Evidence map›Paper›PMID 33985562›Full record

ArticleGenome biology2021

Multi-omic profiling of lung and liver tumor microenvironments of metastatic pancreatic cancer reveals site-specific immune regulatory pathways.

Won Jin Ho, Rossin Erbe, Ludmila Danilova, Zaw Phyo, Emma Bigelow, Genevieve Stein-O'Brien, Dwayne L Thomas, Soren Charmsaz, Nicole Gross, Skylar Woolman and 9 more

Abstract read
In one paragraph

Article in Genome biology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 44 papers.

0numbers the graph read from it
0cells of the map it votes in
44citing 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

44 citing papers in PubMed.

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  18. Improving outcomes of patients with pancreatic cancer.Nature reviews. Clinical oncology · 2025
    Review
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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

19 authors.

Won Jin HoDepartment of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, 550 N Broadway Suite 1101E, Baltimore, MD, 21209, USA.
Rossin ErbeDepartment of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, 550 N Broadway Suite 1101E, Baltimore, MD, 21209, USA.
Ludmila DanilovaDepartment of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, 550 N Broadway Suite 1101E, Baltimore, MD, 21209, USA.
Zaw PhyoDepartment of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, 550 N Broadway Suite 1101E, Baltimore, MD, 21209, USA.
Emma BigelowDepartment of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, 550 N Broadway Suite 1101E, Baltimore, MD, 21209, USA.
Genevieve Stein-O'BrienMcKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University, Baltimore, USA.
Dwayne L ThomasDepartment of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, 550 N Broadway Suite 1101E, Baltimore, MD, 21209, USA.
Soren CharmsazDepartment of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, 550 N Broadway Suite 1101E, Baltimore, MD, 21209, USA.
Nicole GrossDepartment of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, 550 N Broadway Suite 1101E, Baltimore, MD, 21209, USA.
Skylar WoolmanDepartment of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, 550 N Broadway Suite 1101E, Baltimore, MD, 21209, USA.
Kayla CruzDepartment of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, 550 N Broadway Suite 1101E, Baltimore, MD, 21209, USA.
Rebecca M MundayDepartment of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, 550 N Broadway Suite 1101E, Baltimore, MD, 21209, USA.
Neeha ZaidiDepartment of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, 550 N Broadway Suite 1101E, Baltimore, MD, 21209, USA.
Todd D ArmstrongDepartment of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, 550 N Broadway Suite 1101E, Baltimore, MD, 21209, USA.
Marcelo B SzteinCenter for Vaccine Development and Global Health, University of Maryland School of Medicine, Baltimore, MD, USA.
Mark YarchoanDepartment of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, 550 N Broadway Suite 1101E, Baltimore, MD, 21209, USA.
Elizabeth D ThompsonDepartment of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, 550 N Broadway Suite 1101E, Baltimore, MD, 21209, USA.
Elizabeth M JaffeeDepartment of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, 550 N Broadway Suite 1101E, Baltimore, MD, 21209, USA. ejaffee@jhmi.edu.
Elana J FertigDepartment of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, 550 N Broadway Suite 1101E, Baltimore, MD, 21209, USA. ejfertig@jhmi.edu.

Funding

Tumor Antigens for Individual Signatures and TherapyP50CA062924 · NCI · JOHNS HOPKINS UNIVERSITY · PI LENNON, ANNE MARIE · 1993 to 2022
$54.6M
ONCOLOGY: CHEMOTHERAPY, IMMUNOLOGY, BIOLOGYT32CA009071 · NCI · JOHNS HOPKINS UNIVERSITY · PI Mary Y Armanios, Nilofer S. Azad · 1985 to 2026
$12.8M
Transforming Human Pancreatic Cancer Into An Immunologic DiseaseP01CA247886 · NCI · JOHNS HOPKINS UNIVERSITY · PI ANDERS, ROBERT A. · 2021 to 2025
$12.7M
Sample Processing and Immunoassay Research CoreP30AR070254 · NIAMS · JOHNS HOPKINS UNIVERSITY · PI Antony Rosen · 2016 to 2026
$8.9M
Targeting the Immunosuppressive Tumor Microenvironment of Pancreatic Cancer with a Neoadjuvant Platform Clinical TrialR01CA197296 · NCI · JOHNS HOPKINS UNIVERSITY · PI William Reece Burns, Eric Christenson · 2015 to 2026
$5.7M
Single-cell and imaging data integration software to spatially resolve the tumor microenvironmentU01CA253403 · NCI · JOHNS HOPKINS UNIVERSITY · PI FERTIG, ELANA · 2020 to 2022
$1.2M
Comprehensive Analysis and Multi-Omics Data Integration for Cancer-Related StudiesR50CA243627 · NCI · JOHNS HOPKINS UNIVERSITY · PI Ludmila Danilova · 2019 to 2026
$975k
Resolving Spatiotemporal Determinants of Cell Specification in Corticogenesis with Latent Space MethodsR00NS122085 · NINDS · JOHNS HOPKINS UNIVERSITY · PI STEIN-O'BRIEN, GENEVIEVE LAUREN · 2023 to 2025
$697k
Resolving Spatiotemporal Determinants of Cell Specification in Corticogenesis with Latent Space MethodsK99NS122085 · NINDS · JOHNS HOPKINS UNIVERSITY · PI STEIN-O'BRIEN, GENEVIEVE LAUREN · 2021 to 2022
$221k
NCI NIH HHS P01 CA247886NCI NIH HHS P50 CA062924NCI NIH HHS R01 CA197296NCI NIH HHS R50 CA243627NCI NIH HHS T32 CA009071NCI NIH HHS U01 CA253403NIAMS NIH HHS P30 AR070254NINDS NIH HHS K99 NS122085NINDS NIH HHS R00 NS122085
6 · The paper itself

Abstract

backgroundThe majority of pancreatic ductal adenocarcinomas (PDAC) are diagnosed at the metastatic stage, and standard therapies have limited activity with a dismal 5-year survival rate of only 8%. The liver and lung are the most common sites of PDAC metastasis, and each have been differentially associated with prognoses and responses to systemic therapies. A deeper understanding of the molecular and cellular landscape within the tumor microenvironment (TME) metastasis at these different sites is critical to informing future therapeutic strategies against metastatic PDAC.

resultsBy leveraging combined mass cytometry, immunohistochemistry, and RNA sequencing, we identify key regulatory pathways that distinguish the liver and lung TMEs in a preclinical mouse model of metastatic PDAC. We demonstrate that the lung TME generally exhibits higher levels of immune infiltration, immune activation, and pro-immune signaling pathways, whereas multiple immune-suppressive pathways are emphasized in the liver TME. We then perform further validation of these preclinical findings in paired human lung and liver metastatic samples using immunohistochemistry from PDAC rapid autopsy specimens. Finally, in silico validation with transfer learning between our mouse model and TCGA datasets further demonstrates that many of the site-associated features are detectable even in the context of different primary tumors.

conclusionsDetermining the distinctive immune-suppressive features in multiple liver and lung TME datasets provides further insight into the tissue specificity of molecular and cellular pathways, suggesting a potential mechanism underlying the discordant clinical responses that are often observed in metastatic diseases.

Indexed as

GenomicsSignal TransductionAnimalsAutopsyCarcinoma, Pancreatic DuctalCell Line, TumorChemokinesDisease Models, AnimalFemaleGene Expression ProfilingGene Expression Regulation, NeoplasticHumansImmunosuppression TherapyLiver NeoplasmsLung NeoplasmsMiceChemokines

Identifiers

PMID33985562
PMCPMC8118107

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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.