Integrating metabolic profiling of pancreatic juice with transcriptomic analysis of pancreatic cancer tissue identifies distinct clinical subgroups.

metabolism pancreatic cancer profiling transcriptomics tumor infiltrating lymphocytes

Journal

Frontiers in oncology
ISSN: 2234-943X
Titre abrégé: Front Oncol
Pays: Switzerland
ID NLM: 101568867

Informations de publication

Date de publication:
2024
Historique:
received: 23 03 2024
accepted: 31 05 2024
medline: 11 7 2024
pubmed: 11 7 2024
entrez: 11 7 2024
Statut: epublish

Résumé

Metabolic reprogramming is a hallmark feature of pancreatic ductal adenocarcinoma (PDAC). A pancreatic juice (PJ) metabolic signature has been reported to be prognostic of oncological outcome for PDAC. Integration of PJ profiling with transcriptomic and spatial characterization of the tumor microenvironment would help in identifying PDACs with peculiar vulnerabilities. We performed a transcriptomic analysis of 26 PDAC samples grouped into 3 metabolic clusters (M_CL) according to their PJ metabolic profile. We analyzed molecular subtypes and transcriptional differences. Validation was performed by multidimensional imaging on tumor slides. Pancreatic juice metabolic profiling was associated with PDAC transcriptomic molecular subtypes (p=0.004). Tumors identified as M_CL1 exhibited a non-squamous molecular phenotype and demonstrated longer survival. Enrichment analysis revealed the upregulation of immune genes and pathways in M_CL1 samples compared to M_CL2, the group with worse prognosis, a difference confirmed by immunofluorescence on tissue slides. Enrichment analysis of 39 immune signatures by xCell confirmed decreased immune signatures in M_CL2 compared to M_CL1 and allowed a stratification of patients associated with longer survival. PJ metabolic fingerprints reflect PDAC molecular subtypes and the immune microenvironment, confirming PJ as a promising source of biomarkers for personalized therapy.

Identifiants

pubmed: 38988711
doi: 10.3389/fonc.2024.1405612
pmc: PMC11234733
doi:

Types de publication

Journal Article

Langues

eng

Pagination

1405612

Informations de copyright

Copyright © 2024 Pulvirenti, Barbagallo, Putignano, Pea, Polidori, Upstill-Goddard, Cortese, Kunderfranco, Brunelli, De Simone, Pastorelli, Spaggiari, Nappo, Jamieson, Zerbi, Chang, Capretti and Marchesi.

Déclaration de conflit d'intérêts

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Auteurs

Alessandra Pulvirenti (A)

Section of Pancreatic Surgery, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Rozzano, Italy.
Department of Surgical Oncological and Gastroenterological Sciences (DiSCOG), University of Padua, Padua, Italy.

Marialuisa Barbagallo (M)

Department of Immunology and Inflammation, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Rozzano, Italy.

Anna Rita Putignano (AR)

Department of Immunology and Inflammation, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Rozzano, Italy.

Antonio Pea (A)

Department of General and Pancreatic Surgery-The Pancreas Institute, Verona University Hospital Trust, Verona, Italy.
Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom.

Rebecca Polidori (R)

Department of Immunology and Inflammation, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Rozzano, Italy.
Department of Medical Biotechnology and Translational Medicine, University of Milan, Milan, Italy.

Rosie Upstill-Goddard (R)

Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom.

Nina Cortese (N)

Department of Immunology and Inflammation, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Rozzano, Italy.

Paolo Kunderfranco (P)

Bioinformatics Unit, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Rozzano, Italy.

Laura Brunelli (L)

Laboratory of Metabolites and Proteins in Translational Research, Department of Environmental Health Sciences, Istituto di Ricerche Farmacologiche Mario Negri Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Milan, Italy.

Giulia De Simone (G)

Laboratory of Metabolites and Proteins in Translational Research, Department of Environmental Health Sciences, Istituto di Ricerche Farmacologiche Mario Negri Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Milan, Italy.

Roberta Pastorelli (R)

Laboratory of Metabolites and Proteins in Translational Research, Department of Environmental Health Sciences, Istituto di Ricerche Farmacologiche Mario Negri Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Milan, Italy.

Paola Spaggiari (P)

Pathology Department, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Rozzano, Italy.

Gennaro Nappo (G)

Section of Pancreatic Surgery, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Rozzano, Italy.
Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy.

Nigel B Jamieson (NB)

Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom.
West of Scotland Pancreatic Unit, Glasgow Royal Infirmary, Glasgow, United Kingdom.

Alessandro Zerbi (A)

Section of Pancreatic Surgery, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Rozzano, Italy.
Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy.

David K Chang (DK)

Wolfson Wohl Cancer Research Centre, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom.
West of Scotland Pancreatic Unit, Glasgow Royal Infirmary, Glasgow, United Kingdom.

Giovanni Capretti (G)

Section of Pancreatic Surgery, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Rozzano, Italy.
Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy.

Federica Marchesi (F)

Department of Immunology and Inflammation, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Rozzano, Italy.
Department of Medical Biotechnology and Translational Medicine, University of Milan, Milan, Italy.

Classifications MeSH