Evidence map›Paper›PMID 35554512›Full record

ArticleCancer discovery2022

Sequential Single-Cell Transcriptional and Protein Marker Profiling Reveals TIGIT as a Marker of CD19 CAR-T Cell Dysfunction in Patients with Non-Hodgkin Lymphoma.

Zachary Jackson, Changjin Hong, Robert Schauner, Boro Dropulic, Paolo F Caimi, Marcos de Lima, Maria Florencia Giraudo, Kalpana Gupta, Jane S Reese, Tae Hyun Hwang and 1 more

Open access · bronzeAbstract read
In one paragraph

Article in Cancer discovery, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 58 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
58citing papers in PubMed, 1 pooled it
8.6field-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

58 citing papers in PubMed, 1 synthesis or guideline pooled it, 86 citations in OpenAlex.

  1. Pooled it
  2. Review
  3. Article
  4. Mapping clinical CAR-T cells: insights from scRNA-seq.Trends in molecular medicine · 2026
    Review
  5. Review
  6. CAR-T cells with the CD38Cell reports. Medicine · 2026
    Article
  7. Review
  8. Review
  9. Review
  10. Article
  11. Article
  12. Article
  13. Article
  14. Review
  15. Article
  16. Review
  17. Review
  18. Natural killer cell-based immunotherapy for cancer.Journal of immunology (Baltimore, Md. : 1950) · 2025
    Review
  19. Article
  20. Two-stage CD8Nature communications · 2025
    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

11 authors at 6 institutions in 1 country.

Zachary Jackson *Department of Pathology, Case Western Reserve University, Cleveland, Ohio.ORCID 0000-0003-3655-8279
Changjin Hong *Department of Artificial Intelligence and Informatics, Mayo Clinic, Jacksonville, Florida.
Robert SchaunerDepartment of Pathology, Case Western Reserve University, Cleveland, Ohio.ORCID 0000-0002-6336-7331
Boro DropulicCaring Cross, Gaithersburg, Maryland.ORCID 0000-0002-3861-7677
Paolo F CaimiDepartment of Medicine, University Hospitals Cleveland Medical Center, Cleveland, Ohio.
Marcos de LimaOhio State University, Columbus, Ohio.ORCID 0000-0002-8568-4522
Maria Florencia GiraudoDepartment of Pathology, Case Western Reserve University, Cleveland, Ohio.ORCID 0000-0003-0751-1690
Kalpana GuptaDepartment of Pathology, Case Western Reserve University, Cleveland, Ohio.
Jane S ReeseStem Cell Transplantation Program, University Hospitals Seidman Cancer Center, Cleveland, Ohio.
Tae Hyun HwangDepartment of Artificial Intelligence and Informatics, Mayo Clinic, Jacksonville, Florida.ORCID 0000-0002-6668-7269
David N WaldDepartment of Pathology, Case Western Reserve University, Cleveland, Ohio.ORCID 0000-0002-8695-1178
Case Western Reserve University · USJacksonville College · USUniversity Hospitals of Cleveland · USOhio University · USQuality Biological · USUniversity Hospitals Seidman Cancer Center · US

Funding

TUMOR METABOLISM PROGRAMP30CA043703 · NCI · CASE WESTERN RESERVE UNIVERSITY · PI MARK R CHANCE · 1987 to 2026
$142.3M
Immunology Training Program-PredoctoralT32AI089474 · NIAID · CASE WESTERN RESERVE UNIVERSITY · PI COBB, BRIAN A · 2010 to 2025
$3.4M
Intermediate-Featured Flow CytometerS10OD021559 · OD · CASE WESTERN RESERVE UNIVERSITY · PI JACOBBERGER, JAMES W · 2016 to 2016
$230k
NCI NIH HHS P30 CA043703NIAID NIH HHS T32 AI089474NIH HHS S10 OD021559
6 · The paper itself

Abstract

Chimeric antigen receptor T-cell (CAR-T cell) therapy directed at CD19 produces durable remissions in the treatment of relapsed/refractory non-Hodgkin lymphoma (NHL). Nonetheless, many patients receiving CD19 CAR-T cells fail to respond for unknown reasons. To reveal changes in 4-1BB-based CD19 CAR-T cells and identify biomarkers of response, we used single-cell RNA sequencing and protein surface marker profiling of patient CAR-T cells pre- and postinfusion into patients with NHL. At the transcriptional and protein levels, we note the evolution of CAR-T cells toward a nonproliferative, highly differentiated, and exhausted state, with an enriched exhaustion profile in CAR-T cells of patients with poor response marked by TIGIT expression. Utilizing in vitro and in vivo studies, we demonstrate that TIGIT blockade alone improves the antitumor function of CAR-T cells. Altogether, we provide evidence of CAR-T cell dysfunction marked by TIGIT expression driving a poor response in patients with NHL. SIGNIFICANCE: This is the first study investigating the mechanisms linked to CAR-T patient responses based on the sequential analysis of manufactured and infused CAR-T cells using single-cell RNA and protein expression data. Furthermore, our findings are the first to demonstrate an improvement of CAR-T cell efficacy with TIGIT inhibition alone. This article is highlighted in the In This Issue feature, p. 1825.

Indexed as

Lymphoma, Non-HodgkinReceptors, Chimeric AntigenReceptors, ImmunologicT-LymphocytesAntigens, CD19HumansImmunotherapy, AdoptiveReceptors, Antigen, T-CellAntigens, CD19Receptors, Antigen, T-CellReceptors, Chimeric AntigenReceptors, ImmunologicTIGIT protein, human

Identifiers

PMID35554512
PMCPMC9357057
OpenAlexW4280546371

What OpenQuestion holds

Textmetadata
LicenceTDM
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.