Evidence map›Paper›PMID 35184149›Full record

ArticleModern pathology : an official journal of the United States and Canadian Academy of Pathology, Inc2022

Oropharyngeal cancer outcomes correlate with p16 status, multinucleation and immune infiltration.

David C Wilde, Patricia D Castro, Kaustav Bera, Syeling Lai, Anant Madabhushi, German Corredor, Can Koyuncu, James S Lewis, Cheng Lu, Mitchell J Frederick and 12 more

Open access · greenAbstract read
In one paragraph

Article in Modern pathology : an official journal of the United States and Canadian Academy of Pathology, Inc, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers.

0numbers the graph read from it
0cells of the map it votes in
22citing papers in PubMed
6.7field-weighted citation impact, top 2% 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

22 citing papers in PubMed, 34 citations in OpenAlex.

  1. Article
  2. Review
  3. Nrf2 Hyperactivation as a Driver of Radiotherapy Resistance and Suppressed Antitumor Immunity in Head and Neck Squamous Cell Carcinoma.Clinical cancer research : an official journal of the American Association for Cancer Research · 2025
    Article
  4. Article
  5. Article
  6. Article
  7. Review
  8. Article
  9. Article
  10. Article
  11. Article
  12. Biological biomarkers of oral cancer.Periodontology 2000 · 2024
    Review
  13. Article
  14. Review
  15. Article
  16. Review
  17. Article
  18. Article
  19. Article
  20. 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

22 authors at 9 institutions in 1 country.

David C WildeBobby R. Alford Department of Otolaryngology-Head and Neck Surgery, Baylor College of Medicine, Houston, TX, USA.
Patricia D CastroDepartment of Pathology, Baylor College of Medicine, Houston, TX, USA.ORCID 0000-0001-5286-8037
Kaustav BeraDepartment of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA.
Syeling LaiDepartment of Pathology, Baylor College of Medicine, Houston, TX, USA.
Anant MadabhushiDepartment of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA.ORCID 0000-0002-5741-0399
German CorredorDepartment of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA.ORCID 0000-0003-3002-0937
Can KoyuncuDepartment of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA.ORCID 0000-0001-5990-2226
James S LewisDepartment of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, TN, USA.
Cheng LuDepartment of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA.ORCID 0000-0002-7651-3924
Mitchell J FrederickBobby R. Alford Department of Otolaryngology-Head and Neck Surgery, Baylor College of Medicine, Houston, TX, USA.
Allan M FrederickUndergraduate Cockrell School of Engineering, University of Texas, Austin, TX, USA.
Avery E HaugenBobby R. Alford Department of Otolaryngology-Head and Neck Surgery, Baylor College of Medicine, Houston, TX, USA.
Jose P ZevallosDepartment of Otolaryngology-Head and Neck Surgery, Washington University School of Medicine, St. Louis, MO, USA.
Erich M SturgisBobby R. Alford Department of Otolaryngology-Head and Neck Surgery, Baylor College of Medicine, Houston, TX, USA.
Justin ShiBobby R. Alford Department of Otolaryngology-Head and Neck Surgery, Baylor College of Medicine, Houston, TX, USA.
Andrew T HuangBobby R. Alford Department of Otolaryngology-Head and Neck Surgery, Baylor College of Medicine, Houston, TX, USA.
David J HernandezBobby R. Alford Department of Otolaryngology-Head and Neck Surgery, Baylor College of Medicine, Houston, TX, USA.
Heath D SkinnerDepartment of Radiation Oncology, UPMC Hillman Cancer Center, Pittsburgh, PA, USA.
Jan O KemnadeHematology Oncology Section, Medical Care Line, Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, USA.
Wendong YuDepartment of Pathology, University of Texas MD Anderson Cancer Center, Houston, TX, USA.
Andrew G SikoraDivision of Surgery, Department of Head and Neck Surgery, University of Texas MD Anderson Cancer Center, Houston, TX, USA.
Vlad C SandulacheBobby R. Alford Department of Otolaryngology-Head and Neck Surgery, Baylor College of Medicine, Houston, TX, USA. vlad.sandulache@bcm.edu.ORCID 0000-0002-9205-385X
Michael E. DeBakey VA Medical Center · USBaylor College of Medicine · USLouis Stokes Cleveland VA Medical Center · USCase Western Reserve University · USThe University of Texas MD Anderson Cancer Center · USThe University of Texas at Austin · USUPMC Hillman Cancer Center · USVanderbilt University Medical Center · USWashington University in St. Louis · US

Funding

Clinical and Translational Science Collaborative of ClevelandUL1TR002548 · NCATS · CASE WESTERN RESERVE UNIVERSITY · PI MCCOMSEY, GRACE A · 2018 to 2022
$35.5M
Pathology CoreU54CA254566 · NCI · CASE WESTERN RESERVE UNIVERSITY · PI MADABHUSHI, ANANT · 2020 to 2024
$5.0M
Targeting the immunosuppressive tumor microenvironment to enhance efficacy of radiotherapy and immuno-radiotherapy for oral cancerU01DE028233 · NIDCR · UNIVERSITY OF TX MD ANDERSON CAN CTR · PI ANNAPRAGADA, ANANTH V, SIKORA, ANDREW · 2018 to 2022
$3.9M
Oral Cavity Quantitative Histomorphometric Risk Classifier (OHbIC) in Oral Cavity Squamous Cell Carcinoma (OC-SCC)R01CA249992 · NCI · EMORY UNIVERSITY · PI LEWIS, JAMES, MADABHUSHI, ANANT · 2021 to 2025
$3.2M
Computerized histologic image predictor of cancer outcomeR01CA202752 · NCI · CASE WESTERN RESERVE UNIVERSITY · PI FELDMAN, MICHAEL D, GANESAN, SHRIDAR · 2016 to 2020
$3.1M
Quantitative Histomorphometric Risk Classifier (QuHbIC) in HPV + Oropharyngeal CarcinomaR01CA220581 · NCI · CASE WESTERN RESERVE UNIVERSITY · PI KOYFMAN, SHLOMO, LEWIS, JAMES · 2018 to 2023
$3.1M
Computerized Histologic Risk Predictor (CHiRP) for Early Stage Lung CancersR01CA216579 · NCI · EMORY UNIVERSITY · PI FU, PINGFU, LLOYD, MARK · 2018 to 2023
$3.1M
MR Fingerprinting and Computerized Decision Support for Prostate CancerR01CA208236 · NCI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI GULANI, VIKAS, PONSKY, LEE EVAN · 2017 to 2022
$3.0M
Pathology Image Informatics Platform for visualization, analysis and managementU24CA199374 · NCI · CASE WESTERN RESERVE UNIVERSITY · PI GURCAN, METIN NAFI, MADABHUSHI, ANANT · 2015 to 2019
$2.9M
Extension of Radiotherapy ResearchR01CA168485 · NCI · UNIVERSITY OF TX MD ANDERSON CAN CTR · PI SKINNER, HEATH DEVIN · 2011 to 2021
$2.8M
Novel Radiomics for Predicting Response to Immunotherapy for Lung CancerR01CA257612 · NCI · EMORY UNIVERSITY · PI Anant Madabhushi, Vamsidhar Velcheti · 2021 to 2026
$2.7M
RadxTools for assessing tumor treatment response on imagingU01CA248226 · NCI · CASE WESTERN RESERVE UNIVERSITY · PI TIWARI, PALLAVI, VISWANATH, SATISH EASWAR · 2020 to 2022
$1.4M
BLRD VA I01 BX004121BLRD VA IK2 BX004183CSRD VA IK2 CX001953NCATS NIH HHS UL1 TR002548NCI NIH HHS R01 CA168485NCI NIH HHS R01 CA202752NCI NIH HHS R01 CA208236NCI NIH HHS R01 CA216579NCI NIH HHS R01 CA220581NCI NIH HHS R01 CA249992NCI NIH HHS R01 CA257612NCI NIH HHS U01 CA239055NCI NIH HHS U01 CA248226NCI NIH HHS U24 CA199374NCI NIH HHS U54 CA254566NCRR NIH HHS C06 RR012463NIBIB NIH HHS R43 EB028736NIDCR NIH HHS U01 DE028233
6 · The paper itself

Abstract

Oropharyngeal squamous cell carcinoma (OPSCC), largely fueled by the human papillomavirus (HPV), has a complex biological and immunologic phenotype. Although HPV/p16 status can be used to stratify OPSCC patients as a function of survival, it remains unclear what drives an improved treatment response in HPV-associated OPSCC and whether targetable biomarkers exist that can inform a precision oncology approach. We analyzed OPSCC patients treated between 2000 and 2016 and correlated locoregional control (LRC), disease-free survival (DFS) and overall survival (OS) with conventional clinical parameters, risk parameters generated using deep-learning algorithms trained to quantify tumor-infiltrating lymphocytes (TILs) (OP-TIL) and multinucleated tumor cells (MuNI) and targeted transcriptomics. P16 was a dominant determinant of LRC, DFS and OS, but tobacco exposure, OP-TIL and MuNI risk features correlated with clinical outcomes independent of p16 status and the combination of p16, OP-TIL and MuNI generated a better stratification of OPSCC risk compared to individual parameters. Differential gene expression (DEG) analysis demonstrated overlap between MuNI and OP-TIL and identified genes involved in DNA repair, oxidative stress response and tumor immunity as the most prominent correlates with survival. Alteration of inflammatory/immune pathways correlated strongly with all risk features and oncologic outcomes. This suggests that development of OPSCC consists of an intersection between multiple required and permissive oncogenic and immunologic events which may be mechanistically linked. The strong relationship between tumor immunity and oncologic outcomes in OPSCC regardless of HPV status may provide opportunities for further biomarker development and precision oncology approaches incorporating immune checkpoint inhibitors for maximal anti-tumor efficacy.

Indexed as

Head and Neck NeoplasmsOropharyngeal NeoplasmsPapillomavirus InfectionsCyclin-Dependent Kinase Inhibitor p16HumansPapillomaviridaePrecision MedicinePrognosisSquamous Cell Carcinoma of Head and NeckCyclin-Dependent Kinase Inhibitor p16

Identifiers

PMID35184149
PMCPMC10391519
OpenAlexW4212896419

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

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.