Evidence map›Paper›PMID 36459568›Full record

ArticleCancer research2023

Spatially Resolved Single-Cell Assessment of Pancreatic Cancer Expression Subtypes Reveals Co-expressor Phenotypes and Extensive Intratumoral Heterogeneity.

Hannah L Williams, Andressa Dias Costa, Jinming Zhang, Srivatsan Raghavan, Peter S Winter, Kevin S Kapner, Scott P Ginebaugh, Sara A Väyrynen, Juha P Väyrynen, Chen Yuan and 29 more

Open access · bronzeAbstract read
In one paragraph

Article in Cancer research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 72 papers.

0numbers the graph read from it
0cells of the map it votes in
72citing papers in PubMed
6.8field-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

72 citing papers in PubMed, 85 citations in OpenAlex.

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  17. Pancreatic cancer.Nature reviews. Disease primers · 2026
    Review
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12 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

39 authors at 8 institutions in 2 countries.

Hannah L WilliamsDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0003-0434-3900
Andressa Dias CostaDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0003-1046-4899
Jinming ZhangDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0003-1621-7549
Srivatsan RaghavanDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-5374-9918
Peter S WinterDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-6557-3219
Kevin S KapnerDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-2306-2373
Scott P GinebaughDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0001-8820-606X
Sara A VäyrynenDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0003-1768-0471
Juha P VäyrynenDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-8683-2996
Chen YuanDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-0708-9648
Andrew W NaviaBroad Institute of MIT and Harvard, Cambridge, Massachusetts.ORCID 0000-0002-5429-8012
Junning WangDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-5559-9343
Annan YangDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-6750-0304
Timothy L BosseBroad Institute of MIT and Harvard, Cambridge, Massachusetts.ORCID 0000-0002-7873-4106
Radha L KalekarDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-1647-218X
Kristen E LowderDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0003-2615-4043
Mai Chan LauDepartment of Pathology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-7698-4697
Dalia ElganainyDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0003-4427-986X
Vicente Morales-OyarvideDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-7417-5626
Douglas A RubinsonDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-5337-5231
Harshabad SinghDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0001-6295-2013
Kimberly PerezDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-5745-2994
James M ClearyDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0001-7213-3951
Thomas E ClancyDepartment of Surgery, Brigham and Women's Hospital, Boston, Massachusetts.ORCID 0000-0002-0949-4874
Jiping WangDepartment of Surgery, Brigham and Women's Hospital, Boston, Massachusetts.ORCID 0000-0002-7466-098X
Joseph D ManciasDepartment of Radiation Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-0692-3717
Lauren K BraisDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0003-1069-0407
Emma R HillDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0003-3226-8151
Margaret M KozakDepartment of Radiation Oncology, Stanford Cancer Institute, Stanford, California.ORCID 0000-0003-0734-9427
David C LinehanDepartment of Surgery, University of Rochester Medical Center, Rochester, New York.ORCID 0000-0003-1859-2203
Richard F DunneDepartment of Medicine, Division of Hematology and Oncology, Wilmot Cancer Institute, University of Rochester Medical Center, Rochester, New York.ORCID 0000-0001-6608-660X
Daniel T ChangDepartment of Radiation Oncology, Stanford Cancer Institute, Stanford, California.ORCID 0000-0003-2760-1554
Albert C KoongDepartment of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas.ORCID 0000-0001-9824-1643
Aram F HezelDepartment of Medicine, Division of Hematology and Oncology, Wilmot Cancer Institute, University of Rochester Medical Center, Rochester, New York.ORCID 0000-0003-1690-8251
William C HahnDepartment of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0003-2840-9791
Alex K ShalekBroad Institute of MIT and Harvard, Cambridge, Massachusetts.ORCID 0000-0001-5670-8778
Andrew J Aguirre *Department of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-0701-6203
Jonathan A Nowak *Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-0943-7407
Brian M Wolpin *Department of Medical Oncology, Dana-Farber Cancer Institute, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-0455-1032
Dana-Farber Brigham Cancer Center · USBroad Institute · USBrigham and Women's Hospital · USUniversity of Rochester Medical Center · USCancer Prevention Institute of California · USDana-Farber Cancer Institute · USOulu University Hospital · FIThe University of Texas MD Anderson Cancer Center · US

Funding

VISUAL INDICES OF NEUROTOXICITYP30ES001247 · NIEHS · UNIVERSITY OF ROCHESTER · PI Martha Susiarjo · 1985 to 2026
$42.8M
Tissue and Pathology ResourcesP50CA127003 · NCI · DANA-FARBER CANCER INST · PI EL-BARDEESY, NABEEL, SELLERS, WILLIAM R · 2007 to 2023
$33.2M
Circulating Biomarker Consortium for Pancreatic Cancer Early DetectionU01CA210171 · NCI · DANA-FARBER CANCER INST · PI Michael H. Rosenthal, Brian Matthew Wolpin · 2016 to 2026
$8.7M
Spatial Immunopathological Epidemiology of Colorectal Adenoma-Carcinoma SpectrumR01CA248857 · NCI · FRED HUTCHINSON CANCER RESEARCH CENTER · PI Jonathan Andrew Nowak, Shuji Ogino · 2020 to 2026
$6.6M
Accelerating Transdisciplinary Epidemiology of Colorectal CancerR35CA197735 · NCI · DANA-FARBER CANCER INST · PI OGINO, SHUJI · 2015 to 2021
$6.0M
Novel randomized controlled trials of vitamin D supplementation in patients with colorectal cancer: Impact on survival and biologyR01CA205406 · NCI · DANA-FARBER CANCER INST · PI Kimmie Ng · 2017 to 2026
$4.9M
Impact of Celecoxib and Inflammation on Survival in Stage III Colon CancerR01CA169141 · NCI · YALE UNIVERSITY · PI FUCHS, CHARLES S · 2013 to 2018
$3.9M
Development and implementation of multiplex methods to understand the biology and heterogeneity of patient-derived cancer modelsU01CA250549 · NCI · DANA-FARBER CANCER INST · PI HAHN, WILLIAM C. · 2020 to 2022
$2.9M
Mechanisms of response and resistance to KRAS inhibition in pancreatic cancerR01CA276268 · NCI · DANA-FARBER CANCER INST · PI Andrew James Aguirre · 2023 to 2026
$2.2M
NCI NIH HHS P50 CA127003NCI NIH HHS R01 CA169141NCI NIH HHS R01 CA205406NCI NIH HHS R01 CA248857NCI NIH HHS R01 CA276268NCI NIH HHS R35 CA197735NCI NIH HHS U01 CA210171NCI NIH HHS U01 CA250549NIEHS NIH HHS P30 ES001247
6 · The paper itself

Abstract

Pancreatic ductal adenocarcinoma (PDAC) has been classified into classical and basal-like transcriptional subtypes by bulk RNA measurements. However, recent work has uncovered greater complexity to transcriptional subtypes than was initially appreciated using bulk RNA expression profiling. To provide a deeper understanding of PDAC subtypes, we developed a multiplex immunofluorescence (mIF) pipeline that quantifies protein expression of six PDAC subtype markers (CLDN18.2, TFF1, GATA6, KRT17, KRT5, and S100A2) and permits spatially resolved, single-cell interrogation of pancreatic tumors from resection specimens and core needle biopsies. Both primary and metastatic tumors displayed striking intratumoral subtype heterogeneity that was associated with patient outcomes, existed at the scale of individual glands, and was significantly reduced in patient-derived organoid cultures. Tumor cells co-expressing classical and basal markers were present in > 90% of tumors, existed on a basal-classical polarization continuum, and were enriched in tumors containing a greater admixture of basal and classical cell populations. Cell-cell neighbor analyses within tumor glands further suggested that co-expressor cells may represent an intermediate state between expression subtype poles. The extensive intratumoral heterogeneity identified through this clinically applicable mIF pipeline may inform prognosis and treatment selection for patients with PDAC. SIGNIFICANCE: A high-throughput pipeline using multiplex immunofluorescence in pancreatic cancer reveals striking expression subtype intratumoral heterogeneity with implications for therapy selection and identifies co-expressor cells that may serve as intermediates during subtype switching.

Indexed as

Carcinoma, Pancreatic DuctalPancreatic NeoplasmsClaudinsGene Expression Regulation, NeoplasticHumansPhenotypePrognosisRNAClaudinsCLDN18 protein, humanRNA

Identifiers

PMID36459568
PMCPMC10548885
OpenAlexW4310639010

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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.