Evidence map›Paper›PMID 41803141›Full record

ArticleNature communications2026

Single-cell genomics highlight MYC-associated metabolic activation and altered cell interactions in T-prolymphocytic leukemia progression.

Linus Wahnschaffe, Dennis Jungherz, Tony A Müller, Tea Pemovska, Alexander Pichler, Stéphanie Poulain, Edith Julia, Sanna Timonen, Martin Böttcher, Qu Jiang and 16 more

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

26 authors.

Linus WahnschaffeDepartment I of Internal Medicine, Center for Integrated Oncology Aachen-Bonn-Cologne-Duesseldorf (CIO ABCD), University Hospital Cologne, Cologne, Germany.ORCID 0009-0009-4391-2601
Dennis JungherzDepartment I of Internal Medicine, Center for Integrated Oncology Aachen-Bonn-Cologne-Duesseldorf (CIO ABCD), University Hospital Cologne, Cologne, Germany.
Tony A MüllerDepartment I of Internal Medicine, Center for Integrated Oncology Aachen-Bonn-Cologne-Duesseldorf (CIO ABCD), University Hospital Cologne, Cologne, Germany.
Tea PemovskaDepartment of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.ORCID 0000-0003-2951-4905
Alexander PichlerDepartment of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.ORCID 0009-0005-9017-9343
Stéphanie PoulainINSERM 1277-CNRS 9020 UMRS 12, University of Lille, Lille, France.
Edith JuliaTeam Lymphoma Immuno-Biology, International Center for Research in Infectious Diseases (CIRI), Lyon, France.ORCID 0000-0003-3325-8107
Sanna TimonenHematology Research Unit Helsinki, Helsinki University Hospital Comprehensive Cancer Center, Helsinki, Finland.ORCID 0000-0002-8139-5950
Martin BöttcherDepartment of Hematology and Oncology, University Hospital Magdeburg, Otto-von-Guericke University Magdeburg, Magdeburg, Germany.ORCID 0000-0003-2911-8830
Qu JiangDepartment I of Internal Medicine, Center for Integrated Oncology Aachen-Bonn-Cologne-Duesseldorf (CIO ABCD), University Hospital Cologne, Cologne, Germany.ORCID 0000-0001-8517-7750
David BeverungenDepartment of Hematology, Cellular Therapy, Hemostaseology, Infectious Diseases at the University of Leipzig and Cancer Center Central Germany (CCCG) Leipzig-Jena, Leipzig, Germany.
Julia BischoffDepartment of Hematology, Cellular Therapy, Hemostaseology, Infectious Diseases at the University of Leipzig and Cancer Center Central Germany (CCCG) Leipzig-Jena, Leipzig, Germany.
Marek FranitzaCologne Center for Genomics, Medical Faculty, University of Cologne, Cologne, Germany.
Theodoros GeorgomanolisCologne Center for Genomics, Medical Faculty, University of Cologne, Cologne, Germany.ORCID 0000-0002-4066-9257
Kerstin BeckerCologne Center for Genomics, Medical Faculty, University of Cologne, Cologne, Germany.ORCID 0009-0009-7897-7181
Michael HallekDepartment I of Internal Medicine, Center for Integrated Oncology Aachen-Bonn-Cologne-Duesseldorf (CIO ABCD), University Hospital Cologne, Cologne, Germany.ORCID 0000-0002-7425-4455
Dimitrios MougiakakosDepartment of Hematology and Oncology, University Hospital Magdeburg, Otto-von-Guericke University Magdeburg, Magdeburg, Germany.ORCID 0000-0002-2817-6660
Thorsten ZenzDepartment of Medical Oncology and Hematology, University Hospital and University of Zurich, Zurich, Switzerland.ORCID 0000-0001-7890-9845
Satu MustjokiHematology Research Unit Helsinki, Helsinki University Hospital Comprehensive Cancer Center, Helsinki, Finland.ORCID 0000-0002-0816-8241
Emmanuel BachyTeam Lymphoma Immuno-Biology, International Center for Research in Infectious Diseases (CIRI), Lyon, France.ORCID 0000-0003-2694-7510
Charles HerbauxHaematology Department, Centre Hospitalier Universitaire (CHU) Montpellier, Montpellier, France.ORCID 0000-0003-4910-476X
Alexandra SchraderDepartment I of Internal Medicine, Center for Integrated Oncology Aachen-Bonn-Cologne-Duesseldorf (CIO ABCD), University Hospital Cologne, Cologne, Germany.ORCID 0009-0008-8774-3021
Natali PflugDepartment I of Internal Medicine, Center for Integrated Oncology Aachen-Bonn-Cologne-Duesseldorf (CIO ABCD), University Hospital Cologne, Cologne, Germany.
Philipp B StaberDepartment of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.
Till Braun *Department I of Internal Medicine, Center for Integrated Oncology Aachen-Bonn-Cologne-Duesseldorf (CIO ABCD), University Hospital Cologne, Cologne, Germany.ORCID 0000-0002-0854-7815
Marco Herling *Department I of Internal Medicine, Center for Integrated Oncology Aachen-Bonn-Cologne-Duesseldorf (CIO ABCD), University Hospital Cologne, Cologne, Germany. Marco.herling@medizin.uni-leipzig.de.ORCID 0000-0001-7473-7476

Funding

Deutsche Forschungsgemeinschaft (German Research Foundation) DFG SEQ1176ERAPerMed consortium ‘JAKSTAT-TARGETEU ImmuneT-ME consortiumEU Transcan-2 consortium ‘ERANET-PLLFrench Institute National Du CancerGerman José Carreras Leukemia Foundation
6 · The paper itself

Abstract

T-prolymphocytic leukemia (T-PLL) typically presents with rapidly progressing tumor burden. However, 15-25% of cases are diagnosed at an indolent stage with asymptomatic and stable low-level blood lymphocytosis over up to 2-3 years before advancing to active-stage disease. To define the molecular changes underlying this transition, we perform single-cell RNA sequencing of 28 treatment-naïve samples including 11 longitudinally acquired indolent/active pairs, paralleled by longitudinal whole genome sequencing. This reveals both patient-specific lesions and common global alterations of gene expression. Strong upregulations of MYC-target gene signatures in active T-PLL samples associated with enhanced energy metabolism implicate acquired autonomy from energetic restrictions. Recurrent downregulation of genes of the T-cell-receptor signaling cascade and reduced interactions of the T-PLL cell with non-leukemic cell types further indicate progressive independence from regulatory survival signals and escape from micromilieu-mediated control. This single-cell and disease-stage resolved genomic analysis of T-PLL provides insights into shared mechanisms of tumor evolution, which have to prove their amenability as targetable lesions.

Indexed as

Cell CommunicationLeukemia, Prolymphocytic, T-CellProto-Oncogene Proteins c-mycDisease ProgressionGenomicsHumansSignal TransductionSingle-Cell AnalysisSingle-Cell Gene Expression AnalysisWhole Genome SequencingMYC protein, humanProto-Oncogene Proteins c-myc

Identifiers

PMID41803141
PMCPMC12976252

What Socratic holds

Textmetadata
LicenceCC BY
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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 Socratic graph.