Evidence map›Paper›PMID 37552307›Full record

ArticleJournal of cancer research and clinical oncology2023

Multidimensional biomarker predicts disease control in response to immunotherapy in recurrent or metastatic head and neck squamous-cell carcinoma.

Kevin C Flanagan, Jon Earls, Ian Schillebeeckx, Jeffrey Hiken, Rachel L Wellinghoff, Natalie A LaFranzo, Zachary S Bradley, Joey Babbitt, William H Westra, Raymond Hsu and 33 more

Open access · hybridAbstract read
In one paragraph

Article in Journal of cancer research and clinical oncology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
1.8field-weighted citation impact, top 13% 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

5 citing papers in PubMed, 8 citations in OpenAlex.

  1. Article
  2. Article
  3. Review
  4. Observational
  5. 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

43 authors at 18 institutions in 1 country.

Kevin C FlanaganCofactor Genomics, Inc., 4044 Clayton Ave, St. Louis, MO, 63110, USA. kevin_flanagan@cofactorgenomics.com.
Jon EarlsCofactor Genomics, Inc., 4044 Clayton Ave, St. Louis, MO, 63110, USA.
Ian SchillebeeckxCofactor Genomics, Inc., 4044 Clayton Ave, St. Louis, MO, 63110, USA.
Jeffrey HikenCofactor Genomics, Inc., 4044 Clayton Ave, St. Louis, MO, 63110, USA.
Rachel L WellinghoffCofactor Genomics, Inc., 4044 Clayton Ave, St. Louis, MO, 63110, USA.
Natalie A LaFranzoCofactor Genomics, Inc., 4044 Clayton Ave, St. Louis, MO, 63110, USA.
Zachary S BradleyCofactor Genomics, Inc., 4044 Clayton Ave, St. Louis, MO, 63110, USA.
Joey BabbittCofactor Genomics, Inc., 4044 Clayton Ave, St. Louis, MO, 63110, USA.
William H WestraDepartment of Pathology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Raymond HsuVision Radiology, Dallas, TX, USA.
Lincoln NadauldIntermountain Healthcare, St. George, UT, USA.
Howard McleodIntermountain Healthcare, St. George, UT, USA.
Sean D FirthIntermountain Healthcare, St. George, UT, USA.
Brittany SharpIntermountain Healthcare, St. George, UT, USA.
Josh FullerIntermountain Healthcare, St. George, UT, USA.
Vera VavinskayaDivision of Hematology and Oncology, UCSD Moores Cancer Center, La Jolla, CA, USA.
Leisa SuttonDivision of Hematology and Oncology, UCSD Moores Cancer Center, La Jolla, CA, USA.
Ida DeichaiteDivision of Hematology and Oncology, UCSD Moores Cancer Center, La Jolla, CA, USA.
Samuel D BaileyAppalachian Regional Healthcare, Hazard, KY, USA.
Vlad C SandulacheBobby R. Alford Department of Otolaryngology-Head and Neck Surgery, Baylor College of Medicine, Houston, TX, USA.
Matthew J RendoHematology and Oncology, Brooke Army Medical Center, San Antonio, TX, USA.
Orlan K MacdonaldCancer Care Northwest, Spokane Valley, WA, USA.
Karim WelayaCoxHealth Medical Oncology, Springfield, MO, USA.
James L WadeDecatur Memorial Hospital, Decatur, IL, USA.
Andrew W PippasJohn B Amos Cancer Center, Columbus Regional Research Institute, Centricity Research, Columbus, GA, USA.
Jennifer SlimMulticare Institute for Research and Innovation, Tacoma, WA, USA.
Bruce BankNorthwest Oncology and Hematology, Elk Grove Village, IL, USA.
Steven J SaccaroOchsner Lafayette General Medical Center, Lafayette, LA, USA.
Xingwei SuiProvidence Regional Cancer System, Lacey, WA, USA.
Adil AkhtarRevive Research Institute, Sterling Heights, MI, USA.
Savitha BalaramanRevive Research Institute, Sterling Heights, MI, USA.
Steven E KossmanSharp Clinical Oncology Research, San Diego, CA, USA.
Scott A SonnierTouro Infirmary, New Orleans, LA, USA.
Todd D ShenkenbergValley Cancer Associates, Harlingen, TX, USA.
Warren L AlexanderWilliam Beaumont Army Medical Center and The Geneva Foundation, Fort Bliss, TX, USA.
Katherine A PriceMayo Clinic, Rochester, MN, USA.
Charles L BaneDayton Physicians Network/Precision Cancer Research, Dayton, OH, USA.
Jessica LeyDivision of Oncology, Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA.
David N MessinaCofactor Genomics, Inc., 4044 Clayton Ave, St. Louis, MO, 63110, USA.
Jarret I GlasscockCofactor Genomics, Inc., 4044 Clayton Ave, St. Louis, MO, 63110, USA.
Ezra E W CohenDivision of Hematology and Oncology, UCSD Moores Cancer Center, La Jolla, CA, USA.
Douglas R AdkinsDivision of Oncology, Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA.
Eric J DuncavageDepartment of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, USA.
Cofactor Genomics (United States) · USIntermountain Healthcare · USMoores Cancer CenterWashington University in St. Louis · USAppalachian Regional Healthcare · USBaylor College of Medicine · USBrooke Army Medical Center · USCancer Care Northwest · USCoxHealth · USDayton Physicians Network · USDecatur Memorial Hospital · USIcahn School of Medicine at Mount Sinai · USMayo Clinic in Arizona · USMultiCare Health System · USProvidence Regional Cancer Partnership · USTouro Infirmary Foundation · USValley Baptist Medical Center · USWilliam Beaumont Army Medical Center · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeAnti-PD-1 therapy provides clinical benefit in 40-50% of patients with relapsed and/or metastatic head and neck squamous cell carcinoma (RM-HNSCC). Selection of anti- PD-1 therapy is typically based on patient PD-L1 immunohistochemistry (IHC) which has low specificity for predicting disease control. Therefore, there is a critical need for a clinical biomarker that will predict clinical benefit to anti-PD-1 treatment with high specificity.

methodsClinical treatment and outcomes data for 103 RM-HNSCC patients were paired with RNA-sequencing data from formalin-fixed patient samples. Using logistic regression methods, we developed a novel biomarker classifier based on expression patterns in the tumor immune microenvironment to predict disease control with monotherapy PD-1 inhibitors (pembrolizumab and nivolumab). The performance of the biomarker was internally validated using out-of-bag methods.

resultsThe biomarker significantly predicted disease control (65% in predicted non-progressors vs. 17% in predicted progressors, p < 0.001) and was significantly correlated with overall survival (OS; p = 0.004). In addition, the biomarker outperformed PD-L1 IHC across numerous metrics including sensitivity (0.79 vs 0.64, respectively; p = 0.005) and specificity (0.70 vs 0.61, respectively; p = 0.009).

conclusionThis novel assay uses tumor immune microenvironment expression data to predict disease control and OS with high sensitivity and specificity in patients with RM-HNSCC treated with anti-PD-1 monotherapy.

Indexed as

Biomarkers, TumorHead and Neck NeoplasmsImmunotherapyNeoplasm Recurrence, LocalSquamous Cell Carcinoma of Head and NeckAdultAgedAntibodies, Monoclonal, HumanizedB7-H1 AntigenFemaleHumansImmune Checkpoint InhibitorsMaleMiddle AgedNivolumabPrognosisAntibodies, Monoclonal, HumanizedB7-H1 AntigenBiomarkers, TumorCD274 protein, humanImmune Checkpoint InhibitorsNivolumabpembrolizumabBiomarkerHNSCCImmune checkpoint inhibitorsPD-1PD-L1Pembrolizumab

Identifiers

PMID37552307
PMCPMC10590294
OpenAlexW4385663117

What OpenQuestion holds

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LicenceCC BY
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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.