Evidence map›Paper›PMID 34028567›Full record

ArticleCancer immunology, immunotherapy : CII2022

Construction of TME and Identification of crosstalk between malignant cells and macrophages by SPP1 in hepatocellular carcinoma.

Lulu Liu, Ruyi Zhang, Jingwen Deng, Xiaomeng Dai, Xudong Zhu, Qihan Fu, Hangyu Zhang, Zhou Tong, Peng Zhao, Weijia Fang and 2 more

Open access · greenAbstract read
In one paragraph

Article in Cancer immunology, immunotherapy : CII, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 93 papers.

0numbers the graph read from it
0cells of the map it votes in
93citing papers in PubMed
12.9field-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

93 citing papers in PubMed, 125 citations in OpenAlex.

  1. Article
  2. Article
  3. Article
  4. Article
  5. A pathology-to-single-cell framework links SPP1Journal of translational medicine · 2026
    Article
  6. Article
  7. Article
  8. Article
  9. Spatial Location of SPP1Cancer science · 2026
    Article
  10. Review
  11. Review
  12. Article
  13. Article
  14. Review
  15. Article
  16. Article
  17. Article
  18. Article
  19. Article
  20. Article

33 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

12 authors at 3 institutions in 1 country.

Lulu Liu *Department of Medical Oncology, The First Affiliated Hospital, College of Medicine, Zhejiang University, Qingchun Road No.79, Shangcheng District, Hangzhou, 310003, China.
Ruyi Zhang *Department of Medical Oncology, The First Affiliated Hospital, College of Medicine, Zhejiang University, Qingchun Road No.79, Shangcheng District, Hangzhou, 310003, China.
Jingwen Deng *Department of Pathology, Key Laboratory of Disease Proteomics of Zhejiang Province, Zhejiang University School of Medicine, Hangzhou, 310058, China.
Xiaomeng DaiDepartment of Medical Oncology, The First Affiliated Hospital, College of Medicine, Zhejiang University, Qingchun Road No.79, Shangcheng District, Hangzhou, 310003, China.
Xudong ZhuDepartment of Medical Oncology, The First Affiliated Hospital, College of Medicine, Zhejiang University, Qingchun Road No.79, Shangcheng District, Hangzhou, 310003, China.
Qihan FuDepartment of Medical Oncology, The First Affiliated Hospital, College of Medicine, Zhejiang University, Qingchun Road No.79, Shangcheng District, Hangzhou, 310003, China.
Hangyu ZhangDepartment of Medical Oncology, The First Affiliated Hospital, College of Medicine, Zhejiang University, Qingchun Road No.79, Shangcheng District, Hangzhou, 310003, China.
Zhou TongDepartment of Medical Oncology, The First Affiliated Hospital, College of Medicine, Zhejiang University, Qingchun Road No.79, Shangcheng District, Hangzhou, 310003, China.
Peng ZhaoDepartment of Medical Oncology, The First Affiliated Hospital, College of Medicine, Zhejiang University, Qingchun Road No.79, Shangcheng District, Hangzhou, 310003, China.
Weijia FangDepartment of Medical Oncology, The First Affiliated Hospital, College of Medicine, Zhejiang University, Qingchun Road No.79, Shangcheng District, Hangzhou, 310003, China.
Yi ZhengDepartment of Medical Oncology, The First Affiliated Hospital, College of Medicine, Zhejiang University, Qingchun Road No.79, Shangcheng District, Hangzhou, 310003, China. oncologist@zju.edu.cn.ORCID http://orcid.org/0000-0002-7066-2937
Xuanwen BaoDepartment of Medical Oncology, The First Affiliated Hospital, College of Medicine, Zhejiang University, Qingchun Road No.79, Shangcheng District, Hangzhou, 310003, China. baoxuanwen@gmail.com.ORCID http://orcid.org/0000-0002-6232-3783
Zhejiang University · CNZhejiang Chinese Medical University · CNWomen's Hospital, School of Medicine, Zhejiang University · CN

Funding

the Major Scientific Project of Zhejiang Province LY21H160029the National Natural Science Foundation of China Program Grant No. 81602128
6 · The paper itself

Abstract

Liver cancer accounts for 6% of all malignancies causing death worldwide, and hepatocellular carcinoma (HCC) is the most common histological type. HCC is a heterogeneous cancer, but how the tumour microenvironment (TME) of HCC contributes to the progression of HCC remains unclear. In this study, we investigated the immune microenvironment by multiomics analysis. The tumour immune infiltration characteristics of HCC were determined at the genomic, epigenetic, bulk transcriptome and single-cell levels by data from The Cancer Genome Atlas portal and the Gene Expression Omnibus (GEO). An epigenetic immune-related scoring system (EIRS) was developed to stratify patients with poor prognosis. SPP1, one gene in the EIRS system, was identified as an immune-related predictor of poor survival in HCC patients. Through receptor-ligand pair analysis in single-cell RNA-seq, SPP1 was indicated to mediate the crosstalk between HCC cells and macrophages via SPP1-CD44 and SPP1-PTGER4 association. In vitro experiments further validate SPP1 can trigger the polarization of macrophages to M2-phenotype tumour-associated macrophages (TAMs).

Indexed as

Tumor MicroenvironmentAdultAgedAlgorithmsCarcinoma, HepatocellularCell Line, TumorCell MovementCoculture TechniquesDisease-Free SurvivalDNA MethylationFemaleGenome, HumanHep G2 CellsHumansImmune SystemImmunotherapyLigandsOsteopontinRNA, Small InterferingSPP1 protein, humanCrosstalkHepatocellular carcinoma (HCC)PrognosisSPP1Tumour-associated macrophages (TAMs)Tumour microenvironment (TME)

Identifiers

PMID34028567
PMCPMC10992184
OpenAlexW3164782478

What OpenQuestion holds

Textmetadata
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.