Evidence map›Paper›PMID 36652202›Full record

ArticleCancer immunology research2023

High-Resolution Analysis of Mononuclear Phagocytes Reveals GPNMB as a Prognostic Marker in Human Colorectal Liver Metastasis.

Nina Cortese, Roberta Carriero, Marialuisa Barbagallo, Anna Rita Putignano, Guido Costa, Fabio Giavazzi, Fabio Grizzi, Fabio Pasqualini, Clelia Peano, Gianluca Basso and 11 more

Open access · hybridAbstract read
In one paragraph

Article in Cancer immunology research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 36 papers.

0numbers the graph read from it
0cells of the map it votes in
36citing papers in PubMed
6.6field-weighted citation impact, top 3% 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

36 citing papers in PubMed, 40 citations in OpenAlex.

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  15. Tumor-expressed GPNMB orchestrates Siglec-9Proceedings of the National Academy of Sciences of the United States of America · 2025
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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

21 authors at 4 institutions in 2 countries.

Nina Cortese *Department of Immunology and Inflammation, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.ORCID 0000-0003-3680-7167
Roberta Carriero *Bioinformatics Unit, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.ORCID 0000-0001-8619-6152
Marialuisa BarbagalloDepartment of Immunology and Inflammation, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.ORCID 0000-0003-0294-2299
Anna Rita PutignanoDepartment of Immunology and Inflammation, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.ORCID 0000-0002-6462-9188
Guido CostaDepartment of Biomedical Science, Humanitas University, Pieve Emanuele, Milan, Italy.ORCID 0000-0003-3986-8790
Fabio GiavazziDepartment of Biotechnology and Translational Medicine, University of Milan, Milan, Italy.ORCID 0000-0003-4930-0592
Fabio GrizziDepartment of Immunology and Inflammation, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.ORCID 0000-0003-0925-742X
Fabio PasqualiniDepartment of Immunology and Inflammation, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.ORCID 0000-0003-4852-3794
Clelia PeanoGenomic Unit, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.ORCID 0000-0001-7055-3629
Gianluca BassoGenomic Unit, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.ORCID 0000-0002-8430-4727
Sergio MarchiniGenomic Unit, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.ORCID 0000-0003-1783-7651
Federico Simone ColomboDepartment of Immunology and Inflammation, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.ORCID 0000-0003-4480-3481
Cristiana SoldaniHepatobiliary Immunopathology Unit, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.ORCID 0000-0001-5041-9588
Barbara FranceschiniHepatobiliary Immunopathology Unit, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.ORCID 0000-0001-6348-248X
Luca Di TommasoDepartment of Biomedical Science, Humanitas University, Pieve Emanuele, Milan, Italy.ORCID 0000-0002-9013-4728
Luigi TerraccianoDepartment of Biomedical Science, Humanitas University, Pieve Emanuele, Milan, Italy.ORCID 0000-0002-9393-9660
Matteo DonadonDepartment of Biomedical Science, Humanitas University, Pieve Emanuele, Milan, Italy.ORCID 0000-0003-0296-7648
Guido TorzilliDepartment of Biomedical Science, Humanitas University, Pieve Emanuele, Milan, Italy.ORCID 0000-0001-5798-5021
Paolo KunderfrancoBioinformatics Unit, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.ORCID 0000-0001-7477-8710
Alberto Mantovani *Department of Immunology and Inflammation, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.ORCID 0000-0001-5578-236X
Federica Marchesi *Department of Immunology and Inflammation, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.ORCID 0000-0002-7212-5721
IRCCS Humanitas Research Hospital · ITHumanitas University · ITUniversity of Milan · ITNational Research Council · IT

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Patients with colorectal liver metastasis (CLM) present with heterogenous clinical outcomes and improved classification is needed to ameliorate the therapeutic output. Macrophages (Mϕ) hold promise as prognostic classifiers and therapeutic targets. Here, stemming from a single-cell analysis of mononuclear phagocytes infiltrating human CLM, we identified two Mϕ markers associated with distinct populations with opposite clinical relevance. The invasive margin of CLM was enriched in pro-inflammatory monocyte-derived Mϕ (MoMϕ) expressing the monocytic marker SERPINB2, and a more differentiated population, tumor-associated Mϕ (TAM), expressing glycoprotein nonmetastatic melanoma protein B (GPNMB). SERPINB2+ MoMϕ had an early inflammatory profile, whereas GPNMB+ TAMs were enriched in pathways of matrix degradation, angiogenesis, and lipid metabolism and were found closer to the tumor margin, as confirmed by spatial transcriptomics on CLM specimens. In a cohort of patients, a high infiltration of SERPINB2+ cells independently associated with longer disease-free survival (DFS; P = 0.033), whereas a high density of GPNMB+ cells correlated with shorter DFS (P = 0.012) and overall survival (P = 0.002). Cell-cell interaction analysis defined opposing roles for MoMϕ and TAMs, suggesting that SERPINB2+ and GPNMB+ cells are discrete populations of Mϕ and may be exploited for further translation to an immune-based stratification tool. This study provides evidence of how multi-omics approaches can identify nonredundant, clinically relevant markers for further translation to immune-based patient stratification tools and therapeutic targets. GPNMB has been shown to set Mϕ in an immunosuppressive mode. Our high dimensional analyses provide further evidence that GPNMB is a negative prognostic indicator and a potential player in the protumor function of Mϕ populations.

Indexed as

Colorectal NeoplasmsLiver NeoplasmsHumansMacrophagesMembrane GlycoproteinsMonocytesPrognosisGPNMB protein, humanMembrane Glycoproteins

Identifiers

PMID36652202
PMCPMC10070171
OpenAlexW4317234068

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.