani, Mohammad Assadi Shalmani, Amirsajjad Taleban, Susan Tsai, Mochamad Nataliansyah, Mohammed Aldakkak, Jake Luo

Abstract read
In one paragraph

Article in PloS one, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

7 authors.

Masoud KhaniHealth Informatics Program, Zilber School of Public Health, University of Wisconsin-Milwaukee, Milwaukee, Wisconsin, United State of America.ORCID https://orcid.org/0000-0003-3131-0661
Mohammad Assadi ShalmaniHealth Informatics Program, Zilber School of Public Health, University of Wisconsin-Milwaukee, Milwaukee, Wisconsin, United State of America.
Amirsajjad TalebanHealth Informatics Program, Zilber School of Public Health, University of Wisconsin-Milwaukee, Milwaukee, Wisconsin, United State of America.
Susan TsaiDivision of Surgical Oncology, Department of Surgery, Ohio State University Comprehensive Cancer Center, Columbus, Ohio, United State of America.
Mochamad NataliansyahDepartment of Surgery, Medical College of Wisconsin, Milwaukee, Wisconsin, United State of America.
Mohammed AldakkakDepartment of Surgery, Medical College of Wisconsin, Milwaukee, Wisconsin, United State of America.
Jake LuoHealth Informatics Program, Zilber School of Public Health, University of Wisconsin-Milwaukee, Milwaukee, Wisconsin, United State of America.ORCID https://orcid.org/0000-0002-3900-643X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPancreatic cancer carries a dismal prognosis, with socioeconomic factors significantly impacting patient outcomes. This study investigates the influence of socioeconomic determinants on access to specialized pancreatic cancer care and utilization rates in southeast Wisconsin.

methodsWe analyzed a dataset of 5,847 pancreatic cancer patients from the Froedtert & the Medical College of Wisconsin health system (2000-2023). Patient demographics were compared to the broader health system population. Utilization of specialized pancreatic cancer care was calculated for each patient's zip code of residence. Linear and multivariate regression analyses were conducted to assess the association between socioeconomic factors (white population, income, education, insurance, Area Deprivation Index) and zip code-level utilization rates.

resultsPancreatic cancer patients were older (mean age 66.3 vs. 46.5 years), predominantly male (52.7%), and disproportionately White (83.2% vs 63.6%) compared to the general population. Notably, patients residing in zip codes with the lowest median household income (<$42,000) had a 0.15% utilization rate, while those in the wealthiest areas (>$87,000) showed a 0.14% rate. Interestingly, utilization dipped to its lowest point (0.068%) in areas with median incomes between $53,100-$59,300. Initial analysis suggested that higher education levels, private insurance, and higher median incomes were linked to increased utilization. However, after accounting for other factors, only the Area Deprivation Index (ADI) and the percentage of the White population remained significant predictors. Specifically, a one-unit increase in ADI (indicating greater neighborhood disadvantage) was associated with a 0.0015% decrease in specialized care utilization (p < 0.05). Similarly, a 1% increase in the White population within a zip code was linked to a 0.0014% reduction in utilization (p < 0.05).

conclusionOur findings reveal that neighborhood-level socioeconomic disadvantage, as captured by the ADI, is a strong independent predictor of reduced access to specialized pancreatic cancer care in southeast Wisconsin. Furthermore, factors such as education level, income, and insurance status are significantly associated with increased utilization of these vital services. These results underscore the urgent need for targeted interventions to address these inequities and ensure that all pancreatic cancer patients have equal access to potentially life-saving care, regardless of their socioeconomic background.

Indexed as

Pancreatic NeoplasmsPatient Acceptance of Health CareAdultAgedFemaleHealth Services AccessibilityHumansIncomeMaleMiddle AgedSocioeconomic FactorsWisconsin

Identifiers

PMID40333789
PMCPMC12057948

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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.