Evidence map›Paper›PMID 41102501›Full record

ReviewClinical reviews in allergy & immunology2025

PD-1/PD-L1 Cancer Immunotherapeutics Reshape Tumor Microenvironment - Clinical Evidence and Molecular Mechanisms for AI-based Precision Medicine.

Yen-Yi Lin, Jeak Ling Ding, Hsieh-Tsung Shen, Yu-Ming Lin, Edeline Clarissa Adhidjaja, Shu-Chun Chang

Abstract readReview
In one paragraph

Review in Clinical reviews in allergy & immunology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing 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

10 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. Review
  5. Review
  6. Review
  7. Review
  8. Review
  9. Article
  10. Review
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

6 authors.

Yen-Yi LinThe Ph.D. Program for Translational Medicine, College of Medical Science and Technology, Taipei Medical University, Taipei, 110, Taiwan.
Jeak Ling DingDepartment of Biological Sciences, National University of Singapore, Singapore, 117543, Singapore.
Hsieh-Tsung ShenThe Ph.D. Program for Translational Medicine, College of Medical Science and Technology, Taipei Medical University, Taipei, 110, Taiwan.
Yu-Ming LinThe Ph.D. Program for Translational Medicine, College of Medical Science and Technology, Taipei Medical University, Taipei, 110, Taiwan.
Edeline Clarissa AdhidjajaThe Ph.D. Program for Translational Medicine, College of Medical Science and Technology, Taipei Medical University, Taipei, 110, Taiwan.
Shu-Chun ChangThe Ph.D. Program for Translational Medicine, College of Medical Science and Technology, Taipei Medical University, Taipei, 110, Taiwan. sc.chang@tmu.edu.tw.

Funding

National Science and Technology Council NSTC 114-2314-B-038-107-MY3National Science and Technology Council, Taiwan NSTC 112-2314-B-038-134National University of Singapore H-154-00-000019Taipei Medical University, Taiwan A-0001574
6 · The paper itself

Abstract

PD-1 (Programmed cell death protein 1) located on T cells, binds to PD-L1 (Programmed cell death ligand 1) on cancer cells, to suppress T cell activation and enable immune evasion. Hitherto, reviews have mainly highlighted the role of PD-1/PD-L1 in anti-cancer immunomodulation, anti-cancer therapy resistance, and immune-related adverse events. However, there are critical modes of enhancement of therapeutic efficacy, which remain underappreciated. This review provides a holistic perspective on: (a) a comprehensive analysis of recent clinical trials targeting PD-1/PD-L1, specifically on the use of immune checkpoint inhibitors (ICIs); (b) the underlying molecular mechanisms of immune surveillance; (c) the role of ubiquitin-mediated post-translational modifications (PTMs, viz the ubiquitin machinery); and (d) the gut microbiome crosstalk with the PD-1/PD-L1 axis, which influences the tumor microenvironment (TME). Clarity gained from opinions exerted from these four factors, in this review, will provide insights on improving cancer prevention, diagnosis, and treatment, thus bridging translational research to the clinic. These standpoints will be presented with a view to advocating the integration of precision medicine with AI, to accelerate the discovery of more effective ICIs and enhance mono-/combinatorial drug strategies for PD-1/PD-L1-targeted therapy. Altogether, this review opines that AI-driven analytics will provoke an innovative impact on promoting clinical outcomes beneficial for cancer patients.

Indexed as

B7-H1 AntigenImmune Checkpoint InhibitorsImmunotherapyNeoplasmsPrecision MedicineProgrammed Cell Death 1 ReceptorTumor MicroenvironmentAnimalsGastrointestinal MicrobiomeHumansProtein Processing, Post-TranslationalB7-H1 AntigenCD274 protein, humanImmune Checkpoint InhibitorsPDCD1 protein, humanProgrammed Cell Death 1 ReceptorAI-based precision medicineGut microbiomeImmune cellsPD-1/PD-L1 immune checkpoint inhibitorsTumor microenvironmentUbiquitin–proteasome system

Identifiers

PMID41102501
PMCPMC12532714

What OpenQuestion holds

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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.