Evidence map›Paper›PMID 37039710›Full record

ArticleClinical cancer research : an official journal of the American Association for Cancer Research2023

Increased Nerve Density Adversely Affects Outcome in Oral Cancer.

Cindy Perez-Pacheco, Ligia B Schmitd, Allison Furgal, Emily L Bellile, Min Liu, Aya Fattah, Laura Gonzalez-Maldonado, Shelby P Unsworth, Sunny Y Wong, Laura S Rozek and 6 more

Open access · greenAbstract readComment
In one paragraph

Article in Clinical cancer research : an official journal of the American Association for Cancer Research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 32 papers.

0numbers the graph read from it
0cells of the map it votes in
32citing papers in PubMed
9.6field-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.

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

32 citing papers in PubMed, 43 citations in OpenAlex.

  1. Review
  2. Article
  3. Transcriptome Analysis and Histological Validation Identified the HO-1-u-1 Cell Line as a Model for Perineural Invasion in Oral Squamous Cell Carcinoma.Journal of oral pathology & medicine : official publication of the International Association of Oral Pathologists and the American Academy of Oral Pathology · 2026
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  14. Tumor Innervation: From Bystander to Emerging Therapeutic Target for Cancer.International journal of molecular sciences · 2025
    Review
  15. Nerve Types and Classification of Neurons Innervating Oral Cancer.Clinical cancer research : an official journal of the American Association for Cancer Research · 2025
    Article
  16. Article
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

16 authors at 2 institutions in 1 country.

Cindy Perez-Pacheco *Department of Periodontics and Oral Medicine, University of Michigan School of Dentistry, Ann Arbor, Michigan.ORCID 0000-0002-7642-7639
Ligia B Schmitd *Department of Periodontics and Oral Medicine, University of Michigan School of Dentistry, Ann Arbor, Michigan.ORCID 0000-0003-1570-6543
Allison FurgalDepartment of Biostatistics, University of Michigan School of Public Health, Ann Arbor, Michigan.ORCID 0000-0001-8081-2444
Emily L BellileDepartment of Biostatistics, University of Michigan School of Public Health, Ann Arbor, Michigan.ORCID 0000-0003-4350-4658
Min LiuDepartment of Periodontics and Oral Medicine, University of Michigan School of Dentistry, Ann Arbor, Michigan.ORCID 0000-0003-2768-0301
Aya FattahDepartment of Periodontics and Oral Medicine, University of Michigan School of Dentistry, Ann Arbor, Michigan.ORCID 0000-0002-4238-6955
Laura Gonzalez-MaldonadoDepartment of Periodontics and Oral Medicine, University of Michigan School of Dentistry, Ann Arbor, Michigan.ORCID 0000-0002-0964-916X
Shelby P UnsworthDepartment of Dermatology, University of Michigan, Ann Arbor, Michigan.ORCID 0000-0003-2719-8187
Sunny Y WongDepartment of Dermatology, University of Michigan, Ann Arbor, Michigan.ORCID 0000-0002-0222-2681
Laura S RozekDepartment of Oncology, Georgetown Lombardi Comprehensive Cancer Center, Washington, District of Columbia.ORCID 0000-0001-6731-7000
Arvind RaoDepartment of Biostatistics, University of Michigan School of Public Health, Ann Arbor, Michigan.ORCID 0000-0002-9613-426X
Gregory T WolfDepartment of Otolaryngology, University of Michigan, Ann Arbor, Michigan.ORCID 0000-0002-3219-9515
Jeremy M G TaylorDepartment of Biostatistics, University of Michigan School of Public Health, Ann Arbor, Michigan.ORCID 0000-0003-2791-1229
Keith CasperDepartment of Otolaryngology, University of Michigan, Ann Arbor, Michigan.ORCID 0000-0003-2878-3863
Michelle MierzwaDepartment of Radiation Oncology, University of Michigan, Ann Arbor, Michigan.ORCID 0000-0002-3923-9970
Nisha J D'SilvaDepartment of Periodontics and Oral Medicine, University of Michigan School of Dentistry, Ann Arbor, Michigan.ORCID 0000-0001-7030-3187
University of Michigan · USGeorgetown University · US

Funding

XenograftP30CA046592 · NCI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Alexey I Nesvizhskii · 1988 to 2026
$178.2M
Tissue Engineering and RegenerationT32DE007057 · NIDCR · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI DAVID H. KOHN · 1985 to 2026
$17.3M
Improving Survival in Oral Cancer by Disruption of Tumor ProgressionR35DE027551 · NIDCR · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI D'SILVA, NISHA J · 2017 to 2024
$8.1M
Downstream effects of HPV integration on survival/metastasis in oropharyngeal cancerR01CA250214 · NCI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI D'SILVA, NISHA J, ROZEK, LAURA · 2020 to 2024
$3.1M
Developing Improved Models of Basal Cell Carcinoma to Evaluate Tumor-Drug ResponseR21CA267941 · NCI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI WONG, SUNNY Y · 2022 to 2022
$401k
NCI NIH HHS P30 CA046592NCI NIH HHS R01 CA250214NCI NIH HHS R21 CA267941NIDCR NIH HHS R35 DE027551NIDCR NIH HHS T32 DE007057
6 · The paper itself

Abstract

purposePerineural invasion (PNI) in oral cavity squamous cell carcinoma (OSCC) is associated with poor survival. Because of the risk of recurrence, patients with PNI receive additional therapies after surgical resection. Mechanistic studies have shown that nerves in the tumor microenvironment promote aggressive tumor growth. Therefore, in this study, we evaluated whether nerve density (ND) influences tumor growth and patient survival. Moreover, we assessed the reliability of artificial intelligence (AI) in evaluating ND. EXPERIMENTAL

designTo investigate whether increased ND in OSCC influences patient outcome, we performed survival analyses. Tissue sections of OSCC from 142 patients were stained with hematoxylin and eosin and IHC stains to detect nerves and tumor. ND within the tumor bulk and in the adjacent 2 mm was quantified; normalized ND (NND; bulk ND/adjacent ND) was calculated. The impact of ND on tumor growth was evaluated in chick chorioallantoic-dorsal root ganglia (CAM-DRG) and murine surgical denervation models. Cancer cells were grafted and tumor size quantified. Automated nerve detection, applying the Halo AI platform, was compared with manual assessment.

resultsDisease-specific survival decreased with higher intratumoral ND and NND in tongue SCC. Moreover, NND was associated with worst pattern-of-invasion and PNI. Increasing the number of DRG, in the CAM-DRG model, increased tumor size. Reduction of ND by denervation in a murine model decreased tumor growth. Automated and manual detection of nerves showed high concordance, with an F1 score of 0.977.

conclusionsHigh ND enhances tumor growth, and NND is an important prognostic factor that could influence treatment selection for aggressive OSCC. See related commentary by Hondermarck and Jiang, p. 2342.

Indexed as

Carcinoma, Squamous CellHead and Neck NeoplasmsMouth NeoplasmsAnimalsArtificial IntelligenceHumansMiceNeoplasm InvasivenessReproducibility of ResultsSquamous Cell Carcinoma of Head and NeckTumor Microenvironment

Identifiers

PMID37039710
PMCPMC10371054
OpenAlexW4364353696

What OpenQuestion holds

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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.