Evidence map›Paper›PMID 27182557›Full record

ArticleJCI insight2016

Multiplexed immunofluorescence delineates proteomic cancer cell states associated with metabolism.

Anup Sood, Alexandra M Miller, Edi Brogi, Yunxia Sui, Joshua Armenia, Elizabeth McDonough, Alberto Santamaria-Pang, Sean Carlin, Aleksandra Stamper, Carl Campos and 8 more

Open access · goldAbstract read
In one paragraph

Article in JCI insight, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 29 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
29citing papers in PubMed, 1 pooled it
5.0field-weighted citation impact, top 5% 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

29 citing papers in PubMed, 1 synthesis or guideline pooled it, 51 citations in OpenAlex.

  1. Pooled it
  2. Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Atto 465 Derivative Is a Nuclear Stain with Unique Excitation and Emission Spectra Useful for Multiplex Immunofluorescence Histochemistry.The journal of histochemistry and cytochemistry : official journal of the Histochemistry Society · 2022
    Article
  12. Review
  13. Multiplex Tissue Imaging Harmonization: A Multicenter Experience from CIMAC-CIDC Immuno-Oncology Biomarkers Network.Clinical cancer research : an official journal of the American Association for Cancer Research · 2021
    Article
  14. Single-cell proteomic analysis.WIREs mechanisms of disease · 2021
    Review
  15. Observational
  16. Review
  17. Article
  18. Review
  19. Article
  20. Precision immunoprofiling by image analysis and artificial intelligence.Virchows Archiv : an international journal of pathology · 2019
    Review
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

18 authors at 1 institution in 1 country.

Anup SoodDiagnostic Imaging and Biomedical Technologies, GE Global Research Center, Niskayuna, New York, USA.
Alexandra M MillerDepartment of Neurology.
Edi BrogiDepartment of Pathology.
Yunxia SuiDiagnostic Imaging and Biomedical Technologies, GE Global Research Center, Niskayuna, New York, USA.
Joshua ArmeniaHuman Oncology and Pathogenesis Program.
Elizabeth McDonoughDiagnostic Imaging and Biomedical Technologies, GE Global Research Center, Niskayuna, New York, USA.
Alberto Santamaria-PangDiagnostic Imaging and Biomedical Technologies, GE Global Research Center, Niskayuna, New York, USA.
Sean CarlinDepartment of Radiology, and.
Aleksandra StamperHuman Oncology and Pathogenesis Program.
Carl CamposHuman Oncology and Pathogenesis Program.
Zhengyu PangDiagnostic Imaging and Biomedical Technologies, GE Global Research Center, Niskayuna, New York, USA.
Qing LiDiagnostic Imaging and Biomedical Technologies, GE Global Research Center, Niskayuna, New York, USA.
Elisa PortDepartment of Surgery, Memorial Sloan-Kettering Cancer Center, New York, New York, USA.
Thomas G GraeberDepartment of Molecular and Medical Pharmacology, UCLA, Los Angeles, California, USA.
Nikolaus SchultzHuman Oncology and Pathogenesis Program.
Fiona GintyDiagnostic Imaging and Biomedical Technologies, GE Global Research Center, Niskayuna, New York, USA.
Steven M LarsonDepartment of Radiology, and.
Ingo K MellinghoffDepartment of Neurology.
Memorial Sloan Kettering Cancer Center · US

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI Nicholas D Socci · 1985 to 2026
$347.4M
Disparities in COVID Disease Severity and Outcomes in New York CityUL1TR002384 · NCATS · WEILL MEDICAL COLL OF CORNELL UNIV · PI JULIANNE L IMPERATO-MCGINLEY · 2017 to 2026
$86.2M
SPORE In Prostate CancerP50CA092629 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI Yu Chen, MICHAEL J MORRIS · 2001 to 2026
$63.0M
Tumor Evolution and Changes in MetabolismP50CA086438 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI RIVIERI, ISABELLE · 2000 to 2015
$29.9M
Memorial Sloan Kettering Small Animal Imaging ResearchR24CA083084 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI KOUTCHER, JASON ARTHUR · 1999 to 2006
$4.4M
Molecular Mechanisms of IDH1-mediated GliomagenesisR01NS080944 · NINDS · SLOAN-KETTERING INST CAN RESEARCH · PI MELLINGHOFF, INGO K · 2012 to 2016
$2.0M
NCATS NIH HHS UL1 TR002384NCI NIH HHS P30 CA008748NCI NIH HHS P50 CA086438NCI NIH HHS P50 CA092629NCI NIH HHS R24 CA083084NINDS NIH HHS R01 NS080944
6 · The paper itself

Abstract

The phenotypic diversity of cancer results from genetic and nongenetic factors. Most studies of cancer heterogeneity have focused on DNA alterations, as technologies for proteomic measurements in clinical specimen are currently less advanced. Here, we used a multiplexed immunofluorescence staining platform to measure the expression of 27 proteins at the single-cell level in formalin-fixed and paraffin-embedded samples from treatment-naive stage II/III human breast cancer. Unsupervised clustering of protein expression data from 638,577 tumor cells in 26 breast cancers identified 8 clusters of protein coexpression. In about one-third of breast cancers, over 95% of all neoplastic cells expressed a single protein coexpression cluster. The remaining tumors harbored tumor cells representing multiple protein coexpression clusters, either in a regional distribution or intermingled throughout the tumor. Tumor uptake of the radiotracer 18F-fluorodeoxyglucose was associated with protein expression clusters characterized by hormone receptor loss,

Identifiers

PMID27182557
PMCPMC4863708
OpenAlexW2347133523

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.