Evidence map›Paper›PMID 33539200›Full record

ArticleJournal of clinical oncology : official journal of the American Society of Clinical Oncology2021

Classification and Personalized Prognostic Assessment on the Basis of Clinical and Genomic Features in Myelodysplastic Syndromes.

Matteo Bersanelli, Erica Travaglino, Manja Meggendorfer, Tommaso Matteuzzi, Claudia Sala, Ettore Mosca, Chiara Chiereghin, Noemi Di Nanni, Matteo Gnocchi, Matteo Zampini and 36 more

Registry-linked trialOpen access · hybridAbstract read
In one paragraph

Article in Journal of clinical oncology : official journal of the American Society of Clinical Oncology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04889729 (Genomic and Personalized Medicine for All), which is not on this map. Cited by 126 papers.

0numbers the graph read from it
0cells of the map it votes in
126citing papers in PubMed
24.9field-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.

NCT04889729 unknown statusnot on this map

Genomic and Personalized Medicine for All (GENOMED4ALL): Application of Artificial Intelligence to Improve Disease Classification and Prognosis in Myelodysplastic Syndrome.

TypeobservationalSponsorIstituto Clinico HumanitasRan2021 to 2024Enrolled13,284ConditionsMyelodysplastic Syndromes
3 · Its place in the literature

Who cites it

126 citing papers in PubMed, 216 citations in OpenAlex.

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  4. Molecular-Based Ecosystem to Improve Personalized Medicine in Chronic Myelomonocytic Leukemia.Journal of clinical oncology : official journal of the American Society of Clinical Oncology · 2026
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  10. DifferentCancers · 2026
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66 more citing papers are in PubMed but not listed here.

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

46 authors at 20 institutions in 5 countries.

Matteo BersanelliDepartment of Physics and Astronomy, University of Bologna, Bologna, Italy.
Erica TravaglinoHumanitas Clinical and Research Center-IRCCS, Rozzano, Milan, Italy.ORCID 0000-0003-4985-339X
Manja MeggendorferMLL Munich Leukemia Laboratory, Munich, Germany.
Tommaso MatteuzziDepartment of Physics and Astronomy, University of Bologna, Bologna, Italy.
Claudia SalaDepartment of Physics and Astronomy, University of Bologna, Bologna, Italy.ORCID 0000-0002-4889-1047
Ettore MoscaInstitute of Biomedical Technologies, National Research Council (CNR), Segrate, Milan, Italy.ORCID 0000-0002-3102-5150
Chiara ChiereghinHumanitas Clinical and Research Center-IRCCS, Rozzano, Milan, Italy.ORCID 0000-0002-7927-8317
Noemi Di NanniInstitute of Biomedical Technologies, National Research Council (CNR), Segrate, Milan, Italy.
Matteo GnocchiInstitute of Biomedical Technologies, National Research Council (CNR), Segrate, Milan, Italy.
Matteo ZampiniHumanitas Clinical and Research Center-IRCCS, Rozzano, Milan, Italy.ORCID 0000-0002-9952-1142
Marianna RossiHumanitas Clinical and Research Center-IRCCS, Rozzano, Milan, Italy.
Giulia MaggioniHumanitas Clinical and Research Center-IRCCS, Rozzano, Milan, Italy.
Alberto TermaniniHumanitas Clinical and Research Center-IRCCS, Rozzano, Milan, Italy.ORCID 0000-0002-9697-906X
Emanuele AngelucciHematology and Transplant Center, IRCCS Ospedale Policlinico San Martino, Genova, Italy.
Massimo BernardiHematology and Bone Marrow Transplantation, IRCCS San Raffaele Scientific Institute, & University Vita-Salute San Raffaele, Milan, Italy.ORCID 0000-0002-1334-0851
Lorenza BorinHematology, Ospedale San Gerardo, Monza, Italy.
Benedetto BrunoStem Cell Transplant Program, Department of Oncology, A.O.U. Città della Salute e della Scienza di Torino.
Francesca BonifaziHematology, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy.
Valeria SantiniHematology, Azienda Ospedaliero-Universitaria Careggi & University of Florence, Florence Italy.ORCID 0000-0002-5439-2172
Andrea BacigalupoHematology, IRCCS Fondazione Policlinico Universitario Gemelli & Università Cattolica del Sacro Cuore, Rome, Italy.ORCID 0000-0002-8169-7289
Maria Teresa VosoHematology, Policlinico Tor Vergata & Department of Biomedicine and Prevention, Tor Vergata University, Rome, Italy.ORCID 0000-0002-6164-4761
Esther OlivaHematology, Grande Ospedale Metropolitano Bianchi Melacrino Morelli, Reggio Calabria, Italy.ORCID 0000-0001-9238-5734
Marta RivaHematology, ASST Grande Ospedale Metropolitano Niguarda, Milan, Italy.
Marta UbezioHumanitas Clinical and Research Center-IRCCS, Rozzano, Milan, Italy.
Lucio MorabitoHumanitas Clinical and Research Center-IRCCS, Rozzano, Milan, Italy.ORCID 0000-0002-3693-0483
Alessia CampagnaHumanitas Clinical and Research Center-IRCCS, Rozzano, Milan, Italy.
Claudia SaittaDepartment of Medicine and Surgery, University of Milano-Bicocca, Monza Italy.
Victor SavevskiHumanitas Clinical and Research Center-IRCCS, Rozzano, Milan, Italy.
Enrico GiampieriNational Institute of Nuclear Physics (INFN), Bologna, Italy.ORCID 0000-0003-2269-2338
Daniel RemondiniDepartment of Physics and Astronomy, University of Bologna, Bologna, Italy.ORCID 0000-0003-3185-7456
Francesco PassamontiHematology, ASST Sette Laghi, Ospedale di Circolo of Varese & Department of Medicine and Surgery, University of Insubria, Varese, Italy.ORCID 0000-0001-8068-5289
Fabio CiceriHematology and Bone Marrow Transplantation, IRCCS San Raffaele Scientific Institute, & University Vita-Salute San Raffaele, Milan, Italy.
Niccolò BolliHematology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy.
Alessandro RambaldiHematology, Azienda Ospedaliera Papa Giovanni XXIII, Bergamo, Italy.ORCID 0000-0002-3739-7502
Wolfgang KernMLL Munich Leukemia Laboratory, Munich, Germany.
Shahram KordastiHaematology, Guy's Hospital & Comprehensive Cancer Centre, King's College, London, United Kingdom.ORCID 0000-0002-0347-4207
Francesc SoleInstitut de Recerca Contra la Leucèmia Josep Carreras, Ctra de Can Ruti, Badalona-Barcelona, Spain.ORCID 0000-0002-3251-2161
Laura PalomoInstitut de Recerca Contra la Leucèmia Josep Carreras, Ctra de Can Ruti, Badalona-Barcelona, Spain.ORCID 0000-0003-3176-6271
Guillermo SanzHematology, Hospital Universitario La Fe, Valencia, Spain.ORCID 0000-0002-2767-8191
Armando SantoroHumanitas Clinical and Research Center-IRCCS, Rozzano, Milan, Italy.ORCID 0000-0003-1709-9492
Uwe PlatzbeckerMedical Clinic and Policlinic 1, Hematology and Cellular Therapy, University Hospital Leipzig, Leipzig, Germany.ORCID 0000-0003-1863-3239
Pierre FenauxService d'Hématologie Séniors, Hôpital Saint-Louis, Assistance Publique-Hôpitaux de Paris and Université Paris, Paris, France.
Luciano MilanesiInstitute of Biomedical Technologies, National Research Council (CNR), Segrate, Milan, Italy.ORCID 0000-0002-1201-3939
Torsten HaferlachMLL Munich Leukemia Laboratory, Munich, Germany.
Gastone CastellaniNational Institute of Nuclear Physics (INFN), Bologna, Italy.ORCID 0000-0003-4892-925X
Matteo G Della PortaHumanitas Clinical and Research Center-IRCCS, Rozzano, Milan, Italy.ORCID 0000-0002-6915-5970
Humanitas University · ITIstituto Nazionale di Fisica Nucleare · ITInstitute of Biomedical Technologies · ITMunich Leukemia Laboratory (Germany) · DEFundación Josep Carreras Contra la Leucemia · ESVita-Salute San Raffaele University · ITAssistance Publique – Hôpitaux de Paris · FRAzienda ospedaliera "Bianchi-Melacrino-Morelli" · ITAzienda Ospedaliera Citta' della Salute e della Scienza di Torino · ITAzienda Ospedaliera San Gerardo · ITAzienda Ospedaliero-Universitaria Careggi · ITAzienda Socio Sanitaria Territoriale Grande Ospedale Metropolitano Niguarda · ITAzienda USL di Bologna · ITInstituto de Salud Carlos III · ESMarche Polytechnic University · ITOspedale Papa Giovanni XXIII · ITOspedale Policlinico San Martino · ITPoliclinico Tor Vergata · ITUniversità Cattolica del Sacro Cuore · ITUniversity Hospital Leipzig · DE

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeRecurrently mutated genes and chromosomal abnormalities have been identified in myelodysplastic syndromes (MDS). We aim to integrate these genomic features into disease classification and prognostication.

methodsWe retrospectively enrolled 2,043 patients. Using Bayesian networks and Dirichlet processes, we combined mutations in 47 genes with cytogenetic abnormalities to identify genetic associations and subgroups. Random-effects Cox proportional hazards multistate modeling was used for developing prognostic models. An independent validation on 318 cases was performed.

resultsWe identify eight MDS groups (clusters) according to specific genomic features. In five groups, dominant genomic features include splicing gene mutations (

conclusionGenomic landscape in MDS reveals distinct subgroups associated with specific clinical features and discrete patterns of evolution, providing a proof of concept for next-generation disease classification and prognosis.

Indexed as

FemaleGenomicsHumansMaleMyelodysplastic SyndromesPrognosisRetrospective Studies

Identifiers

PMID33539200
PMCPMC8078359
OpenAlexW3127892484

What OpenQuestion holds

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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.