Article in Cancer research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
0numbers the graph read from it
0cells of the map it votes in
2citing 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.
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
27 authors.
Aleksandr IanevskiInstitute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland.ORCID 0000-0002-7780-482X
Kristen NaderInstitute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland.ORCID 0009-0002-1068-0831
Julia NguyenPrincess Margaret Cancer Centre, University Health Network, Toronto, Canada.ORCID 0009-0009-4715-5150
Helena SorgerDepartment of Pediatric and Adolescent Surgery, Medical University of Vienna, Vienna, Austria.ORCID 0000-0002-3380-7770
Sanna TimonenInstitute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland.ORCID 0000-0002-8139-5950
Edith JuliaLymphoma Immuno Biology Team, Equipe Labellisée LIGUE 2023, Centre International de Recherche en Infectiologie, INSERM U1111-CNRS UMR5308, Faculté de Médecine Lyon-Sud, Hospices Civils de Lyon, Université Claude Bernard Lyon I-ENS de Lyon, Lyon, France.ORCID 0000-0003-3325-8107
Daniel PölöskeCentre for Biological Sciences, University of Veterinary Medicine Vienna, Vienna, Austria.ORCID 0009-0008-0515-1728
Katrin SpirkCentre for Biological Sciences, University of Veterinary Medicine Vienna, Vienna, Austria.ORCID 0009-0003-5446-8741
Christina WagnerCentre for Biological Sciences, University of Veterinary Medicine Vienna, Vienna, Austria.ORCID 0000-0003-4199-1616
Dennis JungherzDepartment of Hematology, Cellular Therapy, Hemostaseology, and Infectious Diseases, University of Leipzig Medical Center, Leipzig, Germany.ORCID 0009-0006-6969-0283
Minoru NakanoPrincess Margaret Cancer Centre, University Health Network, Toronto, Canada.ORCID 0009-0000-3672-7453
Sisira Kadambat NairPrincess Margaret Cancer Centre, University Health Network, Toronto, Canada.ORCID 0000-0003-0693-9994
Philipp IanevskiInstitute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland.ORCID 0009-0008-5640-4975
Matti KankainenHematology Research Unit Helsinki, University of Helsinki and Helsinki University Hospital Comprehensive Cancer Center, Helsinki, Finland.ORCID 0000-0002-4714-9481
Diogo DiasInstitute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland.ORCID 0009-0006-7806-8277
Tea PemovskaDivision of Hematology and Hemostaseology, Department of Medicine I, Medical University of Vienna, Vienna, Austria.ORCID 0000-0003-2951-4905
Christine PirkerCentre for Cancer Research, Medical University of Vienna, Vienna, Austria.ORCID 0000-0001-7104-4404
Walter BergerCentre for Cancer Research, Medical University of Vienna, Vienna, Austria.ORCID 0000-0003-0014-1658
Till BraunDepartment I of Internal Medicine, Center for Integrated Oncology, Aachen-Bonn-Cologne-Duesseldorf, University of Cologne, Cologne, Germany.ORCID 0000-0002-0854-7815
Richard MorigglCentre for Biological Sciences, University of Veterinary Medicine Vienna, Vienna, Austria.ORCID 0000-0003-0918-9463
Emmanuel BachyLymphoma Immuno Biology Team, Equipe Labellisée LIGUE 2023, Centre International de Recherche en Infectiologie, INSERM U1111-CNRS UMR5308, Faculté de Médecine Lyon-Sud, Hospices Civils de Lyon, Université Claude Bernard Lyon I-ENS de Lyon, Lyon, France.ORCID 0000-0003-2694-7510
Satu MustjokiiCAN Digital Precision Cancer Medicine Flagship, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.ORCID 0000-0002-0816-8241
Marco HerlingDepartment of Hematology, Cellular Therapy, Hemostaseology, and Infectious Diseases, University of Leipzig Medical Center, Leipzig, Germany.ORCID 0000-0001-7473-7476
Heidi A NeubauerCentre for Biological Sciences, University of Veterinary Medicine Vienna, Vienna, Austria.ORCID 0000-0001-7372-7786
Benjamin Haibe-KainsPrincess Margaret Cancer Centre, University Health Network, Toronto, Canada.ORCID 0000-0002-7684-0079
Tero AittokallioInstitute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland.ORCID 0000-0002-0886-9769
Funding
Austrian Science Fund (FWF) SFB-F06109Cancer Foundation of FinlandComprehensive Cancer Center Forschungsförderung der Initiative KrebsforschungEuropean Union's Horizon 2020 Research and Innovation Programme EP PerMedEuropean Union's Horizon 2020 Research and Innovation Programme ERA PerMedEuropean Union's Horizon 2020 Research and Innovation Programme ImmuneT-MEEuropean Union's Horizon 2020 Research and Innovation Programme JAKSTAT-TARGETHelsinki Institute of Life Science (HiLIFE) Fellow grantsNorwegian Cancer Society 216104Norwegian Cancer Society 273810Research Council of Finland (AKA) 340141Research Council of Finland (AKA) 344698Research Council of Finland (AKA) 345803Research Council of Finland (AKA) 367855Signe ja Ane Gyllenbergin Säätiö (Signe and Ane Gyllenberg Foundation)Sigrid Juselius Foundation
6 · The paper itself
Abstract
T-cell leukemias and lymphomas (TCL) form a heterogeneous group of rare and often aggressive malignancies. Because of the rarity and heterogeneity of TCL subtypes, clinical trials are challenging to conduct, making pharmacogenomic studies in cell line panels critical for the discovery of targeted therapeutics. The scarcity of data repositories with integrated multiomics and drug screening data hinders the preclinical evaluation of drug vulnerabilities and the identification of molecular markers predictive of responses to monotherapies and combinations. To address this gap, we conducted comprehensive pharmacogenomic profiling on a panel of 38 TCL cell lines, representing major clinical TCL subtypes to capture the molecular and phenotypic diversity. The TCL-38 multiomics data resource includes harmonized genetic, molecular, and epigenetic profiles, with comprehensive annotations and standardized drug response assessment of each cell line. This resource, together with machine learning predictions, was leveraged to identify TCL subtype-specific therapeutic vulnerabilities, including single-agent sensitivities and synergistic drug combinations, which were linked to genetic or epigenetic features as potential predictive biomarkers. This integrated and openly available resource (https://aittokallio.group/tcl38) could help advance the currently limited treatment options for patients with TCL. SIGNIFICANCE: Integrated and harmonized multiomics analyses and drug screening across a heterogeneous panel of T-cell leukemias and lymphomas provide a resource to uncover drug targets and predictive biomarkers to improve patient outcomes.
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.
Multiomics Profiling of T-cell Leukemia and Lymphoma Enables Targeted Therapeutic Discovery. · full record | OpenQuestion