Evidence map›Paper›PMID 34679456›Full record

ArticleDiagnostics (Basel, Switzerland)2021

Radiomics and Artificial Intelligence for Outcome Prediction in Multiple Myeloma Patients Undergoing Autologous Transplantation: A Feasibility Study with CT Data.

Daniela Schenone, Alida Dominietto, Cristina Campi, Francesco Frassoni, Michele Cea, Sara Aquino, Emanuele Angelucci, Federica Rossi, Lorenzo Torri, Bianca Bignotti and 2 more

Open access · goldAbstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
2.5field-weighted citation impact, top 10% 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

9 citing papers in PubMed, 18 citations in OpenAlex.

  1. Review
  2. Review
  3. Review
  4. New Developments in Myeloma Treatment and Response Assessment.Journal of nuclear medicine : official publication, Society of Nuclear Medicine · 2023
    Article
  5. BMC medical imaging · 2023
    Article
  6. Review
  7. Article
  8. Review
  9. Review
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

12 authors at 3 institutions in 1 country.

Daniela SchenoneLISCOMP, Dipartimento di Matematica, Università di Genova, Via Dodecaneso 35, 16146 Genova, Italy.
Alida DominiettoOspedale Policlinico San Martino-IRCCS, Largo Rossana Benzi 10, 16132 Genova, Italy.ORCID 0000-0001-9143-3714
Cristina CampiLISCOMP, Dipartimento di Matematica, Università di Genova, Via Dodecaneso 35, 16146 Genova, Italy.ORCID 0000-0003-2105-8554
Francesco FrassoniLISCOMP, Dipartimento di Matematica, Università di Genova, Via Dodecaneso 35, 16146 Genova, Italy.
Michele CeaOspedale Policlinico San Martino-IRCCS, Largo Rossana Benzi 10, 16132 Genova, Italy.ORCID 0000-0002-1530-6729
Sara AquinoOspedale Policlinico San Martino-IRCCS, Largo Rossana Benzi 10, 16132 Genova, Italy.
Emanuele AngelucciOspedale Policlinico San Martino-IRCCS, Largo Rossana Benzi 10, 16132 Genova, Italy.ORCID 0000-0002-6512-6080
Federica RossiDipartimento di Medicina Sperimentale, Università di Genova, Via L. B. Alberti 1, 16132 Genova, Italy.
Lorenzo TorriOspedale Policlinico San Martino-IRCCS, Largo Rossana Benzi 10, 16132 Genova, Italy.
Bianca BignottiOspedale Policlinico San Martino-IRCCS, Largo Rossana Benzi 10, 16132 Genova, Italy.
Alberto Stefano TagliaficoOspedale Policlinico San Martino-IRCCS, Largo Rossana Benzi 10, 16132 Genova, Italy.
Michele PianaOspedale Policlinico San Martino-IRCCS, Largo Rossana Benzi 10, 16132 Genova, Italy.
Ospedale Policlinico San Martino · ITUniversity of Genoa · ITIstituto Nazionale di Fisica Nucleare, Sezione di Genova · IT

Funding

Fondo Sociale Europeo FSEMinistero della Salute Ricerca Corrente
6 · The paper itself

Abstract

Multiple myeloma is a plasma cell dyscrasia characterized by focal and non-focal bone lesions. Radiomic techniques extract morphological information from computerized tomography images and exploit them for stratification and risk prediction purposes. However, few papers so far have applied radiomics to multiple myeloma. A retrospective study approved by the institutional review board:

Indexed as

artificial intelligencecomputerized tomographyimage processingmultiple myelomapattern recognition

Identifiers

PMID34679456
PMCPMC8535117
OpenAlexW3204455991

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.