Evidence map›Paper›PMID 34635570›Full record

Observational studyCancer discovery2022

Functional Precision Medicine Provides Clinical Benefit in Advanced Aggressive Hematologic Cancers and Identifies Exceptional Responders.

Christoph Kornauth, Tea Pemovska, Gregory I Vladimer, Günther Bayer, Michael Bergmann, Sandra Eder, Ruth Eichner, Martin Erl, Harald Esterbauer, Ruth Exner and 60 more

4 registry-linked trialsOpen access · bronzeAbstract readObservational Study
In one paragraph

Observational study in Cancer discovery, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 4 registered trials, which are not on this map. Cited by 137 papers.

0numbers the graph read from it
0cells of the map it votes in
137citing papers in PubMed
20.6field-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.

NCT06068738 terminatednot on this mapstarted 2023, after this paper: background citation

Observational Analysis of the Association of Drug Activity Measured in Viable Tumour Tissues ex Vivo and Clinical Response in Ovarian Cancer: A Basic Research Study

TypeobservationalSponsorExscientia AI LimitedRan2023 to 2024Enrolled13ConditionsEpithelial Ovarian CancerArmsBiological sample collection
NCT06138990 phase2recruitingnot on this mapstarted 2024, after this paper: background citation

Pharmacoscopy-guided Clinical Standard-of-care in Relapsed/Refractory Acute Myeloid Leukemia, a Randomized Phase-2 Clinical Trial

TypeinterventionalSponsorETH ZurichRan2024 to 2026Enrolled88ConditionsAML, AdultArmsPharmacoscopy, Clinical standard-of-care (physician's choice)
NCT06620380 phase2recruitingnot on this mapstarted 2025, after this paper: background citation

Ex Vivo Drug Response Evaluation for Next Generation Care of Brain Metastases

TypeinterventionalSponsorUniversity of ZurichRan2025 to 2027Enrolled102ConditionsBrain Metastases, Brain Metastases, AdultArmsPharmacoscopy 1.0, Control
NCT07343024 recruitingnot on this mapstarted 2026, after this paper: background citation

Methods of Identifying Effective Off-Guideline Treatments for Advanced Cancer Patients (CC N-of-1)

TypeobservationalSponsorCancer CommonsRan2026 to 2028Enrolled300ConditionsAdvanced Cancer
3 · Its place in the literature

Who cites it

137 citing papers in PubMed, 200 citations in OpenAlex.

  1. Protein Profiles Predict Treatment Responses to the PI3K Inhibitor Umbralisib in Patients with Chronic Lymphocytic Leukemia.Clinical cancer research : an official journal of the American Association for Cancer Research · 2025
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  11. Genomic Subtype Influences BH3 Mimetic Drug Sensitivity and Synergy with Cytotoxic Chemotherapeutics in T-cell Acute Lymphoblastic Leukemia.Clinical cancer research : an official journal of the American Association for Cancer Research · 2026
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77 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

70 authors at 20 institutions in 7 countries.

Christoph Kornauth *Department of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.
Tea Pemovska *Department of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.ORCID 0000-0003-2951-4905
Gregory I Vladimer *CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria.ORCID 0000-0003-4205-7585
Günther BayerDepartment of Pathology, Medical University of Vienna, Vienna, Austria.
Michael BergmannDepartment of Surgery, Medical University of Vienna, Vienna, Austria.ORCID 0000-0001-8529-1166
Sandra EderDepartment of Internal Medicine and Hematology/Oncology, Klinikum Klagenfurt, Klagenfurt, Austria.
Ruth EichnerCeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria.
Martin ErlAbteilung für Innere Medizin, Krankenhaus der Barmherzigen Brüder Salzburg, Salzburg, Austria.
Harald EsterbauerDepartment of Laboratory Medicine, Medical University of Vienna, Vienna, Austria.
Ruth ExnerDepartment of Surgery, Medical University of Vienna, Vienna, Austria.
Verena Felsleitner-HauerDepartment of Medicine and Oncology, LKH Wiener Neustadt, Wiener Neustadt, Austria.
Maurizio ForteDepartment of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.
Alexander GaigerDepartment of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.
Klaus GeisslerMedical School, Sigmund Freud University, Vienna, Austria.
Hildegard T GreinixDepartment of Internal Medicine, Division of Hematology, Medical University of Graz, Graz, Austria.
Wolfgang GstöttnerDepartment of Otorhinolaryngology, Head and Neck Surgery, Medical University of Vienna, Vienna, Austria.
Marcus HackerDivision of Nuclear Medicine, Department of Biomedical Imaging and Image-Guided Therapy, Medical University of Vienna, Vienna, Austria.
Bernd Lorenz HartmannLandeskrankenhaus Feldkirch, Abteilung für Innere Medizin, Feldkirch, Austria.ORCID 0000-0001-8831-3746
Alexander W HauswirthDepartment of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.
Tim HeinemannDepartment of Biology, Institute of Molecular Systems Biology, ETH Zürich, Zürich, Switzerland.ORCID 0000-0002-4618-789X
Daniel HeintelDivision of Medicine I, Klinik Ottakring, Vienna, Austria.
Mir Alireza HodaDepartment of Thoracic Surgery, Medical University of Vienna, Vienna, Austria.
Georg HopfingerThird Medical Department, Centre for Oncology and Haematology, Klinik Favoriten, Vienna, Austria.
Ulrich JaegerDepartment of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.
Lukas KaziankaDepartment of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.
Lukas KennerDepartment of Pathology, Medical University of Vienna, Vienna, Austria.ORCID 0000-0003-2184-1338
Barbara KiesewetterDepartment of Medicine I, Division of Oncology, Medical University of Vienna, Vienna, Austria.ORCID 0000-0002-5490-2371
Nikolaus KrallCeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria.
Gerhard KrajnikDepartment of Medicine I, Universitätsklinikum St. Pölten, St. Pölten, Austria.
Stefan KubicekCeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria.ORCID 0000-0003-0855-8343
Trang LeDepartment of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.
Simone LubowitzkiDepartment of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.
Marius E MayerhoeferDepartment of Biomedical Imaging and Image-Guided Therapy, Medical University of Vienna, Vienna, Austria.
Elisabeth MenschelThird Medical Department, Hematology & Oncology, Hanusch Hospital, Vienna, Austria.
Olaf MerkelDepartment of Pathology, Medical University of Vienna, Vienna, Austria.
Katsuhiro MiuraDivision of Hematology and Rheumatology, Department of Medicine, Nihon University School of Medicine, Tokyo, Japan.
Leonhard MüllauerDepartment of Pathology, Medical University of Vienna, Vienna, Austria.ORCID 0000-0002-3399-078X
Peter NeumeisterDepartment of Internal Medicine, Division of Hematology, Medical University of Graz, Graz, Austria.ORCID 0000-0002-2761-5334
Thomas NoesslingerThird Medical Department, Hematology & Oncology, Hanusch Hospital, Vienna, Austria.
Katharina OckoPharmacy Department, Vienna General Hospital, Vienna, Austria.
Leopold ÖhlerInternal Medicine I, Department of Oncology, St. Josef Hospital, Vienna, Austria.
Michael PannyThird Medical Department, Hematology & Oncology, Hanusch Hospital, Vienna, Austria.
Alexander PichlerDepartment of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.
Edit PorpaczyDepartment of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.
Gerald W PragerComprehensive Cancer Center Vienna, Medical University of Vienna and Vienna General Hospital, Vienna, Austria.
Markus RadererComprehensive Cancer Center Vienna, Medical University of Vienna and Vienna General Hospital, Vienna, Austria.
Robin RistlSection for Medical Statistics, Center for Medical Statistics, Informatics and Intelligent Systems, Medical University of Vienna, Vienna, Austria.
Reinhard RuckserSecond Medical Department, Klinik Donaustadt, Vienna, Austria.
Julius SalamonDepartment of Medicine, Landesklinikum Waidhofen a.d. Ybbs, Waidhofen-Ybbs, Austria.
Ana-Iris SchieferDepartment of Pathology, Medical University of Vienna, Vienna, Austria.
Ann-Sofie SchmolkeDepartment of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.
Ilse SchwarzingerDepartment of Laboratory Medicine, Medical University of Vienna, Vienna, Austria.
Edgar SelzerDepartment of Radiation Oncology, Medical University of Vienna, Vienna, Austria.
Christian SillaberDepartment of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.
Cathrin SkrabsDepartment of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.
Wolfgang R SperrDepartment of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.
Ismet SrndicCeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria.
Renate ThalhammerDepartment of Laboratory Medicine, Medical University of Vienna, Vienna, Austria.
Peter ValentDepartment of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.
Emiel van der KouweDepartment of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.ORCID 0000-0001-7072-5152
Katrina VanuraDepartment of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria.ORCID 0000-0002-2217-4998
Stefan VogtDepartment of Medicine and Oncology, LKH Wiener Neustadt, Wiener Neustadt, Austria.
Cora WaldsteinDepartment of Radiation Oncology, Medical University of Vienna, Vienna, Austria.ORCID 0000-0001-8808-1850
Dominik WolfDepartment of Internal Medicine V, Department of Hematology and Oncology, Medical University of Innsbruck, Innsbruck, Austria.
Christoph C ZielinskiVienna Cancer Center, Medical University of Vienna, Vienna, Austria.
Niklas ZojerDivision of Medicine I, Klinik Ottakring, Vienna, Austria.
Ingrid Simonitsch-Klupp *Department of Pathology, Medical University of Vienna, Vienna, Austria.
Giulio Superti-Furga *CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria.
Berend Snijder *Department of Biology, Institute of Molecular Systems Biology, ETH Zürich, Zürich, Switzerland.ORCID 0000-0003-3386-6583
Philipp B Staber *Department of Medicine I, Division of Hematology and Hemostaseology, Medical University of Vienna, Vienna, Austria. philipp.staber@meduniwien.ac.at.
Medical University of Vienna · ATVienna General Hospital · ATAustrian Academy of Sciences · ATHanusch Hospital · ATETH Zurich · CHFachhochschule Wiener Neustadt · ATLudwig Boltzmann Institute for Cancer Research · ATMedical University of Graz · ATBaidu (China) · CNComprehensive Cancer Center Vienna · ATDonauspital · ATInnsbruck Medical University · ATKlinikum Klagenfurt · ATLandeskrankenhaus Feldkirch · ATMemorial Sloan Kettering Cancer Center · USNihon University · JPOrdensklinikum Linz Barmherzige Schwestern · ATSigmund Freud Privatuniversität Wien · ATStatistics Austria · ATTirol Kliniken · AT

Funding

Austrian Science Fund FWF I 4154Austrian Science Fund FWF I 4156
6 · The paper itself

Abstract

Personalized medicine aims to match the right drug with the right patient by using specific features of the individual patient's tumor. However, current strategies of personalized therapy matching provide treatment opportunities for less than 10% of patients with cancer. A promising method may be drug profiling of patient biopsy specimens with single-cell resolution to directly quantify drug effects. We prospectively tested an image-based single-cell functional precision medicine (scFPM) approach to guide treatments in 143 patients with advanced aggressive hematologic cancers. Fifty-six patients (39%) were treated according to scFPM results. At a median follow-up of 23.9 months, 30 patients (54%) demonstrated a clinical benefit of more than 1.3-fold enhanced progression-free survival compared with their previous therapy. Twelve patients (40% of responders) experienced exceptional responses lasting three times longer than expected for their respective disease. We conclude that therapy matching by scFPM is clinically feasible and effective in advanced aggressive hematologic cancers. SIGNIFICANCE: This is the first precision medicine trial using a functional assay to instruct n-of-one therapies in oncology. It illustrates that for patients lacking standard therapies, high-content assay-based scFPM can have a significant value in clinical therapy guidance based on functional dependencies of each patient's cancer.

Indexed as

AdultAgedAged, 80 and overAustriaCohort StudiesFemaleHematologic NeoplasmsHumansMaleMiddle AgedMolecular Targeted TherapyPrecision MedicineProgression-Free SurvivalYoung Adult

Identifiers

PMID34635570
PMCPMC9762339
OpenAlexW3205761999

What OpenQuestion holds

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LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

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.