Evidence map›Paper›PMID 41418102›Full record

ArticleCancer research2026

High-Dimensional Protein Analysis Uncovers Distinct Immunologic and Stromal Features in Primary and Metastatic Pancreatic Ductal Adenocarcinoma.

Emily Greene, Natalie K Horvat, Deon Bryant Doxie, Vaunita Cohen Parihar, Jayden Kim, Cameron J Herting, Erin E Grundy, Ayana T Ruffin, Alyssa M Krasinskas, Shishir K Maithel and 10 more

Abstract read
In one paragraph

Article in Cancer research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
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

4 citing papers in PubMed.

  1. Article
  2. Review
  3. Review
  4. 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

20 authors.

Emily Greene *Department of Hematology and Medical Oncology, Emory University, Atlanta, Georgia.ORCID 0000-0001-5595-3843
Natalie K Horvat *Department of Hematology and Medical Oncology, Emory University, Atlanta, Georgia.ORCID 0000-0003-2789-8132
Deon Bryant DoxieWinship Cancer Institute of Emory University, Atlanta, Georgia.ORCID 0000-0002-5383-0441
Vaunita Cohen PariharWinship Cancer Institute of Emory University, Atlanta, Georgia.ORCID 0009-0007-4993-9878
Jayden KimDepartment of Hematology and Medical Oncology, Emory University, Atlanta, Georgia.ORCID 0009-0003-6739-2934
Cameron J HertingDepartment of Hematology and Medical Oncology, Emory University, Atlanta, Georgia.ORCID 0000-0002-4937-8392
Erin E GrundyDepartment of Hematology and Medical Oncology, Emory University, Atlanta, Georgia.ORCID 0000-0001-7094-1461
Ayana T RuffinDepartment of Surgery, Emory University, Atlanta, Georgia.ORCID 0000-0002-5837-5871
Alyssa M KrasinskasDepartment of Pathology, Emory University, Atlanta, Georgia.ORCID 0000-0003-1801-7823
Shishir K MaithelDivision of Surgical Oncology, Northwestern University Feinberg School of Medicine, Chicago, Illinois.ORCID 0000-0002-3591-8925
Juan M SarmientoDepartment of Surgery, Emory University, Atlanta, Georgia.ORCID 0000-0002-1874-6658
Mihir M ShahDepartment of Surgery, Emory University, Atlanta, Georgia.ORCID 0000-0002-4665-5534
Mohammad Y ZaidiDepartment of Surgery, Emory University, Atlanta, Georgia.ORCID 0000-0002-4246-1724
Maria DiabDepartment of Internal Medicine, Henry Ford Hospital, Detroit, Michigan.ORCID 0000-0002-4809-9535
Olatunji B AleseDepartment of Hematology and Medical Oncology, Emory University, Atlanta, Georgia.ORCID 0000-0001-8079-4725
Kavita DhodapkarDepartment of Pediatrics, Emory University, Atlanta, Georgia.ORCID 0000-0003-0587-4172
Haydn T KissickDepartment of Microbiology and Immunology, Emory University, Atlanta, Georgia.ORCID 0000-0001-7624-5598
Bassel F El-RayesDepartment of Medicine, University of Alabama at Birmingham, Birmingham, Alabama.ORCID 0000-0002-2661-5746
Chrystal M PaulosDepartment of Surgery, Emory University, Atlanta, Georgia.ORCID 0000-0002-0784-2601
Gregory B LesinskiDepartment of Hematology and Medical Oncology, Emory University, Atlanta, Georgia.ORCID 0000-0002-8787-7678

Funding

Implementing a Maternal health and PRegnancy Outcomes Vision for Everyone (IMPROVE)UL1TR002378 · NCATS · EMORY UNIVERSITY · PI Andres J Garcia, Elizabeth O. Ofili · 2017 to 2026
$92.1M
Winship Cancer Institute Cancer Center Support GrantP30CA138292 · NCI · EMORY UNIVERSITY · PI Ragini Reiney Kudchadkar · 2009 to 2026
$47.5M
J: NRSA Training CoreTL1TR002382 · NCATS · EMORY UNIVERSITY · PI HENRY M BLUMBERG, Vasiliki Michopoulos · 2017 to 2026
$8.5M
Mechanisms of Durable Antitumor Immunity Mediated by PI3K-targeted T cellsR01CA275199 · NCI · EMORY UNIVERSITY · PI Chrystal M Paulos · 2023 to 2026
$2.5M
Mechanisms of durable antitumor immunity via CD26hiCD4+ T cellsR01CA208514 · NCI · MEDICAL UNIVERSITY OF SOUTH CAROLINA · PI PAULOS, CHRYSTAL MARY · 2016 to 2020
$1.7M
Targeting immune stroma interactions in pancreatic cancerR01CA228406 · NCI · EMORY UNIVERSITY · PI EL-RAYES, BASSEL, LESINSKI, GREGORY B. · 2019 to 2023
$1.7M
Costimulatory mechanisms of antitumor Th17 cell immunityR01CA175061 · NCI · MEDICAL UNIVERSITY OF SOUTH CAROLINA · PI PAULOS, CHRYSTAL MARY · 2013 to 2017
$1.5M
Modulation of the human pancreatic microenvironment by combined cytokine and immune checkpoint blockadeR21CA266088 · NCI · EMORY UNIVERSITY · PI EL-RAYES, BASSEL, LESINSKI, GREGORY B. · 2022 to 2023
$399k
American Cancer Society (ACS) PF-24-1258662-01-IBCDEmory University (EU)National Institutes of Health (NIH) R01CA175061National Institutes of Health (NIH) R01CA208514National Institutes of Health (NIH) R01CA228406National Institutes of Health (NIH) R01CA275199National Institutes of Health (NIH) R01CA287866-01National Institutes of Health (NIH) R21CA266088-01NCATS NIH HHS TL1 TR002382NCATS NIH HHS UL1 TR002378NCI NIH HHS P30 CA138292NCI NIH HHS R01 CA228406NCI NIH HHS R21 CA266088Winship Cancer Institute (Winship Cancer Institute of Emory University) John Kauffman Family Professorship for Pancreatic Cancer Research
6 · The paper itself

Abstract

Pancreatic ductal adenocarcinoma (PDAC) is an aggressive tumor type with poor patient outcomes. Most patients present with metastatic disease, which generally has reduced immune infiltration compared with primary tumors. Further work to elucidate the specific cellular features of metastatic PDAC is needed to guide the development of future immunotherapy strategies. In this study, we investigated the hypothesis that PDAC tumors harbor distinct immunologic and stromal features depending on their anatomic site. Multiplex IHC, spatial analysis, and single-cell mass cytometry (CyTOF) uncovered dominant immune and stromal cell populations in tumors derived from 27 primary and 26 liver metastases. Metastatic liver tumors from patients with PDAC contained reduced T-cell infiltration, fibroblast populations, and collagen accumulation than primary lesions, whereas CD68+ cells, often coexpressing CCR2, were more abundant. Spatial analyses revealed distinct immune cell communities in primary and metastatic PDAC, in which cytokeratin 19 (CK19+) cells clustered differentially with αSMA+, CD3+, and CD68+ cells, depending on the tumor site. When comparing tumor-associated regions, the proportion of peritumoral CK19- cells remained consistent, but their composition varied by disease site. CD8+ T cells were significantly less frequent in metastatic tumors, whereas both CD4+ and CD8+ T cells present in primary tumors expressed more transcription factors associated with suppressive properties, including FoxP3 and RORγt. CyTOF revealed that T cells coexpressed multiple inhibitory checkpoint receptors, most notably LAG3 and PD-1. This report reveals that primary and metastatic tumors from patients with PDAC harbor vastly distinct immunologic and stromal features at the protein level. SIGNIFICANCE: Protein level analysis reveals distinct immunological and stromal features between primary and metastatic pancreatic tumors, offering a rationale for immunotherapies that target macrophages and increase T-cell abundance in metastatic disease.

Indexed as

Carcinoma, Pancreatic DuctalLiver NeoplasmsPancreatic NeoplasmsStromal CellsAgedBiomarkers, TumorFemaleHumansLymphocytes, Tumor-InfiltratingMaleMiddle AgedTumor MicroenvironmentBiomarkers, Tumor

Identifiers

PMID41418102
PMCPMC13044534

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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.