Evidence map›Paper›PMID 36239989›Full record

ArticleClinical cancer research : an official journal of the American Association for Cancer Research2023

Colorectal Cancer Metastases in the Liver Establish Immunosuppressive Spatial Networking between Tumor-Associated SPP1+ Macrophages and Fibroblasts.

Anuja Sathe, Kaishu Mason, Susan M Grimes, Zilu Zhou, Billy T Lau, Xiangqi Bai, Andrew Su, Xiao Tan, HoJoon Lee, Carlos J Suarez and 4 more

Open access · hybridAbstract read
In one paragraph

Article in Clinical cancer research : an official journal of the American Association for Cancer Research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 156 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
156citing papers in PubMed, 1 pooled it
16.2field-weighted citation impact, top 1% 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

156 citing papers in PubMed, 1 synthesis or guideline pooled it, 177 citations in OpenAlex.

  1. Pooled it
  2. Trial
  3. Trial
  4. Article
  5. Article
  6. Review
  7. Review
  8. Article
  9. Review
  10. Evolution of SPP1Cell reports. Medicine · 2026
    Article
  11. Review
  12. Macrophage Plasticity in Cancer Therapy: Function, Timing, and Tradeoffs.International journal of molecular sciences · 2026
    Review
  13. Article
  14. Article
  15. Article
  16. Article
  17. Review
  18. Article
  19. Article
  20. Neuroactive ligand-receptor interaction in gastric cancer: a comprehensive spatial single-cell analysis.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2026
    Article

96 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

14 authors at 5 institutions in 2 countries.

Anuja SatheDivision of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, California.ORCID 0000-0002-2100-0013
Kaishu MasonDepartment of Statistics and Data Science, The Wharton School, University of Pennsylvania, Philadelphia, Pennsylvania.ORCID 0000-0002-0282-1190
Susan M GrimesStanford Genome Technology Center, Stanford University, Palo Alto, California.ORCID 0000-0003-1144-4128
Zilu ZhouDepartment of Statistics and Data Science, The Wharton School, University of Pennsylvania, Philadelphia, Pennsylvania.ORCID 0000-0002-5554-8490
Billy T LauDivision of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, California.ORCID 0000-0002-8934-3370
Xiangqi BaiDivision of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, California.ORCID 0000-0003-4524-8862
Andrew SuInstitute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia.ORCID 0000-0003-3638-8628
Xiao TanInstitute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia.ORCID 0000-0003-3148-7993
HoJoon LeeDivision of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, California.ORCID 0000-0002-0973-9544
Carlos J SuarezDepartment of Pathology, Stanford University School of Medicine, Stanford, California.ORCID 0000-0002-4531-9723
Quan NguyenInstitute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia.ORCID 0000-0001-7870-5703
George PoultsidesDepartment of Surgery, Stanford University, Stanford, California.ORCID 0000-0002-7584-0405
Nancy R ZhangDepartment of Statistics and Data Science, The Wharton School, University of Pennsylvania, Philadelphia, Pennsylvania.ORCID 0000-0002-0880-5749
Hanlee P JiDivision of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, California.ORCID 0000-0003-3772-3424
Stanford Medicine · USThe University of Queensland · AUUniversity of the Arts · USPalo Alto University · USStanford University · US

Funding

Translational Oncology Research Program (Project-005)P30CA124435 · NCI · STANFORD UNIVERSITY · PI Vittorio Sebastiano · 2007 to 2026
$71.4M
Data Analysis UnitU2CCA233285 · NCI · CHILDREN'S HOSP OF PHILADELPHIA · PI TAN, KAI · 2018 to 2023
$13.2M
TOOLKIT CoreU54CA261717 · NCI · STANFORD UNIVERSITY · PI Melanie Hayden Gephart · 2021 to 2026
$8.9M
Systematic discovery of neomorph protein-protein interactions in cancer for oncogenic pathway perturbationU01CA217875 · NCI · EMORY UNIVERSITY · PI FU, HAIAN · 2017 to 2021
$4.5M
Statistical Models for Genome Sequencing and AssociationR01HG006137 · NHGRI · UNIVERSITY OF PENNSYLVANIA · PI JI, HANLEE P, ZHANG, NANCY R · 2011 to 2022
$4.3M
Integrating cancer genomics and spatial architecture of tumor infiltrating lymphocytesR01CA280089 · NCI · STANFORD UNIVERSITY · PI Hanlee P Ji · 2023 to 2026
$1.9M
NCI NIH HHS P30 CA124435NCI NIH HHS R01 CA280089NCI NIH HHS U01 CA217875NCI NIH HHS U2C CA233285NCI NIH HHS U54 CA261717NHGRI NIH HHS R01 HG006137
6 · The paper itself

Abstract

purposeThe liver is the most frequent metastatic site for colorectal cancer. Its microenvironment is modified to provide a niche that is conducive for colorectal cancer cell growth. This study focused on characterizing the cellular changes in the metastatic colorectal cancer (mCRC) liver tumor microenvironment (TME). EXPERIMENTAL

designWe analyzed a series of microsatellite stable (MSS) mCRCs to the liver, paired normal liver tissue, and peripheral blood mononuclear cells using single-cell RNA sequencing (scRNA-seq). We validated our findings using multiplexed spatial imaging and bulk gene expression with cell deconvolution.

resultsWe identified TME-specific SPP1-expressing macrophages with altered metabolism features, foam cell characteristics, and increased activity in extracellular matrix (ECM) organization. SPP1+ macrophages and fibroblasts expressed complementary ligand-receptor pairs with the potential to mutually influence their gene-expression programs. TME lacked dysfunctional CD8 T cells and contained regulatory T cells, indicative of immunosuppression. Spatial imaging validated these cell states in the TME. Moreover, TME macrophages and fibroblasts had close spatial proximity, which is a requirement for intercellular communication and networking. In an independent cohort of mCRCs in the liver, we confirmed the presence of SPP1+ macrophages and fibroblasts using gene-expression data. An increased proportion of TME fibroblasts was associated with the worst prognosis in these patients.

conclusionsWe demonstrated that mCRC in the liver is characterized by transcriptional alterations of macrophages in the TME. Intercellular networking between macrophages and fibroblasts supports colorectal cancer growth in the immunosuppressed metastatic niche in the liver. These features can be used to target immune-checkpoint-resistant MSS tumors.

Indexed as

Colonic NeoplasmsLeukocytes, MononuclearLiver NeoplasmsFibroblastsHumansImmunosuppressive AgentsLiverMacrophagesOsteopontinTumor MicroenvironmentImmunosuppressive AgentsOsteopontinSPP1 protein, human

Identifiers

PMID36239989
PMCPMC9811165
OpenAlexW4306178456

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.