Evidence map›Paper›PMID 28749946›Full record

ArticlePloS one2017

Genome-wide association analysis identifies genetic correlates of immune infiltrates in solid tumors.

Nathan O Siemers, James L Holloway, Han Chang, Scott D Chasalow, Petra B Ross-MacDonald, Charles F Voliva, Joseph D Szustakowski

Open access · goldAbstract read
In one paragraph

Article in PloS one, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 145 papers.

0numbers the graph read from it
0cells of the map it votes in
145citing papers in PubMed
8.3field-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

145 citing papers in PubMed, 207 citations in OpenAlex.

  1. Trial
  2. Trial
  3. Revisiting tumor immunogenicity through the lens of mutant p53: Implications for cancer immunotherapy.Apoptosis : an international journal on programmed cell death · 2026
    Review
  4. Article
  5. Article
  6. Article
  7. Genetic landscape of cancer: mechanisms, key genes, and therapeutic implications.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2026
    Review
  8. Article
  9. Unraveling Relatlimab-Specific Biology Using Biomarker Analyses in Patients with Advanced Melanoma in RELATIVITY-047.Clinical cancer research : an official journal of the American Association for Cancer Research · 2025
    Article
  10. Interferon Epsilon Loss Is Elusive 9p21 Link to Immune-Cold Tumors, Resistant to Immune Checkpoint Therapy, and Endogenous CXCL9/10 Induction.Journal of thoracic oncology : official publication of the International Association for the Study of Lung Cancer · 2025
    Review
  11. Article
  12. Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. Article
  18. Article
  19. Article
  20. Review

85 more citing papers are in PubMed but not listed here.

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 at 1 institution in 1 country.

Nathan O SiemersTranslational Bioinformatics, Bristol-Myers Squibb, Redwood City, California, United States of America.
James L HollowayTranslational Bioinformatics, Bristol-Myers Squibb, Redwood City, California, United States of America.
Han ChangTranslational Bioinformatics, Bristol-Myers Squibb, Hopewell, New Jersey, United States of America.
Scott D ChasalowTranslational Bioinformatics, Bristol-Myers Squibb, Hopewell, New Jersey, United States of America.
Petra B Ross-MacDonaldTranslational Bioinformatics, Bristol-Myers Squibb, Hopewell, New Jersey, United States of America.
Charles F VolivaOncology Discovery, Bristol-Myers Squibb, Lawrenceville, New Jersey, United States of America.
Joseph D SzustakowskiTranslational Bioinformatics, Bristol-Myers Squibb, Hopewell, New Jersey, United States of America.
Bristol-Myers Squibb (United States) · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Therapeutic options for the treatment of an increasing variety of cancers have been expanded by the introduction of a new class of drugs, commonly referred to as checkpoint blocking agents, that target the host immune system to positively modulate anti-tumor immune response. Although efficacy of these agents has been linked to a pre-existing level of tumor immune infiltrate, it remains unclear why some patients exhibit deep and durable responses to these agents while others do not benefit. To examine the influence of tumor genetics on tumor immune state, we interrogated the relationship between somatic mutation and copy number alteration with infiltration levels of 7 immune cell types across 40 tumor cohorts in The Cancer Genome Atlas. Levels of cytotoxic T, regulatory T, total T, natural killer, and B cells, as well as monocytes and M2 macrophages, were estimated using a novel set of transcriptional signatures that were designed to resist interference from the cellular heterogeneity of tumors. Tumor mutational load and estimates of tumor purity were included in our association models to adjust for biases in multi-modal genomic data. Copy number alterations, mutations summarized at the gene level, and position-specific mutations were evaluated for association with tumor immune infiltration. We observed a strong relationship between copy number loss of a large region of chromosome 9p and decreased lymphocyte estimates in melanoma, pancreatic, and head/neck cancers. Mutations in the oncogenes PIK3CA, FGFR3, and RAS/RAF family members, as well as the tumor suppressor TP53, were linked to changes in immune infiltration, usually in restricted tumor types. Associations of specific WNT/beta-catenin pathway genetic changes with immune state were limited, but we noted a link between 9p loss and the expression of the WNT receptor FZD3, suggesting that there are interactions between 9p alteration and WNT pathways. Finally, two different cell death regulators, CASP8 and DIDO1, were often mutated in head/neck tumors that had higher lymphocyte infiltrates. In summary, our study supports the relevance of tumor genetics to questions of efficacy and resistance in checkpoint blockade therapies. It also highlights the need to assess genome-wide influences during exploration of any specific tumor pathway hypothesized to be relevant to therapeutic response. Some of the observed genetic links to immune state, like 9p loss, may influence response to cancer immune therapies. Others, like mutations in cell death pathways, may help guide combination therapeutic approaches.

Indexed as

Genome-Wide Association StudyBiomarkers, TumorCD8-Positive T-LymphocytesChromosomes, Human, Pair 9Gene DosageHead and Neck NeoplasmsHumansMutationNeoplasm ProteinsNeoplasmsSequence Analysis, RNATumor Suppressor Protein p53Biomarkers, TumorNeoplasm ProteinsTumor Suppressor Protein p53

Identifiers

PMID28749946
PMCPMC5531551
OpenAlexW2949439905

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.