Evidence map›Paper›PMID 37093689›Full record

ReviewCancer genomics & proteomics

Biospecimen Digital Twins: Moving from a "High Quality" to a "Fit-for-Purpose" Concept in the Era of Omics Sciences.

Umberto Nanni, Patrizia Ferroni, Silvia Riondino, Antonella Spila, Maria Giovanna Valente, Girolamo Del Monte, Mario Roselli, Fiorella Guadagni

Abstract readReview
In one paragraph

Review in Cancer genomics & proteomics. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing 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

10 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
  4. Multi-scale digital twins for personalized medicine.Frontiers in digital health · 2026
    Review
  5. Review
  6. Review
  7. Laser capture microdissection.Nature reviews. Methods primers · 2025
    Article
  8. Challenges and directions for digital twin implementation in otorhinolaryngology.European archives of oto-rhino-laryngology : official journal of the European Federation of Oto-Rhino-Laryngological Societies (EUFOS) : affiliated with the German Society for Oto-Rhino-Laryngology - Head and Neck Surgery · 2024
    Review
  9. Article
  10. 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

8 authors.

Umberto NanniDepartment of Computer, Control and Management Engineering, Sapienza University of Rome, Rome, Italy.
Patrizia FerroniInterInstitutional Multidisciplinary Biobank (BioBIM), IRCCS San Raffaele Roma, Research Centre, Rome, Italy.
Silvia RiondinoDepartment of Systems Medicine, Medical Oncology, University of Rome, Rome, Italy.
Antonella SpilaInterInstitutional Multidisciplinary Biobank (BioBIM), IRCCS San Raffaele Roma, Research Centre, Rome, Italy.
Maria Giovanna ValenteInterInstitutional Multidisciplinary Biobank (BioBIM), IRCCS San Raffaele Roma, Research Centre, Rome, Italy.
Girolamo Del MonteDepartment of Palliative Care, San Raffaele Cassino, Clinical Center, Cassino, Italy.
Mario RoselliDepartment of Systems Medicine, Medical Oncology, University of Rome, Rome, Italy.
Fiorella GuadagniInterInstitutional Multidisciplinary Biobank (BioBIM), IRCCS San Raffaele Roma, Research Centre, Rome, Italy; fiorella.guadagni@sanraffaele.it.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The growing demand for personalized medicine we are currently witnessing has given rise to more in-depth research in the field of biomarker discovery and, thus, in biological banks that hold the ability to process, collect, store, and distribute "high-quality" biological specimens. However, the notion of "specimen quality" is subject to change with technological advancements. In this perspective, we propose that the notion of sample quality should shift from a broad definition of "high-quality" to a "fit-for-purpose" concept more suitable for precision medicine studies. Digital twins are a digital replica of real entities. These are largely adopted in any digitalized domain and are currently finding applications in biomedicine. The adoption of digital twins for biosamples, proposed in this paper, can provide prompt information about the whole lifecycle of the physical twin (i.e., the biosample) and substantially extend the possible matching criteria between the available samples and the researchers' and physicians' requests. This fine-tuning matching could greatly contribute to improving the "fit-for-purpose" quality, not only for studies based on current needs, but also to improve the identification of the best available samples in future situations, determined by the evolution of technologies and biosciences. Assuming and exploiting a data-science view in our biobank perspective, the more (accurate) data there are available, the more information can be extrapolated from them, the more opportunities there are for matching future, currently unknown, needs. This should be a mandatory principle that the 'time machines' called biobanks should follow.

Indexed as

Biomedical ResearchBiological Specimen BanksHumansPrecision MedicineBiobankbiospecimen sciencedigital twinspersonalized medicinereviewsample quality

Identifiers

PMID37093689
PMCPMC10148068

What OpenQuestion holds

Textmetadata
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.