Identification of a Maturation Plasma Cell Index through a Highly Sensitive Droplet Digital PCR Assay Gene Expression Signature Validation in Newly Diagnosed Multiple Myeloma Patients.


Journal

International journal of molecular sciences
ISSN: 1422-0067
Titre abrégé: Int J Mol Sci
Pays: Switzerland
ID NLM: 101092791

Informations de publication

Date de publication:
18 Oct 2022
Historique:
received: 31 08 2022
revised: 30 09 2022
accepted: 11 10 2022
entrez: 27 10 2022
pubmed: 28 10 2022
medline: 29 10 2022
Statut: epublish

Résumé

DNA microarrays and RNA-based sequencing approaches are considered important discovery tools in clinical medicine. However, cross-platform reproducibility studies undertaken so far have highlighted that microarrays are not able to accurately measure gene expression, particularly when they are expressed at low levels. Here, we consider the employment of a digital PCR assay (ddPCR) to validate a gene signature previously identified by gene expression profile. This signature included ten Hedgehog (HH) pathways' genes able to stratify multiple myeloma (MM) patients according to their self-renewal status. Results show that the designed assay is able to validate gene expression data, both in a retrospective as well as in a prospective cohort. In addition, the plasma cells' differentiation status determined by ddPCR was further confirmed by other techniques, such as flow cytometry, allowing the identification of patients with immature plasma cells' phenotype (i.e., expressing CD19+/CD81+ markers) upregulating HH genes, as compared to others, whose plasma cells lose the expression of these markers and were more differentiated. To our knowledge, this is the first technical report of gene expression data validation by ddPCR instead of classical qPCR. This approach permitted the identification of a Maturation Index through the integration of molecular and phenotypic data, able to possibly define upfront the differentiation status of MM patients that would be clinically relevant in the future.

Identifiants

pubmed: 36293315
pii: ijms232012450
doi: 10.3390/ijms232012450
pmc: PMC9604171
pii:
doi:

Substances chimiques

Hedgehog Proteins 0
RNA 63231-63-0

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Subventions

Organisme : Italian Association for Cancer Research
ID : IG2014-15839
Organisme : Italian Association for Cancer Research
ID : IG2018-22059
Organisme : Ministero della Salute
ID : RC-2022-2773355
Organisme : Associazione Italiana Contro le Leucemie Linfomi e Mieloma
ID : NA

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Auteurs

Marina Martello (M)

IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", 40138 Bologna, Italy.
Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, 40138 Bologna, Italy.

Vincenza Solli (V)

IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", 40138 Bologna, Italy.
Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, 40138 Bologna, Italy.

Rosalinda Termini (R)

Clinica Universidad de Navarra, Centro de Investigación Médica Aplicada (CIMA), Instituto de Investigacion Sanitaria de Navarra (IDISNA), CCUN, CIBER-ONC Numbers CB16/12/00369, CB16/12/00489, 31001 Pamplona, Spain.

Ajsi Kanapari (A)

IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", 40138 Bologna, Italy.
Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, 40138 Bologna, Italy.

Daniel Remondini (D)

Department of Physics and Astronomy, DIFA-University of Bologna, 40126 Bologna, Italy.

Enrica Borsi (E)

IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", 40138 Bologna, Italy.
Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, 40138 Bologna, Italy.

Andrea Poletti (A)

IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", 40138 Bologna, Italy.
Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, 40138 Bologna, Italy.

Silvia Armuzzi (S)

IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", 40138 Bologna, Italy.
Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, 40138 Bologna, Italy.

Barbara Taurisano (B)

IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", 40138 Bologna, Italy.
Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, 40138 Bologna, Italy.

Ilaria Vigliotta (I)

IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", 40138 Bologna, Italy.
Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, 40138 Bologna, Italy.

Gaia Mazzocchetti (G)

IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", 40138 Bologna, Italy.
Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, 40138 Bologna, Italy.

Elena Zamagni (E)

IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", 40138 Bologna, Italy.
Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, 40138 Bologna, Italy.

Alessandra Merlotti (A)

Department of Physics and Astronomy, DIFA-University of Bologna, 40126 Bologna, Italy.

Paola Tacchetti (P)

IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", 40138 Bologna, Italy.

Lucia Pantani (L)

IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", 40138 Bologna, Italy.

Serena Rocchi (S)

IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", 40138 Bologna, Italy.
Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, 40138 Bologna, Italy.

Ilaria Rizzello (I)

IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", 40138 Bologna, Italy.
Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, 40138 Bologna, Italy.

Katia Mancuso (K)

IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", 40138 Bologna, Italy.
Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, 40138 Bologna, Italy.

Michele Cavo (M)

IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", 40138 Bologna, Italy.
Department of Experimental, Diagnostic and Specialty Medicine, University of Bologna, 40138 Bologna, Italy.

Carolina Terragna (C)

IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", 40138 Bologna, Italy.

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