Evidence map›Paper›PMID 41324418›Full record

ArticleCancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology2026

Neighborhood-Level Social Vulnerability, Race and Ethnicity, and Stage at Diagnosis: A Population-Based Study of 12,957 Patients with Oral Cavity Cancer.

Guillermo A Tortolero, Erich M Sturgis, Jose-Miguel Yamal, Melissa F Peskin, Cici Bauer, Caitlin C Murphy

Abstract read
In one paragraph

Article in Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology, 2026. 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

6 authors.

Guillermo A TortoleroThe University of Texas Health Science Center at Houston School of Public Health, Houston, Texas.ORCID 0000-0001-7063-156X
Erich M SturgisDepartment of Otolaryngology-Head and Neck Surgery, Baylor College of Medicine, Houston, Texas.ORCID 0000-0002-1069-4822
Jose-Miguel YamalThe University of Texas Health Science Center at Houston School of Public Health, Houston, Texas.ORCID 0000-0003-2505-0090
Melissa F PeskinThe University of Texas Health Science Center at Houston School of Public Health, Houston, Texas.ORCID 0000-0003-0771-9336
Cici BauerThe University of Texas Health Science Center at Houston School of Public Health, Houston, Texas.ORCID 0000-0002-2337-7965
Caitlin C MurphySection of Hematology and Oncology, Department of Pediatrics, University of Chicago UChicago Medicine Comprehensive Cancer Center, Chicago, Illinois.ORCID 0000-0001-9365-0691

Funding

Cancer Prevention and Control Research Training and Career Development ProgramT32CA057712 · NCI · UNIVERSITY OF TEXAS HLTH SCI CTR HOUSTON · PI Bijal A. Balasubramanian, Maria Eulalia Fernandez · 2018 to 2026
$3.2M
SCIENTIFIC, OPERATIONS AND ADMINISTRATIVE RESOURCES (SOAR) TO THE NIH75N95021D00011 · NIDA · GAP SOLUTIONS, INC. · 2025 to 2025
$775k
Cancer Prevention and Research Institute of Texas (CPRIT) RP210037National Cancer Institute (NCI) T32/CA057712NCI NIH HHS T32 CA057712NHLBI NIH HHS 75N92021D00011NIDA NIH HHS 75N95021D00011
6 · The paper itself

Abstract

backgroundOral cavity cancer is marked by racial and ethnic disparities. We examined these differences in oral cavity cancer stage at diagnosis and whether neighborhood-level social vulnerability, a measure of susceptibility to hardship at the census tract level, modifies disparities.

methodsWe identified adults newly diagnosed with oral cavity cancer (1995-2020) from the Texas Cancer Registry. We estimated the association between stage at diagnosis and race and ethnicity using logistic regression and assessed effect modification by neighborhood-level social vulnerability.

resultsThe sample included 12,957 reported oral cavity cancer cases, 77% non-Hispanic White, 6% non-Hispanic Black, and 14% Hispanic patients, and 47.4% late stage at diagnosis. Non-Hispanic Black [OR, 3.30; 95% confidence interval (CI), 2.81-3.88], Hispanic (OR, 2.02; 95% CI, 1.83-2.24), non-Hispanic Asian Americans, Native Hawaiians, and Pacific Islanders (OR, 1.66; 95% CI, 1.33-2.07) patients had higher odds of late stage at diagnosis compared with their non-Hispanic White counterparts. Neighborhood-level social vulnerability modified the associations on an additive scale only for non-Hispanic Black patients. Non-Hispanic Black patients living in the most (OR, 4.72; 95% CI, 3.70-6.02) but not the least (OR, 1.55; 95% CI, 0.81-2.94) vulnerable neighborhoods had higher odds of late stage at diagnosis compared with non-Hispanic White patients living in the least vulnerable neighborhoods.

conclusionsRacial and ethnic minorities were diagnosed with later-stage oral cavity cancer, and minority patients living in the most vulnerable neighborhoods had the highest odds. Addressing neighborhood-level social factors may lessen disparities. IMPACT: Understanding the underlying mechanisms driving these disparities is essential to developing effective interventions to mitigate them. See related In the Spotlight, p. 364.

Indexed as

EthnicityMouth NeoplasmsNeighborhood CharacteristicsSocial VulnerabilityAdultAgedFemaleHealth Status DisparitiesHumansMaleMiddle AgedNeoplasm StagingResidence CharacteristicsTexas

Identifiers

PMID41324418
PMCPMC12781143

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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.