Evidence map›Paper›PMID 35619708›Full record

ArticleFrontiers in immunology2022

Landscape of Immune Cells Heterogeneity in Liver Transplantation by Single-Cell RNA Sequencing Analysis.

Xinqiang Li, Shipeng Li, Bin Wu, Qingguo Xu, Dahong Teng, Tongwang Yang, Yandong Sun, Yang Zhao, Tianxiang Li, Dan Liu and 3 more

Open access · goldAbstract read
In one paragraph

Article in Frontiers in immunology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 48 papers.

0numbers the graph read from it
0cells of the map it votes in
48citing papers in PubMed
4.2field-weighted citation impact, top 5% 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

48 citing papers in PubMed, 55 citations in OpenAlex.

  1. ApolipoproteinEiScience · 2026
    Article
  2. Review
  3. Article
  4. Article
  5. Review
  6. Article
  7. LDLRJournal of clinical and translational hepatology · 2026
    Article
  8. Review
  9. Review
  10. Article
  11. Article
  12. Article
  13. Review
  14. Article
  15. Single-cell transcriptional landscape of liver transplant rejection reveals tissue persistence of clonally expanded, treatment-resistant T cells.American journal of transplantation : official journal of the American Society of Transplantation and the American Society of Transplant Surgeons · 2025
    Article
  16. Review
  17. Article
  18. Diagnostic and predictive biomarkers of acute rejection after liver transplantation.International journal of surgery (London, England) · 2025
    Review
  19. Article
  20. Article
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

13 authors at 6 institutions in 1 country.

Xinqiang LiOrgan Transplantation Center, Affiliated Hospital of Qingdao University, Qingdao, China.
Shipeng LiDepartment of General Surgery, Jiaozuo Women's and Children's Hospital, Jiaozuo, China.
Bin WuOrgan Transplantation Center, Affiliated Hospital of Qingdao University, Qingdao, China.
Qingguo XuOrgan Transplantation Center, Affiliated Hospital of Qingdao University, Qingdao, China.
Dahong TengOrgan Transplantation Center, Affiliated Hospital of Qingdao University, Qingdao, China.
Tongwang YangOrgan Transplantation Center, Affiliated Hospital of Qingdao University, Qingdao, China.
Yandong SunOrgan Transplantation Center, Affiliated Hospital of Qingdao University, Qingdao, China.
Yang ZhaoDepartment of Urology Surgery, Peking Union Medical College Hospital, Beijing, China.
Tianxiang LiOrgan Transplantation Center, Affiliated Hospital of Qingdao University, Qingdao, China.
Dan LiuOrgan Transplantation Center, Affiliated Hospital of Qingdao University, Qingdao, China.
Shuang YangDepartment of Molecular Biology, Medical College, Nankai University, Tianjin, China.
Weihua GongDepartment of Surgery, Second Affiliated Hospital of School of Medicine, Zhejiang University, Hangzhou, China.
Jinzhen CaiOrgan Transplantation Center, Affiliated Hospital of Qingdao University, Qingdao, China.
Qingdao University · CNAffiliated Hospital of Qingdao University · CNCapital Medical University · CNChinese Academy of Medical Sciences & Peking Union Medical College · CNNankai University · CNSecond Affiliated Hospital of Zhejiang University · CN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Rejection is still a critical barrier to the long-term survival of graft after liver transplantation, requiring clinicians to unveil the underlying mechanism of liver transplant rejection. The cellular diversity and the interplay between immune cells in the liver graft microenvironment remain unclear. Herein, we performed single-cell RNA sequencing analysis to delineate the landscape of immune cells heterogeneity in liver transplantation. T cells, NK cells, B cells, and myeloid cell subsets in human liver and blood were enriched to characterize their tissue distribution, gene expression, and functional modules. The proportion of CCR6+CD4+ T cells increased within an allograft, suggesting that there are more memory CD4+ T cells after transplantation, in parallel with exhausted CTLA4+CD8+ T and actively proliferating MKI67+CD8+ T cells increased significantly, where they manifested heterogeneity, distinct function, and homeostatic proliferation. Remarkably, the changes of CD1c+ DC, CADM+ DC, MDSC, and FOLR3+ Kupffer cells increase significantly, but the proportion of CD163+ Kupffer, APOE+ Kupffer, and GZMA+ Kupffer decreased. Furthermore, we identified LDLR as a novel marker of activated MDSC to prevent liver transplant rejection. Intriguingly, a subset of CD4+CD8+FOXP3+ T cells included in CTLA4+CD8+ T cells was first detected in human liver transplantation. Furthermore, intercellular communication and gene regulatory analysis implicated the LDLR+ MDSC and CTLA4+CD8+ T cells interact through TIGIT-NECTIN2 signaling pathway. Taken together, these findings have gained novel mechanistic insights for understanding the immune landscape in liver transplantation, and it outlines the characteristics of immune cells and provides potential therapeutic targets in liver transplant rejection.

Indexed as

Liver TransplantationCD8-Positive T-LymphocytesCTLA-4 AntigenHumansSequence Analysis, RNATransplantation, HomologousCTLA-4 AntigenCD8 T cellimmuneliver tranpslantMDSCsingle cell RNA sequence

Identifiers

PMID35619708
PMCPMC9127089
OpenAlexW4229451579

What OpenQuestion holds

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LicenceCC BY
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.